From 2286bf3eca414cc24e0a03b008a7a4e6b9647c44 Mon Sep 17 00:00:00 2001
From: mynkyu <mynkyu@bucketplace.net>
Date: Thu, 27 Aug 2026 18:30:16 +0900
Subject: [PATCH 001/162] fix(router): stamp model_group when retrieving a
 batch

Batch token usage is accounted on the retrieve call, not on create: a provider
only reports token counts once the job finishes, so the usage arrives on
aretrieve_batch and that is the spend log row the tokens land on.

Router.acreate_batch stamps the requested model group into its metadata, but
Router.aretrieve_batch never did. A batch is retrieved by id, so the request
carries no model, and the router fans the lookup out over its deployments -
leaving model_group unset on the one record that carries the tokens.
/global/activity/model groups the spend logs by model_group, so every batch's
tokens were bucketed under an empty group.

Stamp the model group inside the per-deployment retrieve attempt, preferring an
explicitly requested group and otherwise using the model_name of the deployment
that answered, which is unambiguous even when the request named no model. An
existing model_group in the metadata is left untouched, so nothing that already
resolves a group changes.

Scope is limited to aretrieve_batch: acompletion, aresponses and acreate_batch
logging are untouched, and cost/spend attribution by model is unchanged.

Signed-off-by: mynkyu <mynkyu@bucketplace.net>
---
 litellm/router.py                             |   9 ++
 .../test_router_batch_retrieve_model_group.py | 118 ++++++++++++++++++
 2 files changed, 127 insertions(+)
 create mode 100644 tests/test_litellm/test_router_batch_retrieve_model_group.py

diff --git a/litellm/router.py b/litellm/router.py
index 3f450661946..c6c25b6be17 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -6137,6 +6137,8 @@ class Router:
         """
         try:
             parent_otel_span: Final = _get_parent_otel_span_from_kwargs(kwargs)
+            requested_model_group: Final = model
+            metadata_variable_name: Final = _get_router_metadata_variable_name(function_name="aretrieve_batch")
             if model is not None:
                 filtered_model_list: (
                     list[DeploymentTypedDict] | list[dict] | dict | None
@@ -6173,6 +6175,13 @@ class Router:
                         kwargs=new_kwargs,
                         function_name="aretrieve_batch",
                     )
+                    ## STAMP THE MODEL GROUP FOR SPEND TRACKING ##
+                    # A batch is retrieved by id, so the request carries no model group of its
+                    # own - only the deployment that answered knows it. Batch token usage lands
+                    # on this retrieve call (the provider reports counts once the job finishes),
+                    # so without this the tokens are logged under an empty model_group.
+                    model_group: Final = requested_model_group or model_name["model_name"]
+                    new_kwargs[metadata_variable_name].setdefault("model_group", model_group)
                     new_kwargs.pop("custom_llm_provider", None)
                     data.pop("custom_llm_provider", None)
                     return await litellm.aretrieve_batch(
diff --git a/tests/test_litellm/test_router_batch_retrieve_model_group.py b/tests/test_litellm/test_router_batch_retrieve_model_group.py
new file mode 100644
index 00000000000..ef8a23e4917
--- /dev/null
+++ b/tests/test_litellm/test_router_batch_retrieve_model_group.py
@@ -0,0 +1,118 @@
+"""
+model_group attribution on router batch retrieval.
+
+Batch token usage is accounted on the *retrieve* call, not on create: the
+provider only knows the token counts once the job finishes, so
+`LiteLLMBatch.usage` arrives on `aretrieve_batch` and that is the record the
+spend log tokens land on.
+
+`aretrieve_batch` is addressed by batch_id, so the request carries no model,
+and the router fans the lookup out across its deployments. These tests lock
+that the winning deployment's model group is stamped on the emitted
+StandardLoggingPayload, so `/global/activity/model` - which groups the spend
+logs by `model_group` - can attribute those tokens instead of bucketing every
+batch under "".
+"""
+
+import asyncio
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+import litellm
+import litellm.batches.main as bm
+from litellm import Router
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.types.utils import LiteLLMBatch, Usage
+
+MODEL_GROUP = "vertex-gemini-2.5-flash-lite-dev"
+DEPLOYMENT_MODEL = "vertex_ai/gemini-2.5-flash-lite"
+
+
+class _PayloadCollector(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.payloads = []
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.payloads.append(kwargs.get("standard_logging_object"))
+
+
+@pytest.fixture
+def router():
+    return Router(
+        model_list=[
+            {
+                "model_name": MODEL_GROUP,
+                "litellm_params": {
+                    "model": DEPLOYMENT_MODEL,
+                    "vertex_project": "fake-project",
+                    "vertex_location": "us-central1",
+                    "vertex_credentials": "fake-creds",
+                },
+            }
+        ]
+    )
+
+
+@pytest.fixture
+def collector():
+    logger = _PayloadCollector()
+    previous = litellm.callbacks
+    litellm.callbacks = [logger]
+    try:
+        yield logger
+    finally:
+        litellm.callbacks = previous
+
+
+@pytest.fixture
+def vertex_retrieve():
+    """Mock the vertex provider seam - the only real network boundary."""
+    batch = LiteLLMBatch(
+        id="batch-1",
+        completion_window="24h",
+        created_at=0,
+        endpoint="/v1/chat/completions",
+        input_file_id="file-1",
+        object="batch",
+        status="completed",
+        usage=Usage(prompt_tokens=1000, completion_tokens=200, total_tokens=1200),
+    )
+    seam = MagicMock(name="vertex_ai_batches_instance")
+    seam.retrieve_batch.return_value = batch
+    with patch.object(bm, "vertex_ai_batches_instance", seam):
+        yield seam
+
+
+async def _collected_payload(collector) -> dict:
+    for _ in range(50):  # the success handler runs as a background task
+        payloads = [p for p in collector.payloads if p is not None]
+        if payloads:
+            return payloads[-1]
+        await asyncio.sleep(0.05)
+    raise AssertionError(f"no StandardLoggingPayload was emitted: {collector.payloads}")
+
+
+@pytest.mark.asyncio
+async def test_aretrieve_batch_without_model_stamps_model_group(router, collector, vertex_retrieve):
+    """
+    The proxy retrieves a managed batch by id only - no `model` in the request.
+    The router fans out over its deployments, so the model group is only known
+    from the deployment that answered.
+    """
+    response = await router.aretrieve_batch(batch_id="batch-1")
+
+    assert response.usage.total_tokens == 1200
+    payload = await _collected_payload(collector)
+    assert payload["model"] == DEPLOYMENT_MODEL
+    assert payload["model_group"] == MODEL_GROUP
+
+
+@pytest.mark.asyncio
+async def test_aretrieve_batch_with_model_stamps_requested_model_group(router, collector, vertex_retrieve):
+    """An explicitly requested model group is what gets logged."""
+    await router.aretrieve_batch(model=MODEL_GROUP, batch_id="batch-1")
+
+    payload = await _collected_payload(collector)
+    assert payload["model_group"] == MODEL_GROUP

From e630f21d16b10b78e22c28a974dee73009749167 Mon Sep 17 00:00:00 2001
From: mynkyu <mynkyu@bucketplace.net>
Date: Thu, 27 Aug 2026 19:01:18 +0900
Subject: [PATCH 002/162] test: fake the provider at the HTTP boundary in the
 batch model_group test

The test-quality gate flagged the first version for patching an SDK internal
(litellm.batches.main.vertex_ai_batches_instance) and for writing
litellm.callbacks directly.

Drive an openai-compatible deployment through respx instead, so the retrieve
call and the usage accounting that reads the completed batch's output file both
run for real, and install the collector with monkeypatch so nothing leaks into
the next test.

Signed-off-by: mynkyu <mynkyu@bucketplace.net>
---
 .../test_router_batch_retrieve_model_group.py | 146 +++++++++++-------
 1 file changed, 89 insertions(+), 57 deletions(-)

diff --git a/tests/test_litellm/test_router_batch_retrieve_model_group.py b/tests/test_litellm/test_router_batch_retrieve_model_group.py
index ef8a23e4917..b99ec50e041 100644
--- a/tests/test_litellm/test_router_batch_retrieve_model_group.py
+++ b/tests/test_litellm/test_router_batch_retrieve_model_group.py
@@ -1,35 +1,81 @@
 """
 model_group attribution on router batch retrieval.
 
-Batch token usage is accounted on the *retrieve* call, not on create: the
-provider only knows the token counts once the job finishes, so
-`LiteLLMBatch.usage` arrives on `aretrieve_batch` and that is the record the
-spend log tokens land on.
+Batch token usage is accounted on the *retrieve* call, not on create: a provider
+only reports token counts once the job finishes, so the usage is read off the
+completed batch's output file during retrieve logging and that is the spend log
+row the tokens land on.
 
-`aretrieve_batch` is addressed by batch_id, so the request carries no model,
-and the router fans the lookup out across its deployments. These tests lock
-that the winning deployment's model group is stamped on the emitted
-StandardLoggingPayload, so `/global/activity/model` - which groups the spend
-logs by `model_group` - can attribute those tokens instead of bucketing every
-batch under "".
+A batch is retrieved by id, so the request carries no model and the router fans
+the lookup out across its deployments. These tests lock that the answering
+deployment's model group is stamped on the emitted StandardLoggingPayload, so
+`/global/activity/model` - which groups the spend logs by `model_group` - can
+attribute those tokens instead of bucketing every batch under "".
+
+The provider is faked at the HTTP boundary, so the whole retrieve + usage
+accounting path runs for real.
 """
 
 import asyncio
-from unittest.mock import MagicMock, patch
+import json
 
+import httpx
 import pytest
+import respx
 
 import litellm
-import litellm.batches.main as bm
 from litellm import Router
 from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.utils import LiteLLMBatch, Usage
 
-MODEL_GROUP = "vertex-gemini-2.5-flash-lite-dev"
-DEPLOYMENT_MODEL = "vertex_ai/gemini-2.5-flash-lite"
+MODEL_GROUP = "gemini-batch-group"
+DEPLOYMENT_MODEL = "openai/gpt-4o-mini"
+API_BASE = "http://localhost:4001/v1"
+BATCH_ID = "batch-1"
+ROWS = 2
+TOKENS_PER_ROW = 600
+
+COMPLETED_BATCH = {
+    "id": BATCH_ID,
+    "object": "batch",
+    "endpoint": "/v1/chat/completions",
+    "errors": None,
+    "input_file_id": "file-in-1",
+    "completion_window": "24h",
+    "status": "completed",
+    "output_file_id": "file-out-1",
+    "error_file_id": None,
+    "created_at": 0,
+    "completed_at": 1,
+    "request_counts": {"total": ROWS, "completed": ROWS, "failed": 0},
+    "metadata": None,
+}
+
+OUTPUT_JSONL = "\n".join(
+    json.dumps(
+        {
+            "id": f"req-{row}",
+            "custom_id": f"row-{row}",
+            "response": {
+                "status_code": 200,
+                "body": {
+                    "id": f"chatcmpl-{row}",
+                    "object": "chat.completion",
+                    "model": "gpt-4o-mini",
+                    "choices": [
+                        {"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}
+                    ],
+                    "usage": {"prompt_tokens": 500, "completion_tokens": 100, "total_tokens": TOKENS_PER_ROW},
+                },
+            },
+        }
+    )
+    for row in range(ROWS)
+)
 
 
 class _PayloadCollector(CustomLogger):
+    """Captures the StandardLoggingPayload the spend log is built from."""
+
     def __init__(self):
         super().__init__()
         self.payloads = []
@@ -37,6 +83,14 @@ class _PayloadCollector(CustomLogger):
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         self.payloads.append(kwargs.get("standard_logging_object"))
 
+    async def retrieve_batch_payload(self) -> dict:
+        for _ in range(100):  # the success handler runs as a background task
+            for payload in self.payloads:
+                if payload and payload.get("call_type") == "aretrieve_batch":
+                    return payload
+            await asyncio.sleep(0.05)
+        raise AssertionError(f"no aretrieve_batch payload was emitted: {self.payloads}")
+
 
 @pytest.fixture
 def router():
@@ -46,9 +100,8 @@ def router():
                 "model_name": MODEL_GROUP,
                 "litellm_params": {
                     "model": DEPLOYMENT_MODEL,
-                    "vertex_project": "fake-project",
-                    "vertex_location": "us-central1",
-                    "vertex_credentials": "fake-creds",
+                    "api_base": API_BASE,
+                    "api_key": "sk-fake",
                 },
             }
         ]
@@ -56,63 +109,42 @@ def router():
 
 
 @pytest.fixture
-def collector():
+def collector(monkeypatch):
     logger = _PayloadCollector()
-    previous = litellm.callbacks
-    litellm.callbacks = [logger]
-    try:
-        yield logger
-    finally:
-        litellm.callbacks = previous
+    monkeypatch.setattr(litellm, "callbacks", [logger])
+    return logger
 
 
 @pytest.fixture
-def vertex_retrieve():
-    """Mock the vertex provider seam - the only real network boundary."""
-    batch = LiteLLMBatch(
-        id="batch-1",
-        completion_window="24h",
-        created_at=0,
-        endpoint="/v1/chat/completions",
-        input_file_id="file-1",
-        object="batch",
-        status="completed",
-        usage=Usage(prompt_tokens=1000, completion_tokens=200, total_tokens=1200),
-    )
-    seam = MagicMock(name="vertex_ai_batches_instance")
-    seam.retrieve_batch.return_value = batch
-    with patch.object(bm, "vertex_ai_batches_instance", seam):
-        yield seam
-
-
-async def _collected_payload(collector) -> dict:
-    for _ in range(50):  # the success handler runs as a background task
-        payloads = [p for p in collector.payloads if p is not None]
-        if payloads:
-            return payloads[-1]
-        await asyncio.sleep(0.05)
-    raise AssertionError(f"no StandardLoggingPayload was emitted: {collector.payloads}")
+def provider():
+    """Fake the provider at the HTTP boundary: the completed batch plus the
+    output file the usage accounting reads."""
+    with respx.mock(assert_all_called=True) as respx_mock:
+        respx_mock.get(f"{API_BASE}/batches/{BATCH_ID}").mock(return_value=httpx.Response(200, json=COMPLETED_BATCH))
+        respx_mock.get(f"{API_BASE}/files/file-out-1/content").mock(return_value=httpx.Response(200, text=OUTPUT_JSONL))
+        yield respx_mock
 
 
 @pytest.mark.asyncio
-async def test_aretrieve_batch_without_model_stamps_model_group(router, collector, vertex_retrieve):
+async def test_aretrieve_batch_without_model_stamps_model_group(router, collector, provider):
     """
     The proxy retrieves a managed batch by id only - no `model` in the request.
     The router fans out over its deployments, so the model group is only known
     from the deployment that answered.
     """
-    response = await router.aretrieve_batch(batch_id="batch-1")
+    response = await router.aretrieve_batch(batch_id=BATCH_ID)
 
-    assert response.usage.total_tokens == 1200
-    payload = await _collected_payload(collector)
+    assert response.id == BATCH_ID
+    payload = await collector.retrieve_batch_payload()
+    assert payload["total_tokens"] == ROWS * TOKENS_PER_ROW
     assert payload["model"] == DEPLOYMENT_MODEL
     assert payload["model_group"] == MODEL_GROUP
 
 
 @pytest.mark.asyncio
-async def test_aretrieve_batch_with_model_stamps_requested_model_group(router, collector, vertex_retrieve):
+async def test_aretrieve_batch_with_model_stamps_requested_model_group(router, collector, provider):
     """An explicitly requested model group is what gets logged."""
-    await router.aretrieve_batch(model=MODEL_GROUP, batch_id="batch-1")
+    await router.aretrieve_batch(model=MODEL_GROUP, batch_id=BATCH_ID)
 
-    payload = await _collected_payload(collector)
+    payload = await collector.retrieve_batch_payload()
     assert payload["model_group"] == MODEL_GROUP

From df6990c7127a0c30c77b96323e8311d9200a23be Mon Sep 17 00:00:00 2001
From: mynkyu <mynkyu@bucketplace.net>
Date: Sun, 6 Sep 2026 10:10:07 +0900
Subject: [PATCH 003/162] test: move the batch model_group regression into
 test_router.py

CLAUDE.md asks bug fixes to extend the existing mapped test file rather than
add a new one, and tests/test_litellm/test_router.py already covers
Router.aretrieve_batch. Fold the two cases in next to that coverage and drop
the standalone file.

The helpers are prefixed so they read unambiguously in a shared file, and the
respx context stays open while the payload is awaited, since the usage
accounting reads the batch's output file from the success handler.

Signed-off-by: mynkyu <mynkyu@bucketplace.net>
---
 tests/test_litellm/test_router.py             | 153 ++++++++++++++++++
 .../test_router_batch_retrieve_model_group.py | 150 -----------------
 2 files changed, 153 insertions(+), 150 deletions(-)
 delete mode 100644 tests/test_litellm/test_router_batch_retrieve_model_group.py

diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 7c044310e14..9b146092927 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -958,6 +958,159 @@ async def test_arouter_aretrieve_batch():
         assert mock_aretrieve_batch.call_args.kwargs["api_base"] == "my-custom-base"
 
 
+# ---------------------------------------------------------------------------
+# Batch retrieval has to attribute its tokens to a model group.
+#
+# Batch token usage is accounted on the *retrieve* call, not on create: a
+# provider only reports token counts once the job finishes, so the usage is read
+# off the completed batch's output file during retrieve logging, and that is the
+# spend log row the tokens land on. A batch is retrieved by id, so the request
+# carries no model and the router fans the lookup out across its deployments -
+# the group of the deployment that answered is the only one there is to stamp.
+# Leaving it unset files every batch's tokens under an empty model_group, which
+# is what /global/activity/model groups the spend logs by.
+#
+# The provider is faked at the HTTP boundary, so the retrieve call and the usage
+# accounting that reads the output file both run for real.
+# ---------------------------------------------------------------------------
+
+_BATCH_GROUP = "gemini-batch-group"
+_BATCH_DEPLOYMENT_MODEL = "openai/gpt-4o-mini"
+_BATCH_API_BASE = "http://localhost:4001/v1"
+_BATCH_ID = "batch-1"
+_BATCH_ROWS = 2
+_BATCH_TOKENS_PER_ROW = 600
+
+_BATCH_COMPLETED = {
+    "id": _BATCH_ID,
+    "object": "batch",
+    "endpoint": "/v1/chat/completions",
+    "errors": None,
+    "input_file_id": "file-in-1",
+    "completion_window": "24h",
+    "status": "completed",
+    "output_file_id": "file-out-1",
+    "error_file_id": None,
+    "created_at": 0,
+    "completed_at": 1,
+    "request_counts": {"total": _BATCH_ROWS, "completed": _BATCH_ROWS, "failed": 0},
+    "metadata": None,
+}
+
+_BATCH_OUTPUT_JSONL = "\n".join(
+    json.dumps(
+        {
+            "id": f"req-{row}",
+            "custom_id": f"row-{row}",
+            "response": {
+                "status_code": 200,
+                "body": {
+                    "id": f"chatcmpl-{row}",
+                    "object": "chat.completion",
+                    "model": "gpt-4o-mini",
+                    "choices": [
+                        {"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}
+                    ],
+                    "usage": {
+                        "prompt_tokens": 500,
+                        "completion_tokens": 100,
+                        "total_tokens": _BATCH_TOKENS_PER_ROW,
+                    },
+                },
+            },
+        }
+    )
+    for row in range(_BATCH_ROWS)
+)
+
+
+class _BatchPayloadCollector(CustomLogger):
+    """Captures the StandardLoggingPayload the spend log row is built from."""
+
+    def __init__(self):
+        super().__init__()
+        self.payloads = []
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.payloads.append(kwargs.get("standard_logging_object"))
+
+    async def retrieve_batch_payload(self):
+        for _ in range(100):  # the success handler runs as a background task
+            for payload in self.payloads:
+                if payload and payload.get("call_type") == "aretrieve_batch":
+                    return payload
+            await asyncio.sleep(0.05)
+        raise AssertionError(f"no aretrieve_batch payload was emitted: {self.payloads}")
+
+
+def _batch_model_group_router():
+    return litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+            }
+        ]
+    )
+
+
+def _mock_batch_provider(respx_mock):
+    """The completed batch, plus the output file the usage accounting reads."""
+    respx_mock.get(f"{_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+        return_value=httpx.Response(200, json=_BATCH_COMPLETED)
+    )
+    respx_mock.get(f"{_BATCH_API_BASE}/files/file-out-1/content").mock(
+        return_value=httpx.Response(200, text=_BATCH_OUTPUT_JSONL)
+    )
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_without_model_stamps_model_group(monkeypatch: pytest.MonkeyPatch):
+    """
+    The proxy retrieves a managed batch by id only - no `model` in the request.
+    The router fans out over its deployments, so the model group is only known
+    from the deployment that answered.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = _batch_model_group_router()
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        # the usage accounting reads the output file from the success handler,
+        # so the provider has to stay faked until that payload lands
+        payload = await collector.retrieve_batch_payload()
+
+    assert response.id == _BATCH_ID
+    assert payload["total_tokens"] == _BATCH_ROWS * _BATCH_TOKENS_PER_ROW
+    assert payload["model"] == _BATCH_DEPLOYMENT_MODEL
+    assert payload["model_group"] == _BATCH_GROUP
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_with_model_stamps_requested_model_group(monkeypatch: pytest.MonkeyPatch):
+    """An explicitly requested model group is what gets logged."""
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = _batch_model_group_router()
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        await router.aretrieve_batch(model=_BATCH_GROUP, batch_id=_BATCH_ID)
+        payload = await collector.retrieve_batch_payload()
+
+    assert payload["model_group"] == _BATCH_GROUP
+
+
 @pytest.mark.asyncio
 async def test_arouter_aretrieve_file_content():
     """
diff --git a/tests/test_litellm/test_router_batch_retrieve_model_group.py b/tests/test_litellm/test_router_batch_retrieve_model_group.py
deleted file mode 100644
index b99ec50e041..00000000000
--- a/tests/test_litellm/test_router_batch_retrieve_model_group.py
+++ /dev/null
@@ -1,150 +0,0 @@
-"""
-model_group attribution on router batch retrieval.
-
-Batch token usage is accounted on the *retrieve* call, not on create: a provider
-only reports token counts once the job finishes, so the usage is read off the
-completed batch's output file during retrieve logging and that is the spend log
-row the tokens land on.
-
-A batch is retrieved by id, so the request carries no model and the router fans
-the lookup out across its deployments. These tests lock that the answering
-deployment's model group is stamped on the emitted StandardLoggingPayload, so
-`/global/activity/model` - which groups the spend logs by `model_group` - can
-attribute those tokens instead of bucketing every batch under "".
-
-The provider is faked at the HTTP boundary, so the whole retrieve + usage
-accounting path runs for real.
-"""
-
-import asyncio
-import json
-
-import httpx
-import pytest
-import respx
-
-import litellm
-from litellm import Router
-from litellm.integrations.custom_logger import CustomLogger
-
-MODEL_GROUP = "gemini-batch-group"
-DEPLOYMENT_MODEL = "openai/gpt-4o-mini"
-API_BASE = "http://localhost:4001/v1"
-BATCH_ID = "batch-1"
-ROWS = 2
-TOKENS_PER_ROW = 600
-
-COMPLETED_BATCH = {
-    "id": BATCH_ID,
-    "object": "batch",
-    "endpoint": "/v1/chat/completions",
-    "errors": None,
-    "input_file_id": "file-in-1",
-    "completion_window": "24h",
-    "status": "completed",
-    "output_file_id": "file-out-1",
-    "error_file_id": None,
-    "created_at": 0,
-    "completed_at": 1,
-    "request_counts": {"total": ROWS, "completed": ROWS, "failed": 0},
-    "metadata": None,
-}
-
-OUTPUT_JSONL = "\n".join(
-    json.dumps(
-        {
-            "id": f"req-{row}",
-            "custom_id": f"row-{row}",
-            "response": {
-                "status_code": 200,
-                "body": {
-                    "id": f"chatcmpl-{row}",
-                    "object": "chat.completion",
-                    "model": "gpt-4o-mini",
-                    "choices": [
-                        {"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}
-                    ],
-                    "usage": {"prompt_tokens": 500, "completion_tokens": 100, "total_tokens": TOKENS_PER_ROW},
-                },
-            },
-        }
-    )
-    for row in range(ROWS)
-)
-
-
-class _PayloadCollector(CustomLogger):
-    """Captures the StandardLoggingPayload the spend log is built from."""
-
-    def __init__(self):
-        super().__init__()
-        self.payloads = []
-
-    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
-        self.payloads.append(kwargs.get("standard_logging_object"))
-
-    async def retrieve_batch_payload(self) -> dict:
-        for _ in range(100):  # the success handler runs as a background task
-            for payload in self.payloads:
-                if payload and payload.get("call_type") == "aretrieve_batch":
-                    return payload
-            await asyncio.sleep(0.05)
-        raise AssertionError(f"no aretrieve_batch payload was emitted: {self.payloads}")
-
-
-@pytest.fixture
-def router():
-    return Router(
-        model_list=[
-            {
-                "model_name": MODEL_GROUP,
-                "litellm_params": {
-                    "model": DEPLOYMENT_MODEL,
-                    "api_base": API_BASE,
-                    "api_key": "sk-fake",
-                },
-            }
-        ]
-    )
-
-
-@pytest.fixture
-def collector(monkeypatch):
-    logger = _PayloadCollector()
-    monkeypatch.setattr(litellm, "callbacks", [logger])
-    return logger
-
-
-@pytest.fixture
-def provider():
-    """Fake the provider at the HTTP boundary: the completed batch plus the
-    output file the usage accounting reads."""
-    with respx.mock(assert_all_called=True) as respx_mock:
-        respx_mock.get(f"{API_BASE}/batches/{BATCH_ID}").mock(return_value=httpx.Response(200, json=COMPLETED_BATCH))
-        respx_mock.get(f"{API_BASE}/files/file-out-1/content").mock(return_value=httpx.Response(200, text=OUTPUT_JSONL))
-        yield respx_mock
-
-
-@pytest.mark.asyncio
-async def test_aretrieve_batch_without_model_stamps_model_group(router, collector, provider):
-    """
-    The proxy retrieves a managed batch by id only - no `model` in the request.
-    The router fans out over its deployments, so the model group is only known
-    from the deployment that answered.
-    """
-    response = await router.aretrieve_batch(batch_id=BATCH_ID)
-
-    assert response.id == BATCH_ID
-    payload = await collector.retrieve_batch_payload()
-    assert payload["total_tokens"] == ROWS * TOKENS_PER_ROW
-    assert payload["model"] == DEPLOYMENT_MODEL
-    assert payload["model_group"] == MODEL_GROUP
-
-
-@pytest.mark.asyncio
-async def test_aretrieve_batch_with_model_stamps_requested_model_group(router, collector, provider):
-    """An explicitly requested model group is what gets logged."""
-    await router.aretrieve_batch(model=MODEL_GROUP, batch_id=BATCH_ID)
-
-    payload = await collector.retrieve_batch_payload()
-    assert payload["model_group"] == MODEL_GROUP

From 128cb114bdac6b8cf41a9d689f0a573a2e27eced Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 20:45:47 -0700
Subject: [PATCH 004/162] style: trim comments on batch retrieve model group
 stamp

---
 litellm/router.py                 |  7 ++-----
 tests/test_litellm/test_router.py | 16 ----------------
 2 files changed, 2 insertions(+), 21 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index c6c25b6be17..20c9018abee 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -6175,11 +6175,8 @@ class Router:
                         kwargs=new_kwargs,
                         function_name="aretrieve_batch",
                     )
-                    ## STAMP THE MODEL GROUP FOR SPEND TRACKING ##
-                    # A batch is retrieved by id, so the request carries no model group of its
-                    # own - only the deployment that answered knows it. Batch token usage lands
-                    # on this retrieve call (the provider reports counts once the job finishes),
-                    # so without this the tokens are logged under an empty model_group.
+                    # A batch is retrieved by id, so only the deployment that answered knows the
+                    # group, and batch token usage is logged on this retrieve call.
                     model_group: Final = requested_model_group or model_name["model_name"]
                     new_kwargs[metadata_variable_name].setdefault("model_group", model_group)
                     new_kwargs.pop("custom_llm_provider", None)
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 9b146092927..258d1c973d0 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -958,22 +958,6 @@ async def test_arouter_aretrieve_batch():
         assert mock_aretrieve_batch.call_args.kwargs["api_base"] == "my-custom-base"
 
 
-# ---------------------------------------------------------------------------
-# Batch retrieval has to attribute its tokens to a model group.
-#
-# Batch token usage is accounted on the *retrieve* call, not on create: a
-# provider only reports token counts once the job finishes, so the usage is read
-# off the completed batch's output file during retrieve logging, and that is the
-# spend log row the tokens land on. A batch is retrieved by id, so the request
-# carries no model and the router fans the lookup out across its deployments -
-# the group of the deployment that answered is the only one there is to stamp.
-# Leaving it unset files every batch's tokens under an empty model_group, which
-# is what /global/activity/model groups the spend logs by.
-#
-# The provider is faked at the HTTP boundary, so the retrieve call and the usage
-# accounting that reads the output file both run for real.
-# ---------------------------------------------------------------------------
-
 _BATCH_GROUP = "gemini-batch-group"
 _BATCH_DEPLOYMENT_MODEL = "openai/gpt-4o-mini"
 _BATCH_API_BASE = "http://localhost:4001/v1"

From 33d89c9814641a34cb66d357e2cc3a403677a06d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 20:55:11 -0700
Subject: [PATCH 005/162] style: drop redundant comments per repo comment
 policy

---
 litellm/router.py                 | 3 +--
 tests/test_litellm/test_router.py | 3 ---
 2 files changed, 1 insertion(+), 5 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 20c9018abee..e85ca1bd7a8 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -6175,8 +6175,7 @@ class Router:
                         kwargs=new_kwargs,
                         function_name="aretrieve_batch",
                     )
-                    # A batch is retrieved by id, so only the deployment that answered knows the
-                    # group, and batch token usage is logged on this retrieve call.
+                    # Batch token usage is logged on this retrieve call, not on create.
                     model_group: Final = requested_model_group or model_name["model_name"]
                     new_kwargs[metadata_variable_name].setdefault("model_group", model_group)
                     new_kwargs.pop("custom_llm_provider", None)
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 258d1c973d0..dc51339cf55 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -1009,8 +1009,6 @@ _BATCH_OUTPUT_JSONL = "\n".join(
 
 
 class _BatchPayloadCollector(CustomLogger):
-    """Captures the StandardLoggingPayload the spend log row is built from."""
-
     def __init__(self):
         super().__init__()
         self.payloads = []
@@ -1043,7 +1041,6 @@ def _batch_model_group_router():
 
 
 def _mock_batch_provider(respx_mock):
-    """The completed batch, plus the output file the usage accounting reads."""
     respx_mock.get(f"{_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
         return_value=httpx.Response(200, json=_BATCH_COMPLETED)
     )

From 01bdfb34aa5ed88320dbd1c9f231876df820ca29 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 22:24:20 -0700
Subject: [PATCH 006/162] chore: drop redundant comments in aretrieve_batch
 router tests

---
 tests/test_litellm/test_router.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index dc51339cf55..bfa9ea7e3d1 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -1017,7 +1017,7 @@ class _BatchPayloadCollector(CustomLogger):
         self.payloads.append(kwargs.get("standard_logging_object"))
 
     async def retrieve_batch_payload(self):
-        for _ in range(100):  # the success handler runs as a background task
+        for _ in range(100):
             for payload in self.payloads:
                 if payload and payload.get("call_type") == "aretrieve_batch":
                     return payload
@@ -1065,8 +1065,6 @@ async def test_arouter_aretrieve_batch_without_model_stamps_model_group(monkeypa
     with respx.mock(assert_all_called=True) as respx_mock:
         _mock_batch_provider(respx_mock)
         response = await router.aretrieve_batch(batch_id=_BATCH_ID)
-        # the usage accounting reads the output file from the success handler,
-        # so the provider has to stay faked until that payload lands
         payload = await collector.retrieve_batch_payload()
 
     assert response.id == _BATCH_ID

From 9acf09f60d4f917053e1bfb9d493dce3cdd2771a Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 23:07:55 -0700
Subject: [PATCH 007/162] fix(router): keep batch retrieves out of the
 per-minute tpm/rpm counters

Stamping model_group let both router deployment callbacks past their
`model_group is None` early return for batch retrieves. A batch reports the
whole job's token total on retrieve and reports it again on every poll of the
finished batch, so those tokens are not load in the current minute: three polls
of one completed 1,200 token batch pushed a tpm:1000 deployment to 3,600. The
fan-out also probed unrelated deployments, adding an rpm tick to each.
---
 litellm/router.py                   |  5 ++
 litellm/router_utils/batch_utils.py | 18 +++++++
 tests/test_litellm/test_router.py   | 76 +++++++++++++++++++++++++++++
 3 files changed, 99 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index e85ca1bd7a8..9dd267d7560 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -124,6 +124,7 @@ from litellm.router_utils.auto_router_model_naming import (
 )
 from litellm.router_utils.batch_utils import (
     _get_router_metadata_variable_name,
+    is_batch_retrieve_call_type,
     replace_model_in_jsonl,
     should_replace_model_in_jsonl,
 )
@@ -7878,6 +7879,8 @@ class Router:
             # WS session wrappers fire with result=None; per-turn costs tracked by inner calls.
             if kwargs.get("call_type") in ("_aresponses_websocket", "_arealtime"):
                 return
+            if is_batch_retrieve_call_type(kwargs.get("call_type")):
+                return
             standard_logging_object: Final[StandardLoggingPayload | None] = kwargs.get("standard_logging_object", None)
             if standard_logging_object is None:
                 raise ValueError("standard_logging_object is None")
@@ -8117,6 +8120,8 @@ class Router:
         """
         Update RPM usage for a deployment
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         deployment_name: Final = kwargs["litellm_params"]["metadata"].get(
             "deployment", None
         )  # handles wildcard routes - by giving the original name sent to `litellm.completion`
diff --git a/litellm/router_utils/batch_utils.py b/litellm/router_utils/batch_utils.py
index ccb6ad95519..6e110b586fb 100644
--- a/litellm/router_utils/batch_utils.py
+++ b/litellm/router_utils/batch_utils.py
@@ -5,6 +5,7 @@ from typing import Final
 
 from litellm._logging import verbose_logger
 from litellm.types.llms.openai import FileTypes, OpenAIFilesPurpose
+from litellm.types.utils import CallTypes
 
 
 class InMemoryFile(io.BytesIO):
@@ -170,3 +171,20 @@ def _get_router_metadata_variable_name(function_name: str | None) -> str:
         return "litellm_metadata"
     else:
         return "metadata"
+
+
+BATCH_RETRIEVE_CALL_TYPES: Final = frozenset(
+    {
+        CallTypes.aretrieve_batch.value,
+        CallTypes.retrieve_batch.value,
+    }
+)
+
+
+def is_batch_retrieve_call_type(call_type: object) -> bool:
+    """
+    A batch retrieve reports the whole job's token usage, which the provider spent
+    asynchronously over the life of the batch, and reports it again on every poll of the
+    finished batch. Per-minute usage counters must not be fed from it.
+    """
+    return isinstance(call_type, str) and call_type in BATCH_RETRIEVE_CALL_TYPES
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index bfa9ea7e3d1..d8045722998 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -1090,6 +1090,82 @@ async def test_arouter_aretrieve_batch_with_model_stamps_requested_model_group(m
     assert payload["model_group"] == _BATCH_GROUP
 
 
+_UNRELATED_BATCH_GROUP = "unrelated-batch-group"
+_UNRELATED_BATCH_API_BASE = "http://localhost:4002/v1"
+
+_BATCH_NOT_FOUND = {
+    "error": {
+        "message": f"No batch found with id '{_BATCH_ID}'.",
+        "type": "invalid_request_error",
+        "code": "batch_not_found",
+    }
+}
+
+
+async def _router_usage_keys(router, timeout: float = 2.0) -> list[str]:
+    loop = asyncio.get_event_loop()
+    deadline = loop.time() + timeout
+    while loop.time() < deadline:
+        keys = sorted(k for k in router.cache.in_memory_cache.cache_dict if k.startswith("global_router:"))
+        if keys:
+            return keys
+        await asyncio.sleep(0.05)
+    return []
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_does_not_consume_deployment_rate_limits(monkeypatch: pytest.MonkeyPatch):
+    """
+    A batch reports the whole job's tokens on retrieve, and reports them again on every
+    poll of the finished batch, so they are not a measure of load in the current minute.
+    The fan-out also probes deployments the caller never named. Neither may reach the
+    per-minute tpm/rpm counters that gate live traffic.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "batch-dep"},
+                "tpm": 1000,
+                "rpm": 10,
+            },
+            {
+                "model_name": _UNRELATED_BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _UNRELATED_BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "unrelated-dep"},
+                "tpm": 1000,
+                "rpm": 10,
+            },
+        ]
+    )
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        respx_mock.get(f"{_UNRELATED_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+            return_value=httpx.Response(404, json=_BATCH_NOT_FOUND)
+        )
+        response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        payload = await collector.retrieve_batch_payload()
+        usage_keys = await _router_usage_keys(router)
+
+    assert response.id == _BATCH_ID
+    assert payload["model_group"] == _BATCH_GROUP
+    assert usage_keys == []
+
+
 @pytest.mark.asyncio
 async def test_arouter_aretrieve_file_content():
     """

From 58c3d04733f2bebfbc15e8f1f6dd702a37c6e2f6 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 23:24:47 -0700
Subject: [PATCH 008/162] test: cover is_batch_retrieve_call_type in router
 batch utils

---
 .../router_unit_tests/test_router_batch_utils.py  | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/tests/router_unit_tests/test_router_batch_utils.py b/tests/router_unit_tests/test_router_batch_utils.py
index c9f19731372..e274ac61a01 100644
--- a/tests/router_unit_tests/test_router_batch_utils.py
+++ b/tests/router_unit_tests/test_router_batch_utils.py
@@ -317,3 +317,18 @@ def test_replace_model_in_jsonl_with_embedded_newlines():
         == "This is a message\nwith multiple\nlines"
     )
     assert result_json["custom_id"] == "test123"
+
+
+def test_is_batch_retrieve_call_type_matches_only_batch_retrieves():
+    from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
+    from litellm.types.utils import CallTypes
+
+    assert is_batch_retrieve_call_type(CallTypes.aretrieve_batch.value) is True
+    assert is_batch_retrieve_call_type(CallTypes.retrieve_batch.value) is True
+
+    for call_type in CallTypes:
+        if call_type in (CallTypes.aretrieve_batch, CallTypes.retrieve_batch):
+            continue
+        assert is_batch_retrieve_call_type(call_type.value) is False
+
+    assert is_batch_retrieve_call_type(None) is False

From ad2afe5e6568b69389c2258680274098b9191b6d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 5 Sep 2026 23:41:07 -0700
Subject: [PATCH 009/162] style(router): drop the inline comment on the batch
 retrieve stamp

---
 litellm/router.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 9dd267d7560..2397c6b2fc7 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -6176,7 +6176,6 @@ class Router:
                         kwargs=new_kwargs,
                         function_name="aretrieve_batch",
                     )
-                    # Batch token usage is logged on this retrieve call, not on create.
                     model_group: Final = requested_model_group or model_name["model_name"]
                     new_kwargs[metadata_variable_name].setdefault("model_group", model_group)
                     new_kwargs.pop("custom_llm_provider", None)

From 63ea19743373fa1dd87081a66d64e5f580212f77 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sun, 6 Sep 2026 01:02:53 -0700
Subject: [PATCH 010/162] fix(router): keep batch retrieves out of routing
 strategy state

Stamping model_group on a batch retrieve routed the whole batch job's token usage
into the per-model-group counters that usage-based, latency-based, cost-based and
least-busy routing read, so polling a finished batch could exhaust a group's TPM or
RPM window and lock live chat traffic out with RouterRateLimitError. Polling also
drove the least-busy in-flight counts negative once per poll per deployment, which
pinned chat to whichever deployment had been polled most.

The strategy callbacks now skip batch retrieve call types, so a retrieve still lands
in spend logs under its model group while the numbers that pick a deployment for the
next chat request stay driven by live traffic only.
---
 litellm/router.py                         |  3 +-
 litellm/router_strategy/least_busy.py     | 11 ++++
 litellm/router_strategy/lowest_cost.py    |  5 ++
 litellm/router_strategy/lowest_latency.py |  7 ++
 litellm/router_strategy/lowest_tpm_rpm.py |  5 ++
 litellm/router_utils/batch_utils.py       |  3 +-
 tests/test_litellm/test_router.py         | 79 +++++++++++++++++++++++
 7 files changed, 111 insertions(+), 2 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 2397c6b2fc7..8f913d96463 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -6177,7 +6177,8 @@ class Router:
                         function_name="aretrieve_batch",
                     )
                     model_group: Final = requested_model_group or model_name["model_name"]
-                    new_kwargs[metadata_variable_name].setdefault("model_group", model_group)
+                    if not new_kwargs[metadata_variable_name].get("model_group"):
+                        new_kwargs[metadata_variable_name]["model_group"] = model_group
                     new_kwargs.pop("custom_llm_provider", None)
                     data.pop("custom_llm_provider", None)
                     return await litellm.aretrieve_batch(
diff --git a/litellm/router_strategy/least_busy.py b/litellm/router_strategy/least_busy.py
index 1433e8ba4d4..e93288fd9fe 100644
--- a/litellm/router_strategy/least_busy.py
+++ b/litellm/router_strategy/least_busy.py
@@ -11,6 +11,7 @@ from typing import Final
 
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 
 
 class LeastBusyLoggingHandler(CustomLogger):
@@ -27,6 +28,8 @@ class LeastBusyLoggingHandler(CustomLogger):
 
         Caching based on model group.
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             if kwargs["litellm_params"].get("metadata") is None:
                 pass
@@ -48,6 +51,8 @@ class LeastBusyLoggingHandler(CustomLogger):
             pass
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             if kwargs["litellm_params"].get("metadata") is None:
                 pass
@@ -76,6 +81,8 @@ class LeastBusyLoggingHandler(CustomLogger):
             pass
 
     def log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             if kwargs["litellm_params"].get("metadata") is None:
                 pass
@@ -103,6 +110,8 @@ class LeastBusyLoggingHandler(CustomLogger):
             pass
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             if kwargs["litellm_params"].get("metadata") is None:
                 pass
@@ -131,6 +140,8 @@ class LeastBusyLoggingHandler(CustomLogger):
             pass
 
     async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             if kwargs["litellm_params"].get("metadata") is None:
                 pass
diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index b927df0c438..aaad6186484 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -8,6 +8,7 @@ from litellm import ModelResponse, token_counter, verbose_logger
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 
 
 class LowestCostLoggingHandler(CustomLogger):
@@ -19,6 +20,8 @@ class LowestCostLoggingHandler(CustomLogger):
         self.router_cache = router_cache
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update usage on success
@@ -96,6 +99,8 @@ class LowestCostLoggingHandler(CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update cost usage on success
diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py
index a1b67eaeaf9..598ca1227ec 100644
--- a/litellm/router_strategy/lowest_latency.py
+++ b/litellm/router_strategy/lowest_latency.py
@@ -9,6 +9,7 @@ from litellm import ModelResponse, token_counter, verbose_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs, safe_divide_seconds
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.utils import LiteLLMPydanticObjectBase
 
 if TYPE_CHECKING:
@@ -35,6 +36,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
         self.routing_args = RoutingArgs(**routing_args)
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update latency usage on success
@@ -167,6 +170,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
         """
         Check if Timeout Error, if timeout set deployment latency -> 100
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             metadata_field: Final = self._select_metadata_field(kwargs)
             _exception: Final = kwargs.get("exception", None)
@@ -221,6 +226,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update latency usage on success
diff --git a/litellm/router_strategy/lowest_tpm_rpm.py b/litellm/router_strategy/lowest_tpm_rpm.py
index 31c4b1d7e3f..d4abf1f8f70 100644
--- a/litellm/router_strategy/lowest_tpm_rpm.py
+++ b/litellm/router_strategy/lowest_tpm_rpm.py
@@ -8,6 +8,7 @@ from litellm import token_counter
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.utils import LiteLLMPydanticObjectBase
 from litellm.utils import print_verbose
 
@@ -27,6 +28,8 @@ class LowestTPMLoggingHandler(CustomLogger):
         self.routing_args = RoutingArgs(**routing_args)
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
@@ -79,6 +82,8 @@ class LowestTPMLoggingHandler(CustomLogger):
             verbose_router_logger.debug(traceback.format_exc())
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
diff --git a/litellm/router_utils/batch_utils.py b/litellm/router_utils/batch_utils.py
index 6e110b586fb..be20c358202 100644
--- a/litellm/router_utils/batch_utils.py
+++ b/litellm/router_utils/batch_utils.py
@@ -185,6 +185,7 @@ def is_batch_retrieve_call_type(call_type: object) -> bool:
     """
     A batch retrieve reports the whole job's token usage, which the provider spent
     asynchronously over the life of the batch, and reports it again on every poll of the
-    finished batch. Per-minute usage counters must not be fed from it.
+    finished batch. The counters that measure live traffic, per-minute rate limits and the
+    routing strategies' own state, must not be fed from it.
     """
     return isinstance(call_type, str) and call_type in BATCH_RETRIEVE_CALL_TYPES
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index d8045722998..836085c1f5d 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -1166,6 +1166,85 @@ async def test_arouter_aretrieve_batch_does_not_consume_deployment_rate_limits(m
     assert usage_keys == []
 
 
+_ROUTING_STRATEGY_CACHE_MARKERS = ("_map", "_request_count", ":tpm:", ":rpm:")
+
+
+async def _router_strategy_keys(router, timeout: float = 2.0) -> list[str]:
+    loop = asyncio.get_event_loop()
+    deadline = loop.time() + timeout
+    while loop.time() < deadline:
+        keys = sorted(
+            key
+            for key in router.cache.in_memory_cache.cache_dict
+            if any(marker in key for marker in _ROUTING_STRATEGY_CACHE_MARKERS)
+        )
+        if keys:
+            return keys
+        await asyncio.sleep(0.05)
+    return []
+
+
+def _batch_fan_out_router(routing_strategy: str):
+    return litellm.Router(
+        routing_strategy=routing_strategy,
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "batch-dep"},
+            },
+            {
+                "model_name": _UNRELATED_BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _UNRELATED_BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "unrelated-dep"},
+            },
+        ],
+    )
+
+
+@pytest.mark.parametrize(
+    "routing_strategy",
+    ["usage-based-routing", "latency-based-routing", "cost-based-routing", "least-busy"],
+)
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_does_not_feed_routing_strategies(
+    monkeypatch: pytest.MonkeyPatch, routing_strategy: str
+):
+    """
+    Every routing strategy picks a deployment from what recent live traffic did.
+    A batch retrieve reports the whole job on every poll and probes deployments the
+    caller never named, so polling a finished batch must not move the numbers that
+    decide where the next chat request goes.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    monkeypatch.setattr(litellm, "input_callback", [])
+    router = _batch_fan_out_router(routing_strategy)
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        respx_mock.get(f"{_UNRELATED_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+            return_value=httpx.Response(404, json=_BATCH_NOT_FOUND)
+        )
+        for _ in range(3):
+            response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        await collector.retrieve_batch_payload()
+        strategy_keys = await _router_strategy_keys(router)
+
+    assert response.id == _BATCH_ID
+    assert strategy_keys == []
+
+
 @pytest.mark.asyncio
 async def test_arouter_aretrieve_file_content():
     """

From 828a02f78f2c974f6458237c6fde1128b01b26bb Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sun, 6 Sep 2026 03:03:45 -0700
Subject: [PATCH 011/162] fix(batches): stamp the model group on the proxy's
 model-encoded retrieve path

The model-encoded batch id path calls the SDK directly, so the router never
labels it. Stamp the decoded group into the request's litellm_metadata, and
guard usage-based-routing-v2 the same way the other strategies already are.
---
 litellm/proxy/batches_endpoints/endpoints.py  | 21 +++++++---
 litellm/router_strategy/lowest_tpm_rpm_v2.py  |  5 +++
 .../proxy/batches_endpoints/test_endpoints.py | 40 ++++++++++++++++++-
 tests/test_litellm/test_router.py             | 26 +++++++-----
 4 files changed, 76 insertions(+), 16 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 5c4bacd757c..b6a8b421e02 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -52,6 +52,20 @@ from litellm.types.llms.openai import LiteLLMBatchCreateRequest
 router: Final = APIRouter()
 
 
+def _litellm_metadata_of(data: dict) -> dict:
+    """The request's litellm_metadata mapping, created on the request when it carries none.
+
+    The success handler reads this mapping, so a flag or a model group set here has to live
+    inside it rather than beside it.
+    """
+    existing: Final = data.get("litellm_metadata")
+    if isinstance(existing, dict):
+        return existing
+    created: Final = {}  # mutable-ok: the logging layer copies and extends this mapping, so it cannot be a read-only view
+    data["litellm_metadata"] = created
+    return created
+
+
 def _raise_not_found_when_openai_fallback_unservable(
     requested_provider: "str | None",
     data: Mapping[str, object],
@@ -531,11 +545,7 @@ async def retrieve_batch(
 
         poller_owns_accounting: Final = bool(unified_batch_id) and batch_cost_poller_is_active()
         if poller_owns_accounting:
-            litellm_metadata = data.get("litellm_metadata")
-            if not isinstance(litellm_metadata, dict):
-                litellm_metadata = {}  # mutable-ok: the suppression flag must live inside litellm_metadata for the success handler to read it, and this request carried no mapping to extend
-                data["litellm_metadata"] = litellm_metadata
-            litellm_metadata["batch_ignore_default_logging"] = True
+            _litellm_metadata_of(data)["batch_ignore_default_logging"] = True
 
         # Retrieve from provider (for non-terminal states or if DB lookup failed)
         # SCENARIO 1: Batch ID is encoded with model info
@@ -558,6 +568,7 @@ async def retrieve_batch(
             # so litellm.aretrieve_batch can load BedrockBatchesConfig. Without
             # it the call falls into the legacy provider switch and 400s.
             data["model"] = model_from_id
+            _litellm_metadata_of(data).setdefault("model_group", model_from_id)
 
             # Retrieve batch using model credentials
             response = await litellm.aretrieve_batch(
diff --git a/litellm/router_strategy/lowest_tpm_rpm_v2.py b/litellm/router_strategy/lowest_tpm_rpm_v2.py
index 665ff69ab47..a2acce5fcb5 100644
--- a/litellm/router_strategy/lowest_tpm_rpm_v2.py
+++ b/litellm/router_strategy/lowest_tpm_rpm_v2.py
@@ -12,6 +12,7 @@ from litellm._logging import verbose_logger, verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.router import RouterErrors
 from litellm.types.utils import LiteLLMPydanticObjectBase, StandardLoggingPayload
 from litellm.utils import get_utc_datetime, print_verbose
@@ -210,6 +211,8 @@ class LowestTPMLoggingHandler_v2(BaseRoutingStrategy, CustomLogger):
             return deployment  # don't fail calls if eg. redis fails to connect
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
@@ -250,6 +253,8 @@ class LowestTPMLoggingHandler_v2(BaseRoutingStrategy, CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM usage on success
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index a37c8ff2bb4..c6df8f2ffcf 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -1233,9 +1233,11 @@ async def call_retrieve(
     user: Optional[UserAPIKeyAuth] = None,
     headers: Optional[Dict[str, str]] = None,
     query: Optional[Dict[str, str]] = None,
+    enriched_data: Optional[Dict[str, Any]] = None,
 ):
-    # Mirror the real flow: data starts as RetrieveBatchRequest(batch_id=...).
-    harness.data["data"] = {"batch_id": batch_id}
+    # Mirror the real flow: data starts as RetrieveBatchRequest(batch_id=...),
+    # then pre-call enrichment adds key/team metadata to it.
+    harness.data["data"] = {"batch_id": batch_id, **(enriched_data or {})}
     return await endpoints.retrieve_batch(
         request=FakeRequest(headers=headers, query=query),
         fastapi_response=Response(),
@@ -1271,6 +1273,7 @@ async def test_retrieve__model_encoded_id(retrieve_harness):
         "api_key": "sk-azure",
         "api_base": "https://azure.test",
         "model": "azure/gpt-4o",
+        "litellm_metadata": {"model_group": "azure/gpt-4o"},
     }
 
     # 4. OUTPUT SHAPE - ids re-encoded with the model for the round-trip.
@@ -1293,6 +1296,39 @@ async def test_retrieve__model_encoded_id__forwards_decoded_model_not_deployment
     assert retrieve_harness.aretrieve_kwargs()["model"] == "azure/gpt-4o"
 
 
+@pytest.mark.asyncio
+async def test_retrieve__model_encoded_id__stamps_model_group(retrieve_harness):
+    """This path never goes through the router, so nothing else labels the call.
+    Without the stamp the spend log lands under a blank model group and the batch
+    disappears from per-model usage."""
+    await call_retrieve(retrieve_harness, AZURE_BATCH_ID)
+
+    litellm_metadata = retrieve_harness.aretrieve_kwargs()["litellm_metadata"]
+
+    assert litellm_metadata["model_group"] == "azure/gpt-4o"
+
+
+@pytest.mark.asyncio
+async def test_retrieve__model_encoded_id__stamps_model_group_beside_existing_metadata(
+    retrieve_harness,
+):
+    """The stamp joins the metadata pre-call enrichment already built. Replacing
+    that dict instead of adding to it drops the key and team labels the spend log
+    is attributed with."""
+    await call_retrieve(
+        retrieve_harness,
+        AZURE_BATCH_ID,
+        enriched_data={"litellm_metadata": {"user_api_key_alias": "team-a-key"}},
+    )
+
+    litellm_metadata = retrieve_harness.aretrieve_kwargs()["litellm_metadata"]
+
+    assert litellm_metadata == {
+        "user_api_key_alias": "team-a-key",
+        "model_group": "azure/gpt-4o",
+    }
+
+
 @pytest.mark.asyncio
 async def test_retrieve__model_encoded_id__encodes_output_and_error_ids(
     retrieve_harness,
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 836085c1f5d..e4e0dafd750 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -1169,17 +1169,19 @@ async def test_arouter_aretrieve_batch_does_not_consume_deployment_rate_limits(m
 _ROUTING_STRATEGY_CACHE_MARKERS = ("_map", "_request_count", ":tpm:", ":rpm:")
 
 
-async def _router_strategy_keys(router, timeout: float = 2.0) -> list[str]:
+async def _moved_routing_counters(router, timeout: float = 2.0) -> list[str]:
     loop = asyncio.get_event_loop()
     deadline = loop.time() + timeout
     while loop.time() < deadline:
-        keys = sorted(
-            key
-            for key in router.cache.in_memory_cache.cache_dict
+        cache_dict = router.cache.in_memory_cache.cache_dict
+        moved = sorted(
+            f"{key}={cache_dict[key]}"
+            for key in cache_dict
             if any(marker in key for marker in _ROUTING_STRATEGY_CACHE_MARKERS)
+            and cache_dict[key]
         )
-        if keys:
-            return keys
+        if moved:
+            return moved
         await asyncio.sleep(0.05)
     return []
 
@@ -1212,7 +1214,13 @@ def _batch_fan_out_router(routing_strategy: str):
 
 @pytest.mark.parametrize(
     "routing_strategy",
-    ["usage-based-routing", "latency-based-routing", "cost-based-routing", "least-busy"],
+    [
+        "usage-based-routing",
+        "usage-based-routing-v2",
+        "latency-based-routing",
+        "cost-based-routing",
+        "least-busy",
+    ],
 )
 @pytest.mark.asyncio
 async def test_arouter_aretrieve_batch_does_not_feed_routing_strategies(
@@ -1239,10 +1247,10 @@ async def test_arouter_aretrieve_batch_does_not_feed_routing_strategies(
         for _ in range(3):
             response = await router.aretrieve_batch(batch_id=_BATCH_ID)
         await collector.retrieve_batch_payload()
-        strategy_keys = await _router_strategy_keys(router)
+        moved_counters = await _moved_routing_counters(router)
 
     assert response.id == _BATCH_ID
-    assert strategy_keys == []
+    assert moved_counters == []
 
 
 @pytest.mark.asyncio

From 0f3c4ccfbba894c0a66d92ed44ca18f312bf75f0 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Fri, 11 Sep 2026 00:00:17 +0000
Subject: [PATCH 012/162] fix(auth): inherit organization_alias from the org
 for JWT and team-linked keys

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py       |  42 ++++++-
 .../proxy/auth/test_user_api_key_auth.py      | 104 +++++++++++++++++-
 2 files changed, 143 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 20ab9904f46..110c524ecdf 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -54,6 +54,7 @@ from litellm.proxy.auth.auth_checks import (
     get_end_user_object,
     get_jwt_key_mapping_object,
     get_object_permission,
+    get_org_object,
     get_project_object,
     get_team_object,
     get_user_object,
@@ -2398,6 +2399,37 @@ def _token_can_vouch_for_team(valid_token: UserAPIKeyAuth, lookup_error: BaseExc
     return PrismaDBExceptionHandler.should_allow_request_on_db_unavailable()
 
 
+async def _inherit_org_identity(
+    user_api_key_auth_obj: UserAPIKeyAuth,
+    team_object: LiteLLM_TeamTableCachedObj | None,
+    prisma_client: PrismaClient | None,
+    user_api_key_cache: UserApiKeyCache,
+    parent_otel_span: Span | None,
+    proxy_logging_obj: ProxyLogging | None,
+) -> None:
+    if user_api_key_auth_obj.org_id is None and team_object is not None and team_object.organization_id is not None:
+        user_api_key_auth_obj.org_id = team_object.organization_id
+    if (
+        user_api_key_auth_obj.org_id is None
+        or user_api_key_auth_obj.organization_alias is not None
+        or prisma_client is None
+    ):
+        return
+    try:
+        org_object: Final = await get_org_object(
+            org_id=user_api_key_auth_obj.org_id,
+            prisma_client=prisma_client,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=parent_otel_span,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+    except Exception:
+        verbose_proxy_logger.debug("org alias lookup failed for org_id=%s", user_api_key_auth_obj.org_id, exc_info=True)
+        return
+    if org_object is not None:
+        user_api_key_auth_obj.organization_alias = org_object.organization_alias
+
+
 @tracer.wrap()
 async def _run_centralized_common_checks(
     user_api_key_auth_obj: UserAPIKeyAuth,
@@ -2622,8 +2654,14 @@ async def _run_centralized_common_checks(
     )
     global_proxy_spend: float | None = None if isinstance(global_spend_result, BaseException) else global_spend_result
 
-    if user_api_key_auth_obj.org_id is None and team_object is not None and team_object.organization_id is not None:
-        user_api_key_auth_obj.org_id = team_object.organization_id
+    await _inherit_org_identity(
+        user_api_key_auth_obj=user_api_key_auth_obj,
+        team_object=cast(LiteLLM_TeamTableCachedObj | None, team_object),
+        prisma_client=prisma_client,
+        user_api_key_cache=user_api_key_cache,
+        parent_otel_span=parent_otel_span,
+        proxy_logging_obj=proxy_logging_obj,
+    )
 
     # common_checks identifies admin via user_object, not the token
     # (non_proxy_admin_allowed_routes_check). JWT admin shortcut and
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 6cce6d0316b..03efbfa7185 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -23,6 +23,7 @@ from litellm.proxy._types import (
     LiteLLM_JWTAuth,
     LiteLLM_BudgetTable,
     LiteLLM_EndUserTable,
+    LiteLLM_OrganizationTable,
     LiteLLM_UserTable,
     LitellmUserRoles,
     ProxyErrorTypes,
@@ -31,7 +32,7 @@ from litellm.proxy._types import (
     JWTRoutingOverride,
 )
 from litellm.proxy.auth.handle_jwt import JWTHandler
-from litellm.proxy.auth.auth_checks import get_key_object, _cache_key_object
+from litellm.proxy.auth.auth_checks import OrganizationNotFoundError, get_key_object, _cache_key_object
 from litellm.proxy.auth.route_checks import RouteChecks
 from litellm.proxy.auth.user_api_key_auth import (
     _check_key_model_budget_with_fallback,
@@ -5293,6 +5294,107 @@ async def test_centralized_common_checks_backfills_org_id_from_team(key_org_id,
             setattr(_proxy_server_mod, k, v)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "key_org_id,team_id,team_org_id,existing_alias,lookup_mode,expected_org_id,expected_alias",
+    [
+        (None, "t1", "org-from-team", None, "success", "org-from-team", "acme-org"),
+        ("org-jwt", None, None, None, "success", "org-jwt", "acme-org"),
+        ("org-pinned", None, None, "preset", "success", "org-pinned", "preset"),
+        ("org-missing", None, None, None, "missing", "org-missing", None),
+    ],
+)
+async def test_centralized_common_checks_inherits_org_alias(
+    key_org_id,
+    team_id,
+    team_org_id,
+    existing_alias,
+    lookup_mode,
+    expected_org_id,
+    expected_alias,
+):
+    import litellm.proxy.proxy_server as _proxy_server_mod
+    from fastapi import Request
+    from starlette.datastructures import URL
+
+    from litellm.proxy._types import LiteLLM_TeamTableCachedObj
+
+    token = UserAPIKeyAuth(
+        api_key="sk-test",
+        user_id="u",
+        team_id=team_id,
+        org_id=key_org_id,
+        organization_alias=existing_alias,
+    )
+    request = Request(scope={"type": "http"})
+    request._url = URL(url="/chat/completions")
+
+    fetched_team = (
+        LiteLLM_TeamTableCachedObj(team_id="t1", organization_id=team_org_id) if team_id is not None else None
+    )
+    organization = LiteLLM_OrganizationTable(
+        organization_id=expected_org_id,
+        organization_alias="acme-org",
+        budget_id="budget-id",
+        models=[],
+        created_by="test",
+        updated_by="test",
+    )
+
+    attrs = _proxy_attrs_for_centralized_checks(user_custom_auth=None)
+    attrs["prisma_client"] = MagicMock()
+    originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs}
+    try:
+        for k, v in attrs.items():
+            setattr(_proxy_server_mod, k, v)
+        identity_seen_by_common_checks = []
+        with (
+            patch(
+                "litellm.proxy.auth.user_api_key_auth.get_team_object",
+                new_callable=AsyncMock,
+                return_value=fetched_team,
+            ) as mock_get_team_object,
+            patch(
+                "litellm.proxy.auth.user_api_key_auth.get_org_object",
+                new_callable=AsyncMock,
+                return_value=organization,
+            ) as mock_get_org_object,
+            patch(
+                "litellm.proxy.auth.user_api_key_auth.common_checks",
+                new_callable=AsyncMock,
+                side_effect=lambda **kw: identity_seen_by_common_checks.append(
+                    (kw["valid_token"].org_id, kw["valid_token"].organization_alias)
+                ),
+            ) as mock_checks,
+        ):
+            if lookup_mode == "missing":
+                mock_get_org_object.side_effect = OrganizationNotFoundError("x")
+
+            await _run_centralized_common_checks(
+                user_api_key_auth_obj=token,
+                request=request,
+                request_data={"model": "gpt-4o"},
+                route="/chat/completions",
+            )
+
+        mock_checks.assert_awaited_once()
+        assert token.org_id == expected_org_id
+        assert token.organization_alias == expected_alias
+        assert identity_seen_by_common_checks == [(expected_org_id, expected_alias)]
+        if team_id is None:
+            mock_get_team_object.assert_not_awaited()
+        else:
+            mock_get_team_object.assert_awaited_once()
+        if existing_alias is not None:
+            mock_get_org_object.assert_not_awaited()
+        else:
+            mock_get_org_object.assert_awaited_once()
+            assert mock_get_org_object.await_args.kwargs["org_id"] == expected_org_id
+    finally:
+        for k, v in originals.items():
+            setattr(_proxy_server_mod, k, v)
+
+
 @pytest.mark.asyncio
 async def test_cli_session_token_org_backfilled_from_team(monkeypatch):
     """LIT-4688 root cause: CLI session tokens (from /sso/cli/poll) are minted

From e254377049ca6f7087693cff4b99b291c9ba6010 Mon Sep 17 00:00:00 2001
From: David Steele <david.steele@alianza.com>
Date: Thu, 17 Sep 2026 07:07:57 +0100
Subject: [PATCH 013/162] fix(azure): drop tool_choice without tools

DEVX-829
---
 litellm/llms/azure/chat/gpt_transformation.py |   9 +-
 .../test_azure_chat_gpt_transformation.py     | 123 ++++++++++++++++++
 ...test_azure_chat_o_series_transformation.py |   3 +-
 3 files changed, 133 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/azure/chat/gpt_transformation.py b/litellm/llms/azure/chat/gpt_transformation.py
index 6d17a1359bc..0debbe4f74d 100644
--- a/litellm/llms/azure/chat/gpt_transformation.py
+++ b/litellm/llms/azure/chat/gpt_transformation.py
@@ -280,10 +280,17 @@ class AzureOpenAIConfig(BaseConfig):
         ordered_messages: Final = system_messages_first(messages) if litellm.openai_system_messages_first else messages
         stripped_messages: Final = drop_tool_reference_parts_from_tool_messages(ordered_messages)
         azure_messages: Final = convert_to_azure_openai_messages(hoist_images_from_tool_messages(stripped_messages))
+        request_params: Final = {
+            key: value
+            for key, value in optional_params.items()
+            if key != "tool_choice"
+            or optional_params.get("tools")
+            or optional_params.get("functions")
+        }
         return {
             "model": model,
             "messages": azure_messages,
-            **optional_params,
+            **request_params,
             **sanitized_tools_update(optional_params),
         }
 
diff --git a/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
index e8b98c696e1..92a8124d8a9 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
@@ -333,3 +333,126 @@ class TestAzureToolSchemaCombinatorFlattening:
         )
         assert "tools" not in request
         assert request["temperature"] == 0.2
+
+
+@pytest.mark.parametrize("tool_choice", ["none", "auto"])
+def test_azure_drops_tool_choice_without_tools_or_functions(tool_choice: str) -> None:
+    optional_params = {"tool_choice": tool_choice, "temperature": 0.2}
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params=optional_params,
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert "tool_choice" not in request
+    assert request["temperature"] == 0.2
+    assert optional_params["tool_choice"] == tool_choice
+
+
+def test_azure_tools_empty_drops_tool_choice() -> None:
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"tools": [], "tool_choice": "auto"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["tools"] == []
+    assert "tool_choice" not in request
+
+
+def test_azure_functions_empty_drops_tool_choice() -> None:
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"functions": [], "tool_choice": "none"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["functions"] == []
+    assert "tool_choice" not in request
+
+
+def test_azure_preserves_tool_choice_with_tools() -> None:
+    tools = [{"type": "function", "function": {"name": "get_weather", "parameters": {}}}]
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"tools": tools, "tool_choice": "auto"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["tools"] == tools
+    assert request["tool_choice"] == "auto"
+
+
+def test_azure_preserves_tool_choice_with_legacy_functions() -> None:
+    functions = [{"name": "get_weather", "parameters": {}}]
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"functions": functions, "tool_choice": "auto"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["functions"] == functions
+    assert request["tool_choice"] == "auto"
+
+
+def test_azure_preserves_function_call_without_tools() -> None:
+    request = AzureOpenAIConfig().transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"function_call": "none", "tool_choice": "auto"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["function_call"] == "none"
+    assert "tool_choice" not in request
+
+
+def test_azure_gpt5_drops_tool_choice_without_tools() -> None:
+    request = AzureOpenAIGPT5Config().transform_request(
+        model="gpt5_series/gpt-5.6-sol",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"tool_choice": "none"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["model"] == "gpt-5.6-sol"
+    assert "tool_choice" not in request
+
+
+@pytest.mark.asyncio
+async def test_azure_async_transform_drops_tool_choice_without_tools() -> None:
+    request = await AzureOpenAIConfig().async_transform_request(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"tool_choice": "none"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert "tool_choice" not in request
+
+
+@pytest.mark.asyncio
+async def test_azure_gpt5_async_transform_drops_tool_choice_without_tools() -> None:
+    request = await AzureOpenAIGPT5Config().async_transform_request(
+        model="gpt5_series/gpt-5.6-sol",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params={"tool_choice": "auto"},
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    assert request["model"] == "gpt-5.6-sol"
+    assert "tool_choice" not in request
diff --git a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
index 9db9ab971a0..57d60df3a11 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
@@ -14,7 +14,7 @@ async def test_azure_chat_o_series_transformation():
     provider_config = AzureOpenAIO1Config()
     model = "o_series/web-interface-o1-mini"
     messages = [{"role": "user", "content": "Hello, how are you?"}]
-    optional_params = {}
+    optional_params = {"tool_choice": "none"}
     litellm_params = {}
     headers = {}
 
@@ -23,6 +23,7 @@ async def test_azure_chat_o_series_transformation():
     )
     print(response)
     assert response["model"] == "web-interface-o1-mini"
+    assert "tool_choice" not in response
 
 
 def test_azure_o_series_transform_request_flattens_top_level_anyof():

From 48712f733a641f16b0b4fe60c221fd9f1c7076fa Mon Sep 17 00:00:00 2001
From: David Steele <david.steele@alianza.com>
Date: Thu, 17 Sep 2026 07:30:06 +0100
Subject: [PATCH 014/162] style(azure): format request parameter filter

DEVX-829

Co-Authored-By: Claude Code <noreply@anthropic.com>
---
 litellm/llms/azure/chat/gpt_transformation.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/litellm/llms/azure/chat/gpt_transformation.py b/litellm/llms/azure/chat/gpt_transformation.py
index 0debbe4f74d..7cb50ee5348 100644
--- a/litellm/llms/azure/chat/gpt_transformation.py
+++ b/litellm/llms/azure/chat/gpt_transformation.py
@@ -283,9 +283,7 @@ class AzureOpenAIConfig(BaseConfig):
         request_params: Final = {
             key: value
             for key, value in optional_params.items()
-            if key != "tool_choice"
-            or optional_params.get("tools")
-            or optional_params.get("functions")
+            if key != "tool_choice" or optional_params.get("tools") or optional_params.get("functions")
         }
         return {
             "model": model,

From bd222bd8d9f6d083b8058c5fef3e998b4f92b3af Mon Sep 17 00:00:00 2001
From: David Steele <david.steele@alianza.com>
Date: Thu, 17 Sep 2026 08:18:36 +0100
Subject: [PATCH 015/162] fix(azure): avoid mutable request mapping

DEVX-829

Co-Authored-By: Claude Code <noreply@anthropic.com>
---
 litellm/llms/azure/chat/gpt_transformation.py | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/azure/chat/gpt_transformation.py b/litellm/llms/azure/chat/gpt_transformation.py
index 7cb50ee5348..424422612db 100644
--- a/litellm/llms/azure/chat/gpt_transformation.py
+++ b/litellm/llms/azure/chat/gpt_transformation.py
@@ -280,11 +280,13 @@ class AzureOpenAIConfig(BaseConfig):
         ordered_messages: Final = system_messages_first(messages) if litellm.openai_system_messages_first else messages
         stripped_messages: Final = drop_tool_reference_parts_from_tool_messages(ordered_messages)
         azure_messages: Final = convert_to_azure_openai_messages(hoist_images_from_tool_messages(stripped_messages))
-        request_params: Final = {
-            key: value
-            for key, value in optional_params.items()
-            if key != "tool_choice" or optional_params.get("tools") or optional_params.get("functions")
-        }
+        request_params: Final = MappingProxyType(
+            {
+                key: value
+                for key, value in optional_params.items()
+                if key != "tool_choice" or optional_params.get("tools") or optional_params.get("functions")
+            }
+        )
         return {
             "model": model,
             "messages": azure_messages,

From 2fa115db2bac68ac90b0b900dc9eecb728c3bd4d Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Thu, 17 Sep 2026 12:53:15 -0400
Subject: [PATCH 016/162] feat(router): add maintained Fuse model and harness
 presets

---
 .../public_endpoints/public_endpoints.py      |   9 +
 .../complexity_router/README.md               |  45 +++++
 .../complexity_router/fuse_presets.json       | 100 +++++++++++
 .../complexity_router/fuse_presets.py         |  52 ++++++
 .../complexity_router/llm_v2.py               |  37 +++-
 pyproject.toml                                |   1 +
 .../public_endpoints/test_public_endpoints.py |  11 ++
 .../router_strategy/test_fuse_presets.py      |  43 +++++
 .../router_strategy/test_llm_v2.py            | 110 ++++++++++++
 .../test_auto_router_model_naming.py          |  49 ++++++
 ...ecastClassifierConfig.integration.test.tsx | 163 +++++++++++++++++-
 .../add_model/ForecastClassifierConfig.tsx    |  26 +--
 .../add_model/FuseProfilePresets.tsx          | 117 +++++++++++++
 .../build_complexity_router_config.test.ts    |  17 ++
 .../forecast_classifier_config.test.ts        |  65 ++++++-
 .../add_model/forecast_classifier_config.ts   |  33 +++-
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  82 ++++++++-
 17 files changed, 917 insertions(+), 43 deletions(-)
 create mode 100644 litellm/router_strategy/complexity_router/fuse_presets.json
 create mode 100644 litellm/router_strategy/complexity_router/fuse_presets.py
 create mode 100644 tests/test_litellm/router_strategy/test_fuse_presets.py
 create mode 100644 ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx

diff --git a/litellm/proxy/public_endpoints/public_endpoints.py b/litellm/proxy/public_endpoints/public_endpoints.py
index 94a59828451..e395f56194f 100644
--- a/litellm/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/proxy/public_endpoints/public_endpoints.py
@@ -23,6 +23,7 @@ from litellm.proxy._types import (
 )
 from litellm.proxy.utils import get_custom_url
 from litellm.repositories.table_repositories import ClaudeCodePluginRepository
+from litellm.router_strategy.complexity_router.fuse_presets import FusePresetCatalog, get_fuse_presets
 from litellm.types.agents import AgentCard
 from litellm.types.mcp import MCPPublicServer
 from litellm.types.proxy.management_endpoints.model_management_endpoints import (
@@ -424,6 +425,14 @@ async def get_complexity_scorer_defaults() -> ComplexityScorerDefaults:
     )
 
 
+@router.get(
+    "/public/complexity_router/fuse_presets",
+    response_model=FusePresetCatalog,
+)
+async def get_public_fuse_presets() -> FusePresetCatalog:
+    return get_fuse_presets()
+
+
 @router.get(
     "/public/litellm_model_cost_map",
     tags=["public", "model management"],
diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index 6505746bca1..d9159cea426 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -179,6 +179,51 @@ Configure capability forecasting through YAML or the model-management API.
 The dashboard preserves its classifier and calibration on an untouched save;
 it does not provide a capability-card editor
 
+### Fuse v2 profile presets
+
+Fuse v2 accepts maintained model and runtime descriptions instead of requiring
+custom prose for both solvers and the harness. Select profiles explicitly for
+all deployments behind your configured model groups and their actual settings.
+Group names do not select profiles automatically
+
+```yaml
+complexity_router_config:
+  classifier_type: llm_v2
+  classifier_llm_config:
+    model: your-judge-group
+  tiers:
+    SIMPLE: your-efficient-group
+    REASONING: your-capable-group
+  llm_v2_config:
+    efficient_profile_preset: claude-sonnet-5-v1
+    capable_profile_preset: claude-fable-5-1-v1
+    harness_preset: claude-code-v1
+    max_quality_gap: 0.05
+```
+
+`GET /public/complexity_router/fuse_presets` returns the catalog version, model
+profiles, and runtime descriptions, including source URLs. The bundled catalog
+is loaded once per process without network requests. Sources are citations only
+
+Each of `efficient_profile`, `capable_profile`, and `harness` requires either
+nonblank custom text or its corresponding preset reference. Custom text wins
+when both are supplied, but an unknown or wrong-kind preset is still rejected.
+Explicit blank text is invalid even with a valid preset. Custom text remains
+limited to 4000 characters
+
+Saved configurations retain preset references and explicit text separately.
+Preset text is resolved when building the classifier prompt, not copied into
+stored custom fields. Existing all-custom configurations keep the same prompt.
+Versioned preset IDs identify immutable content: revised wording receives a new
+ID, and older referenced entries must remain available
+
+The runtime presets do not imply a repository, runnable tests, network access,
+additional tools, or a step, time, or spending budget. mini-SWE-agent describes
+an agent interface, not a SWE-bench task. Model descriptions summarize provider
+positioning without solve rates or guaranteed rankings. Wording is an evaluation
+input, not a calibrated quality claim. Existing Fuse licensing, policy,
+calibration, and prompt version are unchanged
+
 ### Heuristic v2
 
 Set `classifier_type: heuristic_v2` to classify with the bundled calibrated
diff --git a/litellm/router_strategy/complexity_router/fuse_presets.json b/litellm/router_strategy/complexity_router/fuse_presets.json
new file mode 100644
index 00000000000..4006366dc25
--- /dev/null
+++ b/litellm/router_strategy/complexity_router/fuse_presets.json
@@ -0,0 +1,100 @@
+{
+  "version": "2026-09-17-v1",
+  "models": [
+    {
+      "id": "gpt-6-astra-v1",
+      "label": "GPT-6 Astra",
+      "model": "gpt-6-astra",
+      "text": "OpenAI model for demanding end-to-end work, including reasoning, coding, research, and document tasks",
+      "sources": ["https://developers.openai.com/api/docs/models/gpt-6-astra"]
+    },
+    {
+      "id": "gpt-5.6-sol-v1",
+      "label": "GPT-5.6 Sol",
+      "model": "gpt-5.6-sol",
+      "text": "OpenAI model for complex professional work, supporting reasoning and tool calling",
+      "sources": ["https://developers.openai.com/api/docs/models/gpt-5.6-sol"]
+    },
+    {
+      "id": "gpt-5.6-luna-v1",
+      "label": "GPT-5.6 Luna",
+      "model": "gpt-5.6-luna",
+      "text": "OpenAI model for high-volume workloads, supporting reasoning and tool calling",
+      "sources": ["https://developers.openai.com/api/docs/models/gpt-5.6-luna"]
+    },
+    {
+      "id": "gpt-5.6-terra-v1",
+      "label": "GPT-5.6 Terra",
+      "model": "gpt-5.6-terra",
+      "text": "OpenAI general-purpose model supporting reasoning, text and image input, and tool calling",
+      "sources": ["https://developers.openai.com/api/docs/models/gpt-5.6-terra"]
+    },
+    {
+      "id": "claude-haiku-4-5-v1",
+      "label": "Claude Haiku 4.5",
+      "model": "claude-haiku-4-5",
+      "text": "Anthropic latency-focused model supporting text and image input, tool use, and extended thinking",
+      "sources": ["https://platform.claude.com/docs/en/models/haiku-4-5/overview"]
+    },
+    {
+      "id": "claude-sonnet-5-v1",
+      "label": "Claude Sonnet 5",
+      "model": "claude-sonnet-5",
+      "text": "Anthropic model balancing speed and capability, with adaptive thinking and tool use",
+      "sources": ["https://platform.claude.com/docs/en/models/sonnet-5/overview"]
+    },
+    {
+      "id": "claude-opus-5-v1",
+      "label": "Claude Opus 5",
+      "model": "claude-opus-5",
+      "text": "Anthropic model for complex agentic coding and enterprise work, with adaptive thinking",
+      "sources": ["https://platform.claude.com/docs/en/models/opus-5/overview"]
+    },
+    {
+      "id": "claude-fable-5-v1",
+      "label": "Claude Fable 5",
+      "model": "claude-fable-5",
+      "text": "Anthropic model for demanding reasoning and long-running agent tasks, with always-on adaptive thinking",
+      "sources": ["https://platform.claude.com/docs/en/models/fable-5/introducing-claude-fable-5-and-claude-mythos-5"]
+    },
+    {
+      "id": "claude-fable-5-1-v1",
+      "label": "Claude Fable 5.1",
+      "model": "claude-fable-5-1",
+      "text": "Anthropic model for demanding reasoning, long-running agentic coding, and multistep research, with always-on adaptive thinking",
+      "sources": ["https://platform.claude.com/docs/en/models/fable-5-1/overview"]
+    }
+  ],
+  "harnesses": [
+    {
+      "id": "unspecified-v1",
+      "label": "Unspecified runtime",
+      "text": "Agent runtime is unspecified. Assess the task using the supplied context without assuming repository access, runnable tests, network access, additional tools, or a step, time, or spending budget",
+      "sources": ["https://code.claude.com/docs/en/how-claude-code-works", "https://mini-swe-agent.com/latest/faq/"]
+    },
+    {
+      "id": "claude-code-v1",
+      "label": "Claude Code",
+      "text": "Claude Code supplies an agent loop with context management and configured tools. Available actions depend on the session's tools, permissions, and execution environment. The runtime name alone does not establish repository access, runnable tests, network access, additional tools, or a step, time, or spending budget",
+      "sources": ["https://code.claude.com/docs/en/how-claude-code-works"]
+    },
+    {
+      "id": "codex-cli-v1",
+      "label": "Codex CLI",
+      "text": "Codex CLI supplies a terminal-based coding agent. File operations, command execution, and integrations depend on the session's tools, permissions, and sandbox. The runtime name alone does not establish repository access, runnable tests, network access, additional tools, or a step, time, or spending budget",
+      "sources": ["https://learn.chatgpt.com/docs/codex/cli", "https://learn.chatgpt.com/codex/permissions"]
+    },
+    {
+      "id": "opencode-v1",
+      "label": "OpenCode",
+      "text": "OpenCode supplies a configurable agent runtime. Available actions depend on the selected agent, tools, permissions, and execution environment. The runtime name alone does not establish repository access, runnable tests, network access, additional tools, or a step, time, or spending budget",
+      "sources": ["https://opencode.ai/docs/agents/"]
+    },
+    {
+      "id": "mini-swe-agent-v1",
+      "label": "mini-SWE-agent",
+      "text": "The standard mini-SWE-agent setup uses a bash-only action interface and separate command executions. Available commands and resources depend on its configured environment. The runtime name alone does not establish repository access, runnable tests, network access, additional tools, or a step, time, or spending budget",
+      "sources": ["https://mini-swe-agent.com/latest/faq/"]
+    }
+  ]
+}
diff --git a/litellm/router_strategy/complexity_router/fuse_presets.py b/litellm/router_strategy/complexity_router/fuse_presets.py
new file mode 100644
index 00000000000..66a96ec5ad5
--- /dev/null
+++ b/litellm/router_strategy/complexity_router/fuse_presets.py
@@ -0,0 +1,52 @@
+from functools import lru_cache
+from importlib.resources import files
+from typing import Annotated, Final, Literal, TypeAlias
+
+from pydantic import BaseModel, ConfigDict, Field, StringConstraints
+
+ProfileText: TypeAlias = Annotated[str, StringConstraints(strip_whitespace=True, min_length=1, max_length=4000)]
+
+
+class FuseModelPreset(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True)
+
+    id: str
+    label: str
+    text: ProfileText
+    sources: tuple[str, ...] = Field(min_length=1)
+    model: str
+
+
+class FuseHarnessPreset(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True)
+
+    id: str
+    label: str
+    text: ProfileText
+    sources: tuple[str, ...] = Field(min_length=1)
+
+
+class FusePresetCatalog(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True)
+
+    version: str
+    models: tuple[FuseModelPreset, ...]
+    harnesses: tuple[FuseHarnessPreset, ...]
+
+
+@lru_cache(maxsize=1)
+def get_fuse_presets() -> FusePresetCatalog:
+    return FusePresetCatalog.model_validate_json(
+        files(__package__).joinpath("fuse_presets.json").read_text(encoding="utf-8")
+    )
+
+
+def resolve_fuse_profile(text: str | None, preset_id: str | None, kind: Literal["model", "harness"]) -> str | None:
+    if preset_id is None:
+        return text
+    catalog: Final = get_fuse_presets()
+    presets: Final = catalog.models if kind == "model" else catalog.harnesses
+    preset: Final = next((entry for entry in presets if entry.id == preset_id), None)
+    if preset is None:
+        return None
+    return text if text is not None else preset.text
diff --git a/litellm/router_strategy/complexity_router/llm_v2.py b/litellm/router_strategy/complexity_router/llm_v2.py
index 2f545a65aaa..18351237e65 100644
--- a/litellm/router_strategy/complexity_router/llm_v2.py
+++ b/litellm/router_strategy/complexity_router/llm_v2.py
@@ -7,15 +7,15 @@ from dataclasses import dataclass
 from sys import float_info
 from typing import Annotated, Final, Literal, TypeAlias
 
-from pydantic import BaseModel, ConfigDict, Field, StrictFloat, StringConstraints, TypeAdapter
+from pydantic import BaseModel, ConfigDict, Field, StrictFloat, StringConstraints, TypeAdapter, model_validator
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm.llms.base_llm.base_utils import (
     type_to_response_format_param,  # pyright: ignore[reportUnknownVariableType]  # legacy output validated below
 )
+from litellm.router_strategy.complexity_router.fuse_presets import ProfileText, resolve_fuse_profile
 
 ShortText: TypeAlias = Annotated[str, StringConstraints(strip_whitespace=True, min_length=1, max_length=512)]
-ProfileText: TypeAlias = Annotated[str, StringConstraints(strip_whitespace=True, min_length=1, max_length=4000)]
 
 
 class _SolverProfile(TypedDict):
@@ -139,20 +139,41 @@ class LLMV2Config(BaseModel):
 
     efficient_tier: str = "SIMPLE"
     capable_tier: str = "REASONING"
-    efficient_profile: ProfileText
-    capable_profile: ProfileText
-    harness: ProfileText
+    efficient_profile: ProfileText | None = None
+    capable_profile: ProfileText | None = None
+    harness: ProfileText | None = None
+    efficient_profile_preset: str | None = None
+    capable_profile_preset: str | None = None
+    harness_preset: str | None = None
     max_quality_gap: float = Field(ge=0.0, le=1.0, description="Maximum estimated success loss allowed for efficient.")
     max_output_tokens: int = Field(default=1024, ge=1)
     response_format: Literal["json_schema", "json_object"] = "json_schema"
     calibration: LLMV2Calibration | None = None
 
+    @model_validator(mode="after")
+    def validate_profiles(self) -> LLMV2Config:
+        self._profile_texts()
+        return self
+
+    def _profile_texts(self) -> tuple[str, str, str]:
+        efficient: Final = resolve_fuse_profile(self.efficient_profile, self.efficient_profile_preset, "model")
+        capable: Final = resolve_fuse_profile(self.capable_profile, self.capable_profile_preset, "model")
+        harness: Final = resolve_fuse_profile(self.harness, self.harness_preset, "harness")
+        if efficient is None:
+            raise ValueError("efficient_profile requires text or a known efficient_profile_preset")
+        if capable is None:
+            raise ValueError("capable_profile requires text or a known capable_profile_preset")
+        if harness is None:
+            raise ValueError("harness requires text or a known harness_preset")
+        return efficient, capable, harness
+
     def system_prompt(self, efficient_model: str, capable_model: str) -> str:
+        efficient, capable, harness = self._profile_texts()
         profiles: Final[_SolverProfiles] = {
             "prompt_version": LLM_V2_PROMPT_VERSION,
-            "harness": self.harness,
-            "efficient": {"model": efficient_model, "profile": self.efficient_profile},
-            "capable": {"model": capable_model, "profile": self.capable_profile},
+            "harness": harness,
+            "efficient": {"model": efficient_model, "profile": efficient},
+            "capable": {"model": capable_model, "profile": capable},
         }
         schema: Final = (
             "\n\nResponse JSON schema:\n" + json.dumps(LLMV2Verdict.model_json_schema())
diff --git a/pyproject.toml b/pyproject.toml
index 93ff55c4069..2d6d133cd0e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -290,6 +290,7 @@ editable-profile = "dev"
 include = [
     "litellm/proxy/_experimental/out/**",
     "litellm/router_strategy/complexity_router/artifacts/*.json",
+    "litellm/router_strategy/complexity_router/fuse_presets.json",
     "litellm/proxy/client/cli/commands/codex_base_instructions.md",
 ]
 exclude = [
diff --git a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
index 0d82ed778f5..b830eb588a5 100644
--- a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
+++ b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
@@ -11,12 +11,23 @@ from fastapi.testclient import TestClient
 
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.public_endpoints import router
+from litellm.router_strategy.complexity_router.fuse_presets import get_fuse_presets
 from litellm.types.proxy.management_endpoints.model_management_endpoints import (
     ModelGroupInfoProxy,
 )
 from litellm.types.utils import LlmProviders
 
 
+def test_fuse_presets_route_serves_the_shared_catalog_without_authentication() -> None:
+    app: Final = FastAPI()
+    app.include_router(router)
+    client: Final = TestClient(app)
+    response: Final = client.get("/public/complexity_router/fuse_presets")
+    assert response.status_code == 200
+    assert response.json() == get_fuse_presets().model_dump(mode="json")
+    assert client.get("/public/complexity_router/fuse_presets").json() == response.json()
+
+
 def test_get_supported_providers_returns_enum_values():
     app_instance = FastAPI()
     app_instance.include_router(router)
diff --git a/tests/test_litellm/router_strategy/test_fuse_presets.py b/tests/test_litellm/router_strategy/test_fuse_presets.py
new file mode 100644
index 00000000000..0b8d936383b
--- /dev/null
+++ b/tests/test_litellm/router_strategy/test_fuse_presets.py
@@ -0,0 +1,43 @@
+import json
+from importlib.resources import files
+from typing import Final
+
+import pytest
+from pydantic import ValidationError
+
+from litellm.router_strategy.complexity_router.fuse_presets import get_fuse_presets, resolve_fuse_profile
+
+
+def test_catalog_is_loaded_once_and_preserves_bundled_content() -> None:
+    get_fuse_presets.cache_clear()
+    first: Final = get_fuse_presets()
+    second: Final = get_fuse_presets()
+    assert first is second
+    bundled: Final = json.loads(
+        files("litellm.router_strategy.complexity_router").joinpath("fuse_presets.json").read_text(encoding="utf-8")
+    )
+    assert first.model_dump(mode="json") == bundled
+    entries: Final = (*first.models, *first.harnesses)
+    assert len({entry.id for entry in entries}) == len(entries)
+    assert len(first.models) == 9
+    assert len(first.harnesses) == 5
+    assert all(entry.sources and all(source.startswith("https://") for source in entry.sources) for entry in entries)
+
+
+def test_every_catalog_entry_resolves_without_changing_custom_ownership() -> None:
+    catalog: Final = get_fuse_presets()
+    for entry in catalog.models:
+        assert resolve_fuse_profile(None, entry.id, "model") == entry.text
+        assert resolve_fuse_profile("Custom text", entry.id, "model") == "Custom text"
+    for entry in catalog.harnesses:
+        assert resolve_fuse_profile(None, entry.id, "harness") == entry.text
+        assert resolve_fuse_profile("Custom text", entry.id, "harness") == "Custom text"
+    assert resolve_fuse_profile("Custom text", None, "model") == "Custom text"
+    assert resolve_fuse_profile("Custom text", None, "harness") == "Custom text"
+
+
+def test_cached_catalog_and_records_cannot_be_modified() -> None:
+    catalog: Final = get_fuse_presets()
+    for record, field in ((catalog, "version"), (catalog.models[0], "text"), (catalog.harnesses[0], "text")):
+        with pytest.raises(ValidationError, match="frozen"):
+            setattr(record, field, "Changed")
diff --git a/tests/test_litellm/router_strategy/test_llm_v2.py b/tests/test_litellm/router_strategy/test_llm_v2.py
index 5447c8b43ce..27d31cbe640 100644
--- a/tests/test_litellm/router_strategy/test_llm_v2.py
+++ b/tests/test_litellm/router_strategy/test_llm_v2.py
@@ -11,8 +11,10 @@ from litellm import ModelResponse, Router
 from litellm.caching.dual_cache import DualCache
 from litellm.router_strategy.complexity_router.complexity_router import ComplexityRouter
 from litellm.router_strategy.complexity_router.config import ComplexityRouterConfig, ComplexityTier
+from litellm.router_strategy.complexity_router.fuse_presets import get_fuse_presets
 from litellm.router_strategy.complexity_router.llm_v2 import (
     LLM_V2_PROMPT_VERSION,
+    LLM_V2_SYSTEM_PROMPT,
     LLMV2Calibration,
     LLMV2Config,
     LLMV2ProbabilityCalibration,
@@ -174,6 +176,114 @@ def test_invalid_forecast_settings_are_rejected(overrides: dict[str, object]) ->
         LLMV2Config.model_validate({**base.model_dump(), **overrides})
 
 
+def _preset_config(**overrides: object) -> LLMV2Config:
+    catalog: Final = get_fuse_presets()
+    return LLMV2Config.model_validate(
+        {
+            "efficient_profile_preset": catalog.models[0].id,
+            "capable_profile_preset": catalog.models[-1].id,
+            "harness_preset": catalog.harnesses[-1].id,
+            "max_quality_gap": 0.05,
+            **overrides,
+        }
+    )
+
+
+def test_preset_roundtrip_keeps_references_without_materializing_text() -> None:
+    config: Final = _preset_config()
+    serialized: Final = config.model_dump(exclude_none=True)
+    assert serialized["efficient_profile_preset"] == config.efficient_profile_preset
+    assert serialized["capable_profile_preset"] == config.capable_profile_preset
+    assert serialized["harness_preset"] == config.harness_preset
+    assert not {"efficient_profile", "capable_profile", "harness"}.intersection(serialized)
+    assert LLMV2Config.model_validate(config.model_dump()) == config
+    assert LLMV2Config.model_validate_json(config.model_dump_json()) == config
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+def test_preset_explicit_override_wins_and_survives_roundtrip(field: str) -> None:
+    config: Final = _preset_config(**{field: "  Operator description  "})
+    roundtrip: Final = LLMV2Config.model_validate_json(config.model_dump_json())
+    assert roundtrip.model_dump()[field] == "Operator description"
+    assert roundtrip.efficient_profile_preset == config.efficient_profile_preset
+    assert roundtrip.capable_profile_preset == config.capable_profile_preset
+    assert roundtrip.harness_preset == config.harness_preset
+    payload: Final = json.loads(
+        roundtrip.system_prompt("opaque-efficient", "opaque-capable").split("Configured solver profiles:\n")[1]
+    )
+    if field == "harness":
+        assert payload["harness"] == "Operator description"
+    else:
+        assert payload[field.removesuffix("_profile")]["profile"] == "Operator description"
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+@pytest.mark.parametrize("invalid", ("", " \n\t", "x" * 4001))
+def test_preset_does_not_bypass_supplied_text_bounds(field: str, invalid: str) -> None:
+    with pytest.raises(ValidationError, match=field):
+        _preset_config(**{field: invalid})
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+@pytest.mark.parametrize("override", (None, "Custom override"))
+@pytest.mark.parametrize("invalid_id", ("missing-v1", ""))
+def test_preset_unknown_reference_rejects_even_when_overridden(
+    field: str, override: str | None, invalid_id: str
+) -> None:
+    with pytest.raises(ValidationError, match=f"{field}.*preset"):
+        _preset_config(**{field: override, f"{field}_preset": invalid_id})
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+def test_preset_missing_text_and_reference_rejects(field: str) -> None:
+    with pytest.raises(ValidationError, match=field):
+        _preset_config(**{f"{field}_preset": None})
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+def test_preset_reference_rejects_the_wrong_catalog_kind(field: str) -> None:
+    catalog: Final = get_fuse_presets()
+    wrong_id: Final = catalog.models[0].id if field == "harness" else catalog.harnesses[0].id
+    with pytest.raises(ValidationError, match=field):
+        _preset_config(**{f"{field}_preset": wrong_id})
+
+
+@pytest.mark.parametrize("mode", ("json_schema", "json_object"))
+def test_custom_profile_prompt_bytes_are_unchanged(mode: str) -> None:
+    base: Final = _config().llm_v2_config
+    assert base is not None
+    config: Final = LLMV2Config.model_validate({**base.model_dump(), "response_format": mode})
+    old_payload: Final = {
+        "prompt_version": LLM_V2_PROMPT_VERSION,
+        "harness": config.harness,
+        "efficient": {"model": "opaque-efficient", "profile": config.efficient_profile},
+        "capable": {"model": "opaque-capable", "profile": config.capable_profile},
+    }
+    schema: Final = (
+        "\n\nResponse JSON schema:\n" + json.dumps(LLMV2Verdict.model_json_schema()) if mode == "json_object" else ""
+    )
+    assert config.system_prompt("opaque-efficient", "opaque-capable") == (
+        LLM_V2_SYSTEM_PROMPT + "\n\nConfigured solver profiles:\n" + json.dumps(old_payload) + schema
+    )
+
+
+@pytest.mark.asyncio
+async def test_preset_router_passes_catalog_text_and_opaque_group_names_to_judge() -> None:
+    catalog: Final = get_fuse_presets()
+    config: Final = _config(llm_v2_config=_preset_config().model_dump())
+    router, client = _router(_verdict().model_dump_json(), config)
+    outcome: Final = await router.aclassify("Complete the supplied task")
+    assert outcome.tier == ComplexityTier.SIMPLE
+    prompt: Final = client.acompletion.call_args.kwargs["messages"][0]["content"]
+    payload: Final = json.loads(prompt.split("Configured solver profiles:\n")[1])
+    assert payload == {
+        "prompt_version": LLM_V2_PROMPT_VERSION,
+        "harness": catalog.harnesses[-1].text,
+        "efficient": {"model": "efficient", "profile": catalog.models[0].text},
+        "capable": {"model": "capable", "profile": catalog.models[-1].text},
+    }
+
+
 @pytest.mark.asyncio
 async def test_one_judge_fuses_whole_task_and_keeps_caller_text_out_of_system_prompt() -> None:
     router, client = _router(_verdict().model_dump_json())
diff --git a/tests/test_litellm/router_utils/test_auto_router_model_naming.py b/tests/test_litellm/router_utils/test_auto_router_model_naming.py
index 3dcb8d5af94..7d59a0590f2 100644
--- a/tests/test_litellm/router_utils/test_auto_router_model_naming.py
+++ b/tests/test_litellm/router_utils/test_auto_router_model_naming.py
@@ -1,7 +1,10 @@
 from collections.abc import Mapping
+from typing import Final
 
 import pytest
 
+from litellm.router_strategy.complexity_router.fuse_presets import get_fuse_presets
+
 from litellm.router_utils.auto_router_model_naming import (
     carries_complexity_router_settings,
     classify_strategy_router_model,
@@ -171,6 +174,52 @@ def test_validate_accepts_loadable_complexity_config(complexity_router_config):
     assert validate_complexity_router_config_write(complexity_router_config=complexity_router_config) is None
 
 
+def _fuse_write_config(profiles: Mapping[str, object]) -> Mapping[str, object]:
+    return {
+        "classifier_type": "llm_v2",
+        "classifier_llm_config": {"model": "judge"},
+        "tiers": {"SIMPLE": ["opaque-efficient"], "REASONING": ["opaque-capable"]},
+        "llm_v2_config": {"max_quality_gap": 0.05, **profiles},
+    }
+
+
+def test_fuse_write_accepts_presets_and_custom_text_with_the_same_entitlement() -> None:
+    catalog: Final = get_fuse_presets()
+    presets: Final = _fuse_write_config(
+        {
+            "efficient_profile_preset": catalog.models[0].id,
+            "capable_profile_preset": catalog.models[-1].id,
+            "harness_preset": catalog.harnesses[0].id,
+        }
+    )
+    custom: Final = _fuse_write_config(
+        {
+            "efficient_profile": catalog.models[0].text,
+            "capable_profile": catalog.models[-1].text,
+            "harness": catalog.harnesses[0].text,
+        }
+    )
+    assert validate_complexity_router_config_write(presets) is None
+    assert validate_complexity_router_config_write(custom) is None
+    assert claimed_capability(presets) is claimed_capability(custom)
+    assert claimed_capability(presets) is not None
+
+
+@pytest.mark.parametrize("field", ("efficient_profile", "capable_profile", "harness"))
+def test_fuse_write_rejects_unknown_preset_even_with_custom_text(field: str) -> None:
+    config: Final = _fuse_write_config(
+        {
+            "efficient_profile": "Custom efficient solver",
+            "capable_profile": "Custom capable solver",
+            "harness": "Custom runtime",
+            f"{field}_preset": "unknown-v1",
+        }
+    )
+    violation: Final = validate_complexity_router_config_write(config)
+    assert violation is not None
+    assert f"{field}_preset" in violation
+
+
 def test_naming_check_ignores_the_config_entirely():
     """The naming contract and the config's contents are separate questions with separate owners;
     a write may carry a config without naming a model, so neither can stand in for the other."""
diff --git a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
index 4a574ac736d..f9b0edf9508 100644
--- a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
@@ -1,7 +1,7 @@
 import React, { useState } from "react";
-import { describe, expect, it, vi } from "vitest";
+import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
 import userEvent from "@testing-library/user-event";
-import { fireEvent, renderWithProviders, screen } from "../../../tests/test-utils";
+import { act, fireEvent, renderWithProviders, screen, testQueryClient, waitFor } from "../../../tests/test-utils";
 import ClassificationMethodConfig from "./ClassificationMethodConfig";
 import AutoRouterClassifierTabs from "./AutoRouterClassifierTabs";
 import ForecastClassifierConfig from "./ForecastClassifierConfig";
@@ -37,6 +37,53 @@ const fuseInitial: ComplexityRouterConfigValue = {
   },
 };
 const options = ["judge", "efficient", "capable"].map((model) => ({ value: model, label: model }));
+const catalog = {
+  version: "catalog-v1",
+  models: [
+    {
+      id: "efficient-v1",
+      label: "Efficient preset",
+      text: "Maintained efficient profile",
+      sources: ["https://example.com/efficient"],
+      model: "efficient-model",
+    },
+    {
+      id: "capable-v1",
+      label: "Capable preset",
+      text: "Maintained capable profile",
+      sources: ["https://example.com/capable"],
+      model: "capable-model",
+    },
+  ],
+  harnesses: [
+    {
+      id: "runtime-v1",
+      label: "Runtime preset",
+      text: "Maintained runtime profile",
+      sources: ["https://example.com/runtime"],
+    },
+  ],
+};
+const presetConfig = {
+  efficient_profile_preset: catalog.models[0].id,
+  capable_profile_preset: catalog.models[1].id,
+  harness_preset: catalog.harnesses[0].id,
+  max_quality_gap: 0.05,
+};
+const presetInitial = { ...fuseInitial, llm_v2_config: presetConfig };
+
+beforeEach(() => {
+  testQueryClient.clear();
+  vi.stubGlobal(
+    "fetch",
+    vi.fn().mockImplementation(async () => Response.json(catalog)),
+  );
+});
+
+afterEach(() => {
+  testQueryClient.clear();
+  vi.unstubAllGlobals();
+});
 
 function Form({ initialValue = initial }: { initialValue?: ComplexityRouterConfigValue }) {
   const [value, setValue] = useState(initialValue);
@@ -72,6 +119,118 @@ function Form({ initialValue = initial }: { initialValue?: ComplexityRouterConfi
 }
 
 describe("forecast classifier form", () => {
+  it("selects all three maintained presets, previews provenance, and saves only references", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<Form initialValue={fuseInitial} />);
+    await user.click(screen.getByRole("combobox", { name: "Efficient solver profile preset" }));
+    await user.click(await screen.findByRole("option", { name: /^Efficient preset/ }));
+    await user.click(screen.getByRole("combobox", { name: "Capable solver profile preset" }));
+    await user.click(screen.getByRole("option", { name: /^Capable preset/ }));
+    await user.click(screen.getByRole("combobox", { name: "Harness and budget preset" }));
+    await user.click(screen.getByRole("option", { name: /^Runtime preset/ }));
+    expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(catalog.models[0].text);
+    expect(screen.getByLabelText("Efficient solver profile")).toHaveAttribute("readonly");
+    expect(screen.getByLabelText("Capable solver profile")).toHaveValue(catalog.models[1].text);
+    expect(screen.getByLabelText("Harness and budget")).toHaveValue(catalog.harnesses[0].text);
+    expect(screen.getAllByText(`Catalog version: ${catalog.version}`)).toHaveLength(3);
+    expect(screen.getByText(`Model: ${catalog.models[0].model}`)).toBeInTheDocument();
+    expect(screen.getAllByRole("link", { name: "Source 1" }).map((link) => link.getAttribute("href"))).toEqual([
+      catalog.models[0].sources[0],
+      catalog.models[1].sources[0],
+      catalog.harnesses[0].sources[0],
+    ]);
+    fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
+    expect(JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config).toEqual(
+      presetConfig,
+    );
+    expect(fetch).toHaveBeenCalledTimes(1);
+    expect(fetch).toHaveBeenCalledWith(
+      expect.objectContaining({ url: expect.stringMatching(/\/public\/complexity_router\/fuse_presets$/) }),
+    );
+  });
+
+  it.each([undefined, null, "Explicit override"])(
+    "copies effective text to Custom and clears only that reference, override=%s",
+    async (override) => {
+      const user = userEvent.setup();
+      renderWithProviders(
+        <Form initialValue={{ ...presetInitial, llm_v2_config: { ...presetConfig, efficient_profile: override } }} />,
+      );
+      const effectiveText = override ?? catalog.models[0].text;
+      await waitFor(() => expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(effectiveText));
+      await user.click(screen.getByRole("combobox", { name: "Efficient solver profile preset" }));
+      await user.click(screen.getByRole("option", { name: "Custom", exact: true }));
+      expect(screen.getByLabelText("Efficient solver profile")).not.toHaveAttribute("readonly");
+      expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(effectiveText);
+      fireEvent.change(screen.getByLabelText("Efficient solver profile"), { target: { value: "Custom budget" } });
+      fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
+      const { efficient_profile_preset: _preset, ...rest } = presetConfig;
+      expect(
+        JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config,
+      ).toEqual({
+        ...rest,
+        efficient_profile: "Custom budget",
+      });
+    },
+  );
+
+  it.each([
+    { ...fuseInitial.llm_v2_config!, efficient_profile: catalog.models[0].text },
+    {
+      ...presetConfig,
+      efficient_profile: "Explicit override",
+      capable_profile: "Capable override",
+      harness: "Harness override",
+    },
+  ])("keeps existing custom ownership and references on an unchanged save: %j", async (settings) => {
+    renderWithProviders(<Form initialValue={{ ...fuseInitial, llm_v2_config: settings }} />);
+    await waitFor(() => expect(screen.queryByText(/Loading profile presets/)).not.toBeInTheDocument());
+    expect(screen.getByRole("combobox", { name: "Efficient solver profile preset" })).toHaveValue("Custom");
+    expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(settings.efficient_profile);
+    fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
+    expect(JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config).toEqual(
+      settings,
+    );
+  });
+
+  it.each([true, false])(
+    "keeps edits and stored IDs while the pending catalog settles, success=%s",
+    async (success) => {
+      let resolveCatalog: (response: Response) => void = () => {};
+      vi.mocked(fetch).mockReturnValue(
+        new Promise<Response>((resolve) => {
+          resolveCatalog = resolve;
+        }),
+      );
+      const settings = { ...presetConfig, efficient_profile: "Original override" };
+      renderWithProviders(<Form initialValue={{ ...fuseInitial, llm_v2_config: settings }} />);
+      expect(screen.getByText(/Loading profile presets/)).toBeInTheDocument();
+      fireEvent.change(screen.getByLabelText("Efficient solver profile"), { target: { value: "Typed while loading" } });
+      await act(async () =>
+        resolveCatalog(success ? Response.json(catalog) : Response.json({ error: "unavailable" }, { status: 503 })),
+      );
+      if (success) await screen.findAllByText(`Catalog version: ${catalog.version}`);
+      else expect(await screen.findByText(/Profile presets could not be loaded/)).toBeInTheDocument();
+      expect(screen.getByLabelText("Efficient solver profile")).toHaveValue("Typed while loading");
+      fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
+      expect(
+        JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config,
+      ).toEqual({ ...settings, efficient_profile: "Typed while loading" });
+    },
+  );
+
+  it("keeps unknown saved IDs visible with unavailable previews rather than replacing them", async () => {
+    const settings = { ...presetConfig, efficient_profile_preset: "unavailable-v8" };
+    renderWithProviders(<Form initialValue={{ ...fuseInitial, llm_v2_config: settings }} />);
+    await screen.findAllByText(`Catalog version: ${catalog.version}`);
+    expect(screen.getByRole("combobox", { name: "Efficient solver profile preset" })).toHaveValue("unavailable-v8");
+    expect(screen.getByText("Preset preview unavailable. The saved reference is preserved")).toBeInTheDocument();
+    fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
+    expect(JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config).toEqual(
+      settings,
+    );
+  });
+
   it("switches a populated standard router to Capability without saving hidden pools or their overrides", () => {
     renderWithProviders(
       <Form
diff --git a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
index b901a509435..556ba0aa1ee 100644
--- a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
@@ -3,7 +3,7 @@ import { Collapsible, CollapsibleContent, CollapsibleTrigger } from "@/component
 import { ChevronRight } from "lucide-react";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
-import { Textarea } from "@/components/ui/textarea";
+import FuseProfilePresets from "./FuseProfilePresets";
 import { Switch } from "@/components/ui/switch";
 import { SearchSelect } from "@/components/shared/SearchSelect";
 import { MultiSelect } from "@/components/shared/MultiSelect";
@@ -239,29 +239,7 @@ const ForecastClassifierConfig = ({ value, onChange, modelOptions, effortOptions
         </>
       ) : (
         <>
-          {(["efficient_profile", "capable_profile", "harness"] as const).map((field) => {
-            const label = {
-              efficient_profile: "Efficient solver profile",
-              capable_profile: "Capable solver profile",
-              harness: "Harness and budget",
-            }[field];
-            return (
-              <div key={field} className="space-y-1">
-                <Label htmlFor={`${id}-${field}`}>{label}</Label>
-                <Textarea
-                  id={`${id}-${field}`}
-                  value={fuse[field]}
-                  maxLength={4000}
-                  placeholder={
-                    field === "harness"
-                      ? "Tools, execution environment, verification, and budget available to each solver"
-                      : "Describe this solver's strengths, limitations, and settings"
-                  }
-                  onChange={(event) => updateFuse({ ...fuse, [field]: event.target.value })}
-                />
-              </div>
-            );
-          })}
+          <FuseProfilePresets value={fuse} onChange={updateFuse} />
           <NumberField
             label="Maximum quality gap"
             value={fuse.max_quality_gap}
diff --git a/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx b/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx
new file mode 100644
index 00000000000..a8a5803b708
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx
@@ -0,0 +1,117 @@
+import React from "react";
+import { $api } from "@/lib/http/api";
+import { SearchSelect } from "@/components/shared/SearchSelect";
+import { Label } from "@/components/ui/label";
+import { Textarea } from "@/components/ui/textarea";
+import { fuseProfileFields, selectFuseProfile, type FuseSettings } from "./forecast_classifier_config";
+
+const catalogQueryOptions = {
+  staleTime: Infinity,
+  gcTime: Infinity,
+  retry: false,
+  refetchOnMount: false,
+  refetchOnWindowFocus: false,
+  refetchOnReconnect: false,
+};
+
+export default function FuseProfilePresets({
+  value,
+  onChange,
+}: {
+  value: FuseSettings;
+  onChange: (value: FuseSettings) => void;
+}) {
+  const id = React.useId();
+  const { data, isPending, isError } = $api.useQuery(
+    "get",
+    "/public/complexity_router/fuse_presets",
+    {},
+    catalogQueryOptions,
+  );
+  return (
+    <div className="space-y-4 min-w-0">
+      <p className="text-xs text-muted-foreground">
+        Choose profiles that match every deployment in each solver group and its actual settings. Profile selection is
+        independent of routing model names
+      </p>
+      {isPending && (
+        <p role="status" className="text-xs text-muted-foreground">
+          Loading profile presets. Custom editing is available
+        </p>
+      )}
+      {isError && (
+        <p role="status" className="text-xs text-muted-foreground">
+          Profile presets could not be loaded. Saved references are preserved and Custom editing is available
+        </p>
+      )}
+      {fuseProfileFields.map((field) => {
+        const label = {
+          efficient_profile: "Efficient solver profile",
+          capable_profile: "Capable solver profile",
+          harness: "Harness and budget",
+        }[field];
+        const presetId = value[`${field}_preset`];
+        const presets = field === "harness" ? data?.harnesses : data?.models;
+        const preset = presets?.find((entry) => entry.id === presetId);
+        const custom = value[field] != null || presetId == null;
+        const effectiveText = value[field] ?? preset?.text ?? "";
+        return (
+          <div key={field} className="space-y-2 min-w-0">
+            <Label htmlFor={`${id}-${field}-preset`}>{label} preset</Label>
+            <SearchSelect
+              inputId={`${id}-${field}-preset`}
+              aria-label={`${label} preset`}
+              value={custom ? "custom" : presetId}
+              allowClear={false}
+              options={[
+                { value: "custom", label: "Custom" },
+                ...(presets ?? []).map((entry) => ({ value: entry.id, label: entry.label, sublabel: entry.id })),
+              ]}
+              onValueChange={(selected) => {
+                if (selected)
+                  onChange(
+                    selectFuseProfile(value, field, selected === "custom" ? undefined : selected, effectiveText),
+                  );
+              }}
+            />
+            <Textarea
+              aria-label={label}
+              value={effectiveText}
+              readOnly={!custom}
+              maxLength={4000}
+              rows={4}
+              placeholder={
+                field === "harness"
+                  ? "Tools, execution environment, verification, and budget available to each solver"
+                  : "Describe this solver's strengths, limitations, and settings"
+              }
+              onChange={(event) => onChange({ ...value, [field]: event.target.value })}
+            />
+            {presetId && (
+              <div className="space-y-1 text-xs text-muted-foreground break-words">
+                <p>
+                  {custom ? "Custom text overrides preset" : "Preset"}: {presetId}
+                </p>
+                {preset ? (
+                  <>
+                    <p>Catalog version: {data?.version}</p>
+                    {"model" in preset && typeof preset.model === "string" && <p>Model: {preset.model}</p>}
+                    <div className="flex flex-wrap gap-x-3 gap-y-1">
+                      {preset.sources.map((source, index) => (
+                        <a key={source} href={source} target="_blank" rel="noopener noreferrer" className="underline">
+                          Source {index + 1}
+                        </a>
+                      ))}
+                    </div>
+                  </>
+                ) : (
+                  <p>Preset preview unavailable. The saved reference is preserved</p>
+                )}
+              </div>
+            )}
+          </div>
+        );
+      })}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
index 6e6e7a3c6cd..2990878d086 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
@@ -48,6 +48,23 @@ const baseParams: BuildComplexityRouterConfigParams = {
 };
 
 describe("buildComplexityRouterConfig", () => {
+  it("forwards preset references and explicit overrides without materializing absent text on create", () => {
+    const settings = {
+      efficient_profile_preset: "efficient-v1",
+      capable_profile_preset: "capable-v1",
+      harness_preset: "runtime-v1",
+      efficient_profile: "Explicit efficient override",
+      capable_profile: "Explicit capable override",
+      harness: "Explicit harness override",
+      max_quality_gap: 0.05,
+    };
+    const config = buildComplexityRouterConfig({ ...baseParams, classifierType: "llm_v2", llmV2Config: settings });
+    expect(config.llm_v2_config).toEqual(settings);
+    const { efficient_profile: _efficient, capable_profile: _capable, harness: _harness, ...refs } = settings;
+    const refConfig = buildComplexityRouterConfig({ ...baseParams, classifierType: "llm_v2", llmV2Config: refs });
+    expect(JSON.parse(JSON.stringify(refConfig)).llm_v2_config).toEqual(refs);
+  });
+
   it.each(["capability", "llm_v2", "heuristic"] as const)(
     "disables the removed overrides only for forecast creates: %s",
     (classifierType) => {
diff --git a/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.test.ts b/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.test.ts
index 218eebe8430..5460c184124 100644
--- a/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.test.ts
@@ -1,6 +1,13 @@
 import { describe, expect, it } from "vitest";
 import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
-import { getForecastConfigError, prepareForecastClassifier } from "./forecast_classifier_config";
+import {
+  fuseProfileFields,
+  fuseSettingsSchema,
+  getForecastConfigError,
+  prepareForecastClassifier,
+  selectFuseProfile,
+  type FuseSettings,
+} from "./forecast_classifier_config";
 import { getKeywordTierRulesError } from "./build_complexity_router_config";
 import { activeTierRows } from "./tier_rows";
 import {
@@ -32,6 +39,62 @@ const fuse: ComplexityRouterConfigValue = {
   },
 };
 
+describe("Fuse profile presets", () => {
+  const refs: FuseSettings = {
+    efficient_profile_preset: "efficient-v1",
+    capable_profile_preset: "capable-v1",
+    harness_preset: "runtime-v1",
+    max_quality_gap: 0.05,
+    max_output_tokens: 1024,
+    response_format: "json_object",
+    calibration: {
+      version: "fitted-pair",
+      prompt_version: "llm-v2-1",
+      efficient: { slope: 1.1, intercept: -0.1 },
+      capable: { slope: 0.9, intercept: 0.2 },
+    },
+  };
+
+  it.each(fuseProfileFields)("validates both sources of %s without needing catalog availability", (field) => {
+    const presetField = `${field}_preset` as const;
+    expect(fuseSettingsSchema.safeParse(refs).success).toBe(true);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [presetField]: undefined }).success).toBe(false);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [field]: null, [presetField]: null }).success).toBe(false);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [field]: " \n " }).success).toBe(false);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [field]: "a".repeat(4001) }).success).toBe(false);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [field]: "a".repeat(4000) }).success).toBe(true);
+    expect(fuseSettingsSchema.safeParse({ ...refs, [field]: "Override", [presetField]: "" }).success).toBe(false);
+  });
+
+  it.each([
+    { ...fuse.llm_v2_config!, efficient_profile: "  Custom solver\n" },
+    refs,
+    { ...refs, efficient_profile: null, capable_profile: null, harness: null },
+    { ...fuse.llm_v2_config!, efficient_profile_preset: null, capable_profile_preset: null, harness_preset: null },
+    { ...refs, efficient_profile: "  Explicit override\n", capable_profile: "More budget", harness: "No shell" },
+  ])("preserves references, literal overrides and calibration across hydration and unchanged saves: %j", (settings) => {
+    const stored = { ...fuse, llm_v2_config: settings };
+    const hydrated = hydrateComplexityRouterConfig(stored, undefined);
+    expect(hydrated.llm_v2_config).toEqual(settings);
+    expect(getForecastConfigError(hydrated)).toBeNull();
+    const saved = buildUpdatedComplexityRouterConfig(stored, {
+      ...hydrated,
+      tiers: { ...hydrated.tiers, SIMPLE: ["arbitrary-new-group"] },
+    });
+    expect(saved.llm_v2_config).toEqual(settings);
+  });
+
+  it.each(fuseProfileFields)("changes only %s ownership on explicit selection", (field) => {
+    const overridden = { ...refs, [field]: "Override" };
+    const selected = selectFuseProfile(overridden, field, "replacement-v2", "Override");
+    expect(selected).toEqual({ ...refs, [field]: undefined, [`${field}_preset`]: "replacement-v2" });
+    expect(JSON.parse(JSON.stringify(selected))).not.toHaveProperty(field);
+    const custom = selectFuseProfile(selected, field, undefined, "Effective preset text");
+    expect(custom).toEqual({ ...refs, [field]: "Effective preset text", [`${field}_preset`]: undefined });
+    expect(JSON.parse(JSON.stringify(custom))).not.toHaveProperty(`${field}_preset`);
+  });
+});
+
 describe("forecast classifier configuration", () => {
   it.each([
     { version: "eval", slope: 21, intercept: 0 },
diff --git a/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.ts b/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.ts
index 5e0c76a2717..6b781e09ed9 100644
--- a/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.ts
+++ b/ui/litellm-dashboard/src/components/add_model/forecast_classifier_config.ts
@@ -5,7 +5,12 @@ import { tierOrderFor } from "./tier_rows";
 
 const probability = z.number().finite().min(0).max(1);
 const version = z.string().trim().min(1).max(512);
-const profile = z.string().trim().min(1).max(4000);
+const profile = z
+  .string()
+  .max(4000)
+  .refine((text) => text.trim().length > 0);
+export const fuseProfileFields = ["efficient_profile", "capable_profile", "harness"] as const;
+export type FuseProfileField = (typeof fuseProfileFields)[number];
 const transport = {
   max_output_tokens: z.number().int().positive().optional(),
   response_format: z.enum(["json_schema", "json_object"]).optional(),
@@ -42,18 +47,36 @@ const fuseCalibrationShape = {
 const fuseShape = {
   efficient_tier: z.string().min(1).optional(),
   capable_tier: z.string().min(1).optional(),
-  efficient_profile: profile,
-  capable_profile: profile,
-  harness: profile,
+  efficient_profile: profile.nullish(),
+  capable_profile: profile.nullish(),
+  harness: profile.nullish(),
+  efficient_profile_preset: z.string().min(1).nullish(),
+  capable_profile_preset: z.string().min(1).nullish(),
+  harness_preset: z.string().min(1).nullish(),
   max_quality_gap: probability,
   ...transport,
   calibration: z.object(fuseCalibrationShape).nullable().optional(),
 };
-export const fuseSettingsSchema = z.object(fuseShape);
+export const fuseSettingsSchema = z
+  .object(fuseShape)
+  .refine((settings) =>
+    fuseProfileFields.every((field) => settings[field] != null || settings[`${field}_preset`] != null),
+  );
 
 export type CapabilitySettings = z.infer<typeof capabilitySettingsSchema>;
 export type FuseSettings = z.infer<typeof fuseSettingsSchema>;
 
+export const selectFuseProfile = (
+  value: FuseSettings,
+  field: FuseProfileField,
+  presetId: string | undefined,
+  effectiveText: string,
+): FuseSettings => ({
+  ...value,
+  [field]: presetId === undefined ? effectiveText : undefined,
+  [`${field}_preset`]: presetId,
+});
+
 export const isForecastClassifier = (type: ClassifierType): boolean => type === "capability" || type === "llm_v2";
 
 export const newCapabilitySettings = (): CapabilitySettings => ({
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 872875cc535..8080f76e5c1 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -12425,6 +12425,23 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/public/complexity_router/fuse_presets": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /** Get Public Fuse Presets */
+        get: operations["get_public_fuse_presets_public_complexity_router_fuse_presets_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/public/complexity_router/scorer_defaults": {
         parameters: {
             query?: never;
@@ -28207,6 +28224,39 @@ export interface components {
         } & {
             [key: string]: unknown;
         };
+        /** FuseHarnessPreset */
+        FuseHarnessPreset: {
+            /** Id */
+            id: string;
+            /** Label */
+            label: string;
+            /** Sources */
+            sources: string[];
+            /** Text */
+            text: string;
+        };
+        /** FuseModelPreset */
+        FuseModelPreset: {
+            /** Id */
+            id: string;
+            /** Label */
+            label: string;
+            /** Model */
+            model: string;
+            /** Sources */
+            sources: string[];
+            /** Text */
+            text: string;
+        };
+        /** FusePresetCatalog */
+        FusePresetCatalog: {
+            /** Harnesses */
+            harnesses: components["schemas"]["FuseHarnessPreset"][];
+            /** Models */
+            models: components["schemas"]["FuseModelPreset"][];
+            /** Version */
+            version: string;
+        };
         /**
          * GUARDRAIL_DEFINITION_LOCATION
          * @enum {string}
@@ -29136,21 +29186,27 @@ export interface components {
         LLMV2Config: {
             calibration?: components["schemas"]["LLMV2Calibration"] | null;
             /** Capable Profile */
-            capable_profile: string;
+            capable_profile?: string | null;
+            /** Capable Profile Preset */
+            capable_profile_preset?: string | null;
             /**
              * Capable Tier
              * @default REASONING
              */
             capable_tier: string;
             /** Efficient Profile */
-            efficient_profile: string;
+            efficient_profile?: string | null;
+            /** Efficient Profile Preset */
+            efficient_profile_preset?: string | null;
             /**
              * Efficient Tier
              * @default SIMPLE
              */
             efficient_tier: string;
             /** Harness */
-            harness: string;
+            harness?: string | null;
+            /** Harness Preset */
+            harness_preset?: string | null;
             /**
              * Max Output Tokens
              * @default 1024
@@ -56944,6 +57000,26 @@ export interface operations {
             };
         };
     };
+    get_public_fuse_presets_public_complexity_router_fuse_presets_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["FusePresetCatalog"];
+                };
+            };
+        };
+    };
     get_complexity_scorer_defaults_public_complexity_router_scorer_defaults_get: {
         parameters: {
             query?: never;

From cfd8c186161068bef2ed5faae002dbfb3b2ab63e Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 21:24:36 +0000
Subject: [PATCH 017/162] fix(auth): inherit org budget, tpm and rpm limits for
 JWT and team-linked keys

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py       | 31 ++++++++++++-----
 .../proxy/auth/test_user_api_key_auth.py      | 34 +++++++++++++++----
 2 files changed, 50 insertions(+), 15 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 110c524ecdf..df5257908ce 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -2409,11 +2409,17 @@ async def _inherit_org_identity(
 ) -> None:
     if user_api_key_auth_obj.org_id is None and team_object is not None and team_object.organization_id is not None:
         user_api_key_auth_obj.org_id = team_object.organization_id
-    if (
-        user_api_key_auth_obj.org_id is None
-        or user_api_key_auth_obj.organization_alias is not None
-        or prisma_client is None
-    ):
+    already_populated: Final = any(
+        value is not None
+        for value in (
+            user_api_key_auth_obj.organization_alias,
+            user_api_key_auth_obj.organization_max_budget,
+            user_api_key_auth_obj.organization_tpm_limit,
+            user_api_key_auth_obj.organization_rpm_limit,
+            user_api_key_auth_obj.organization_metadata,
+        )
+    )
+    if user_api_key_auth_obj.org_id is None or already_populated or prisma_client is None:
         return
     try:
         org_object: Final = await get_org_object(
@@ -2422,12 +2428,21 @@ async def _inherit_org_identity(
             user_api_key_cache=user_api_key_cache,
             parent_otel_span=parent_otel_span,
             proxy_logging_obj=proxy_logging_obj,
+            include_budget_table=True,
         )
     except Exception:
-        verbose_proxy_logger.debug("org alias lookup failed for org_id=%s", user_api_key_auth_obj.org_id, exc_info=True)
+        verbose_proxy_logger.debug("org lookup failed for org_id=%s", user_api_key_auth_obj.org_id, exc_info=True)
         return
-    if org_object is not None:
-        user_api_key_auth_obj.organization_alias = org_object.organization_alias
+    if org_object is None:
+        return
+    user_api_key_auth_obj.organization_alias = org_object.organization_alias
+    user_api_key_auth_obj.organization_metadata = org_object.metadata
+    budget: Final = org_object.litellm_budget_table
+    if budget is None:
+        return
+    user_api_key_auth_obj.organization_max_budget = budget.max_budget
+    user_api_key_auth_obj.organization_tpm_limit = budget.tpm_limit
+    user_api_key_auth_obj.organization_rpm_limit = budget.rpm_limit
 
 
 @tracer.wrap()
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 03efbfa7185..fd9b6f09678 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -5296,22 +5296,26 @@ async def test_centralized_common_checks_backfills_org_id_from_team(key_org_id,
 
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
-    "key_org_id,team_id,team_org_id,existing_alias,lookup_mode,expected_org_id,expected_alias",
+    "key_org_id,team_id,team_org_id,existing_alias,existing_rpm,lookup_mode,expected_org_id,expected_alias,expected_limits",
     [
-        (None, "t1", "org-from-team", None, "success", "org-from-team", "acme-org"),
-        ("org-jwt", None, None, None, "success", "org-jwt", "acme-org"),
-        ("org-pinned", None, None, "preset", "success", "org-pinned", "preset"),
-        ("org-missing", None, None, None, "missing", "org-missing", None),
+        (None, "t1", "org-from-team", None, None, "success", "org-from-team", "acme-org", (12.5, 700, 7)),
+        ("org-jwt", None, None, None, None, "success", "org-jwt", "acme-org", (12.5, 700, 7)),
+        ("org-pinned", None, None, "preset", None, "success", "org-pinned", "preset", (None, None, None)),
+        ("org-view", None, None, None, 3, "success", "org-view", None, (None, None, 3)),
+        ("org-missing", None, None, None, None, "missing", "org-missing", None, (None, None, None)),
+        ("org-nobudget", None, None, None, None, "no_budget", "org-nobudget", "acme-org", (None, None, None)),
     ],
 )
-async def test_centralized_common_checks_inherits_org_alias(
+async def test_centralized_common_checks_inherits_org_identity(
     key_org_id,
     team_id,
     team_org_id,
     existing_alias,
+    existing_rpm,
     lookup_mode,
     expected_org_id,
     expected_alias,
+    expected_limits,
 ):
     import litellm.proxy.proxy_server as _proxy_server_mod
     from fastapi import Request
@@ -5325,6 +5329,7 @@ async def test_centralized_common_checks_inherits_org_alias(
         team_id=team_id,
         org_id=key_org_id,
         organization_alias=existing_alias,
+        organization_rpm_limit=existing_rpm,
     )
     request = Request(scope={"type": "http"})
     request._url = URL(url="/chat/completions")
@@ -5336,9 +5341,15 @@ async def test_centralized_common_checks_inherits_org_alias(
         organization_id=expected_org_id,
         organization_alias="acme-org",
         budget_id="budget-id",
+        metadata={"model_rpm_limit": {"gpt-4o": 2}},
         models=[],
         created_by="test",
         updated_by="test",
+        litellm_budget_table=(
+            None
+            if lookup_mode == "no_budget"
+            else LiteLLM_BudgetTable(budget_id="budget-id", max_budget=12.5, tpm_limit=700, rpm_limit=7)
+        ),
     )
 
     attrs = _proxy_attrs_for_centralized_checks(user_custom_auth=None)
@@ -5380,16 +5391,25 @@ async def test_centralized_common_checks_inherits_org_alias(
         mock_checks.assert_awaited_once()
         assert token.org_id == expected_org_id
         assert token.organization_alias == expected_alias
+        assert (
+            token.organization_max_budget,
+            token.organization_tpm_limit,
+            token.organization_rpm_limit,
+        ) == expected_limits
         assert identity_seen_by_common_checks == [(expected_org_id, expected_alias)]
         if team_id is None:
             mock_get_team_object.assert_not_awaited()
         else:
             mock_get_team_object.assert_awaited_once()
-        if existing_alias is not None:
+        if existing_alias is not None or existing_rpm is not None:
             mock_get_org_object.assert_not_awaited()
+            assert token.organization_metadata is None
         else:
             mock_get_org_object.assert_awaited_once()
             assert mock_get_org_object.await_args.kwargs["org_id"] == expected_org_id
+            assert mock_get_org_object.await_args.kwargs["include_budget_table"] is True
+            if lookup_mode != "missing":
+                assert token.organization_metadata == {"model_rpm_limit": {"gpt-4o": 2}}
     finally:
         for k, v in originals.items():
             setattr(_proxy_server_mod, k, v)

From cc875a6eb38a2737a172da9a97ecf9f960c0750f Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 21:51:06 +0000
Subject: [PATCH 018/162] fix(auth): exempt org lookup fallback from strict
 lint

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index ac1cc3cfb35..17498467485 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -1309,7 +1309,7 @@ def _ensure_litellm_received_at_on_request_state(request: Request) -> datetime:
     received_at: Final = datetime.now(timezone.utc)
     try:
         request.state.litellm_received_at = received_at
-    except Exception:
+    except Exception:  # noqa: BLE001  # organization lookup must not fail authentication
         pass
     return received_at
 

From 87c00bf47b7ef0c0dcc8aba29bb7b4e2c68ad94e Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 21:51:18 +0000
Subject: [PATCH 019/162] fix(auth): place strict lint exemption on org lookup

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 17498467485..711fa50f93d 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -1309,7 +1309,7 @@ def _ensure_litellm_received_at_on_request_state(request: Request) -> datetime:
     received_at: Final = datetime.now(timezone.utc)
     try:
         request.state.litellm_received_at = received_at
-    except Exception:  # noqa: BLE001  # organization lookup must not fail authentication
+    except Exception:
         pass
     return received_at
 
@@ -2634,7 +2634,7 @@ async def _inherit_org_identity(
             proxy_logging_obj=proxy_logging_obj,
             include_budget_table=True,
         )
-    except Exception:
+    except Exception:  # noqa: BLE001  # organization lookup must not fail authentication
         verbose_proxy_logger.debug("org lookup failed for org_id=%s", user_api_key_auth_obj.org_id, exc_info=True)
         return
     if org_object is None:

From 4a13ebbc5b3c62cf50f184d2e26f017caa86c35d Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 22:01:50 +0000
Subject: [PATCH 020/162] fix(auth): fail closed on org lookup errors when DB
 is required

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py       |  4 +-
 .../proxy/auth/test_user_api_key_auth.py      | 85 ++++++++++++-------
 2 files changed, 56 insertions(+), 33 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 711fa50f93d..89d543f9ccb 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -2635,7 +2635,9 @@ async def _inherit_org_identity(
             include_budget_table=True,
         )
     except Exception:  # noqa: BLE001  # organization lookup must not fail authentication
-        verbose_proxy_logger.debug("org lookup failed for org_id=%s", user_api_key_auth_obj.org_id, exc_info=True)
+        if not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable():
+            raise
+        verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
         return
     if org_object is None:
         return
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index b5200de115e..377e2d9342d 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -35,7 +35,6 @@ from litellm.proxy._types import (
 )
 from litellm.proxy.auth.handle_jwt import JWTHandler
 from litellm.proxy.auth.auth_checks import (
-    OrganizationNotFoundError,
     TeamNotFoundError,
     UserNotFoundError,
     get_key_object,
@@ -5809,27 +5808,31 @@ async def test_centralized_common_checks_backfills_org_id_from_team(key_org_id,
 
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
-    "key_org_id,team_id,team_org_id,existing_alias,existing_rpm,lookup_mode,expected_org_id,expected_alias,expected_limits",
+    "key_org_id,team_id,team_org_id,existing_alias,existing_rpm,lookup_mode,allow_db_unavailable,expect_lookup_error,expected_org_id,expected_alias,expected_limits",
     [
-        (None, "t1", "org-from-team", None, None, "success", "org-from-team", "acme-org", (12.5, 700, 7)),
-        ("org-jwt", None, None, None, None, "success", "org-jwt", "acme-org", (12.5, 700, 7)),
-        ("org-pinned", None, None, "preset", None, "success", "org-pinned", "preset", (None, None, None)),
-        ("org-view", None, None, None, 3, "success", "org-view", None, (None, None, 3)),
-        ("org-missing", None, None, None, None, "missing", "org-missing", None, (None, None, None)),
-        ("org-nobudget", None, None, None, None, "no_budget", "org-nobudget", "acme-org", (None, None, None)),
+        (None, "t1", "org-from-team", None, None, "success", False, False, "org-from-team", "acme-org", (12.5, 700, 7)),
+        ("org-jwt", None, None, None, None, "success", False, False, "org-jwt", "acme-org", (12.5, 700, 7)),
+        ("org-pinned", None, None, "preset", None, "success", False, False, "org-pinned", "preset", (None, None, None)),
+        ("org-view", None, None, None, 3, "success", False, False, "org-view", None, (None, None, 3)),
+        ("org-missing", None, None, None, None, "missing", True, False, "org-missing", None, (None, None, None)),
+        ("org-db-failure-allowed", None, None, None, None, "db_failure", True, False, "org-db-failure-allowed", None, (None, None, None)),
+        ("org-db-failure-denied", None, None, None, None, "db_failure", False, True, "org-db-failure-denied", None, (None, None, None)),
+        ("org-nobudget", None, None, None, None, "no_budget", False, False, "org-nobudget", "acme-org", (None, None, None)),
     ],
 )
 async def test_centralized_common_checks_inherits_org_identity(
-    key_org_id,
-    team_id,
-    team_org_id,
-    existing_alias,
-    existing_rpm,
-    lookup_mode,
-    expected_org_id,
-    expected_alias,
-    expected_limits,
-):
+    key_org_id: str | None,
+    team_id: str | None,
+    team_org_id: str | None,
+    existing_alias: str | None,
+    existing_rpm: int | None,
+    lookup_mode: str,
+    allow_db_unavailable: bool,
+    expect_lookup_error: bool,
+    expected_org_id: str | None,
+    expected_alias: str | None,
+    expected_limits: tuple[float | None, int | None, int | None],
+) -> None:
     import litellm.proxy.proxy_server as _proxy_server_mod
     from fastapi import Request
     from starlette.datastructures import URL
@@ -5867,11 +5870,11 @@ async def test_centralized_common_checks_inherits_org_identity(
 
     attrs = _proxy_attrs_for_centralized_checks(user_custom_auth=None)
     attrs["prisma_client"] = MagicMock()
+    attrs["general_settings"] = {"allow_requests_on_db_unavailable": allow_db_unavailable}
     originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs}
     try:
         for k, v in attrs.items():
             setattr(_proxy_server_mod, k, v)
-        identity_seen_by_common_checks = []
         with (
             patch(
                 "litellm.proxy.auth.user_api_key_auth.get_team_object",
@@ -5886,30 +5889,48 @@ async def test_centralized_common_checks_inherits_org_identity(
             patch(
                 "litellm.proxy.auth.user_api_key_auth.common_checks",
                 new_callable=AsyncMock,
-                side_effect=lambda **kw: identity_seen_by_common_checks.append(
-                    (kw["valid_token"].org_id, kw["valid_token"].organization_alias)
-                ),
             ) as mock_checks,
         ):
             if lookup_mode == "missing":
-                mock_get_org_object.side_effect = OrganizationNotFoundError("x")
+                mock_get_org_object.return_value = None
+            elif lookup_mode == "db_failure":
+                mock_get_org_object.side_effect = RuntimeError("db unavailable")
 
-            await _run_centralized_common_checks(
-                user_api_key_auth_obj=token,
-                request=request,
-                request_data={"model": "gpt-4o"},
-                route="/chat/completions",
-            )
+            if expect_lookup_error:
+                with pytest.raises(RuntimeError, match="db unavailable"):
+                    await _run_centralized_common_checks(
+                        user_api_key_auth_obj=token,
+                        request=request,
+                        request_data={"model": "gpt-4o"},
+                        route="/chat/completions",
+                    )
+            else:
+                await _run_centralized_common_checks(
+                    user_api_key_auth_obj=token,
+                    request=request,
+                    request_data={"model": "gpt-4o"},
+                    route="/chat/completions",
+                )
+
+        assert token.org_id == expected_org_id
+        if expect_lookup_error:
+            mock_checks.assert_not_awaited()
+            assert token.organization_alias is None
+            assert token.organization_max_budget is None
+            assert token.organization_tpm_limit is None
+            assert token.organization_rpm_limit is None
+            return
 
         mock_checks.assert_awaited_once()
-        assert token.org_id == expected_org_id
         assert token.organization_alias == expected_alias
         assert (
             token.organization_max_budget,
             token.organization_tpm_limit,
             token.organization_rpm_limit,
         ) == expected_limits
-        assert identity_seen_by_common_checks == [(expected_org_id, expected_alias)]
+        checked_token = mock_checks.await_args.kwargs["valid_token"]
+        assert checked_token.org_id == expected_org_id
+        assert checked_token.organization_alias == expected_alias
         if team_id is None:
             mock_get_team_object.assert_not_awaited()
         else:
@@ -5921,7 +5942,7 @@ async def test_centralized_common_checks_inherits_org_identity(
             mock_get_org_object.assert_awaited_once()
             assert mock_get_org_object.await_args.kwargs["org_id"] == expected_org_id
             assert mock_get_org_object.await_args.kwargs["include_budget_table"] is True
-            if lookup_mode != "missing":
+            if lookup_mode not in {"missing", "db_failure"}:
                 assert token.organization_metadata == {"model_rpm_limit": {"gpt-4o": 2}}
     finally:
         for k, v in originals.items():

From 79b6cd29172ae2827259051b0b45b8af12c51a60 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 22:03:16 +0000
Subject: [PATCH 021/162] fix(auth): treat a missing org row as no org limits

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py                 | 7 ++++---
 tests/test_litellm/proxy/auth/test_user_api_key_auth.py | 5 +++--
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 89d543f9ccb..10924cf62bd 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -41,6 +41,7 @@ from litellm.litellm_core_utils.dot_notation_indexing import get_nested_value
 from litellm.proxy._types import *
 from litellm.proxy.auth.auth_checks import (
     ExperimentalUIJWTToken,
+    OrganizationNotFoundError,
     TeamNotFoundError,
     _cache_key_object,
     _can_object_call_model,
@@ -2634,13 +2635,13 @@ async def _inherit_org_identity(
             proxy_logging_obj=proxy_logging_obj,
             include_budget_table=True,
         )
-    except Exception:  # noqa: BLE001  # organization lookup must not fail authentication
+    except OrganizationNotFoundError:
+        return
+    except Exception:  # noqa: BLE001  # DB outage handling is decided by allow_requests_on_db_unavailable
         if not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable():
             raise
         verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
         return
-    if org_object is None:
-        return
     user_api_key_auth_obj.organization_alias = org_object.organization_alias
     user_api_key_auth_obj.organization_metadata = org_object.metadata
     budget: Final = org_object.litellm_budget_table
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 377e2d9342d..0bf49523869 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -35,6 +35,7 @@ from litellm.proxy._types import (
 )
 from litellm.proxy.auth.handle_jwt import JWTHandler
 from litellm.proxy.auth.auth_checks import (
+    OrganizationNotFoundError,
     TeamNotFoundError,
     UserNotFoundError,
     get_key_object,
@@ -5814,7 +5815,7 @@ async def test_centralized_common_checks_backfills_org_id_from_team(key_org_id,
         ("org-jwt", None, None, None, None, "success", False, False, "org-jwt", "acme-org", (12.5, 700, 7)),
         ("org-pinned", None, None, "preset", None, "success", False, False, "org-pinned", "preset", (None, None, None)),
         ("org-view", None, None, None, 3, "success", False, False, "org-view", None, (None, None, 3)),
-        ("org-missing", None, None, None, None, "missing", True, False, "org-missing", None, (None, None, None)),
+        ("org-missing", None, None, None, None, "missing", False, False, "org-missing", None, (None, None, None)),
         ("org-db-failure-allowed", None, None, None, None, "db_failure", True, False, "org-db-failure-allowed", None, (None, None, None)),
         ("org-db-failure-denied", None, None, None, None, "db_failure", False, True, "org-db-failure-denied", None, (None, None, None)),
         ("org-nobudget", None, None, None, None, "no_budget", False, False, "org-nobudget", "acme-org", (None, None, None)),
@@ -5892,7 +5893,7 @@ async def test_centralized_common_checks_inherits_org_identity(
             ) as mock_checks,
         ):
             if lookup_mode == "missing":
-                mock_get_org_object.return_value = None
+                mock_get_org_object.side_effect = OrganizationNotFoundError("x")
             elif lookup_mode == "db_failure":
                 mock_get_org_object.side_effect = RuntimeError("db unavailable")
 

From ee9294af53f2e681fce2f95a80ae266766f19ce8 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 22:08:45 +0000
Subject: [PATCH 022/162] test(auth): annotate centralized auth mocks

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 tests/test_litellm/proxy/auth/test_user_api_key_auth.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 0bf49523869..bc2370579d4 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -5877,17 +5877,17 @@ async def test_centralized_common_checks_inherits_org_identity(
         for k, v in attrs.items():
             setattr(_proxy_server_mod, k, v)
         with (
-            patch(
+            patch(  # test-quality-ok: centralized auth calls this module helper directly; no dependency injection seam exists
                 "litellm.proxy.auth.user_api_key_auth.get_team_object",
                 new_callable=AsyncMock,
                 return_value=fetched_team,
             ) as mock_get_team_object,
-            patch(
+            patch(  # test-quality-ok: centralized auth calls this module helper directly; no dependency injection seam exists
                 "litellm.proxy.auth.user_api_key_auth.get_org_object",
                 new_callable=AsyncMock,
                 return_value=organization,
             ) as mock_get_org_object,
-            patch(
+            patch(  # test-quality-ok: capture downstream token state without invoking unrelated common checks
                 "litellm.proxy.auth.user_api_key_auth.common_checks",
                 new_callable=AsyncMock,
             ) as mock_checks,

From c4ad6194a0aa2009b12d09fb4f5cd8f671c5a423 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 22:28:11 +0000
Subject: [PATCH 023/162] fix(auth): only fail closed on DB outages during org
 lookup

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py                 | 9 +++++++--
 tests/test_litellm/proxy/auth/test_user_api_key_auth.py | 9 ++++++---
 2 files changed, 13 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 10924cf62bd..41888cb9a64 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -2637,11 +2637,16 @@ async def _inherit_org_identity(
         )
     except OrganizationNotFoundError:
         return
-    except Exception:  # noqa: BLE001  # DB outage handling is decided by allow_requests_on_db_unavailable
-        if not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable():
+    except Exception as e:  # noqa: BLE001  # only a DB outage may fail auth here, anything else degrades to no org limits
+        if (
+            PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e)
+            and not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable()
+        ):
             raise
         verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
         return
+    if org_object is None:
+        return
     user_api_key_auth_obj.organization_alias = org_object.organization_alias
     user_api_key_auth_obj.organization_metadata = org_object.metadata
     budget: Final = org_object.litellm_budget_table
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index bc2370579d4..ce8310c8aa3 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -5818,6 +5818,7 @@ async def test_centralized_common_checks_backfills_org_id_from_team(key_org_id,
         ("org-missing", None, None, None, None, "missing", False, False, "org-missing", None, (None, None, None)),
         ("org-db-failure-allowed", None, None, None, None, "db_failure", True, False, "org-db-failure-allowed", None, (None, None, None)),
         ("org-db-failure-denied", None, None, None, None, "db_failure", False, True, "org-db-failure-denied", None, (None, None, None)),
+        ("org-bad-row", None, None, None, None, "bad_row", False, False, "org-bad-row", None, (None, None, None)),
         ("org-nobudget", None, None, None, None, "no_budget", False, False, "org-nobudget", "acme-org", (None, None, None)),
     ],
 )
@@ -5895,10 +5896,12 @@ async def test_centralized_common_checks_inherits_org_identity(
             if lookup_mode == "missing":
                 mock_get_org_object.side_effect = OrganizationNotFoundError("x")
             elif lookup_mode == "db_failure":
-                mock_get_org_object.side_effect = RuntimeError("db unavailable")
+                mock_get_org_object.side_effect = ConnectionRefusedError("db unavailable")
+            elif lookup_mode == "bad_row":
+                mock_get_org_object.side_effect = ValueError("row failed validation")
 
             if expect_lookup_error:
-                with pytest.raises(RuntimeError, match="db unavailable"):
+                with pytest.raises(ConnectionRefusedError, match="db unavailable"):
                     await _run_centralized_common_checks(
                         user_api_key_auth_obj=token,
                         request=request,
@@ -5943,7 +5946,7 @@ async def test_centralized_common_checks_inherits_org_identity(
             mock_get_org_object.assert_awaited_once()
             assert mock_get_org_object.await_args.kwargs["org_id"] == expected_org_id
             assert mock_get_org_object.await_args.kwargs["include_budget_table"] is True
-            if lookup_mode not in {"missing", "db_failure"}:
+            if lookup_mode not in {"missing", "db_failure", "bad_row"}:
                 assert token.organization_metadata == {"model_rpm_limit": {"gpt-4o": 2}}
     finally:
         for k, v in originals.items():

From 1b69a5b0a45012408794d1b8aa95043c4f2ae945 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Thu, 17 Sep 2026 22:34:02 +0000
Subject: [PATCH 024/162] test(proxy): model missing organizations in MCP auth
 fixtures

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../mcp_server/auth/test_user_api_key_auth_mcp.py           | 6 ++++++
 .../_experimental/mcp_server/test_discoverable_endpoints.py | 6 +++++-
 2 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 90ce821d62e..a0fb76349b2 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5739,9 +5739,15 @@ class TestMCPDcrBridgeDelegateAdmission:
         prisma and are swallowed (``_safe_fetch`` / the SCIM gate's fail-open), so their checks
         skip. Yields the ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was
         the reload key."""
+        from litellm.proxy.auth.auth_checks import OrganizationNotFoundError
+
         get_key_object = AsyncMock(return_value=return_value, side_effect=side_effect)
+        get_org_object = AsyncMock(side_effect=OrganizationNotFoundError("Organization doesn't exist in db."))
         patchers = [
             patch("litellm.proxy.auth.auth_checks.get_key_object", get_key_object),
+            patch(  # test-quality-ok: central auth now resolves org limits; this fixture models a missing org row
+                "litellm.proxy.auth.user_api_key_auth.get_org_object", get_org_object
+            ),
             patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
             patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
         ]
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index aa45b2f6793..200df078e00 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -11870,9 +11870,13 @@ async def test_oauth_credential_write_keeps_virtual_key_permissions(
     from litellm.proxy._experimental.mcp_server import mcp_server_manager
     from litellm.proxy._experimental.mcp_server.bridge_token_flow import authorize_oauth_credential_request
     from litellm.proxy._types import UserAPIKeyAuth, hash_token
-    from litellm.proxy.auth.auth_checks import jwt_key_mapping_cache_key
+    from litellm.proxy.auth.auth_checks import OrganizationNotFoundError, jwt_key_mapping_cache_key
 
     handler, signing_key = jwt_oauth_identity
+    monkeypatch.setattr(
+        "litellm.proxy.auth.user_api_key_auth.get_org_object",
+        AsyncMock(side_effect=OrganizationNotFoundError("Organization doesn't exist in db.")),
+    )
     key: Final = "sk-oauth-permission-test"
     hashed: Final = hash_token(key)
     credential: Final = UserAPIKeyAuth(

From 15b45839e13b84f8bf3dc99ea229c1957955449a Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Thu, 17 Sep 2026 17:37:40 -0700
Subject: [PATCH 025/162] test(mcp): enforce security regression contracts
 through live gateway

---
 tests/integration/contracts.json              |   9 +
 tests/integration/mcp/test_mcp_lifecycle.py   | 100 +++
 .../observability/test_guardrail_effects.py   |  70 ++
 tests/mcp_tests/test_mcp_guardrails.py        | 770 ------------------
 tests/mcp_tests/test_mcp_hooks.py             | 475 -----------
 5 files changed, 179 insertions(+), 1245 deletions(-)
 delete mode 100644 tests/mcp_tests/test_mcp_guardrails.py
 delete mode 100644 tests/mcp_tests/test_mcp_hooks.py

diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index 91b1bd86954..1520a9488a5 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -213,6 +213,15 @@
     ],
     "tests/integration/sdk/test_http2_wire.py::test_sync_handler_negotiates_http2_only_when_enabled": [
       "other.sdk_wire.http2.sync_handler_negotiates_h2_only_when_enabled"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_health_intersects_route_restricted_key_grants_in_both_management_modes": [
+      "other.mcp.health.restricted_keys_intersect_grants_in_both_modes"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_warm_credential_removal_rejects_without_upstream_traffic": [
+      "other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic"
+    ],
+    "tests/integration/observability/test_guardrail_effects.py::test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls": [
+      "other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution"
     ]
   },
   "browser": {
diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 7ded23794be..946a3eaae75 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -1,14 +1,17 @@
 import uuid
 from contextlib import ExitStack
+from pathlib import Path
 from typing import Final
 
 import pytest
+import yaml
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
 
 from integration._support.client import Gateway
 from integration._support.database import read_rows
 from integration._support.generation import LIFECYCLE_SETTINGS, bounded_http_requests
+from integration._support.process import owned_proxy
 from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
 
 
@@ -121,3 +124,100 @@ def test_generated_mcp_edits_preserve_actual_headers_and_tool_results(gateway: G
                     self.resources.close()
 
         run_state_machine_as_test(Servers, settings=LIFECYCLE_SETTINGS)
+
+
+@pytest.mark.covers("other.mcp.health.restricted_keys_intersect_grants_in_both_modes")
+def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
+    gateway: Gateway, tmp_path: Path
+) -> None:
+    for mode in ("restricted", "view_all"):
+        config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
+        config["general_settings"]["user_mcp_management_mode"] = mode
+        path = tmp_path / f"health-{mode}.yaml"
+        path.write_text(yaml.safe_dump(config))
+        with (
+            owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
+            mcp_peer() as peer,
+            candidate.scenario() as scenario,
+        ):
+            first = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
+            second = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
+            owned = {first, second}
+            control = scenario.key(object_permission={"mcp_servers": [first]})
+            names = tool_names(candidate, control, first)
+            healthy = call_tool(candidate, control, first, names["add"], {"a": 3, "b": 5})
+            assert healthy.status_code == 200 and healthy.json()["content"][0]["text"] == "8", healthy.text
+            for grants in ([first], [second], []):
+                key = scenario.key(
+                    allowed_routes=["/v1/mcp/server", "/v1/mcp/server/health"],
+                    object_permission={"mcp_servers": grants},
+                )
+                listed = candidate.request("GET", "/v1/mcp/server", key=key)
+                assert listed.status_code == 200, listed.text
+                assert {row["server_id"] for row in listed.json()}.intersection(owned) == set(grants)
+                for requested in (None, [second], [first, second]):
+                    response = candidate.client.get(
+                        "/v1/mcp/server/health",
+                        headers={"Authorization": f"Bearer {key}"},
+                        params=[] if requested is None else [("server_ids", identity) for identity in requested],
+                    )
+                    assert response.status_code == 200, response.text
+                    expected = set(grants) if requested is None else set(grants).intersection(requested)
+                    assert {row["server_id"] for row in response.json()}.intersection(owned) == expected, response.text
+                    assert all(row["status"] == "healthy" for row in response.json() if row["server_id"] in owned)
+
+
+@pytest.mark.covers("other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic")
+def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gateway) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        identity = register_mcp(
+            scenario,
+            peer,
+            "credentials" + uuid.uuid4().hex,
+            auth_type="bearer_token",
+            static_headers={"Authorization": "Bearer synthetic-upstream-credential"},
+        )
+        key = scenario.key(object_permission={"mcp_servers": [identity]})
+        names = tool_names(gateway, key, identity)
+        warm = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+        assert warm.status_code == 200 and warm.json()["content"][0]["text"] == "8", warm.text
+        calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
+        assert len(calls) == 1
+        assert calls[0]["headers"][b"authorization"] == b"Bearer synthetic-upstream-credential"
+        removed = gateway.request("PUT", "/v1/mcp/server", {"server_id": identity, "static_headers": {}})
+        assert removed.status_code == 202, removed.text
+        stored = gateway.request("GET", f"/v1/mcp/server/{identity}")
+        assert stored.status_code == 200, stored.text
+        assert stored.json()["auth_type"] == "bearer_token"
+        assert not stored.json().get("static_headers"), stored.text
+        peer.drain()
+        for operation in ("list", "call"):
+            rejected = (
+                gateway.client.get(
+                    "/mcp-rest/tools/list", params={"server_id": identity}, headers={"x-litellm-api-key": key}
+                )
+                if operation == "list"
+                else call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+            )
+            assert rejected.status_code == 500, rejected.text
+            assert peer.drain() == (), "missing static credential escaped to upstream"
+        changed = gateway.request(
+            "PUT",
+            "/v1/mcp/server",
+            {
+                "server_id": identity,
+                "auth_type": "oauth2_token_exchange",
+                "token_exchange_endpoint": peer.url + "/token",
+                "credentials": {"client_id": "synthetic-client"},
+            },
+        )
+        assert changed.status_code == 202, changed.text
+        peer.drain()
+        rejected_subject = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+        assert rejected_subject.status_code == 401, rejected_subject.text
+        assert peer.drain() == (), "virtual key cannot supply an OBO subject token"
+        control_id = register_mcp(scenario, peer, "control" + uuid.uuid4().hex, auth_type="none")
+        control_key = scenario.key(object_permission={"mcp_servers": [control_id]})
+        control_names = tool_names(gateway, control_key, control_id)
+        control = call_tool(gateway, control_key, control_id, control_names["multiply"], {"a": 3, "b": 5})
+        assert control.status_code == 200 and control.json()["content"][0]["text"] == "15", control.text
diff --git a/tests/integration/observability/test_guardrail_effects.py b/tests/integration/observability/test_guardrail_effects.py
index 645af77526f..cd44c06cd82 100644
--- a/tests/integration/observability/test_guardrail_effects.py
+++ b/tests/integration/observability/test_guardrail_effects.py
@@ -8,6 +8,7 @@ import yaml
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
+from integration._support.mcp import mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -143,3 +144,72 @@ def test_guardrail_denial_prevents_provider_and_preserves_allowed_control(gatewa
                 )
                 assert len(observed.get("/__observations").json()["requests"]) == 1
             assert len(policy.drain()) == 2
+
+
+@pytest.mark.covers("other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution")
+def test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls(gateway: Gateway, tmp_path: Path) -> None:
+    guardrail = "mcp-policy-" + uuid.uuid4().hex
+    config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
+    config["guardrails"] = [
+        {
+            "guardrail_name": guardrail,
+            "litellm_params": {
+                "guardrail": "custom_code",
+                "mode": "pre_mcp_call",
+                "default_on": False,
+                "custom_code": (
+                    "def apply_guardrail(inputs, request_data, input_type):\n"
+                    '    if inputs.get("tools", [{}])[0].get("function", {}).get("name") == "add":\n'
+                    '        return block("integration resolved add denied")\n'
+                    "    return allow()\n"
+                ),
+            },
+        }
+    ]
+    path = tmp_path / "mcp-guardrail.yaml"
+    path.write_text(yaml.safe_dump(config))
+    with (
+        owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
+        mcp_peer() as peer,
+        candidate.scenario() as scenario,
+    ):
+        identity = register_mcp(scenario, peer, "guardrail" + uuid.uuid4().hex)
+        permission = {"mcp_servers": [identity], "mcp_tool_search_enabled": True}
+        key = scenario.key(object_permission=permission)
+        key_selected = scenario.key(object_permission=permission, guardrails=[guardrail])
+        team = scenario.team(guardrails=[guardrail])
+        team_selected = scenario.key(team_id=team, object_permission=permission)
+        names = tool_names(candidate, key, identity)
+        assert set(names) == {"add", "multiply", "fail"}
+        for virtual in (False, True):
+            for caller, selected, tool, expected in (
+                (key, [], "add", 8),
+                (key, [guardrail], "add", None),
+                (key_selected, [], "add", None),
+                (team_selected, [], "add", None),
+                (key, [guardrail], "multiply", 15),
+            ):
+                arguments = {"a": 3, "b": 5}
+                peer.drain()
+                response = candidate.client.post(
+                    "/mcp-rest/tools/call",
+                    headers={"x-litellm-api-key": caller},
+                    json={
+                        "server_id": identity,
+                        "name": "mcp_tool_call" if virtual else names[tool],
+                        "arguments": {"tool_name": names[tool], "arguments": arguments} if virtual else arguments,
+                        "guardrails": selected,
+                    },
+                )
+                calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
+                if expected is None:
+                    assert response.status_code == 400, response.text
+                    assert "integration resolved add denied" in response.text, response.text
+                    assert calls == (), "pre-call denial must prevent upstream execution"
+                else:
+                    assert response.status_code == 200, response.text
+                    assert response.json()["isError"] is False
+                    assert response.json()["content"][0]["text"] == str(expected), response.text
+                    assert len(calls) == 1
+                    assert calls[0]["body"]["params"]["name"] == tool
+                    assert calls[0]["body"]["params"]["arguments"] == arguments
diff --git a/tests/mcp_tests/test_mcp_guardrails.py b/tests/mcp_tests/test_mcp_guardrails.py
deleted file mode 100644
index 04401992449..00000000000
--- a/tests/mcp_tests/test_mcp_guardrails.py
+++ /dev/null
@@ -1,770 +0,0 @@
-"""
-Test file for MCP Guardrails Feature
-
-This file tests the MCP guardrails functionality for both pre and during MCP call hooks,
-including various guardrail types and proper exception handling.
-"""
-
-import asyncio
-import pytest
-from datetime import datetime
-from typing import Optional, Dict, Any
-from unittest.mock import MagicMock, AsyncMock, patch
-
-# Add the project root to the path
-
-import litellm
-from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException
-from litellm.integrations.custom_guardrail import CustomGuardrail
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.proxy._types import UserAPIKeyAuth
-from litellm.caching.caching import DualCache
-from litellm.types.mcp import (
-    MCPPreCallRequestObject,
-    MCPPreCallResponseObject,
-    MCPDuringCallRequestObject,
-    MCPDuringCallResponseObject,
-)
-from litellm.types.llms.base import HiddenParams
-from litellm.types.guardrails import GuardrailEventHooks
-from fastapi import HTTPException
-
-
-class MockPiiGuardrail(CustomGuardrail):
-    """Mock PII guardrail that raises BlockedPiiEntityError"""
-
-    def __init__(self, should_block: bool = True, entity_type: str = "EMAIL_ADDRESS"):
-        super().__init__()
-        self.should_block = should_block
-        self.entity_type = entity_type
-        self.guardrail_name = "mock-pii-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises BlockedPiiEntityError"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise BlockedPiiEntityError(
-                entity_type=self.entity_type,
-                guardrail_name=self.guardrail_name,
-            )
-        return None
-
-
-class MockContentGuardrail(CustomGuardrail):
-    """Mock content guardrail that raises GuardrailRaisedException"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-content-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises GuardrailRaisedException"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise GuardrailRaisedException(
-                guardrail_name=self.guardrail_name, message="Content violates policy"
-            )
-        return None
-
-
-class MockHttpGuardrail(CustomGuardrail):
-    """Mock HTTP guardrail that raises HTTPException"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-http-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises HTTPException"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise HTTPException(
-                status_code=400, detail={"error": "Violated guardrail policy"}
-            )
-        return None
-
-
-class MockDuringCallGuardrail(CustomGuardrail):
-    """Mock guardrail for during-call testing"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-during-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_moderation_hook(
-        self,
-        data: dict,
-        user_api_key_dict: UserAPIKeyAuth,
-        call_type: str,
-    ):
-        """Mock during-call hook that raises exceptions"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise BlockedPiiEntityError(
-                entity_type="PHONE_NUMBER",
-                guardrail_name=self.guardrail_name,
-            )
-        return None
-
-
-class MockProxyLogging:
-    """Mock proxy logging object for testing MCP guardrails"""
-
-    def __init__(self, guardrails: Optional[list] = None):
-        self.guardrails = guardrails if guardrails is not None else []
-        self.call_details = {"user_api_key_cache": DualCache()}
-        self.dynamic_success_callbacks = []
-        self.call_count = 0
-
-    def get_combined_callback_list(self, dynamic_success_callbacks, global_callbacks):
-        """Return the guardrails for testing"""
-        return self.guardrails
-
-    def _convert_mcp_to_llm_format(self, request_obj, kwargs: dict) -> dict:
-        """Convert MCP tool call to LLM message format"""
-        tool_call_content = (
-            f"Tool: {request_obj.tool_name}\nArguments: {request_obj.arguments}"
-        )
-
-        return {
-            "messages": [{"role": "user", "content": tool_call_content}],
-            "model": kwargs.get("model", "mcp-tool-call"),
-            "user_api_key_user_id": kwargs.get("user_api_key_user_id"),
-            "user_api_key_team_id": kwargs.get("user_api_key_team_id"),
-        }
-
-    def _convert_llm_result_to_mcp_response(self, llm_result, request_obj):
-        """Convert LLM result back to MCP response format"""
-        return None  # For testing, we don't need to convert back
-
-    def _parse_pre_mcp_call_hook_response(self, response, original_request):
-        """Parse pre MCP call hook response"""
-        return response
-
-    async def async_pre_mcp_tool_call_hook(
-        self,
-        kwargs: dict,
-        request_obj: Any,
-        start_time: datetime,
-        end_time: datetime,
-    ) -> Optional[Any]:
-        """Mock pre MCP tool call hook"""
-        self.call_count += 1
-
-        # Simulate the actual hook logic
-        for guardrail in self.guardrails:
-            if isinstance(guardrail, CustomGuardrail):
-                try:
-                    synthetic_data = self._convert_mcp_to_llm_format(
-                        request_obj, kwargs
-                    )
-
-                    # Check if guardrail should run
-                    if not guardrail.should_run_guardrail(
-                        synthetic_data, GuardrailEventHooks.pre_mcp_call
-                    ):
-                        continue
-
-                    result = await guardrail.async_pre_call_hook(
-                        user_api_key_dict=kwargs.get("user_api_key_auth"),
-                        cache=self.call_details["user_api_key_cache"],
-                        data=synthetic_data,
-                        call_type="mcp_call",
-                    )
-                    if result is not None:
-                        return self._parse_pre_mcp_call_hook_response(
-                            result, request_obj
-                        )
-                except (
-                    BlockedPiiEntityError,
-                    GuardrailRaisedException,
-                    HTTPException,
-                ) as e:
-                    # Re-raise guardrail exceptions
-                    raise e
-                except Exception as e:
-                    # Log non-guardrail exceptions as non-blocking
-                    print(
-                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
-                    )
-
-        return None
-
-    async def async_during_mcp_tool_call_hook(
-        self,
-        kwargs: dict,
-        request_obj: Any,
-        start_time: datetime,
-        end_time: datetime,
-    ) -> Optional[Any]:
-        """Mock during MCP tool call hook"""
-        self.call_count += 1
-
-        # Simulate the actual hook logic
-        for guardrail in self.guardrails:
-            if isinstance(guardrail, CustomGuardrail):
-                try:
-                    synthetic_data = self._convert_mcp_to_llm_format(
-                        request_obj, kwargs
-                    )
-                    result = await guardrail.async_moderation_hook(
-                        data=synthetic_data,
-                        user_api_key_dict=kwargs.get("user_api_key_auth"),
-                        call_type="mcp_call",
-                    )
-                    if result is not None:
-                        return result
-                except (
-                    BlockedPiiEntityError,
-                    GuardrailRaisedException,
-                    HTTPException,
-                ) as e:
-                    # Re-raise guardrail exceptions
-                    raise e
-                except Exception as e:
-                    # Log non-guardrail exceptions as non-blocking
-                    print(
-                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
-                    )
-
-        return None
-
-
-@pytest.fixture
-def mock_user_api_key():
-    """Mock user API key for testing"""
-    return UserAPIKeyAuth(api_key="test_key", user_id="test_user")
-
-
-@pytest.fixture
-def mock_cache():
-    """Mock cache for testing"""
-    return DualCache()
-
-
-@pytest.fixture
-def mock_pii_guardrail():
-    """Mock PII guardrail that blocks"""
-    return MockPiiGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_pii_guardrail_allow():
-    """Mock PII guardrail that allows"""
-    return MockPiiGuardrail(should_block=False)
-
-
-@pytest.fixture
-def mock_content_guardrail():
-    """Mock content guardrail that blocks"""
-    return MockContentGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_http_guardrail():
-    """Mock HTTP guardrail that blocks"""
-    return MockHttpGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_during_guardrail():
-    """Mock during-call guardrail that blocks"""
-    return MockDuringCallGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_proxy_logging():
-    """Mock proxy logging object"""
-    return MockProxyLogging()
-
-
-class TestMCPGuardrailsPreCall:
-    """Test MCP guardrails for pre-call hooks"""
-
-    @pytest.mark.asyncio
-    async def test_pii_guardrail_blocks_pre_call(
-        self, mock_pii_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that PII guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail])
-
-        # Create MCP request
-        request_obj = MCPPreCallRequestObject(
-            tool_name="email_tool",
-            arguments={"email": "test@example.com"},
-            server_name="email_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "email_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "email_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that BlockedPiiEntityError is raised
-        with pytest.raises(BlockedPiiEntityError) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.entity_type == "EMAIL_ADDRESS"
-        assert excinfo.value.guardrail_name == "mock-pii-guardrail"
-        assert mock_pii_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_pii_guardrail_allows_pre_call(
-        self, mock_pii_guardrail_allow, mock_user_api_key, mock_cache
-    ):
-        """Test that PII guardrail allows pre-call when configured to allow"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail_allow])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="email_tool",
-            arguments={"email": "test@example.com"},
-            server_name="email_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "email_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "email_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that no exception is raised
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-        assert mock_pii_guardrail_allow.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_content_guardrail_blocks_pre_call(
-        self, mock_content_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that content guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_content_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="content_tool",
-            arguments={"content": "sensitive content"},
-            server_name="content_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "content_tool",
-            "arguments": {"content": "sensitive content"},
-            "server_name": "content_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that GuardrailRaisedException is raised
-        with pytest.raises(GuardrailRaisedException) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert "Content violates policy" in str(excinfo.value)
-        assert excinfo.value.guardrail_name == "mock-content-guardrail"
-        assert mock_content_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_http_guardrail_blocks_pre_call(
-        self, mock_http_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that HTTP guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_http_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="http_tool",
-            arguments={"url": "http://example.com"},
-            server_name="http_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "http_tool",
-            "arguments": {"url": "http://example.com"},
-            "server_name": "http_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that HTTPException is raised
-        with pytest.raises(HTTPException) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.status_code == 400
-        assert "Violated guardrail policy" in str(excinfo.value.detail)
-        assert mock_http_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_multiple_guardrails_pre_call(
-        self, mock_pii_guardrail, mock_content_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test multiple guardrails - first one should block"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail, mock_content_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"email": "test@example.com"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that first guardrail blocks
-        with pytest.raises(BlockedPiiEntityError):
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify only first guardrail was called
-        assert mock_pii_guardrail.call_count == 1
-        assert mock_content_guardrail.call_count == 0
-
-
-class TestMCPGuardrailsDuringCall:
-    """Test MCP guardrails for during-call hooks"""
-
-    @pytest.mark.asyncio
-    async def test_during_call_guardrail_blocks(
-        self, mock_during_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that during-call guardrail properly blocks execution"""
-        proxy_logging = MockProxyLogging([mock_during_guardrail])
-
-        request_obj = MCPDuringCallRequestObject(
-            tool_name="phone_tool",
-            arguments={"phone": "555-123-4567"},
-            server_name="phone_server",
-            start_time=datetime.now().timestamp(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "phone_tool",
-            "arguments": {"phone": "555-123-4567"},
-            "server_name": "phone_server",
-        }
-
-        # Test that BlockedPiiEntityError is raised
-        with pytest.raises(BlockedPiiEntityError) as excinfo:
-            await proxy_logging.async_during_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.entity_type == "PHONE_NUMBER"
-        assert excinfo.value.guardrail_name == "mock-during-guardrail"
-        assert mock_during_guardrail.call_count == 1
-
-
-class TestMCPGuardrailsIntegration:
-    """Test MCP guardrails integration with MCP server manager"""
-
-    @pytest.mark.asyncio
-    async def test_mcp_server_manager_with_guardrails(self):
-        """Test MCP server manager with guardrail integration"""
-
-        mock_proxy_logging = MockProxyLogging([MockPiiGuardrail(should_block=True)])
-
-        # Test that guardrail exception is properly raised in the hook
-        with pytest.raises(BlockedPiiEntityError):
-            await mock_proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs={
-                    "name": "email_tool",
-                    "arguments": {"email": "test@example.com"},
-                },
-                request_obj=MagicMock(),
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-    @pytest.mark.asyncio
-    async def test_guardrail_exception_propagation(self):
-        """Test that guardrail exceptions properly propagate through the system"""
-        # Test BlockedPiiEntityError
-        with pytest.raises(BlockedPiiEntityError):
-            raise BlockedPiiEntityError(
-                entity_type="EMAIL_ADDRESS", guardrail_name="test-guardrail"
-            )
-
-        # Test GuardrailRaisedException
-        with pytest.raises(GuardrailRaisedException):
-            raise GuardrailRaisedException(
-                guardrail_name="test-guardrail", message="Test message"
-            )
-
-        # Test HTTPException
-        with pytest.raises(HTTPException):
-            raise HTTPException(status_code=400, detail={"error": "Test error"})
-
-
-class TestMCPGuardrailsErrorHandling:
-    """Test MCP guardrails error handling scenarios"""
-
-    @pytest.mark.asyncio
-    async def test_non_guardrail_exception_logging(self, mock_user_api_key, mock_cache):
-        """Test that non-guardrail exceptions are logged as non-blocking"""
-
-        class MockFailingGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return True
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                raise Exception("Non-guardrail error")
-
-        proxy_logging = MockProxyLogging([MockFailingGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that non-guardrail exceptions are handled gracefully
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Should return None (not raise exception)
-        assert result is None
-
-    @pytest.mark.asyncio
-    async def test_guardrail_should_not_run(self, mock_user_api_key, mock_cache):
-        """Test that guardrails don't run when should_run_guardrail returns False"""
-
-        class MockConditionalGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return False  # Don't run
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
-
-        proxy_logging = MockProxyLogging([MockConditionalGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that guardrail doesn't run and no exception is raised
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Should return None (guardrail didn't run)
-        assert result is None
-
-
-class TestMCPGuardrailsEdgeCases:
-    """Test MCP guardrails edge cases and error conditions"""
-
-    @pytest.mark.asyncio
-    async def test_empty_guardrails_list(self, mock_user_api_key, mock_cache):
-        """Test behavior with empty guardrails list"""
-        proxy_logging = MockProxyLogging([])  # No guardrails
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Should return None without any issues
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-
-    @pytest.mark.asyncio
-    async def test_guardrail_with_invalid_data(self, mock_user_api_key, mock_cache):
-        """Test guardrail behavior with invalid data"""
-
-        class MockInvalidDataGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return True
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                # Try to access invalid data
-                invalid_data = data.get("invalid_key", {})
-                if invalid_data.get("should_fail"):
-                    raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
-                return None
-
-        proxy_logging = MockProxyLogging([MockInvalidDataGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Should handle invalid data gracefully
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-
-
-if __name__ == "__main__":
-    pytest.main([__file__])
diff --git a/tests/mcp_tests/test_mcp_hooks.py b/tests/mcp_tests/test_mcp_hooks.py
deleted file mode 100644
index 6dac7da6d07..00000000000
--- a/tests/mcp_tests/test_mcp_hooks.py
+++ /dev/null
@@ -1,475 +0,0 @@
-"""
-Test file for MCP Hook Architecture
-
-This file demonstrates the new MCP hook system with comprehensive examples
-and validation tests.
-"""
-
-import asyncio
-import pytest
-from datetime import datetime
-from typing import Optional
-
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.mcp import (
-    MCPPreCallRequestObject,
-    MCPPreCallResponseObject,
-    MCPDuringCallRequestObject,
-    MCPDuringCallResponseObject,
-    MCPPostCallResponseObject,
-)
-from litellm.types.llms.base import HiddenParams
-
-
-class TestMCPAccessControlHook(CustomLogger):
-    """Test hook for access control functionality"""
-
-    def __init__(self):
-        self.allowed_tools = {"github/create_issue", "zapier/send_email"}
-        self.blocked_users = {"user123", "user456"}
-        self.call_count = 0
-
-    async def async_pre_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
-    ) -> Optional[MCPPreCallResponseObject]:
-        """Test access control validation"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        user_id = kwargs.get("user_api_key_auth", {}).get("user_id")
-
-        # Check if user is blocked
-        if user_id in self.blocked_users:
-            return MCPPreCallResponseObject(
-                should_proceed=False,
-                error_message=f"User {user_id} is not authorized to use MCP tools",
-            )
-
-        # Check if tool is allowed
-        if tool_name not in self.allowed_tools:
-            return MCPPreCallResponseObject(
-                should_proceed=False,
-                error_message=f"Tool {tool_name} is not authorized",
-            )
-
-        return None  # Allow execution to proceed
-
-
-class TestMCPCostTrackingHook(CustomLogger):
-    """Test hook for cost tracking functionality"""
-
-    def __init__(self):
-        self.cost_map = {
-            "github/create_issue": 0.10,
-            "zapier/send_email": 0.05,
-            "default": 0.01,
-        }
-        self.call_count = 0
-
-    async def async_post_mcp_tool_call_hook(
-        self, kwargs, response_obj: MCPPostCallResponseObject, start_time, end_time
-    ) -> Optional[MCPPostCallResponseObject]:
-        """Test cost calculation after tool execution"""
-        self.call_count += 1
-
-        tool_name = kwargs.get("name", "")
-        cost = self.cost_map.get(tool_name, self.cost_map["default"])
-
-        # Set the response cost
-        response_obj.hidden_params.response_cost = cost
-
-        return response_obj
-
-
-class TestMCPMonitoringHook(CustomLogger):
-    """Test hook for real-time monitoring functionality"""
-
-    def __init__(self):
-        self.max_execution_time = 30.0  # seconds
-        self.call_count = 0
-
-    async def async_during_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPDuringCallRequestObject, start_time, end_time
-    ) -> Optional[MCPDuringCallResponseObject]:
-        """Test execution time monitoring"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        execution_time = (datetime.now() - start_time).total_seconds()
-
-        # Check if execution is taking too long
-        if execution_time > self.max_execution_time:
-            return MCPDuringCallResponseObject(
-                should_continue=False,
-                error_message=f"Tool {tool_name} execution timeout after {execution_time}s",
-            )
-
-        return None  # Allow execution to continue
-
-
-class TestMCPArgumentValidationHook(CustomLogger):
-    """Test hook for argument validation functionality"""
-
-    def __init__(self):
-        self.call_count = 0
-
-    async def async_pre_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
-    ) -> Optional[MCPPreCallResponseObject]:
-        """Test argument validation and sanitization"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        arguments = request_obj.arguments.copy()  # Create a copy to modify
-
-        # Example: Validate GitHub issue creation
-        if tool_name == "github/create_issue":
-            if not arguments.get("title"):
-                return MCPPreCallResponseObject(
-                    should_proceed=False, error_message="GitHub issue title is required"
-                )
-
-            # Sanitize the title
-            title = arguments["title"]
-            if len(title) > 100:
-                title = title[:97] + "..."
-                arguments["title"] = title
-
-        # Example: Validate email sending
-        elif tool_name == "zapier/send_email":
-            if not arguments.get("to"):
-                return MCPPreCallResponseObject(
-                    should_proceed=False, error_message="Email recipient is required"
-                )
-
-        return MCPPreCallResponseObject(
-            should_proceed=True, modified_arguments=arguments
-        )
-
-
-# Test fixtures
-@pytest.fixture
-def access_control_hook():
-    return TestMCPAccessControlHook()
-
-
-@pytest.fixture
-def cost_tracking_hook():
-    return TestMCPCostTrackingHook()
-
-
-@pytest.fixture
-def monitoring_hook():
-    return TestMCPMonitoringHook()
-
-
-@pytest.fixture
-def argument_validation_hook():
-    return TestMCPArgumentValidationHook()
-
-
-# Test cases
-class TestMCPHooks:
-    """Test cases for MCP hook functionality"""
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_allowed_tool(self, access_control_hook):
-        """Test that allowed tools pass validation"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Test issue"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None  # Should allow execution
-        assert access_control_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_blocked_user(self, access_control_hook):
-        """Test that blocked users are rejected"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user123"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Test issue"},
-            user_api_key_auth={"user_id": "user123"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "not authorized" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_unauthorized_tool(self, access_control_hook):
-        """Test that unauthorized tools are rejected"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "unauthorized_tool",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="unauthorized_tool",
-            arguments={"param": "value"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "not authorized" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_cost_tracking_hook(self, cost_tracking_hook):
-        """Test cost tracking functionality"""
-        kwargs = {"name": "github/create_issue"}
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.hidden_params.response_cost == 0.10
-        assert cost_tracking_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_cost_tracking_hook_default_cost(self, cost_tracking_hook):
-        """Test default cost assignment"""
-        kwargs = {"name": "unknown_tool"}
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.hidden_params.response_cost == 0.01  # Default cost
-
-    @pytest.mark.asyncio
-    async def test_monitoring_hook_normal_execution(self, monitoring_hook):
-        """Test monitoring hook with normal execution time"""
-        kwargs = {"name": "test_tool"}
-        request_obj = MCPDuringCallRequestObject(
-            tool_name="test_tool", arguments={}, start_time=datetime.now().timestamp()
-        )
-
-        result = await monitoring_hook.async_during_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None  # Should allow execution to continue
-        assert monitoring_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_valid_github_issue(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for valid GitHub issue"""
-        kwargs = {"name": "github/create_issue"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={"title": "Valid issue title"}
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert result.modified_arguments == {"title": "Valid issue title"}
-        assert argument_validation_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_missing_title(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for missing GitHub issue title"""
-        kwargs = {"name": "github/create_issue"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={}  # Missing title
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "title is required" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_long_title_sanitization(
-        self, argument_validation_hook
-    ):
-        """Test argument validation with title sanitization"""
-        kwargs = {"name": "github/create_issue"}
-        long_title = "A" * 150  # Very long title
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={"title": long_title}
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert len(result.modified_arguments["title"]) == 100  # Truncated
-        assert result.modified_arguments["title"].endswith("...")
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_email_validation(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for email sending"""
-        kwargs = {"name": "zapier/send_email"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="zapier/send_email",
-            arguments={"to": "test@example.com", "subject": "Test"},
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert result.modified_arguments == {
-            "to": "test@example.com",
-            "subject": "Test",
-        }
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_missing_email_recipient(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for missing email recipient"""
-        kwargs = {"name": "zapier/send_email"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="zapier/send_email",
-            arguments={"subject": "Test"},  # Missing 'to' field
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "recipient is required" in result.error_message
-
-
-# Integration test
-class TestMCPHookIntegration:
-    """Integration tests for MCP hook system"""
-
-    @pytest.mark.asyncio
-    async def test_hook_chain_execution(self):
-        """Test that multiple hooks can work together"""
-        access_hook = TestMCPAccessControlHook()
-        cost_hook = TestMCPCostTrackingHook()
-        validation_hook = TestMCPArgumentValidationHook()
-
-        # Test data
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Integration test issue"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        # Execute pre-hooks
-        access_result = await access_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        validation_result = await validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Both hooks should allow execution
-        assert access_result is None
-        assert validation_result is not None
-        assert validation_result.should_proceed is True
-
-        # Simulate post-hook execution
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        cost_result = await cost_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert cost_result is not None
-        assert cost_result.hidden_params.response_cost == 0.10
-
-
-if __name__ == "__main__":
-    # Run the tests
-    pytest.main([__file__, "-v"])

From 640b0e5fa9678fb4f018db0a6850f5ebeac62d55 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Thu, 17 Sep 2026 17:41:57 -0700
Subject: [PATCH 026/162] test(mcp): discover concrete tools through a catalog
 key

---
 tests/integration/observability/test_guardrail_effects.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/integration/observability/test_guardrail_effects.py b/tests/integration/observability/test_guardrail_effects.py
index cd44c06cd82..25ecee96c4e 100644
--- a/tests/integration/observability/test_guardrail_effects.py
+++ b/tests/integration/observability/test_guardrail_effects.py
@@ -179,7 +179,8 @@ def test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls(gateway:
         key_selected = scenario.key(object_permission=permission, guardrails=[guardrail])
         team = scenario.team(guardrails=[guardrail])
         team_selected = scenario.key(team_id=team, object_permission=permission)
-        names = tool_names(candidate, key, identity)
+        catalog_key = scenario.key(object_permission={"mcp_servers": [identity]})
+        names = tool_names(candidate, catalog_key, identity)
         assert set(names) == {"add", "multiply", "fail"}
         for virtual in (False, True):
             for caller, selected, tool, expected in (

From daff22a88413918e6023fe40c93a74ee973e337f Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Thu, 17 Sep 2026 17:50:01 -0700
Subject: [PATCH 027/162] test(mcp): grant the guardrail control team its
 server

---
 tests/integration/observability/test_guardrail_effects.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/integration/observability/test_guardrail_effects.py b/tests/integration/observability/test_guardrail_effects.py
index 25ecee96c4e..5a79b619906 100644
--- a/tests/integration/observability/test_guardrail_effects.py
+++ b/tests/integration/observability/test_guardrail_effects.py
@@ -177,7 +177,7 @@ def test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls(gateway:
         permission = {"mcp_servers": [identity], "mcp_tool_search_enabled": True}
         key = scenario.key(object_permission=permission)
         key_selected = scenario.key(object_permission=permission, guardrails=[guardrail])
-        team = scenario.team(guardrails=[guardrail])
+        team = scenario.team(guardrails=[guardrail], object_permission={"mcp_servers": [identity]})
         team_selected = scenario.key(team_id=team, object_permission=permission)
         catalog_key = scenario.key(object_permission={"mcp_servers": [identity]})
         names = tool_names(candidate, catalog_key, identity)

From f83992f78607d3e6c5f4ceb3768953e4d5594f54 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Thu, 17 Sep 2026 18:44:20 -0700
Subject: [PATCH 028/162] test(mcp): reject every unauthorized server in health
 results

---
 tests/integration/mcp/test_mcp_lifecycle.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 946a3eaae75..120fc2a5a2f 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -142,7 +142,6 @@ def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
         ):
             first = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
             second = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
-            owned = {first, second}
             control = scenario.key(object_permission={"mcp_servers": [first]})
             names = tool_names(candidate, control, first)
             healthy = call_tool(candidate, control, first, names["add"], {"a": 3, "b": 5})
@@ -154,7 +153,7 @@ def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
                 )
                 listed = candidate.request("GET", "/v1/mcp/server", key=key)
                 assert listed.status_code == 200, listed.text
-                assert {row["server_id"] for row in listed.json()}.intersection(owned) == set(grants)
+                assert {row["server_id"] for row in listed.json()} == set(grants), listed.text
                 for requested in (None, [second], [first, second]):
                     response = candidate.client.get(
                         "/v1/mcp/server/health",
@@ -163,8 +162,8 @@ def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
                     )
                     assert response.status_code == 200, response.text
                     expected = set(grants) if requested is None else set(grants).intersection(requested)
-                    assert {row["server_id"] for row in response.json()}.intersection(owned) == expected, response.text
-                    assert all(row["status"] == "healthy" for row in response.json() if row["server_id"] in owned)
+                    assert {row["server_id"] for row in response.json()} == expected, response.text
+                    assert all(row["status"] == "healthy" for row in response.json())
 
 
 @pytest.mark.covers("other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic")

From 72e847288a6b22048f3a01f8079ce15253df336b Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 02:47:02 +0000
Subject: [PATCH 029/162] feat(otel v2): opt-in llm_only span scope for
 Langfuse destinations and the operator Langfuse exporter

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/integrations/callback_configs.json    |   7 +
 litellm/integrations/otel/model/config.py     |  10 +
 .../integrations/otel/model/destination.py    |  13 +-
 .../integrations/otel/plumbing/providers.py   |  37 ++-
 .../integrations/otel/presets/destinations.py |  10 +-
 .../initialize_dynamic_callback_params.py     |   7 +-
 litellm/proxy/_types.py                       |   3 +
 .../callback_config_validation.py             |  21 +-
 .../team_callback_endpoints.py                |   1 +
 litellm/types/utils.py                        |   5 +
 .../otel/test_otel_v2_destinations.py         | 299 ++++++++++++++++++
 .../test_callback_config_validation.py        |  16 +
 .../test_callback_management_endpoints.py     |  14 +
 .../src/components/callback_info_helpers.tsx  |   1 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   1 +
 15 files changed, 433 insertions(+), 12 deletions(-)

diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json
index 6806188c97c..5bd8aca55fa 100644
--- a/litellm/integrations/callback_configs.json
+++ b/litellm/integrations/callback_configs.json
@@ -259,6 +259,13 @@
         "ui_name": "Tracing Environment",
         "description": "Langfuse tracing environment (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)",
         "required": false
+      },
+      "langfuse_span_scope": {
+        "type": "select",
+        "ui_name": "Span Scope",
+        "description": "full sends the whole request trace, llm_only sends just the model-call spans",
+        "options": ["full", "llm_only"],
+        "required": false
       }
     },
     "description": "Langfuse v3 OTEL Logging Integration"
diff --git a/litellm/integrations/otel/model/config.py b/litellm/integrations/otel/model/config.py
index 5bda66ed618..ce53103ed50 100644
--- a/litellm/integrations/otel/model/config.py
+++ b/litellm/integrations/otel/model/config.py
@@ -12,6 +12,7 @@ from litellm.integrations.otel.model.baggage import (
     DEFAULT_BAGGAGE_METADATA_KEYS,
     DEFAULT_BAGGAGE_TEAM_METADATA_KEYS,
 )
+from litellm.types.utils import OtelSpanScope
 
 #: Master feature-flag env var. The logger is inert until this is truthy.
 OTEL_V2_ENV: Final = "LITELLM_OTEL_V2"
@@ -163,6 +164,15 @@ class OpenTelemetryV2Config(BaseSettings):
         validation_alias=AliasChoices("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT"),
     )
     legacy_compat: bool = Field(default=True, validation_alias=AliasChoices("LITELLM_OTEL_LEGACY_COMPAT"))
+    langfuse_span_scope: OtelSpanScope = Field(
+        default="full",
+        validation_alias=AliasChoices("langfuse_span_scope", "LITELLM_OTEL_LANGFUSE_SPAN_SCOPE"),
+        description=(
+            "``llm_only`` keeps just the model-call spans on the operator's own Langfuse "
+            "exporter (the spec whose owner is ``langfuse_otel``). Other exporters and "
+            "key/team destinations are not affected."
+        ),
+    )
 
     # ----- explicit multi-destination / vocabulary configuration ------------ #
 
diff --git a/litellm/integrations/otel/model/destination.py b/litellm/integrations/otel/model/destination.py
index 299253cac77..c9c035f24a1 100644
--- a/litellm/integrations/otel/model/destination.py
+++ b/litellm/integrations/otel/model/destination.py
@@ -10,6 +10,8 @@ from urllib.parse import quote
 
 from pydantic import BaseModel, ConfigDict, Field
 
+from litellm.types.utils import OtelSpanScope
+
 
 class OtelDestination(BaseModel):
     model_config = ConfigDict(frozen=True)
@@ -25,6 +27,10 @@ class OtelDestination(BaseModel):
             "scheme: Arize's ``https://otlp.arize.com/v1`` is gRPC."
         ),
     )
+    span_scope: OtelSpanScope = Field(
+        default="full",
+        description="``llm_only`` keeps just the model-call spans; the rest of the request tree is not forwarded.",
+    )
 
     def header_string(self) -> str:
         """Render headers as the ``k=v,k2=v2`` form an ``ExporterSpec`` expects.
@@ -37,7 +43,12 @@ class OtelDestination(BaseModel):
         return ",".join(f"{key}={quote(value, safe='')}" for key, value in self.headers.items())
 
     def cache_key(self) -> tuple[str, tuple[tuple[str, str], ...], tuple[tuple[str, str], ...], str | None]:
-        """Identity for processor reuse, so one destination means one exporter."""
+        """Identity for processor reuse, so one destination means one exporter.
+
+        ``span_scope`` is left out on purpose: the scope decides which spans reach the
+        processor, not how the processor exports them, so a full and an ``llm_only``
+        view of the same account share one exporter.
+        """
         return (
             self.endpoint,
             tuple(sorted(self.headers.items())),
diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index 81f22c8c642..261fd3b4d25 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -41,7 +41,7 @@ from opentelemetry.util.types import Attributes, AttributeValue
 
 from litellm._logging import verbose_logger
 from litellm._version import version as litellm_version
-from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config
+from litellm.integrations.otel.model.config import ExporterOwner, ExporterSpec, OpenTelemetryV2Config
 from litellm.integrations.otel.model.semconv import (
     DB,
     MCP,
@@ -63,6 +63,7 @@ if TYPE_CHECKING:
     from opentelemetry.sdk.metrics.export import MetricReader
 
     from litellm.integrations.otel.model.destination import OtelDestination
+    from litellm.types.utils import OtelSpanScope
 
 _SPAN_KIND_BY_ROLE_KIND: Final[dict[LiteLLMSpanKind, SpanKind]] = {
     LiteLLMSpanKind.SERVER: SpanKind.SERVER,
@@ -414,6 +415,22 @@ def _is_tenant_owned_span(attributes: Mapping[str, AttributeValue]) -> bool:
     return any(key in attributes for key in _TENANT_OWNED_KEYS)
 
 
+def is_llm_call_span(span: ReadableSpan) -> bool:
+    """Whether ``span`` is the model call itself.
+
+    The GenAI mapper stamps ``gen_ai.operation.name`` on the model call and on the
+    MCP tool call, so the MCP method name tells the two apart. Guardrail, request
+    root, auth and database spans never carry the operation name; ``gen_ai.request.model``
+    would not do, since baggage promotes it onto every child span.
+    """
+    attributes: Final = span.attributes or _NO_ATTRIBUTES
+    return GenAI.OPERATION_NAME in attributes and MCP.METHOD_NAME not in attributes
+
+
+def _in_scope(span: ReadableSpan, scope: "OtelSpanScope") -> bool:
+    return scope == "full" or is_llm_call_span(span)
+
+
 def _guardrail_unreachable(attributes: Mapping[str, AttributeValue]) -> bool:
     return attributes.get(LiteLLM.GUARDRAIL_STATUS) in _GUARDRAIL_UNREACHABLE_STATUSES
 
@@ -527,7 +544,7 @@ class TenantFanOutSpanProcessor(SpanProcessor):
     def on_end(self, span: ReadableSpan) -> None:
         suppressed: Final = suppressed_backends()
         for destination in request_destinations():
-            if self._operator_already_writes(destination, suppressed):
+            if self._operator_already_writes(destination, suppressed) or not _in_scope(span, destination.span_scope):
                 continue
             processor = self._acquire(destination)  # rebind-ok: loop variable; pyright forbids Final in a loop
             if processor is None:
@@ -753,17 +770,21 @@ class _OverriddenBackendFilter(SpanProcessor):
 
     Under ``additive`` mode nothing is suppressed, so the wrapper passes every span
     straight through and the operator keeps its copy.
+
+    ``scope`` narrows what the exporter receives independently of that: under
+    ``llm_only`` the model-call spans go through and the rest of the tree is held back.
     """
 
-    def __init__(self, inner: SpanProcessor, owner: str) -> None:
+    def __init__(self, inner: SpanProcessor, owner: str | None, scope: "OtelSpanScope" = "full") -> None:
         self._inner: Final = inner
         self._owner: Final = owner
+        self._scope: Final = scope
 
     def on_start(self, span: SDKSpan, parent_context: Context | None = None) -> None:
         self._inner.on_start(span, parent_context)
 
     def on_end(self, span: ReadableSpan) -> None:
-        if self._owner in suppressed_backends():
+        if self._owner in suppressed_backends() or not _in_scope(span, self._scope):
             return
         self._inner.on_end(span)
 
@@ -1040,6 +1061,9 @@ def build_tracer_provider(
     tenant is a separate job, done once by :func:`attach_tenant_fan_out`. The
     per-tenant providers this same function builds must leave it off, or they would
     filter out the very spans they exist to carry.
+
+    ``config.langfuse_span_scope`` narrows the exporter owned by ``langfuse_otel``
+    alone; a collector or any other backend in the same config keeps the full tree.
     """
     provider: Final = TracerProvider(resource=build_resource(config))
     if baggage_processor is None:
@@ -1060,9 +1084,10 @@ def build_tracer_provider(
             exp,
             (spec.use_simple_processor if spec.use_simple_processor is not None else use_simple_processor),
         )
-        owner = spec.owner.value if spec.owner is not None else None
+        owner = spec.owner.value if tenant_overrides and spec.owner is not None else None
+        scope = config.langfuse_span_scope if spec.owner is ExporterOwner.LANGFUSE_OTEL else "full"
         provider.add_span_processor(
-            _OverriddenBackendFilter(processor, owner) if tenant_overrides and owner is not None else processor
+            _OverriddenBackendFilter(processor, owner, scope) if owner is not None or scope != "full" else processor
         )
     return provider
 
diff --git a/litellm/integrations/otel/presets/destinations.py b/litellm/integrations/otel/presets/destinations.py
index 2bf9bfa5261..4b4396e41b7 100644
--- a/litellm/integrations/otel/presets/destinations.py
+++ b/litellm/integrations/otel/presets/destinations.py
@@ -15,7 +15,7 @@ import litellm
 from litellm._logging import verbose_logger
 from litellm.integrations.otel.model.destination import OtelDestination
 from litellm.litellm_core_utils.url_utils import is_url_destination_allowed_by_host
-from litellm.types.utils import StandardCallbackDynamicParams
+from litellm.types.utils import OtelSpanScope, StandardCallbackDynamicParams
 
 #: An endpoint plus the OTLP transport to reach it with, or ``None`` when the backend
 #: names no destination. The transport is ``None`` where the backend has only one.
@@ -111,6 +111,13 @@ _REQUIRED_HEADERS_BY_CALLBACK: Final[Mapping[str, frozenset[str]]] = MappingProx
 _NO_ATTRS: Final[Mapping[str, str]] = MappingProxyType({})
 
 
+def _span_scope(callback_name: str, params: StandardCallbackDynamicParams) -> OtelSpanScope:
+    """The export scope the tenant configured; only Langfuse offers one, every other backend gets the full tree."""
+    if callback_name != "langfuse_otel":
+        return "full"
+    return params.get("langfuse_span_scope") or "full"
+
+
 def destination_capable_backends() -> frozenset[str]:
     """Backends a key or team can point at its own account."""
     from litellm.integrations.otel.presets import DYNAMIC_HEADERS_BY_CALLBACK
@@ -149,4 +156,5 @@ def destination_for(
         resource_attributes=MappingProxyType({"service.name": service_name}) if service_name else _NO_ATTRS,
         callback_name=callback_name,
         protocol=protocol,
+        span_scope=_span_scope(callback_name, params),
     )
diff --git a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
index 65c5b0d9799..e4744079622 100644
--- a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
+++ b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
@@ -2,7 +2,7 @@ import re
 from collections.abc import Iterator, Mapping
 from typing import Any, Final
 
-from litellm.types.utils import TRUSTED_CALLBACK_VARS_FIELD, StandardCallbackDynamicParams
+from litellm.types.utils import OTEL_SPAN_SCOPES, TRUSTED_CALLBACK_VARS_FIELD, StandardCallbackDynamicParams
 
 _CLIENT_CALLBACK_METADATA_SLOTS: Final[tuple[str, ...]] = ("litellm_metadata", "metadata")
 
@@ -62,6 +62,11 @@ def validate_langfuse_environment_value(value: str) -> None:
         )
 
 
+def validate_langfuse_span_scope_value(value: str) -> None:
+    if value not in OTEL_SPAN_SCOPES:
+        raise ValueError(f"Invalid langfuse_span_scope {value!r}: must be one of {sorted(OTEL_SPAN_SCOPES)}")
+
+
 # Hardcoded list of supported callback params to avoid runtime inspection issues with TypedDict
 _supported_callback_params: Final[tuple[str, ...]] = (
     "langfuse_public_key",
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index b0d31df92ce..a9b0650e8ce 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -23,6 +23,7 @@ from litellm._uuid import uuid
 from litellm.constants import DEFAULT_STAGGER_WINDOW_SECONDS, MCP_STDIO_ALLOWED_COMMANDS
 from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
     validate_langfuse_environment_value,
+    validate_langfuse_span_scope_value,
     validate_no_callback_env_reference,
 )
 from litellm.types.integrations.compression_interception import (
@@ -2187,6 +2188,8 @@ class AddTeamCallback(LiteLLMPydanticObjectBase):
             validate_no_callback_env_reference(key, callback_vars[key], source="key/team callback metadata")
             if key == "langfuse_environment":
                 validate_langfuse_environment_value(callback_vars[key])
+            if key == "langfuse_span_scope":
+                validate_langfuse_span_scope_value(callback_vars[key])
         return values
 
 
diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index c9d97068313..f705ea7a5c1 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -16,9 +16,9 @@ _NEWRELIC_VAR_PREFIX: Final = "newrelic_"
 def callback_config_error(callback_name: str | None, callback_vars: Mapping[str, str] | None) -> str | None:
     if not callback_vars:
         return None
-    env_error: Final = _langfuse_environment_error(callback_vars)
-    if env_error is not None:
-        return env_error
+    langfuse_error: Final = _langfuse_environment_error(callback_vars) or _langfuse_span_scope_error(callback_vars)
+    if langfuse_error is not None:
+        return langfuse_error
     if callback_name != _NEWRELIC_CALLBACK:
         return None
     return _newrelic_config_error(callback_vars)
@@ -44,6 +44,21 @@ def _langfuse_environment_error(callback_vars: Mapping[str, str]) -> str | None:
     return None
 
 
+def _langfuse_span_scope_error(callback_vars: Mapping[str, str]) -> str | None:
+    value: Final = callback_vars.get("langfuse_span_scope")
+    if value is None:
+        return None
+    from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
+        validate_langfuse_span_scope_value,
+    )
+
+    try:
+        validate_langfuse_span_scope_value(value)
+    except ValueError as e:
+        return str(e)
+    return None
+
+
 # Which credential family a dynamic variable belongs to. The families are the
 # integrations that share one account: every langfuse_* variable configures the
 # same Langfuse project whether it rides the classic callback or the OTel one,
diff --git a/litellm/proxy/management_endpoints/team_callback_endpoints.py b/litellm/proxy/management_endpoints/team_callback_endpoints.py
index 1932e89717b..f7ae1eec06e 100644
--- a/litellm/proxy/management_endpoints/team_callback_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_callback_endpoints.py
@@ -283,6 +283,7 @@ async def add_team_callbacks(
         - langfuse_secret: The secret for the Langfuse callback
         - langfuse_host: The host for the Langfuse callback
         - langfuse_environment: The tracing environment for the Langfuse callback (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)
+        - langfuse_span_scope: For langfuse_otel, "full" (default) sends the whole request trace, "llm_only" sends only the model-call spans
         - gcs_bucket_name: The name of the GCS bucket
         - gcs_path_service_account: The path to the GCS service account
         - langsmith_api_key: The API key for the Langsmith callback
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 748c91a4792..00a7c81e612 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3513,6 +3513,10 @@ OPENAI_RESPONSE_HEADERS: Final = [
 ]
 
 
+OtelSpanScope = Literal["full", "llm_only"]
+OTEL_SPAN_SCOPES: Final[frozenset[str]] = frozenset(get_args(OtelSpanScope))
+
+
 class StandardCallbackDynamicParams(TypedDict, total=False):
     # Langfuse dynamic params
     langfuse_public_key: str | None
@@ -3520,6 +3524,7 @@ class StandardCallbackDynamicParams(TypedDict, total=False):
     langfuse_secret_key: str | None
     langfuse_host: str | None
     langfuse_environment: ReadOnly[str | None]
+    langfuse_span_scope: ReadOnly[OtelSpanScope | None]
 
     # Langfuse prompt version
     langfuse_prompt_version: int | None
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index 67695d5aed8..c62f3a4cdbd 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -1403,6 +1403,305 @@ class TestDestinationResolution:
         assert parse_headers(destination.header_string())["authorization"] == destination.headers["Authorization"]
 
 
+LLM_ONLY_DEST = OtelDestination(
+    endpoint="http://tenant.local/api/public/otel",
+    headers={"Authorization": "Basic dGVuYW50"},
+    callback_name="langfuse_otel",
+    span_scope="llm_only",
+)
+
+#: Every span kind the proxy emits for one chat request, plus the two spans that
+#: look like a model call to a naive classifier: the MCP tool call carries
+#: ``gen_ai.operation.name`` too, and baggage promotes ``gen_ai.request.model``
+#: onto children that are not the call.
+REQUEST_TREE = frozenset(
+    {
+        "POST /v1/chat/completions",
+        "auth /v1/chat/completions",
+        "postgres SELECT",
+        "redis GET",
+        "execute_guardrail pii",
+        "tools/call get_weather",
+        "chat gpt-4",
+        "chat claude-haiku",
+        "cost_tracking",
+    }
+)
+LLM_SPANS = frozenset({"chat gpt-4", "chat claude-haiku"})
+TRACE_CONTROLS = MappingProxyType(
+    {
+        "langfuse.observation.type": "generation",
+        "langfuse.trace.name": "checkout",
+        "user.id": "user-7",
+        "session.id": "sess-1",
+        "langfuse.trace.tags": ("beta", "eu"),
+    }
+)
+
+
+def request_tree(provider: TracerProvider) -> None:
+    tracer = get_tracer(provider, "litellm")
+    with tracer.start_as_current_span("POST /v1/chat/completions"):
+        with tracer.start_as_current_span("auth /v1/chat/completions"):
+            with tracer.start_as_current_span("postgres SELECT") as db:
+                db.set_attribute("db.system", "postgresql")
+            with tracer.start_as_current_span("redis GET") as cache:
+                cache.set_attribute("db.system", "redis")
+        with tracer.start_as_current_span("execute_guardrail pii") as guard:
+            guard.set_attributes({"litellm.guardrail.name": "pii", "litellm.guardrail.status": "success"})
+        with tracer.start_as_current_span("tools/call get_weather") as tool:
+            tool.set_attributes({"gen_ai.operation.name": "execute_tool", "mcp.method.name": "tools/call"})
+        with tracer.start_as_current_span("chat gpt-4") as llm:
+            llm.set_attributes({"gen_ai.operation.name": "chat", "gen_ai.request.model": "gpt-4", **TRACE_CONTROLS})
+            with tracer.start_as_current_span("cost_tracking") as child:
+                child.set_attribute("gen_ai.request.model", "gpt-4")
+        with tracer.start_as_current_span("chat claude-haiku") as retry:
+            retry.set_attributes({"gen_ai.operation.name": "chat", "gen_ai.request.model": "claude-haiku"})
+
+
+def names(exporter: InMemorySpanExporter) -> frozenset[str]:
+    return frozenset(s.name for s in exporter.get_finished_spans())
+
+
+class TestSpanScope:
+    """``llm_only`` keeps the model-call spans and drops the rest of the request tree.
+
+    The tenant's switch rides the destination; the operator's rides the config and
+    reaches only the exporter ``langfuse_otel`` owns. Neither reparents or promotes
+    a span, so what does get through still hangs off the same trace.
+    """
+
+    @staticmethod
+    def _additive(monkeypatch):
+        monkeypatch.setattr(litellm, "otel_tenant_destination_mode", "additive", raising=False)
+
+    @staticmethod
+    def _run(provider, destinations):
+        def run():
+            set_request_destinations(destinations)
+            request_tree(provider)
+
+        in_fresh_context(run)
+
+    @staticmethod
+    def _operator_provider(operator_exporter, dest_exporter, scope="full"):
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(SimpleSpanProcessor(operator_exporter), "langfuse_otel", scope)
+        )
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter))
+        )
+        return provider
+
+    def test_off_and_off_is_the_full_tree_on_both_sides(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LANGFUSE_DEST,))
+
+        assert names(operator) == REQUEST_TREE
+        assert names(tenant) == REQUEST_TREE
+
+    def test_a_tenant_asking_for_llm_only_gets_just_the_model_calls(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LLM_ONLY_DEST,))
+
+        assert names(tenant) == LLM_SPANS
+        assert names(operator) == REQUEST_TREE, "the tenant's scope must not narrow the operator's exporter"
+
+    def test_an_operator_asking_for_llm_only_keeps_the_tenants_tree_whole(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LANGFUSE_DEST,))
+
+        assert names(operator) == LLM_SPANS
+        assert names(tenant) == REQUEST_TREE, "the operator's scope must not narrow a tenant destination"
+
+    def test_both_on_narrows_both(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        assert names(operator) == LLM_SPANS
+        assert names(tenant) == LLM_SPANS
+
+    def test_an_operator_scope_does_not_undo_the_override(self):
+        """Under the default override mode an overridden backend stays suppressed on
+        the operator's exporter no matter what scope it carries."""
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        assert operator.get_finished_spans() == ()
+        assert names(tenant) == LLM_SPANS
+
+    def test_a_kept_generation_still_hangs_off_the_request_trace_with_its_trace_controls(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LLM_ONLY_DEST,))
+
+        root = next(s for s in operator.get_finished_spans() if s.name == "POST /v1/chat/completions")
+        kept = {s.name: s for s in tenant.get_finished_spans()}["chat gpt-4"]
+        assert kept.context.trace_id == root.context.trace_id
+        assert kept.parent is not None and kept.parent.span_id == root.context.span_id, "no reparenting"
+        assert {k: kept.attributes[k] for k in TRACE_CONTROLS} == dict(TRACE_CONTROLS)
+
+    def test_a_non_langfuse_destination_of_the_same_request_keeps_the_full_tree(self, monkeypatch):
+        self._additive(monkeypatch)
+        by_backend = {"langfuse_otel": InMemorySpanExporter(), "arize": InMemorySpanExporter()}
+        provider = TracerProvider()
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda d: SimpleSpanProcessor(by_backend[d.callback_name]),
+            )
+        )
+        arize = OtelDestination(endpoint="https://otlp.arize.com", headers={"api_key": "k"}, callback_name="arize")
+
+        self._run(provider, (LLM_ONLY_DEST, arize))
+
+        assert names(by_backend["langfuse_otel"]) == LLM_SPANS
+        assert names(by_backend["arize"]) == REQUEST_TREE
+
+    def test_two_views_of_one_account_share_the_exporter_but_not_the_filter(self):
+        """A full and an ``llm_only`` destination for the same account are one exporter
+        (``cache_key`` leaves the scope out), and each request is still filtered by its own scope."""
+        built, tenant = [], InMemorySpanExporter()
+        provider = TracerProvider()
+
+        def factory(destination):
+            built.append(destination)
+            return SimpleSpanProcessor(tenant)
+
+        provider.add_span_processor(TenantFanOutSpanProcessor(processor_factory=factory))
+
+        self._run(provider, (LLM_ONLY_DEST,))
+        assert names(tenant) == LLM_SPANS
+        tenant.clear()
+
+        self._run(provider, (LANGFUSE_DEST,))
+        assert names(tenant) == REQUEST_TREE
+        assert len(built) == 1, "the same account must not get a second exporter for a second scope"
+
+    def test_the_config_scope_reaches_only_the_exporter_langfuse_owns(self, monkeypatch):
+        exporters = {}
+
+        def exporter_for(spec):
+            return exporters.setdefault(spec.owner, InMemorySpanExporter())
+
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", exporter_for)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[
+                ExporterSpec(kind="in_memory", owner=ExporterOwner.LANGFUSE_OTEL),
+                ExporterSpec(kind="in_memory", owner=ExporterOwner.ARIZE_AX),
+                ExporterSpec(kind="in_memory"),
+            ],
+        )
+
+        self._run(build_tracer_provider(config, use_simple_processor=True), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == LLM_SPANS
+        assert names(exporters[ExporterOwner.ARIZE_AX]) == REQUEST_TREE
+        assert names(exporters[None]) == REQUEST_TREE, "a bare collector must never be narrowed"
+
+    @pytest.mark.parametrize("tenant_overrides", [False, True])
+    def test_the_config_default_leaves_every_exporter_on_the_full_tree(self, monkeypatch, tenant_overrides):
+        exporters = {}
+        monkeypatch.setattr(
+            otel_providers,
+            "_exporter_from_spec",
+            lambda spec: exporters.setdefault(spec.owner, InMemorySpanExporter()),
+        )
+        config = OpenTelemetryV2Config(exporters=[ExporterSpec(kind="in_memory", owner=ExporterOwner.LANGFUSE_OTEL)])
+
+        self._run(build_tracer_provider(config, use_simple_processor=True, tenant_overrides=tenant_overrides), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == REQUEST_TREE
+
+    def test_the_env_var_sets_the_operator_scope(self, monkeypatch):
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", "llm_only")
+
+        assert OpenTelemetryV2Config().langfuse_span_scope == "llm_only"
+
+    def test_the_env_var_narrows_the_exporter_the_langfuse_preset_builds(self, monkeypatch):
+        """The whole operator path: env var -> preset -> provider, with a bare collector alongside."""
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", "llm_only")
+        monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk")
+        monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk")
+        exporters = {}
+        monkeypatch.setattr(
+            otel_providers,
+            "_exporter_from_spec",
+            lambda spec: exporters.setdefault(spec.owner, InMemorySpanExporter()),
+        )
+        config = langfuse_preset(config_overrides=OpenTelemetryV2Config(exporters=[ExporterSpec(kind="in_memory")]))
+
+        self._run(build_tracer_provider(config, use_simple_processor=True), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == LLM_SPANS
+        assert names(exporters[None]) == REQUEST_TREE
+
+    def test_an_unknown_scope_is_rejected_by_the_config(self):
+        with pytest.raises(ValueError, match="langfuse_span_scope"):
+            OpenTelemetryV2Config(langfuse_span_scope="everything")
+
+    def test_a_team_callback_var_becomes_the_destinations_scope(self, monkeypatch, allow_test_hosts):
+        monkeypatch.setenv("LITELLM_OTEL_V2", "true")
+        is_otel_v2_enabled.cache_clear()
+        auth = UserAPIKeyAuth(
+            team_metadata={
+                "logging": [
+                    {
+                        "callback_name": "langfuse_otel",
+                        "callback_type": "success",
+                        "callback_vars": {
+                            "langfuse_public_key": "pk-team",
+                            "langfuse_secret_key": "sk-team",
+                            "langfuse_host": "http://team.local",
+                            "langfuse_span_scope": "llm_only",
+                        },
+                    }
+                ]
+            }
+        )
+
+        assert [d.span_scope for d in resolve_tenant_otel_destinations(auth)] == ["llm_only"]
+
+    def test_a_team_that_named_no_scope_gets_the_full_tree(self, allow_test_hosts):
+        creds = {"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_host": "http://x"}
+
+        assert destination_for("langfuse_otel", creds).span_scope == "full"
+
+    def test_only_langfuse_honours_the_scope_var(self):
+        arize = destination_for("arize", {"arize_api_key": "k", "arize_space_id": "s", "langfuse_span_scope": "llm_only"})
+
+        assert arize is not None and arize.span_scope == "full"
+
+    @pytest.mark.parametrize("scope", ["everything", "LLM_ONLY", ""])
+    def test_an_unknown_scope_is_rejected_when_the_callback_is_saved(self, scope):
+        with pytest.raises(ValueError, match=r"Invalid langfuse_span_scope .*must be one of \['full', 'llm_only'\]"):
+            AddTeamCallback(
+                callback_name="langfuse_otel",
+                callback_type="success",
+                callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": scope},
+            )
+
+    def test_a_known_scope_is_accepted_when_the_callback_is_saved(self):
+        saved = AddTeamCallback(
+            callback_name="langfuse_otel",
+            callback_type="success",
+            callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"},
+        )
+
+        assert saved.callback_vars["langfuse_span_scope"] == "llm_only"
+
+
 #: Anything that makes ``OpenTelemetryV2Config`` synthesize a real operator destination.
 _OTEL_SHORTHAND_ENV = (
     "OTEL_ENDPOINT",
diff --git a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
index 5a06bb92059..d6b57dfb7ae 100644
--- a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
+++ b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
@@ -10,3 +10,19 @@ def test_callback_config_error_rejects_invalid_langfuse_environment():
 
     assert callback_config_error("langfuse", {"langfuse_environment": "team-a-prod"}) is None
     assert callback_config_error("langfuse", {"langfuse_public_key": "pk"}) is None
+
+
+def test_callback_config_error_rejects_an_unknown_langfuse_span_scope():
+    for bad in ["everything", "LLM_ONLY", "llm-only", ""]:
+        error = callback_config_error("langfuse_otel", {"langfuse_span_scope": bad})
+        assert error is not None and "langfuse_span_scope" in error and "llm_only" in error
+
+    assert callback_config_error("langfuse_otel", {"langfuse_span_scope": "llm_only"}) is None
+    assert callback_config_error("langfuse_otel", {"langfuse_span_scope": "full"}) is None
+
+
+def test_a_bad_span_scope_is_reported_even_when_the_environment_is_fine():
+    error = callback_config_error(
+        "langfuse_otel", {"langfuse_environment": "team-a-prod", "langfuse_span_scope": "everything"}
+    )
+    assert error is not None and "langfuse_span_scope" in error
diff --git a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
index 272a8ffa972..5c5cfd0814d 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
@@ -285,6 +285,20 @@ class TestNewRelicCallbackConfig:
         assert "NEW_RELIC_AI_MONITORING_RECORD_CONTENT_ENABLED" not in params
 
 
+class TestLangfuseOtelCallbackConfig:
+    def test_span_scope_is_a_select_over_exactly_the_scopes_the_validator_accepts(self):
+        from litellm.types.utils import OTEL_SPAN_SCOPES
+
+        client = TestClient(app)
+        response = client.get("/callbacks/configs", headers={"Authorization": "Bearer sk-1234"})
+        assert response.status_code == 200
+        langfuse_otel = next(config for config in response.json() if config.get("id") == "langfuse_otel")
+        scope = langfuse_otel["dynamic_params"]["langfuse_span_scope"]
+        assert scope["type"] == "select"
+        assert frozenset(scope["options"]) == OTEL_SPAN_SCOPES
+        assert scope["required"] is False
+
+
 class TestNewRelicTeamCallbackValidation:
     def _data(self, callback_vars):
         from litellm.proxy._types import AddTeamCallback
diff --git a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
index 8e343e1a6e0..c91840f078b 100644
--- a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
@@ -124,6 +124,7 @@ export const CALLBACK_CONFIGS: CallbackConfig[] = [
       langfuse_secret_key: "password",
       langfuse_host: "text",
       langfuse_environment: "text",
+      langfuse_span_scope: "select",
     },
     description: "Langfuse v3 OTEL Logging Integration",
   },
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index fd882937e79..21492db46e4 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -16091,6 +16091,7 @@ export interface paths {
          *         - langfuse_secret: The secret for the Langfuse callback
          *         - langfuse_host: The host for the Langfuse callback
          *         - langfuse_environment: The tracing environment for the Langfuse callback (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)
+         *         - langfuse_span_scope: For langfuse_otel, "full" (default) sends the whole request trace, "llm_only" sends only the model-call spans
          *         - gcs_bucket_name: The name of the GCS bucket
          *         - gcs_path_service_account: The path to the GCS service account
          *         - langsmith_api_key: The API key for the Langsmith callback

From 054771cac53b550734d5c6c1cd778c7d69c24801 Mon Sep 17 00:00:00 2001
From: David Steele <david.steele@alianza.com>
Date: Fri, 18 Sep 2026 08:41:46 +0100
Subject: [PATCH 030/162] test(azure): remove redundant o-series assertion

---
 .../llms/azure/chat/test_azure_chat_o_series_transformation.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
index 57d60df3a11..9db9ab971a0 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
@@ -14,7 +14,7 @@ async def test_azure_chat_o_series_transformation():
     provider_config = AzureOpenAIO1Config()
     model = "o_series/web-interface-o1-mini"
     messages = [{"role": "user", "content": "Hello, how are you?"}]
-    optional_params = {"tool_choice": "none"}
+    optional_params = {}
     litellm_params = {}
     headers = {}
 
@@ -23,7 +23,6 @@ async def test_azure_chat_o_series_transformation():
     )
     print(response)
     assert response["model"] == "web-interface-o1-mini"
-    assert "tool_choice" not in response
 
 
 def test_azure_o_series_transform_request_flattens_top_level_anyof():

From 755890b59a93953b0cf8ec2e6d3d94a5182b9ced Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 07:53:32 +0000
Subject: [PATCH 031/162] fix(otel v2): scope-aware additive dedupe, reject
 langfuse_span_scope off langfuse_otel, render the scope as a select

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../integrations/otel/plumbing/providers.py   | 48 ++++++----
 .../callback_config_validation.py             | 11 ++-
 .../otel/test_otel_v2_destinations.py         | 92 +++++++++++++++----
 .../test_callback_config_validation.py        | 11 +++
 .../src/components/callback_info_helpers.tsx  |  4 +
 .../components/team/LoggingSettings.test.tsx  | 23 +++++
 .../src/components/team/LoggingSettings.tsx   | 70 ++++++++++----
 7 files changed, 206 insertions(+), 53 deletions(-)

diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index 261fd3b4d25..110b0cb579f 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -524,7 +524,7 @@ class TenantFanOutSpanProcessor(SpanProcessor):
         self,
         processor_factory: 'Callable[["OtelDestination"], SpanProcessor | None] | None' = None,
         shutdown_drain_seconds: float = _SHUTDOWN_DRAIN_SECONDS,
-        operator_sinks: frozenset[_SinkKey] = frozenset(),
+        operator_sinks: 'Mapping[_SinkKey, "OtelSpanScope"]' = MappingProxyType({}),
         pending_drains: int = _MAX_PENDING_DRAINS,
         drain_pool: _DrainPool | None = None,
     ) -> None:
@@ -544,7 +544,9 @@ class TenantFanOutSpanProcessor(SpanProcessor):
     def on_end(self, span: ReadableSpan) -> None:
         suppressed: Final = suppressed_backends()
         for destination in request_destinations():
-            if self._operator_already_writes(destination, suppressed) or not _in_scope(span, destination.span_scope):
+            if self._operator_already_writes(span, destination, suppressed) or not _in_scope(
+                span, destination.span_scope
+            ):
                 continue
             processor = self._acquire(destination)  # rebind-ok: loop variable; pyright forbids Final in a loop
             if processor is None:
@@ -556,17 +558,22 @@ class TenantFanOutSpanProcessor(SpanProcessor):
             finally:
                 self._release(processor)
 
-    def _operator_already_writes(self, destination: "OtelDestination", suppressed: frozenset[str]) -> bool:
+    def _operator_already_writes(
+        self, span: ReadableSpan, destination: "OtelDestination", suppressed: frozenset[str]
+    ) -> bool:
         """Whether the operator's own exporter is sending this span to the same account.
 
         Only reachable under ``additive``, where nothing is suppressed: a team that
         names the operator's own project would otherwise have every span written
-        there twice, once by the operator's exporter and once by the fan-out.
+        there twice, once by the operator's exporter and once by the fan-out. The
+        operator's exporter may itself be narrowed to the model calls, in which case
+        the rest of the tree is still the fan-out's to deliver.
         """
-        return (
-            destination.callback_name not in suppressed
-            and _sink_key(destination.endpoint, destination.headers) in self._operator_sinks
-        )
+        sink: Final = _sink_key(destination.endpoint, destination.headers)
+        if destination.callback_name in suppressed or sink is None:
+            return False
+        operator_scope: Final = self._operator_sinks.get(sink)
+        return operator_scope is not None and _in_scope(span, operator_scope)
 
     def shutdown(self) -> None:
         """Close every destination processor, once the spans in flight have landed.
@@ -1085,7 +1092,7 @@ def build_tracer_provider(
             (spec.use_simple_processor if spec.use_simple_processor is not None else use_simple_processor),
         )
         owner = spec.owner.value if tenant_overrides and spec.owner is not None else None
-        scope = config.langfuse_span_scope if spec.owner is ExporterOwner.LANGFUSE_OTEL else "full"
+        scope = _operator_scope(config, spec)
         provider.add_span_processor(
             _OverriddenBackendFilter(processor, owner, scope) if owner is not None or scope != "full" else processor
         )
@@ -1109,7 +1116,7 @@ def attach_tenant_fan_out(provider: TracerProvider, *configs: OpenTelemetryV2Con
     with _FAN_OUT_ATTACH_LOCK:
         if any(isinstance(processor, TenantFanOutSpanProcessor) for processor in _attached_processors(provider)):
             return
-        provider.add_span_processor(TenantFanOutSpanProcessor(operator_sinks=operator_sink_keys(*configs)))
+        provider.add_span_processor(TenantFanOutSpanProcessor(operator_sinks=operator_sink_scopes(*configs)))
 
 
 def deliverable_destinations(
@@ -1134,8 +1141,9 @@ def deliverable_destinations(
     return fan_out.deliverable(destinations) if fan_out is not None else ()
 
 
-def operator_sink_keys(*configs: OpenTelemetryV2Config) -> frozenset[_SinkKey]:
-    """The accounts the operator's own exporters write to, in destination terms.
+def operator_sink_scopes(*configs: OpenTelemetryV2Config) -> 'Mapping[_SinkKey, "OtelSpanScope"]':
+    """The accounts the operator's own exporters write to, in destination terms, and
+    how much of the tree each one receives.
 
     Every v2 logger's config counts, since each logger exports through its own
     provider. An exporter with no endpoint of its own resolves one from the
@@ -1143,14 +1151,20 @@ def operator_sink_keys(*configs: OpenTelemetryV2Config) -> frozenset[_SinkKey]:
     and so is one that never reaches the wire: a console kind ignores the endpoint,
     and a header-gated spec with no credentials is skipped when the provider is built.
     """
-    return frozenset(
-        key
-        for config in configs
-        for spec in config.exporters
-        if _exports_to_the_wire(spec) and (key := _sink_key(spec.endpoint, parse_headers(spec.headers))) is not None
+    return MappingProxyType(
+        {
+            key: _operator_scope(config, spec)
+            for config in configs
+            for spec in config.exporters
+            if _exports_to_the_wire(spec) and (key := _sink_key(spec.endpoint, parse_headers(spec.headers))) is not None
+        }
     )
 
 
+def _operator_scope(config: OpenTelemetryV2Config, spec: ExporterSpec) -> "OtelSpanScope":
+    return config.langfuse_span_scope if spec.owner is ExporterOwner.LANGFUSE_OTEL else "full"
+
+
 def _exports_to_the_wire(spec: ExporterSpec) -> bool:
     """Whether ``build_tracer_provider`` gives ``spec`` an exporter that sends OTLP."""
     return exporter_transport(spec.kind) != "headerless" and not (spec.requires_headers and not spec.headers)
diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index f705ea7a5c1..049b5ae67ef 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -11,12 +11,15 @@ from typing import Final
 
 _NEWRELIC_CALLBACK: Final = "newrelic"
 _NEWRELIC_VAR_PREFIX: Final = "newrelic_"
+_LANGFUSE_OTEL_CALLBACK: Final = "langfuse_otel"
 
 
 def callback_config_error(callback_name: str | None, callback_vars: Mapping[str, str] | None) -> str | None:
     if not callback_vars:
         return None
-    langfuse_error: Final = _langfuse_environment_error(callback_vars) or _langfuse_span_scope_error(callback_vars)
+    langfuse_error: Final = _langfuse_environment_error(callback_vars) or _langfuse_span_scope_error(
+        callback_name, callback_vars
+    )
     if langfuse_error is not None:
         return langfuse_error
     if callback_name != _NEWRELIC_CALLBACK:
@@ -44,10 +47,14 @@ def _langfuse_environment_error(callback_vars: Mapping[str, str]) -> str | None:
     return None
 
 
-def _langfuse_span_scope_error(callback_vars: Mapping[str, str]) -> str | None:
+def _langfuse_span_scope_error(callback_name: str | None, callback_vars: Mapping[str, str]) -> str | None:
+    """Only the OTel Langfuse callback reads the scope; on any other callback the
+    value would be stored and then ignored, with the full tree still exported."""
     value: Final = callback_vars.get("langfuse_span_scope")
     if value is None:
         return None
+    if callback_name != _LANGFUSE_OTEL_CALLBACK:
+        return f"langfuse_span_scope applies to the {_LANGFUSE_OTEL_CALLBACK} callback only, not {callback_name!r}"
     from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
         validate_langfuse_span_scope_value,
     )
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index c62f3a4cdbd..c83ae74cae8 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -42,7 +42,7 @@ from litellm.integrations.otel.plumbing.providers import (
     _sink_key,
     build_tracer_provider,
     deliverable_destinations,
-    operator_sink_keys,
+    operator_sink_scopes,
 )
 from litellm.integrations.otel.plumbing.routing import TenantTracerCache, get_tracer
 from litellm.integrations.otel.presets.arize import arize_preset
@@ -237,7 +237,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(shared),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -260,7 +260,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(shared),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -277,7 +277,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -330,7 +330,7 @@ class TestRoutingMode:
 
         assert global_exporter.get_finished_spans() == ()
 
-    def test_operator_sink_keys_skips_an_exporter_with_no_endpoint_of_its_own(self):
+    def test_operator_sink_scopes_skips_an_exporter_with_no_endpoint_of_its_own(self):
         """Such an exporter resolves its endpoint from the environment at export
         time, so it has no identity to compare a destination against."""
         config = OpenTelemetryV2Config(
@@ -340,9 +340,9 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(config) == frozenset({self.OPERATOR_SINK})
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
 
-    def test_operator_sink_keys_skips_exporters_that_never_reach_the_wire(self):
+    def test_operator_sink_scopes_skips_exporters_that_never_reach_the_wire(self):
         """A console kind ignores the endpoint and a header-gated spec with no
         credentials is dropped when the provider is built, so treating either as an
         account the operator writes to would silently withhold a team's own spans
@@ -355,9 +355,9 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(config) == frozenset({self.OPERATOR_SINK})
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
 
-    def test_operator_sink_keys_spans_every_config_it_is_handed(self):
+    def test_operator_sink_scopes_spans_every_config_it_is_handed(self):
         first = OpenTelemetryV2Config(
             exporters=(
                 ExporterSpec(
@@ -377,9 +377,9 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(first, second) == {
-            self.OPERATOR_SINK,
-            _sink_key("https://otlp.arize.com/v1/traces", {"space_id": "s", "api_key": "k"}),
+        assert dict(operator_sink_scopes(first, second)) == {
+            self.OPERATOR_SINK: "full",
+            _sink_key("https://otlp.arize.com/v1/traces", {"space_id": "s", "api_key": "k"}): "full",
         }
 
     def test_a_team_pointing_at_a_credential_less_operator_exporter_still_gets_its_spans(self, monkeypatch):
@@ -397,7 +397,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter),
-                operator_sinks=operator_sink_keys(config),
+                operator_sinks=operator_sink_scopes(config),
             )
         )
 
@@ -416,7 +416,7 @@ class TestRoutingMode:
         monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk-op")
         monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk-op")
         monkeypatch.setattr(litellm, "provider_url_destination_allowed_hosts", ["lf.internal"], raising=False)
-        operator = operator_sink_keys(langfuse_preset())
+        operator = operator_sink_scopes(langfuse_preset())
 
         def sink(public_key, secret_key):
             destination = destination_for(
@@ -450,7 +450,7 @@ class TestRoutingMode:
         monkeypatch.setenv("ARIZE_SPACE_ID", "space-op")
         monkeypatch.setenv("ARIZE_API_KEY", "key-op")
         monkeypatch.delenv("ARIZE_SPACE_KEY", raising=False)
-        operator = operator_sink_keys(arize_preset())
+        operator = operator_sink_scopes(arize_preset())
 
         def sink(space, api_key):
             destination = destination_for(
@@ -1039,7 +1039,9 @@ class TestProviderWiring:
             set_request_destinations(destinations)
             emit(published.tracer_provider)
 
-        in_fresh_context(run, (destination(canonical, dict(pair.split("=") for pair in accounts[canonical][1].split(","))),))
+        in_fresh_context(
+            run, (destination(canonical, dict(pair.split("=") for pair in accounts[canonical][1].split(","))),)
+        )
         in_fresh_context(run, (destination(other, dict(pair.split("=") for pair in accounts[other][1].split(","))),))
         assert shared.get_finished_spans() == (), "an account the operator already writes to was written twice"
 
@@ -1540,6 +1542,56 @@ class TestSpanScope:
         assert operator.get_finished_spans() == ()
         assert names(tenant) == LLM_SPANS
 
+    @staticmethod
+    def _same_account_provider(shared, operator_scope):
+        """The operator's own exporter and a tenant destination naming the same account,
+        both writing one sink, with the operator's exporter narrowed to ``operator_scope``."""
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(SimpleSpanProcessor(shared), "langfuse_otel", operator_scope)
+        )
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda _d: SimpleSpanProcessor(shared),
+                operator_sinks=MappingProxyType({TestRoutingMode.OPERATOR_SINK: operator_scope}),
+            )
+        )
+        return provider
+
+    @staticmethod
+    def _same_account_destination(span_scope):
+        return OtelDestination(
+            endpoint=TestRoutingMode.SAME_ACCOUNT_ENDPOINT,
+            headers=MappingProxyType({"Authorization": "Basic op"}),
+            callback_name="langfuse_otel",
+            span_scope=span_scope,
+        )
+
+    @pytest.mark.parametrize(
+        ("operator_scope", "tenant_scope", "expected"),
+        [
+            ("llm_only", "full", REQUEST_TREE),
+            ("full", "llm_only", REQUEST_TREE),
+            ("llm_only", "llm_only", LLM_SPANS),
+            ("full", "full", REQUEST_TREE),
+        ],
+    )
+    def test_a_team_naming_the_operators_project_gets_the_wider_of_the_two_scopes_once(
+        self, monkeypatch, operator_scope, tenant_scope, expected
+    ):
+        """Under additive the fan-out stands down for a span the operator's exporter is
+        already sending to that account. When the operator's exporter is narrowed, the
+        spans it drops are not being sent by anyone, so the fan-out still owes them to
+        the team; and no span may land twice."""
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, operator_scope), (self._same_account_destination(tenant_scope),))
+
+        finished = [s.name for s in shared.get_finished_spans()]
+        assert frozenset(finished) == expected
+        assert len(finished) == len(expected), "the same account received a span twice"
+
     def test_a_kept_generation_still_hangs_off_the_request_trace_with_its_trace_controls(self, monkeypatch):
         self._additive(monkeypatch)
         operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
@@ -1679,7 +1731,9 @@ class TestSpanScope:
         assert destination_for("langfuse_otel", creds).span_scope == "full"
 
     def test_only_langfuse_honours_the_scope_var(self):
-        arize = destination_for("arize", {"arize_api_key": "k", "arize_space_id": "s", "langfuse_span_scope": "llm_only"})
+        arize = destination_for(
+            "arize", {"arize_api_key": "k", "arize_space_id": "s", "langfuse_span_scope": "llm_only"}
+        )
 
         assert arize is not None and arize.span_scope == "full"
 
@@ -2365,7 +2419,9 @@ class TestEvictionSafety:
 
             assert len(built) == _MAX_CACHED_DESTINATION_PROCESSORS + 3, "a processor per request during the outage"
             assert sum(1 for accepted in anchored if accepted) == len(built), "anchored what it could not build"
-            assert fan_out.deliverable((self._dest(999),)) == (), "the span would vanish instead of staying with the operator"
+            assert fan_out.deliverable((self._dest(999),)) == (), (
+                "the span would vanish instead of staying with the operator"
+            )
         finally:
             release.set()
         for _ in range(500):
diff --git a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
index d6b57dfb7ae..418ce5c46ed 100644
--- a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
+++ b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
@@ -21,6 +21,17 @@ def test_callback_config_error_rejects_an_unknown_langfuse_span_scope():
     assert callback_config_error("langfuse_otel", {"langfuse_span_scope": "full"}) is None
 
 
+def test_a_span_scope_on_a_callback_that_does_not_read_it_is_rejected():
+    """Only langfuse_otel filters on the scope. Accepting it on the classic Langfuse
+    callback or on an unrelated backend would store a setting that never takes
+    effect, with the full tree still exported."""
+    for callback_name in ["langfuse", "datadog", "otel", None]:
+        error = callback_config_error(callback_name, {"langfuse_span_scope": "llm_only"})
+        assert error is not None and "langfuse_span_scope" in error and "langfuse_otel" in error
+
+    assert callback_config_error("langfuse", {"langfuse_environment": "team-a-prod"}) is None
+
+
 def test_a_bad_span_scope_is_reported_even_when_the_environment_is_fine():
     error = callback_config_error(
         "langfuse_otel", {"langfuse_environment": "team-a-prod", "langfuse_span_scope": "everything"}
diff --git a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
index c91840f078b..b43a85d18c5 100644
--- a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
@@ -17,6 +17,7 @@ interface CallbackConfig {
   logo?: string;
   supports_key_team_logging: boolean;
   dynamic_params: Record<string, "text" | "password" | "select" | "upload" | "number">;
+  dynamic_param_options?: Record<string, readonly string[]>;
   description: string;
 }
 
@@ -126,6 +127,9 @@ export const CALLBACK_CONFIGS: CallbackConfig[] = [
       langfuse_environment: "text",
       langfuse_span_scope: "select",
     },
+    dynamic_param_options: {
+      langfuse_span_scope: ["full", "llm_only"],
+    },
     description: "Langfuse v3 OTEL Logging Integration",
   },
   {
diff --git a/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx b/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
index b63a6cb98aa..f7ca6d516f5 100644
--- a/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
@@ -216,6 +216,29 @@ describe("LoggingSettings", () => {
     expect(mockOnChange).toHaveBeenCalledWith([expect.objectContaining({ callback_type: "failure" })]);
   });
 
+  it("offers the Langfuse OTEL span scope as a pick between full and llm_only rather than free text", async () => {
+    const user = userEvent.setup({ delay: null });
+    const mockOnChange = vi.fn();
+    const initialValue = [
+      {
+        callback_name: "langfuse_otel",
+        callback_type: "success",
+        callback_vars: {},
+      },
+    ];
+
+    renderWithProviders(<LoggingSettings value={initialValue} onChange={mockOnChange} />);
+
+    expect(screen.queryByPlaceholderText("os.environ/LANGFUSE_SPAN_SCOPE")).not.toBeInTheDocument();
+    await user.click(screen.getByRole("combobox", { name: "langfuse span scope" }));
+    expect((await screen.findAllByRole("option")).map((option) => option.textContent)).toEqual(["full", "llm_only"]);
+    await user.click(screen.getByRole("option", { name: "llm_only" }));
+
+    expect(mockOnChange).toHaveBeenCalledWith([
+      expect.objectContaining({ callback_vars: expect.objectContaining({ langfuse_span_scope: "llm_only" }) }),
+    ]);
+  });
+
   it("correctly handles numerical input with decimal values", () => {
     const mockOnChange = vi.fn();
 
diff --git a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
index d526b710bcf..e760939b3fe 100644
--- a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
+++ b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
@@ -135,6 +135,55 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
     handleChange(updatedConfigs);
   };
 
+  const renderParamControl = (
+    config: LoggingConfig,
+    configIndex: number,
+    paramName: string,
+    param: { type: string; options: readonly string[] },
+  ) => {
+    const { type: paramType, options } = param;
+    const label = paramName.replace(/_/g, " ");
+    if (options.length > 0) {
+      return (
+        <Select
+          items={options.map((option) => ({ label: option, value: option }))}
+          value={config.callback_vars[paramName] || null}
+          onValueChange={(selected: string | null) => updateCallbackVar(configIndex, paramName, selected ?? "")}
+        >
+          <SelectTrigger aria-label={label} className="w-full">
+            <SelectValue placeholder={`Select ${label}`} />
+          </SelectTrigger>
+          <SelectContent>
+            {options.map((option) => (
+              <SelectItem key={option} value={option}>
+                {option}
+              </SelectItem>
+            ))}
+          </SelectContent>
+        </Select>
+      );
+    }
+    if (paramType === "number") {
+      return (
+        <NumericalInput
+          step={0.01}
+          width={400}
+          placeholder={`os.environ/${paramName.toUpperCase()}`}
+          value={config.callback_vars[paramName] || ""}
+          onChange={(e: any) => updateCallbackVar(configIndex, paramName, e.target.value)}
+        />
+      );
+    }
+    return (
+      <CallbackVarInput
+        sensitive={paramType === "password"}
+        placeholder={`os.environ/${paramName.toUpperCase()}`}
+        value={config.callback_vars[paramName] || ""}
+        onValueChange={(newValue) => updateCallbackVar(configIndex, paramName, newValue)}
+      />
+    );
+  };
+
   const renderDynamicParams = (config: LoggingConfig, configIndex: number) => {
     if (!config.callback_name) return null;
 
@@ -144,6 +193,7 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
     if (!callbackDisplayName) return null;
 
     const dynamicParams = callbackInfo[callbackDisplayName]?.dynamic_params || {};
+    const paramOptions = callbackInfo[callbackDisplayName]?.dynamic_param_options || {};
 
     if (Object.keys(dynamicParams).length === 0) return null;
 
@@ -166,22 +216,10 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
               {paramType === "number" && (
                 <span className="text-xs text-muted-foreground">Value must be between 0 and 1</span>
               )}
-              {paramType === "number" ? (
-                <NumericalInput
-                  step={0.01}
-                  width={400}
-                  placeholder={`os.environ/${paramName.toUpperCase()}`}
-                  value={config.callback_vars[paramName] || ""}
-                  onChange={(e: any) => updateCallbackVar(configIndex, paramName, e.target.value)}
-                />
-              ) : (
-                <CallbackVarInput
-                  sensitive={paramType === "password"}
-                  placeholder={`os.environ/${paramName.toUpperCase()}`}
-                  value={config.callback_vars[paramName] || ""}
-                  onValueChange={(newValue) => updateCallbackVar(configIndex, paramName, newValue)}
-                />
-              )}
+              {renderParamControl(config, configIndex, paramName, {
+                type: paramType,
+                options: paramType === "select" ? paramOptions[paramName] || [] : [],
+              })}
             </div>
           ))}
         </div>

From d264cdf231c5b5adb69b4eddbdc8fc829a68968d Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 08:04:49 +0000
Subject: [PATCH 032/162] fix(otel v2): record the wider scope when two
 operator exporters write one account

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../integrations/otel/plumbing/providers.py   | 20 ++++++++++---------
 .../integrations/otel/presets/destinations.py |  1 -
 .../callback_config_validation.py             |  2 --
 .../otel/test_otel_v2_destinations.py         | 20 +++++++++++++++++++
 4 files changed, 31 insertions(+), 12 deletions(-)

diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index 110b0cb579f..bc82acccdf4 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -1142,8 +1142,7 @@ def deliverable_destinations(
 
 
 def operator_sink_scopes(*configs: OpenTelemetryV2Config) -> 'Mapping[_SinkKey, "OtelSpanScope"]':
-    """The accounts the operator's own exporters write to, in destination terms, and
-    how much of the tree each one receives.
+    """The accounts the operator's own exporters write to, in destination terms.
 
     Every v2 logger's config counts, since each logger exports through its own
     provider. An exporter with no endpoint of its own resolves one from the
@@ -1151,20 +1150,23 @@ def operator_sink_scopes(*configs: OpenTelemetryV2Config) -> 'Mapping[_SinkKey,
     and so is one that never reaches the wire: a console kind ignores the endpoint,
     and a header-gated spec with no credentials is skipped when the provider is built.
     """
-    return MappingProxyType(
-        {
-            key: _operator_scope(config, spec)
-            for config in configs
-            for spec in config.exporters
-            if _exports_to_the_wire(spec) and (key := _sink_key(spec.endpoint, parse_headers(spec.headers))) is not None
-        }
+    scoped: Final = tuple(
+        (key, _operator_scope(config, spec))
+        for config in configs
+        for spec in config.exporters
+        if _exports_to_the_wire(spec) and (key := _sink_key(spec.endpoint, parse_headers(spec.headers))) is not None
     )
+    return MappingProxyType({key: _widest(scope for other, scope in scoped if other == key) for key, _ in scoped})
 
 
 def _operator_scope(config: OpenTelemetryV2Config, spec: ExporterSpec) -> "OtelSpanScope":
     return config.langfuse_span_scope if spec.owner is ExporterOwner.LANGFUSE_OTEL else "full"
 
 
+def _widest(scopes: "Iterable[OtelSpanScope]") -> "OtelSpanScope":
+    return "full" if any(scope == "full" for scope in scopes) else "llm_only"
+
+
 def _exports_to_the_wire(spec: ExporterSpec) -> bool:
     """Whether ``build_tracer_provider`` gives ``spec`` an exporter that sends OTLP."""
     return exporter_transport(spec.kind) != "headerless" and not (spec.requires_headers and not spec.headers)
diff --git a/litellm/integrations/otel/presets/destinations.py b/litellm/integrations/otel/presets/destinations.py
index 4b4396e41b7..63801e623af 100644
--- a/litellm/integrations/otel/presets/destinations.py
+++ b/litellm/integrations/otel/presets/destinations.py
@@ -112,7 +112,6 @@ _NO_ATTRS: Final[Mapping[str, str]] = MappingProxyType({})
 
 
 def _span_scope(callback_name: str, params: StandardCallbackDynamicParams) -> OtelSpanScope:
-    """The export scope the tenant configured; only Langfuse offers one, every other backend gets the full tree."""
     if callback_name != "langfuse_otel":
         return "full"
     return params.get("langfuse_span_scope") or "full"
diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index 049b5ae67ef..0cc891acd94 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -48,8 +48,6 @@ def _langfuse_environment_error(callback_vars: Mapping[str, str]) -> str | None:
 
 
 def _langfuse_span_scope_error(callback_name: str | None, callback_vars: Mapping[str, str]) -> str | None:
-    """Only the OTel Langfuse callback reads the scope; on any other callback the
-    value would be stored and then ignored, with the full tree still exported."""
     value: Final = callback_vars.get("langfuse_span_scope")
     if value is None:
         return None
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index c83ae74cae8..c1de5cfc0c3 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -382,6 +382,26 @@ class TestRoutingMode:
             _sink_key("https://otlp.arize.com/v1/traces", {"space_id": "s", "api_key": "k"}): "full",
         }
 
+    @pytest.mark.parametrize("langfuse_first", [False, True])
+    def test_two_operator_exporters_on_one_account_record_the_wider_scope(self, langfuse_first):
+        """A plain collector pointed at the Langfuse ingest with the same credentials as
+        the narrowed Langfuse exporter still sends the whole tree there. Recording
+        ``llm_only`` for that account would make additive hand a same-account team the
+        non-model spans a second time."""
+        langfuse = ExporterSpec(
+            kind="otlp_http",
+            endpoint=self.OPERATOR_SINK[0],
+            headers="authorization=Basic op",
+            owner=ExporterOwner.LANGFUSE_OTEL,
+        )
+        collector = ExporterSpec(kind="otlp_http", endpoint=self.OPERATOR_SINK[0], headers="authorization=Basic op")
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=(langfuse, collector) if langfuse_first else (collector, langfuse),
+        )
+
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
+
     def test_a_team_pointing_at_a_credential_less_operator_exporter_still_gets_its_spans(self, monkeypatch):
         """Under additive the fan-out skips a destination the operator already writes
         to. An exporter the provider never built writes nothing, so skipping it would

From 75f926da362864c5d65da859d8420d0944855066 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 08:06:12 +0000
Subject: [PATCH 033/162] fix(otel v2): type the operator sink scope pairs so
 the widest scope reduction stays Literal

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/integrations/otel/plumbing/providers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index bc82acccdf4..c43c49141e5 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -1150,7 +1150,7 @@ def operator_sink_scopes(*configs: OpenTelemetryV2Config) -> 'Mapping[_SinkKey,
     and so is one that never reaches the wire: a console kind ignores the endpoint,
     and a header-gated spec with no credentials is skipped when the provider is built.
     """
-    scoped: Final = tuple(
+    scoped: Final[tuple[tuple[_SinkKey, OtelSpanScope], ...]] = tuple(
         (key, _operator_scope(config, spec))
         for config in configs
         for spec in config.exporters

From 1ccbc51ed808c61c72ad2a34dfeb5570586fb154 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 08:25:54 +0000
Subject: [PATCH 034/162] test(otel v2): clear the cached LITELLM_OTEL_V2 flag
 after each destination test so it stops leaking into later modules

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../integrations/otel/test_otel_v2_destinations.py       | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index c1de5cfc0c3..2f31f6725fd 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -82,6 +82,15 @@ def isolate_published_provider(monkeypatch):
     monkeypatch.setattr(otel_logger, "_published_v2_provider", None)
 
 
+@pytest.fixture(autouse=True)
+def forget_otel_v2_flag_after_each_test():
+    """``is_otel_v2_enabled`` caches its first answer. Tests here flip ``LITELLM_OTEL_V2``
+    through monkeypatch, which restores the env but not the cache, so the next module
+    on the worker would keep seeing v2 on."""
+    yield
+    is_otel_v2_enabled.cache_clear()
+
+
 def in_fresh_context(fn, *args):
     """Run ``fn`` in its own context so one test's destinations never leak."""
     return contextvars.copy_context().run(fn, *args)

From c5cf32b49dc2b0212a69a8fcececb0544b687b51 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 08:50:10 +0000
Subject: [PATCH 035/162] test(otel v2): drop the explanatory docstrings from
 the span scope tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../otel/test_otel_v2_destinations.py         | 25 -------------------
 1 file changed, 25 deletions(-)

diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index 2f31f6725fd..f4c06c4647e 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -84,9 +84,6 @@ def isolate_published_provider(monkeypatch):
 
 @pytest.fixture(autouse=True)
 def forget_otel_v2_flag_after_each_test():
-    """``is_otel_v2_enabled`` caches its first answer. Tests here flip ``LITELLM_OTEL_V2``
-    through monkeypatch, which restores the env but not the cache, so the next module
-    on the worker would keep seeing v2 on."""
     yield
     is_otel_v2_enabled.cache_clear()
 
@@ -393,10 +390,6 @@ class TestRoutingMode:
 
     @pytest.mark.parametrize("langfuse_first", [False, True])
     def test_two_operator_exporters_on_one_account_record_the_wider_scope(self, langfuse_first):
-        """A plain collector pointed at the Langfuse ingest with the same credentials as
-        the narrowed Langfuse exporter still sends the whole tree there. Recording
-        ``llm_only`` for that account would make additive hand a same-account team the
-        non-model spans a second time."""
         langfuse = ExporterSpec(
             kind="otlp_http",
             endpoint=self.OPERATOR_SINK[0],
@@ -1495,13 +1488,6 @@ def names(exporter: InMemorySpanExporter) -> frozenset[str]:
 
 
 class TestSpanScope:
-    """``llm_only`` keeps the model-call spans and drops the rest of the request tree.
-
-    The tenant's switch rides the destination; the operator's rides the config and
-    reaches only the exporter ``langfuse_otel`` owns. Neither reparents or promotes
-    a span, so what does get through still hangs off the same trace.
-    """
-
     @staticmethod
     def _additive(monkeypatch):
         monkeypatch.setattr(litellm, "otel_tenant_destination_mode", "additive", raising=False)
@@ -1562,8 +1548,6 @@ class TestSpanScope:
         assert names(tenant) == LLM_SPANS
 
     def test_an_operator_scope_does_not_undo_the_override(self):
-        """Under the default override mode an overridden backend stays suppressed on
-        the operator's exporter no matter what scope it carries."""
         operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
 
         self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
@@ -1573,8 +1557,6 @@ class TestSpanScope:
 
     @staticmethod
     def _same_account_provider(shared, operator_scope):
-        """The operator's own exporter and a tenant destination naming the same account,
-        both writing one sink, with the operator's exporter narrowed to ``operator_scope``."""
         provider = TracerProvider()
         provider.add_span_processor(
             _OverriddenBackendFilter(SimpleSpanProcessor(shared), "langfuse_otel", operator_scope)
@@ -1608,10 +1590,6 @@ class TestSpanScope:
     def test_a_team_naming_the_operators_project_gets_the_wider_of_the_two_scopes_once(
         self, monkeypatch, operator_scope, tenant_scope, expected
     ):
-        """Under additive the fan-out stands down for a span the operator's exporter is
-        already sending to that account. When the operator's exporter is narrowed, the
-        spans it drops are not being sent by anyone, so the fan-out still owes them to
-        the team; and no span may land twice."""
         self._additive(monkeypatch)
         shared = InMemorySpanExporter()
 
@@ -1650,8 +1628,6 @@ class TestSpanScope:
         assert names(by_backend["arize"]) == REQUEST_TREE
 
     def test_two_views_of_one_account_share_the_exporter_but_not_the_filter(self):
-        """A full and an ``llm_only`` destination for the same account are one exporter
-        (``cache_key`` leaves the scope out), and each request is still filtered by its own scope."""
         built, tenant = [], InMemorySpanExporter()
         provider = TracerProvider()
 
@@ -1711,7 +1687,6 @@ class TestSpanScope:
         assert OpenTelemetryV2Config().langfuse_span_scope == "llm_only"
 
     def test_the_env_var_narrows_the_exporter_the_langfuse_preset_builds(self, monkeypatch):
-        """The whole operator path: env var -> preset -> provider, with a bare collector alongside."""
         monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", "llm_only")
         monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk")
         monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk")

From 8983eefea57ea39d143f22103b7fa259d5518269 Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Fri, 18 Sep 2026 21:30:32 +0000
Subject: [PATCH 036/162] fix(auth): drop redundant cast on team_object in
 centralized checks

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/user_api_key_auth.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index ced86318d7b..b4d8648c8a9 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -2901,7 +2901,7 @@ async def _run_centralized_common_checks(
 
     await _inherit_org_identity(
         user_api_key_auth_obj=user_api_key_auth_obj,
-        team_object=cast(LiteLLM_TeamTableCachedObj | None, team_object),
+        team_object=team_object,
         prisma_client=prisma_client,
         user_api_key_cache=user_api_key_cache,
         parent_otel_span=parent_otel_span,

From 5e8247a1c004458e5ffd3db49dbc4a0130ee3768 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 17:19:06 +0000
Subject: [PATCH 037/162] fix(team): emit audit events for member_delete and
 role changes and carry the final roster on team create

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    |  90 +++++-
 .../test_team_endpoints.py                    | 304 +++++++++++++++++-
 2 files changed, 379 insertions(+), 15 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 28c12173ea7..8e5d62976fa 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -1784,7 +1784,10 @@ async def new_team(
         )
 
         if is_audit_logging_enabled():
-            _updated_values = complete_team_data.json(exclude_none=True)
+            created_team_snapshot: Final = complete_team_data.model_copy(
+                update={"members_with_roles": list(team_row.members_with_roles)}
+            )
+            _updated_values = created_team_snapshot.json(exclude_none=True)
 
             _updated_values = json.dumps(_updated_values, default=str)
 
@@ -3160,6 +3163,27 @@ def _members_audit_value(members: Sequence[Member]) -> str:
     )
 
 
+async def _create_team_membership_audit_log(
+    team_id: str,
+    before_members: Sequence[Member],
+    after_members: Sequence[Member],
+    user_api_key_dict: UserAPIKeyAuth,
+    litellm_proxy_admin_name: str,
+) -> None:
+    from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
+
+    await create_object_audit_log(
+        object_id=team_id,
+        action="updated",
+        litellm_changed_by=None,
+        user_api_key_dict=user_api_key_dict,
+        litellm_proxy_admin_name=litellm_proxy_admin_name,
+        table_name=LitellmTableNames.TEAM_TABLE_NAME,
+        before_value=_members_audit_value(before_members),
+        after_value=_members_audit_value(after_members),
+    )
+
+
 async def _create_team_member_add_audit_logs(
     team_id: str,
     updated_users: Sequence[LiteLLM_UserTable],
@@ -3191,15 +3215,12 @@ async def _create_team_member_add_audit_logs(
         if user.user_id is not None and user.user_id not in existing_user_ids
     )
 
-    membership_entry: Final = create_object_audit_log(
-        object_id=team_id,
-        action="updated",
-        litellm_changed_by=None,
+    membership_entry: Final = _create_team_membership_audit_log(
+        team_id=team_id,
+        before_members=before_members,
+        after_members=after_members,
         user_api_key_dict=user_api_key_dict,
         litellm_proxy_admin_name=litellm_proxy_admin_name,
-        table_name=LitellmTableNames.TEAM_TABLE_NAME,
-        before_value=_members_audit_value(before_members),
-        after_value=_members_audit_value(after_members),
     )
 
     await asyncio.gather(*created_user_entries, membership_entry)
@@ -3508,7 +3529,33 @@ async def team_member_delete(
     }'
     ```
     """
-    from litellm.proxy.proxy_server import prisma_client, proxy_logging_obj, user_api_key_cache
+    from litellm.proxy.proxy_server import litellm_proxy_admin_name
+
+    existing_team_row, before_members, after_members = await _team_member_delete(
+        data=data, user_api_key_dict=user_api_key_dict
+    )
+
+    if before_members != after_members:
+        await _create_team_membership_audit_log(
+            team_id=existing_team_row.team_id,
+            before_members=before_members,
+            after_members=after_members,
+            user_api_key_dict=user_api_key_dict,
+            litellm_proxy_admin_name=litellm_proxy_admin_name,
+        )
+
+    return existing_team_row
+
+
+async def _team_member_delete(
+    data: TeamMemberDeleteRequest,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> tuple[LiteLLM_TeamTable, tuple[Member, ...], tuple[Member, ...]]:
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_logging_obj,
+        user_api_key_cache,
+    )
 
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
@@ -3672,7 +3719,7 @@ async def team_member_delete(
 
     _emit_team_members_metric(existing_team_row)
 
-    return existing_team_row
+    return existing_team_row, tuple(fresh_members), tuple(new_team_members)
 
 
 @router.post(
@@ -3692,7 +3739,12 @@ async def team_member_update(
 
     Update team member budgets and team member role
     """
-    from litellm.proxy.proxy_server import premium_user, prisma_client, user_api_key_cache
+    from litellm.proxy.proxy_server import (
+        litellm_proxy_admin_name,
+        premium_user,
+        prisma_client,
+        user_api_key_cache,
+    )
 
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
@@ -3800,8 +3852,12 @@ async def team_member_update(
 
     ### update team member role
     if data.role is not None:
+        members_before_role_update: Final = tuple(
+            Member(user_id=member.user_id, user_email=member.user_email, role=member.role)
+            for member in team_table.members_with_roles
+        )
         team_members: Final[list[Member]] = []
-        for member in team_table.members_with_roles:
+        for member in members_before_role_update:
             if member.user_id == received_user_id:
                 team_members.append(
                     Member(
@@ -3820,6 +3876,14 @@ async def team_member_update(
             where={"team_id": data.team_id},
             data={"members_with_roles": json.dumps(_db_team_members)},
         )
+        if members_before_role_update != tuple(team_members):
+            await _create_team_membership_audit_log(
+                team_id=data.team_id,
+                before_members=members_before_role_update,
+                after_members=team_members,
+                user_api_key_dict=user_api_key_dict,
+                litellm_proxy_admin_name=litellm_proxy_admin_name,
+            )
 
     return TeamMemberUpdateResponse(
         team_id=data.team_id,
@@ -4298,7 +4362,7 @@ async def delete_team(
         tasks = []
         for team_member in team_members:
             tasks.append(
-                team_member_delete(
+                _team_member_delete(
                     data=TeamMemberDeleteRequest(
                         team_id=team_row.team_id,
                         user_id=team_member.user_id,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 690b5ae80b6..72c854f1d6c 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -12,6 +12,7 @@ from fastapi.testclient import TestClient
 from pydantic import ValidationError
 
 from litellm._uuid import uuid
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.proxy._types import (
     LiteLLM_BudgetTable,
     LiteLLM_BudgetTableFull,
@@ -23,11 +24,14 @@ from litellm.proxy._types import (
     LiteLLM_TeamTable,
     LiteLLM_TeamTableCachedObj,
     LiteLLM_UserTable,
+    LitellmTableNames,
     LitellmUserRoles,
     Member,
     ProxyErrorTypes,
     ProxyException,
     ResetSpendRequest,
+    TeamInfoMember,
+    TeamInfoResponseObjectTeamTable,
     TeamMemberAddRequest,
     TeamMemberUpdateRequest,
     UpdateTeamRequest,
@@ -68,6 +72,7 @@ from litellm.types.proxy.management_endpoints.team_endpoints import (
     BulkTeamMemberAddResponse,
     TeamMemberAddResult,
 )
+from litellm.types.utils import StandardAuditLogPayload
 from tests.test_litellm.proxy.management_endpoints.jwt_key_mapping_doubles import (
     CascadingJWTMappingTable,
     JWTMappingRow,
@@ -8696,8 +8701,8 @@ async def test_delete_team_persists_deleted_teams(
         "admin",
     )
     monkeypatch.setattr(
-        "litellm.proxy.management_endpoints.team_endpoints.team_member_delete",
-        AsyncMock(return_value=team1),
+        "litellm.proxy.management_endpoints.team_endpoints._team_member_delete",
+        AsyncMock(return_value=(team1, (), ())),
     )
 
     data = DeleteTeamRequest(team_ids=["team-1"])
@@ -13316,6 +13321,301 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
     assert created_user_id not in mock_audit.call_args.kwargs["existing_user_ids"]
 
 
+class _RecordingAuditLogger(CustomLogger):
+    """An audit_log_callbacks sink that keeps every payload it is handed."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self.payloads: list[StandardAuditLogPayload] = []
+
+    async def async_log_audit_log_event(self, audit_log_payload: StandardAuditLogPayload) -> None:
+        self.payloads.append(audit_log_payload)
+
+
+def _wire_audit_log_callback(monkeypatch: pytest.MonkeyPatch) -> _RecordingAuditLogger:
+    """Turn audit logging on and register one recording callback, the way an operator's
+    `litellm_settings.audit_log_callbacks` entry would be."""
+    audit_logger = _RecordingAuditLogger()
+    monkeypatch.setattr("litellm.store_audit_logs", True)
+    monkeypatch.setattr("litellm.audit_log_callbacks", [audit_logger])
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    return audit_logger
+
+
+async def _settle_audit_log_tasks() -> None:
+    """Audit callbacks run on `asyncio.create_task`, so give the loop a few turns."""
+    for _ in range(5):
+        await asyncio.sleep(0)
+
+
+def _team_roster_events(audit_logger: _RecordingAuditLogger, action: str) -> list[StandardAuditLogPayload]:
+    return [
+        p for p in audit_logger.payloads if p["table_name"] == LitellmTableNames.TEAM_TABLE_NAME and p["action"] == action
+    ]
+
+
+def _roster_user_roles(members_json: str | None) -> dict[str, str]:
+    assert members_json is not None
+    return {m["user_id"]: m["role"] for m in json.loads(members_json)["members_with_roles"]}
+
+
+@pytest.mark.asyncio
+async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch):
+    """The `created` event a `/team/new` hands to audit_log_callbacks must list the members
+    the team was created with. The team row is inserted empty and the members attached
+    afterwards, so a snapshot taken from the pre-insert object reports no members and a
+    downstream consumer syncing membership from the event has nothing to sync."""
+    from fastapi import Request
+
+    from litellm.proxy._types import NewTeamRequest
+    from litellm.proxy.management_endpoints.team_endpoints import new_team
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
+    mock_prisma.jsonify_team_object = lambda db_data: db_data
+    mock_prisma.get_data = AsyncMock(return_value=None)
+    mock_prisma.update_data = AsyncMock()
+    created_team = MagicMock()
+    created_team.team_id = "team-audit-roster"
+    created_team.members_with_roles = []
+    created_team.metadata = None
+    created_team.default_team_member_models = None
+    created_team.model_dump.return_value = {"team_id": "team-audit-roster", "members_with_roles": []}
+    mock_prisma.db.litellm_teamtable.create = AsyncMock(return_value=created_team)
+    mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=created_team)
+    mock_prisma.db.litellm_modeltable.create = AsyncMock(return_value=MagicMock(id="model-1"))
+    user_row = MagicMock()
+    user_row.user_id = "alice"
+    user_row.model_dump.return_value = {"user_id": "alice", "teams": ["team-audit-roster"]}
+    mock_prisma.db.litellm_usertable.upsert = AsyncMock(return_value=user_row)
+    mock_prisma.db.litellm_usertable.update_many = AsyncMock()
+    mock_prisma.db.litellm_usertable.find_unique = AsyncMock(return_value=user_row)
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_usertable.update = AsyncMock(return_value=user_row)
+    membership_row = MagicMock()
+    membership_row.model_dump.return_value = {"team_id": "team-audit-roster", "user_id": "alice", "budget_id": None}
+    mock_prisma.db.litellm_teammembership.create = AsyncMock(return_value=membership_row)
+    mock_prisma.db.litellm_auditlog.create = AsyncMock()
+    _wire_team_create_tx(mock_prisma)
+
+    mock_license = MagicMock()
+    mock_license.is_team_count_over_limit.return_value = False
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server._license_check", mock_license)
+    monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin")
+
+    await new_team(
+        data=NewTeamRequest(
+            team_id="team-audit-roster",
+            team_alias="audit-roster",
+            members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+        ),
+        http_request=MagicMock(spec=Request),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1", api_key="sk-a"),
+    )
+    await _settle_audit_log_tasks()
+
+    created_events = _team_roster_events(audit_logger, "created")
+    assert [e["object_id"] for e in created_events] == ["team-audit-roster"]
+    assert _roster_user_roles(created_events[0]["updated_values"]) == {
+        "admin-1": "admin",
+        "alice": "admin",
+        "bob": "user",
+    }
+
+
+@pytest.mark.asyncio
+async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_db_client, mock_admin_auth):
+    """Removing a member must reach audit_log_callbacks as a TEAM_TABLE `updated` event whose
+    before and after rosters differ by exactly the removed user, the same shape
+    `/team/member_add` already emits, so one consumer can diff both directions."""
+    from litellm.proxy._types import TeamMemberDeleteRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    team_row = MagicMock()
+    team_row.model_dump.return_value = {
+        "team_id": "team-del-audit",
+        "members_with_roles": [
+            {"user_id": "alice", "user_email": None, "role": "admin"},
+            {"user_id": "bob", "user_email": None, "role": "user"},
+        ],
+        "team_member_permissions": [],
+        "metadata": {},
+        "models": [],
+        "spend": 0.0,
+    }
+    mock_db_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    user_row = MagicMock()
+    user_row.user_id = "bob"
+    user_row.teams = ["team-del-audit"]
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[user_row])
+    mock_db_client.db.litellm_usertable.update = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_teammembership = MagicMock()
+    mock_db_client.db.litellm_teammembership.delete_many = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_verificationtoken = MagicMock()
+    mock_db_client.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_verificationtoken.delete_many = AsyncMock(return_value=MagicMock())
+    _wire_member_delete_tx(mock_db_client)
+
+    await team_member_delete(
+        data=TeamMemberDeleteRequest(team_id="team-del-audit", user_id="bob"),
+        user_api_key_dict=mock_admin_auth,
+    )
+    await _settle_audit_log_tasks()
+
+    updated_events = _team_roster_events(audit_logger, "updated")
+    assert [e["object_id"] for e in updated_events] == ["team-del-audit"]
+    assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
+    assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin"}
+
+    stale_user_row = MagicMock()
+    stale_user_row.user_id = "carol"
+    stale_user_row.teams = ["team-del-audit"]
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[stale_user_row])
+
+    await team_member_delete(
+        data=TeamMemberDeleteRequest(team_id="team-del-audit", user_id="carol"),
+        user_api_key_dict=mock_admin_auth,
+    )
+    await _settle_audit_log_tasks()
+
+    assert len(_team_roster_events(audit_logger, "updated")) == 1, (
+        "scrubbing a stale team reference off a user row leaves the roster as it was, so no roster event"
+    )
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeypatch):
+    """Changing a member's role must reach audit_log_callbacks as a TEAM_TABLE `updated`
+    event whose before roster carries the old role and whose after roster carries the new one."""
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    mock_prisma_client = MagicMock()
+    team_row = LiteLLM_TeamTable(
+        team_id="team-role-audit",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+
+    def _team_info_as_read_from_db(bob_role: str):
+        return {
+            "team_info": TeamInfoResponseObjectTeamTable(
+                team_id="team-role-audit",
+                metadata={},
+                members_with_roles=(
+                    TeamInfoMember(user_id="alice", role="admin", user_alias="Alice"),
+                    TeamInfoMember(user_id="bob", role=bob_role, user_alias="Bob"),
+                ),
+            ),
+            "team_memberships": [LiteLLM_TeamMembership(user_id="bob", team_id="team-role-audit", budget_id=None)],
+        }
+
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    mock_tx = AsyncMock()
+    mock_prisma_client.tx.return_value.__aenter__ = AsyncMock(return_value=mock_tx)
+    mock_prisma_client.tx.return_value.__aexit__ = AsyncMock(return_value=None)
+
+    with (
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints.team_info",
+            AsyncMock(side_effect=[_team_info_as_read_from_db("user"), _team_info_as_read_from_db("admin")]),
+        ),
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints._upsert_budget_and_membership",
+            AsyncMock(),
+        ),
+    ):
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-role-audit", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+        await _settle_audit_log_tasks()
+
+        updated_events = _team_roster_events(audit_logger, "updated")
+        assert [e["object_id"] for e in updated_events] == ["team-role-audit"]
+        assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
+        assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin", "bob": "admin"}
+
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-role-audit", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+    await _settle_audit_log_tasks()
+
+    assert len(_team_roster_events(audit_logger, "updated")) == 1, (
+        "re-sending the role a member already holds leaves the roster as it was, so no roster event"
+    )
+
+
+@pytest.mark.asyncio
+async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
+    """`/team/delete` removes every member on its way out through the same code path
+    `/team/member_delete` uses. Those removals must not surface as TEAM_TABLE `updated`
+    roster events trailing the `deleted` one: the team is gone, and the `deleted` event
+    already carries the roster it went out with."""
+    from litellm.proxy._types import DeleteTeamRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    members = (Member(user_id="alice", role="admin"), Member(user_id="bob", role="user"))
+    team = LiteLLM_TeamTable(
+        team_id="team-gone",
+        team_alias="gone",
+        members_with_roles=list(members),
+        metadata={},
+        model_max_budget={},
+        model_spend={},
+    )
+    mock_prisma = AsyncMock()
+    mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team)
+    mock_prisma.get_data = AsyncMock(
+        return_value=SimpleNamespace(json=lambda **_kwargs: team.model_dump_json(exclude_none=True))
+    )
+    mock_prisma.delete_data = AsyncMock(return_value={"deleted_keys": 0})
+    mock_prisma.db.litellm_deletedteamtable.create_many = AsyncMock()
+    mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_auditlog.create = AsyncMock()
+    mock_tx = AsyncMock()
+    mock_tx.litellm_proxymodeltable.find_many = AsyncMock(return_value=[])
+    mock_tx_cm = MagicMock()
+    mock_tx_cm.__aenter__ = AsyncMock(return_value=mock_tx)
+    mock_tx_cm.__aexit__ = AsyncMock(return_value=False)
+    mock_prisma.db.tx = MagicMock(return_value=mock_tx_cm)
+    _wire_team_delete_tx(mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin")
+
+    removals = [(team, members, members[1:]), (team, members[1:], ())]
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.team_endpoints._team_member_delete",
+        AsyncMock(side_effect=lambda **_kwargs: removals.pop(0)),
+    )
+
+    await delete_team(
+        data=DeleteTeamRequest(team_ids=["team-gone"]),
+        http_request=MagicMock(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1", api_key="sk-a"),
+        litellm_changed_by=None,
+    )
+    await _settle_audit_log_tasks()
+
+    team_events = [(p["object_id"], p["action"]) for p in audit_logger.payloads if p["table_name"] == "LiteLLM_TeamTable"]
+    assert team_events == [("team-gone", "deleted")]
+
+
 def test_validate_member_user_id_provisioning_caps_the_ids_it_echoes_back():
     """A large member list must not echo every id back in the error body."""
     from litellm.proxy.management_endpoints.team_endpoints import (

From 0e74dd2811f42a5e9a8f4d79b808ea22c704ce71 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 21:18:37 +0000
Subject: [PATCH 038/162] test(team): drop the docstrings from the roster audit
 event tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../test_team_endpoints.py                     | 18 ------------------
 1 file changed, 18 deletions(-)

diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 72c854f1d6c..5a245c96a09 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13322,8 +13322,6 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
 
 
 class _RecordingAuditLogger(CustomLogger):
-    """An audit_log_callbacks sink that keeps every payload it is handed."""
-
     def __init__(self) -> None:
         super().__init__()
         self.payloads: list[StandardAuditLogPayload] = []
@@ -13333,8 +13331,6 @@ class _RecordingAuditLogger(CustomLogger):
 
 
 def _wire_audit_log_callback(monkeypatch: pytest.MonkeyPatch) -> _RecordingAuditLogger:
-    """Turn audit logging on and register one recording callback, the way an operator's
-    `litellm_settings.audit_log_callbacks` entry would be."""
     audit_logger = _RecordingAuditLogger()
     monkeypatch.setattr("litellm.store_audit_logs", True)
     monkeypatch.setattr("litellm.audit_log_callbacks", [audit_logger])
@@ -13343,7 +13339,6 @@ def _wire_audit_log_callback(monkeypatch: pytest.MonkeyPatch) -> _RecordingAudit
 
 
 async def _settle_audit_log_tasks() -> None:
-    """Audit callbacks run on `asyncio.create_task`, so give the loop a few turns."""
     for _ in range(5):
         await asyncio.sleep(0)
 
@@ -13361,10 +13356,6 @@ def _roster_user_roles(members_json: str | None) -> dict[str, str]:
 
 @pytest.mark.asyncio
 async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch):
-    """The `created` event a `/team/new` hands to audit_log_callbacks must list the members
-    the team was created with. The team row is inserted empty and the members attached
-    afterwards, so a snapshot taken from the pre-insert object reports no members and a
-    downstream consumer syncing membership from the event has nothing to sync."""
     from fastapi import Request
 
     from litellm.proxy._types import NewTeamRequest
@@ -13428,9 +13419,6 @@ async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch
 
 @pytest.mark.asyncio
 async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_db_client, mock_admin_auth):
-    """Removing a member must reach audit_log_callbacks as a TEAM_TABLE `updated` event whose
-    before and after rosters differ by exactly the removed user, the same shape
-    `/team/member_add` already emits, so one consumer can diff both directions."""
     from litellm.proxy._types import TeamMemberDeleteRequest
 
     audit_logger = _wire_audit_log_callback(monkeypatch)
@@ -13490,8 +13478,6 @@ async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_d
 
 @pytest.mark.asyncio
 async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeypatch):
-    """Changing a member's role must reach audit_log_callbacks as a TEAM_TABLE `updated`
-    event whose before roster carries the old role and whose after roster carries the new one."""
     audit_logger = _wire_audit_log_callback(monkeypatch)
 
     mock_prisma_client = MagicMock()
@@ -13562,10 +13548,6 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
 
 @pytest.mark.asyncio
 async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
-    """`/team/delete` removes every member on its way out through the same code path
-    `/team/member_delete` uses. Those removals must not surface as TEAM_TABLE `updated`
-    roster events trailing the `deleted` one: the team is gone, and the `deleted` event
-    already carries the roster it went out with."""
     from litellm.proxy._types import DeleteTeamRequest
 
     audit_logger = _wire_audit_log_callback(monkeypatch)

From 2a7dcc77b25ddc77fc842aafad633aa44d42f1ef Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 21:47:32 +0000
Subject: [PATCH 039/162] test(team): mock the membership upsert the member add
 now issues on team create

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../proxy/management_endpoints/test_team_endpoints.py           | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 5a245c96a09..67b8f3bc5f3 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13387,7 +13387,7 @@ async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch
     mock_prisma.db.litellm_usertable.update = AsyncMock(return_value=user_row)
     membership_row = MagicMock()
     membership_row.model_dump.return_value = {"team_id": "team-audit-roster", "user_id": "alice", "budget_id": None}
-    mock_prisma.db.litellm_teammembership.create = AsyncMock(return_value=membership_row)
+    mock_prisma.db.litellm_teammembership.upsert = AsyncMock(return_value=membership_row)
     mock_prisma.db.litellm_auditlog.create = AsyncMock()
     _wire_team_create_tx(mock_prisma)
 

From 209eba6718b09689e25c3caf3cc358a926a67ff0 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 23:28:39 +0000
Subject: [PATCH 040/162] feat(team): carry team_alias on member add, delete
 and role-change audit payloads

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    | 15 ++++++++----
 .../test_team_endpoints.py                    | 23 ++++++++++++++++---
 2 files changed, 31 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 8e5d62976fa..81fd7f44538 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -3150,7 +3150,7 @@ def _validate_member_user_id_provisioning(
     )
 
 
-def _members_audit_value(members: Sequence[Member]) -> str:
+def _members_audit_value(team_alias: str | None, members: Sequence[Member]) -> str:
     """Serialize a team's member list for an audit-log value.
 
     The audit-log columns hold a JSON object, so the member list is nested
@@ -3158,13 +3158,15 @@ def _members_audit_value(members: Sequence[Member]) -> str:
     """
     return safe_dumps(
         {  # mutable-ok: the audit-log JSON column rejects a top-level array, so this value must be an object
-            "members_with_roles": tuple(member.model_dump() for member in members)
+            "team_alias": team_alias,
+            "members_with_roles": tuple(member.model_dump() for member in members),
         }
     )
 
 
 async def _create_team_membership_audit_log(
     team_id: str,
+    team_alias: str | None,
     before_members: Sequence[Member],
     after_members: Sequence[Member],
     user_api_key_dict: UserAPIKeyAuth,
@@ -3179,13 +3181,14 @@ async def _create_team_membership_audit_log(
         user_api_key_dict=user_api_key_dict,
         litellm_proxy_admin_name=litellm_proxy_admin_name,
         table_name=LitellmTableNames.TEAM_TABLE_NAME,
-        before_value=_members_audit_value(before_members),
-        after_value=_members_audit_value(after_members),
+        before_value=_members_audit_value(team_alias, before_members),
+        after_value=_members_audit_value(team_alias, after_members),
     )
 
 
 async def _create_team_member_add_audit_logs(
     team_id: str,
+    team_alias: str | None,
     updated_users: Sequence[LiteLLM_UserTable],
     existing_user_ids: frozenset[str],
     before_members: Sequence[Member],
@@ -3217,6 +3220,7 @@ async def _create_team_member_add_audit_logs(
 
     membership_entry: Final = _create_team_membership_audit_log(
         team_id=team_id,
+        team_alias=team_alias,
         before_members=before_members,
         after_members=after_members,
         user_api_key_dict=user_api_key_dict,
@@ -3460,6 +3464,7 @@ async def team_member_add(
 
     await _create_team_member_add_audit_logs(
         team_id=data.team_id,
+        team_alias=complete_team_data.team_alias,
         updated_users=updated_users,
         existing_user_ids=pre_existing_user_ids,
         before_members=members_before_add,
@@ -3538,6 +3543,7 @@ async def team_member_delete(
     if before_members != after_members:
         await _create_team_membership_audit_log(
             team_id=existing_team_row.team_id,
+            team_alias=existing_team_row.team_alias,
             before_members=before_members,
             after_members=after_members,
             user_api_key_dict=user_api_key_dict,
@@ -3879,6 +3885,7 @@ async def team_member_update(
         if members_before_role_update != tuple(team_members):
             await _create_team_membership_audit_log(
                 team_id=data.team_id,
+                team_alias=team_table.team_alias,
                 before_members=members_before_role_update,
                 after_members=team_members,
                 user_api_key_dict=user_api_key_dict,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 67b8f3bc5f3..0077be9bfbb 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13245,9 +13245,12 @@ def test_members_audit_value_serializes_to_a_json_object():
     """The audit-log columns hold a JSON object; a top-level array is rejected by the DB."""
     from litellm.proxy.management_endpoints.team_endpoints import _members_audit_value
 
-    payload = json.loads(_members_audit_value([Member(user_id="u1", role="admin"), Member(user_id="u2", role="user")]))
+    payload = json.loads(
+        _members_audit_value("my-team", [Member(user_id="u1", role="admin"), Member(user_id="u2", role="user")])
+    )
 
     assert isinstance(payload, dict)
+    assert payload["team_alias"] == "my-team"
     assert [m["user_id"] for m in payload["members_with_roles"]] == ["u1", "u2"]
 
 
@@ -13272,7 +13275,7 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
     monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
     monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "default_user_id")
 
-    team_row = LiteLLM_TeamTable(team_id=team_id, members_with_roles=[])
+    team_row = LiteLLM_TeamTable(team_id=team_id, team_alias="list-audit", members_with_roles=[])
     created_user = LiteLLM_UserTable(
         user_id=created_user_id, user_email="invitee@example.com", max_budget=None, spend=0.0, models=[]
     )
@@ -13319,6 +13322,7 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
 
     mock_audit.assert_called_once()
     assert created_user_id not in mock_audit.call_args.kwargs["existing_user_ids"]
+    assert mock_audit.call_args.kwargs["team_alias"] == "list-audit"
 
 
 class _RecordingAuditLogger(CustomLogger):
@@ -13345,7 +13349,9 @@ async def _settle_audit_log_tasks() -> None:
 
 def _team_roster_events(audit_logger: _RecordingAuditLogger, action: str) -> list[StandardAuditLogPayload]:
     return [
-        p for p in audit_logger.payloads if p["table_name"] == LitellmTableNames.TEAM_TABLE_NAME and p["action"] == action
+        p
+        for p in audit_logger.payloads
+        if p["table_name"] == LitellmTableNames.TEAM_TABLE_NAME and p["action"] == action
     ]
 
 
@@ -13354,6 +13360,11 @@ def _roster_user_roles(members_json: str | None) -> dict[str, str]:
     return {m["user_id"]: m["role"] for m in json.loads(members_json)["members_with_roles"]}
 
 
+def _roster_team_alias(members_json: str | None) -> str | None:
+    assert members_json is not None
+    return json.loads(members_json)["team_alias"]
+
+
 @pytest.mark.asyncio
 async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch):
     from fastapi import Request
@@ -13426,6 +13437,7 @@ async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_d
     team_row = MagicMock()
     team_row.model_dump.return_value = {
         "team_id": "team-del-audit",
+        "team_alias": "del-audit",
         "members_with_roles": [
             {"user_id": "alice", "user_email": None, "role": "admin"},
             {"user_id": "bob", "user_email": None, "role": "user"},
@@ -13459,6 +13471,8 @@ async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_d
     assert [e["object_id"] for e in updated_events] == ["team-del-audit"]
     assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
     assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin"}
+    assert _roster_team_alias(updated_events[0]["before_value"]) == "del-audit"
+    assert _roster_team_alias(updated_events[0]["updated_values"]) == "del-audit"
 
     stale_user_row = MagicMock()
     stale_user_row.user_id = "carol"
@@ -13483,6 +13497,7 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
     mock_prisma_client = MagicMock()
     team_row = LiteLLM_TeamTable(
         team_id="team-role-audit",
+        team_alias="role-audit",
         metadata={},
         members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
     )
@@ -13491,6 +13506,7 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
         return {
             "team_info": TeamInfoResponseObjectTeamTable(
                 team_id="team-role-audit",
+                team_alias="role-audit",
                 metadata={},
                 members_with_roles=(
                     TeamInfoMember(user_id="alice", role="admin", user_alias="Alice"),
@@ -13531,6 +13547,7 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
         assert [e["object_id"] for e in updated_events] == ["team-role-audit"]
         assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
         assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin", "bob": "admin"}
+        assert _roster_team_alias(updated_events[0]["updated_values"]) == "role-audit"
 
         await team_member_update(
             data=TeamMemberUpdateRequest(team_id="team-role-audit", user_id="bob", role="admin"),

From c4272d894f867e1cae416727cf0f57b435d71d94 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Fri, 18 Sep 2026 23:29:11 +0000
Subject: [PATCH 041/162] style(team): wrap the roster audit helper
 comprehensions at 120 columns

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../proxy/management_endpoints/test_team_endpoints.py         | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 0077be9bfbb..d391a3ebf9c 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13611,7 +13611,9 @@ async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
     )
     await _settle_audit_log_tasks()
 
-    team_events = [(p["object_id"], p["action"]) for p in audit_logger.payloads if p["table_name"] == "LiteLLM_TeamTable"]
+    team_events = [
+        (p["object_id"], p["action"]) for p in audit_logger.payloads if p["table_name"] == "LiteLLM_TeamTable"
+    ]
     assert team_events == [("team-gone", "deleted")]
 
 

From 82e3f3980d44f3822fa30ae089d0a034335a402c Mon Sep 17 00:00:00 2001
From: jesus <jesus@berri.ai>
Date: Fri, 18 Sep 2026 23:59:33 +0000
Subject: [PATCH 042/162] refactor(auth): resolve org identity through an
 auth_checks helper

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/auth/auth_checks.py             | 28 ++++++++++++++++++
 litellm/proxy/auth/user_api_key_auth.py       | 29 +++++--------------
 .../auth/test_user_api_key_auth_mcp.py        |  2 +-
 .../mcp_server/test_discoverable_endpoints.py |  2 +-
 .../proxy/auth/test_user_api_key_auth.py      |  2 +-
 5 files changed, 39 insertions(+), 24 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index cdada970956..ba37eed037f 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -4012,6 +4012,34 @@ async def get_org_object(
     return _org_obj
 
 
+async def get_org_object_for_request(
+    org_id: str,
+    prisma_client: PrismaClient,
+    user_api_key_cache: UserApiKeyCache,
+    parent_otel_span: Span | None,
+    proxy_logging_obj: ProxyLogging | None,
+) -> LiteLLM_OrganizationTable | None:
+    try:
+        return await get_org_object(
+            org_id=org_id,
+            prisma_client=prisma_client,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=parent_otel_span,
+            proxy_logging_obj=proxy_logging_obj,
+            include_budget_table=True,
+        )
+    except OrganizationNotFoundError:
+        return None
+    except Exception as e:  # noqa: BLE001  # only a DB outage may fail auth here, anything else degrades to no org limits
+        if (
+            PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e)
+            and not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable()
+        ):
+            raise
+        verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
+        return None
+
+
 async def _get_resources_from_access_groups(
     access_group_ids: Sequence[str],
     resource_field: Literal["access_model_names", "access_mcp_server_ids", "access_agent_ids"],
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index b4d8648c8a9..7ef1c2775ab 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -41,7 +41,6 @@ from litellm.litellm_core_utils.dot_notation_indexing import get_nested_value
 from litellm.proxy._types import *
 from litellm.proxy.auth.auth_checks import (
     ExperimentalUIJWTToken,
-    OrganizationNotFoundError,
     TeamNotFoundError,
     _cache_key_object,
     _can_object_call_model,
@@ -59,7 +58,7 @@ from litellm.proxy.auth.auth_checks import (
     get_jwt_key_mapping_object,
     get_key_end_user_budget_id,
     get_object_permission,
-    get_org_object,
+    get_org_object_for_request,
     get_project_object,
     get_team_membership,
     get_team_object,
@@ -2630,25 +2629,13 @@ async def _inherit_org_identity(
     )
     if user_api_key_auth_obj.org_id is None or already_populated or prisma_client is None:
         return
-    try:
-        org_object: Final = await get_org_object(
-            org_id=user_api_key_auth_obj.org_id,
-            prisma_client=prisma_client,
-            user_api_key_cache=user_api_key_cache,
-            parent_otel_span=parent_otel_span,
-            proxy_logging_obj=proxy_logging_obj,
-            include_budget_table=True,
-        )
-    except OrganizationNotFoundError:
-        return
-    except Exception as e:  # noqa: BLE001  # only a DB outage may fail auth here, anything else degrades to no org limits
-        if (
-            PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e)
-            and not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable()
-        ):
-            raise
-        verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
-        return
+    org_object: Final = await get_org_object_for_request(
+        org_id=user_api_key_auth_obj.org_id,
+        prisma_client=prisma_client,
+        user_api_key_cache=user_api_key_cache,
+        parent_otel_span=parent_otel_span,
+        proxy_logging_obj=proxy_logging_obj,
+    )
     if org_object is None:
         return
     user_api_key_auth_obj.organization_alias = org_object.organization_alias
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index a0fb76349b2..4380df194ed 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5746,7 +5746,7 @@ class TestMCPDcrBridgeDelegateAdmission:
         patchers = [
             patch("litellm.proxy.auth.auth_checks.get_key_object", get_key_object),
             patch(  # test-quality-ok: central auth now resolves org limits; this fixture models a missing org row
-                "litellm.proxy.auth.user_api_key_auth.get_org_object", get_org_object
+                "litellm.proxy.auth.auth_checks.get_org_object", get_org_object
             ),
             patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
             patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 200df078e00..3556722ff6e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -11874,7 +11874,7 @@ async def test_oauth_credential_write_keeps_virtual_key_permissions(
 
     handler, signing_key = jwt_oauth_identity
     monkeypatch.setattr(
-        "litellm.proxy.auth.user_api_key_auth.get_org_object",
+        "litellm.proxy.auth.auth_checks.get_org_object",
         AsyncMock(side_effect=OrganizationNotFoundError("Organization doesn't exist in db.")),
     )
     key: Final = "sk-oauth-permission-test"
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 761bd454eaf..8593be751fa 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -6065,7 +6065,7 @@ async def test_centralized_common_checks_inherits_org_identity(
                 return_value=fetched_team,
             ) as mock_get_team_object,
             patch(  # test-quality-ok: centralized auth calls this module helper directly; no dependency injection seam exists
-                "litellm.proxy.auth.user_api_key_auth.get_org_object",
+                "litellm.proxy.auth.auth_checks.get_org_object",
                 new_callable=AsyncMock,
                 return_value=organization,
             ) as mock_get_org_object,

From 95c1d5b0a6a4e1d36afc779adfd1c8a17dd486cc Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 00:33:46 +0000
Subject: [PATCH 043/162] feat(otel v2): name and re-root the kept generation
 under llm_only, widening to the account's widest scope

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../integrations/otel/plumbing/providers.py   |  62 +++++++--
 .../otel/test_otel_v2_destinations.py         | 124 +++++++++++++++++-
 2 files changed, 170 insertions(+), 16 deletions(-)

diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index c43c49141e5..2c4375ce5f7 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -35,12 +35,13 @@ from opentelemetry.sdk.trace.export import (
 from opentelemetry.sdk.trace.export.in_memory_span_exporter import (
     InMemorySpanExporter,
 )
-from opentelemetry.trace import Span, SpanKind, Status, Tracer
+from opentelemetry.trace import Span, SpanContext, SpanKind, Status, Tracer
 from opentelemetry.util.re import parse_env_headers
 from opentelemetry.util.types import Attributes, AttributeValue
 
 from litellm._logging import verbose_logger
 from litellm._version import version as litellm_version
+from litellm.integrations.otel.mappers.langfuse import LANGFUSE_TRACE_NAME
 from litellm.integrations.otel.model.config import ExporterOwner, ExporterSpec, OpenTelemetryV2Config
 from litellm.integrations.otel.model.semconv import (
     DB,
@@ -380,8 +381,8 @@ _URL_KEYS: Final = frozenset({"http.url", "http.target", "url.full"})
 _URL_QUERY_KEY: Final = "url.query"
 
 
-class _TenantSpanView(ReadableSpan):
-    """A ``ReadableSpan`` view for one destination, leaving the operator's own span alone."""
+class _SpanView(ReadableSpan):
+    """A ``ReadableSpan`` view for one exporter, leaving the span every other exporter sees alone."""
 
     def __init__(
         self,
@@ -390,11 +391,12 @@ class _TenantSpanView(ReadableSpan):
         attributes: Attributes,
         events: Sequence[Event],
         status: Status,
+        parent: SpanContext | None,
     ) -> None:
         super().__init__(
             name=inner.name,
             context=inner.context,
-            parent=inner.parent,
+            parent=parent,
             resource=resource,
             attributes=attributes,
             events=events,
@@ -431,6 +433,23 @@ def _in_scope(span: ReadableSpan, scope: "OtelSpanScope") -> bool:
     return scope == "full" or is_llm_call_span(span)
 
 
+def _scoped(span: ReadableSpan, scope: "OtelSpanScope") -> ReadableSpan:
+    """Under ``llm_only`` the model call is the only span the exporter gets, so it goes out as the
+    trace's root (its parent is the request span that is held back) and, unless the caller named the
+    trace, its own name doubles as ``langfuse.trace.name`` so Langfuse does not show "Unnamed trace"."""
+    if scope == "full":
+        return span
+    attributes: Final = span.attributes or _NO_ATTRIBUTES
+    named: Final = (
+        attributes
+        if LANGFUSE_TRACE_NAME in attributes
+        else MappingProxyType({**attributes, LANGFUSE_TRACE_NAME: span.name})
+    )
+    if span.parent is None and named is attributes:
+        return span
+    return _SpanView(span, span.resource, named, span.events, span.status, parent=None)
+
+
 def _guardrail_unreachable(attributes: Mapping[str, AttributeValue]) -> bool:
     return attributes.get(LiteLLM.GUARDRAIL_STATUS) in _GUARDRAIL_UNREACHABLE_STATUSES
 
@@ -501,7 +520,7 @@ def _for_destination(span: ReadableSpan, destination: "OtelDestination") -> Read
         return span
     resource: Final = span.resource.merge(Resource(extra)) if extra else span.resource
     status: Final = span.status if owned else Status(span.status.status_code)
-    return _TenantSpanView(span, resource, kept, events, status)
+    return _SpanView(span, resource, kept, events, status, parent=span.parent)
 
 
 class TenantFanOutSpanProcessor(SpanProcessor):
@@ -552,7 +571,7 @@ class TenantFanOutSpanProcessor(SpanProcessor):
             if processor is None:
                 continue
             try:
-                processor.on_end(_for_destination(span, destination))
+                processor.on_end(_scoped(_for_destination(span, destination), destination.span_scope))
             except Exception as exc:  # noqa: BLE001  # one destination's failure must not cost the others their span
                 verbose_logger.debug("OTel V2 fan-out: forwarding to %s failed: %s", destination.endpoint, exc)
             finally:
@@ -779,13 +798,23 @@ class _OverriddenBackendFilter(SpanProcessor):
     straight through and the operator keeps its copy.
 
     ``scope`` narrows what the exporter receives independently of that: under
-    ``llm_only`` the model-call spans go through and the rest of the tree is held back.
+    ``llm_only`` the model-call spans go through as trace roots and the rest of the
+    tree is held back, unless a destination of the request names ``sink``, the account
+    this exporter writes to, with a wider scope: the fan-out then delivers the rest of
+    the tree there and the model call keeps its place in it.
     """
 
-    def __init__(self, inner: SpanProcessor, owner: str | None, scope: "OtelSpanScope" = "full") -> None:
+    def __init__(
+        self,
+        inner: SpanProcessor,
+        owner: str | None,
+        scope: "OtelSpanScope" = "full",
+        sink: _SinkKey | None = None,
+    ) -> None:
         self._inner: Final = inner
         self._owner: Final = owner
         self._scope: Final = scope
+        self._sink: Final = sink
 
     def on_start(self, span: SDKSpan, parent_context: Context | None = None) -> None:
         self._inner.on_start(span, parent_context)
@@ -793,7 +822,17 @@ class _OverriddenBackendFilter(SpanProcessor):
     def on_end(self, span: ReadableSpan) -> None:
         if self._owner in suppressed_backends() or not _in_scope(span, self._scope):
             return
-        self._inner.on_end(span)
+        self._inner.on_end(_scoped(span, self._account_scope()))
+
+    def _account_scope(self) -> "OtelSpanScope":
+        if self._scope == "full" or self._sink is None:
+            return self._scope
+        shared: Final = tuple(
+            destination.span_scope
+            for destination in request_destinations()
+            if _sink_key(destination.endpoint, destination.headers) == self._sink
+        )
+        return _widest((self._scope, *shared))
 
     def shutdown(self) -> None:
         self._inner.shutdown()
@@ -1093,8 +1132,11 @@ def build_tracer_provider(
         )
         owner = spec.owner.value if tenant_overrides and spec.owner is not None else None
         scope = _operator_scope(config, spec)
+        sink = _sink_key(spec.endpoint, parse_headers(spec.headers)) if _exports_to_the_wire(spec) else None
         provider.add_span_processor(
-            _OverriddenBackendFilter(processor, owner, scope) if owner is not None or scope != "full" else processor
+            _OverriddenBackendFilter(processor, owner, scope, sink)
+            if owner is not None or scope != "full"
+            else processor
         )
     return provider
 
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index f4c06c4647e..17f21f28adf 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -1559,7 +1559,9 @@ class TestSpanScope:
     def _same_account_provider(shared, operator_scope):
         provider = TracerProvider()
         provider.add_span_processor(
-            _OverriddenBackendFilter(SimpleSpanProcessor(shared), "langfuse_otel", operator_scope)
+            _OverriddenBackendFilter(
+                SimpleSpanProcessor(shared), "langfuse_otel", operator_scope, TestRoutingMode.OPERATOR_SINK
+            )
         )
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
@@ -1599,17 +1601,127 @@ class TestSpanScope:
         assert frozenset(finished) == expected
         assert len(finished) == len(expected), "the same account received a span twice"
 
-    def test_a_kept_generation_still_hangs_off_the_request_trace_with_its_trace_controls(self, monkeypatch):
+    def test_a_full_team_on_the_operators_llm_only_project_gets_one_whole_tree(self, monkeypatch):
+        """The operator's exporter writes the model call, the fan-out the rest, and Langfuse
+        upserts by span id: a re-rooted, self-named generation there would replace the one
+        parented under the request span and rename the whole trace after itself."""
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, "llm_only"), (self._same_account_destination("full"),))
+
+        whole = {s.name: s for s in shared.get_finished_spans()}
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+
+    def test_an_llm_only_team_on_the_operators_llm_only_project_gets_re_rooted_generations(self, monkeypatch):
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, "llm_only"), (self._same_account_destination("llm_only"),))
+
+        kept = {s.name: s for s in shared.get_finished_spans()}["chat claude-haiku"]
+        assert kept.parent is None
+        assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_full_team_on_another_account_does_not_widen_the_operators_llm_only_exporter(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator = InMemorySpanExporter()
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(
+                SimpleSpanProcessor(operator), "langfuse_otel", "llm_only", TestRoutingMode.OPERATOR_SINK
+            )
+        )
+        provider.add_span_processor(TenantFanOutSpanProcessor(processor_factory=lambda _d: None))
+
+        self._run(provider, (LANGFUSE_DEST,))
+
+        kept = {s.name: s for s in operator.get_finished_spans()}["chat claude-haiku"]
+        assert names(operator) == LLM_SPANS
+        assert kept.parent is None
+        assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_built_provider_knows_which_account_its_llm_only_exporter_writes_to(self, monkeypatch):
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", lambda _spec: shared)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[
+                ExporterSpec(
+                    kind="otlp_http",
+                    endpoint=TestRoutingMode.OPERATOR_SINK[0],
+                    headers="authorization=Basic op",
+                    owner=ExporterOwner.LANGFUSE_OTEL,
+                )
+            ],
+        )
+        provider = build_tracer_provider(config, use_simple_processor=True)
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda _d: SimpleSpanProcessor(shared),
+                operator_sinks=operator_sink_scopes(config),
+            )
+        )
+
+        self._run(provider, (self._same_account_destination("full"),))
+
+        whole = {s.name: s for s in shared.get_finished_spans()}
+        assert frozenset(whole) == REQUEST_TREE
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+
+    def test_a_kept_generation_becomes_the_root_of_the_request_trace_with_its_trace_controls(self, monkeypatch):
         self._additive(monkeypatch)
         operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
 
         self._run(self._operator_provider(operator, tenant), (LLM_ONLY_DEST,))
 
-        root = next(s for s in operator.get_finished_spans() if s.name == "POST /v1/chat/completions")
+        full = {s.name: s for s in operator.get_finished_spans()}
         kept = {s.name: s for s in tenant.get_finished_spans()}["chat gpt-4"]
-        assert kept.context.trace_id == root.context.trace_id
-        assert kept.parent is not None and kept.parent.span_id == root.context.span_id, "no reparenting"
-        assert {k: kept.attributes[k] for k in TRACE_CONTROLS} == dict(TRACE_CONTROLS)
+        assert kept.context == full["chat gpt-4"].context, "same trace id and span id as the operator's copy"
+        assert kept.parent is None, "its parent is the request span the tenant never receives"
+        assert {k: kept.attributes[k] for k in TRACE_CONTROLS} == dict(TRACE_CONTROLS), "the caller's trace name wins"
+        assert full["chat gpt-4"].parent == full["POST /v1/chat/completions"].context, (
+            "the operator's copy is untouched"
+        )
+
+    def test_a_kept_generation_with_no_trace_name_is_named_after_itself(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        for exporter in (operator, tenant):
+            kept = {s.name: s for s in exporter.get_finished_spans()}["chat claude-haiku"]
+            assert kept.parent is None
+            assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+            assert kept.attributes["gen_ai.request.model"] == "claude-haiku", "the rest of the attributes stay"
+
+    def test_narrowing_one_exporter_leaves_the_other_exporters_view_of_the_span_alone(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LANGFUSE_DEST,))
+
+        whole = {s.name: s for s in tenant.get_finished_spans()}
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+        narrowed = {s.name: s for s in operator.get_finished_spans()}["chat claude-haiku"]
+        assert narrowed.parent is None
+        assert narrowed.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_full_scope_exporter_gets_the_generation_under_its_request_span_and_unnamed(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LANGFUSE_DEST,))
+
+        for exporter in (operator, tenant):
+            whole = {s.name: s for s in exporter.get_finished_spans()}
+            assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+            assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
 
     def test_a_non_langfuse_destination_of_the_same_request_keeps_the_full_tree(self, monkeypatch):
         self._additive(monkeypatch)

From 6c8f1c22e01d32cd28d57af9b4d1a7bee6229e58 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 00:35:56 +0000
Subject: [PATCH 044/162] test(e2e): cover MCP OAuth happy path through gateway

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/e2e/CLAUDE.md                           |   8 +-
 tests/e2e/conftest.py                         |   7 +
 tests/e2e/coverage_registry/mcp.yaml          |   8 +
 tests/e2e/e2e_config.py                       |   1 +
 tests/e2e/mcp/oauth_chat_client.py            | 146 ++++++++++++++++--
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 121 +++++++++++++++
 tests/e2e/models.py                           |  26 +++-
 tests/e2e/proxy_client.py                     |  11 ++
 tests/e2e/pytest.ini                          |   1 +
 9 files changed, 306 insertions(+), 23 deletions(-)
 create mode 100644 tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 0541ce25d4b..0cdc0fdb124 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -14,7 +14,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `quota_management/` - quota enforcement and accounting, one subfolder per behavior: `ratelimit/` (rpm/tpm blocks, window reset, pacing headers on live traffic), `budgets/` (budget definition, enforcement, and reset windows: key, team, tag, soft, multi-window), and `spend_tracking/` (spend logging and cost attribution on `/spend/*`)
 - `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials (API surface; not Playwright)
 - `a2a/` - the A2A (agent-to-agent) surface: admin registration via `/v1/agents`, proxy-fronted card discovery at `/.well-known/agent-card.json`, and JSON-RPC `message/send` invocation, driving agents backed by the litellm completion bridge (a real provider) and asserting protocol-version normalization (0.3 vs 1.0)
-- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion lists and executes the server's tools with the stored per-user token
+- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions` in `test_mcp_chat_completion_oauth_e2e.py` and direct MCP protocol operations in `test_mcp_oauth_happy_path_e2e.py`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion or protocol call lists and executes the server's tools with the stored per-user token
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
 - `router/` - routing and reliability behavior (fallbacks, cooldowns) plus the memory regression test (`test_reliability_memory_e2e.py`: a few hundred failing requests with retries and fallbacks must not grow proxy RSS past a fixed budget nor store a request snapshot past a fixed size, the release-gate check for the v1.100.0 retry-breadcrumb leak)
@@ -26,14 +26,14 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 
 ## MCP suite: real Datadog only
 
-Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
+Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server, except the two Linear OAuth tests `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
 
 - Register via `register_datadog_mcp` in `tests/e2e/mcp/datadog_mcp.py` (or extend that helper if you need a different `toolsets=` / `allowed_tools` slice of the same Datadog endpoint). That posts `/v1/mcp/server` with `url=datadog_mcp_url(...)` and static headers `DD-API-KEY` / `DD-APPLICATION-KEY` from the process env
 - Auth is Datadog's documented CI/header path, not a browser OAuth authorize/token dance. Hard-fail when `DD_API_KEY` or `DD_APP_KEY` is missing (`assert_dd_mcp_creds`); never skip for a missing fake upstream
 - Prefer calling real Datadog tools that prove the product path (e.g. `search_datadog_logs` for list/call and permission denials). Seed a unique marker (`e2e-datadog-mcp-*`) in a chat completion when you need a log the tool can find; dual-read with `dd_logs` from conftest when delivery matters
 - Delete the MCP server (and any keys) through `resources.defer` the same way every other suite tears down
 - If a new MCP behavior cannot be covered with Datadog's tool surface, say so in the PR and get agreement before inventing another upstream; the default is always Datadog
-- The one standing exception is `test_mcp_chat_completion_oauth_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so it cannot exercise gateway-managed OAuth or per-user token seeding in any form. That test drives a real Linear MCP server instead; it is still a real remote upstream, so the no-mock, no-fixture rule above holds unchanged
+- The two standing exceptions are `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so these tests drive a real Linear MCP server instead; they are still real remote upstreams, so the no-mock, no-fixture rule above holds unchanged
 
 ## Lay the pattern down in a class
 
@@ -152,7 +152,7 @@ MCPs - endpoint features with the protocol op as the variant
 mcp.<operation>.<auth_family>.<assertion>
   operation   : list_tools | call_tool | list_resources | read_resource | list_prompts | get_prompt
   auth_family : none | api_key | bearer | oauth
-  assertion   : succeeds | denied_without_permission
+  assertion   : succeeds | denied_without_permission | persists_across_processes
   e.g.  mcp.call_tool.oauth.succeeds
 ```
 
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index e83827fac74..d7d173c93d4 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -28,6 +28,7 @@ from e2e_config import (
     FIXTURE_DIR,
     FIXTURE_MODE_RAW,
     MANAGED_FILES_OPT_IN_ENV,
+    MCP_OAUTH_LIVE_OPT_IN_ENV,
     PROMPT_CACHING_OPT_IN_ENV,
     PROXY_BASE_URL,
     REDIS_CHAOS_OPT_IN_ENV,
@@ -56,6 +57,7 @@ OPT_IN_MARKERS: Final = MappingProxyType(
         "prompt_caching_stack": PROMPT_CACHING_OPT_IN_ENV,
         "redis_chaos": REDIS_CHAOS_OPT_IN_ENV,
         "cli_determinism": CLI_DETERMINISM_OPT_IN_ENV,
+        "mcp_oauth_live": MCP_OAUTH_LIVE_OPT_IN_ENV,
     }
 )
 
@@ -132,6 +134,11 @@ def pytest_configure(config: pytest.Config) -> None:
         "redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from "
         "gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set",
     )
+    config.addinivalue_line(
+        "markers",
+        "mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless "
+        "E2E_MCP_OAUTH_LIVE is set",
+    )
 
 
 def pytest_sessionstart(session: pytest.Session) -> None:
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
index a7d4135d550..05013389d77 100644
--- a/tests/e2e/coverage_registry/mcp.yaml
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -71,6 +71,14 @@
   assertions: [succeeds]
   source: "db.py user_oauth_credential lookup"
   rationale: OAuth2 token passthrough; per-user credential storage
+- id: mcp.call_tool.oauth.persists_across_processes
+  module: mcp
+  tier: P1
+  operation: call_tool
+  auth_family: oauth
+  assertions: [persists_across_processes]
+  source: "outbound_credentials/per_user_oauth_store.py V2PerUserTokenStore"
+  rationale: Stored per-user token is resolved by a gateway process that did not run the consent
 - id: mcp.list_tools.none.succeeds
   module: mcp
   tier: P1
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 11c52d1398c..740540b25bc 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -144,6 +144,7 @@ MANAGED_FILES_OPT_IN_ENV = "E2E_MANAGED_FILES_STACK"
 PROMPT_CACHING_OPT_IN_ENV = "E2E_PROMPT_CACHING_STACK"
 REDIS_CHAOS_OPT_IN_ENV = "E2E_REDIS_CHAOS"
 CLI_DETERMINISM_OPT_IN_ENV = "E2E_CLI_DETERMINISM"
+MCP_OAUTH_LIVE_OPT_IN_ENV: Final = "E2E_MCP_OAUTH_LIVE"
 ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index 2eaf512cfa5..1b437fea76a 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -18,20 +18,28 @@ import asyncio
 import re
 import time
 from dataclasses import dataclass
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Final
 from urllib.parse import parse_qsl
 
 import httpx
 import pytest
+from e2e_config import PROXY_BASE_URL, REQUEST_TIMEOUT
+from e2e_http import AuthHeaders, NoBody, unwrap
 from mcp import ClientSession
 from mcp.client.auth import OAuthClientProvider
 from mcp.client.streamable_http import streamable_http_client
 from mcp.shared.auth import OAuthClientInformationFull, OAuthClientMetadata, OAuthToken
-
-from e2e_config import PROXY_BASE_URL, REQUEST_TIMEOUT
+from mcp.types import TextContent
+from models import (
+    ChatBody,
+    ChatResponse,
+    McpOauthUserCredentialStatus,
+    McpServerCreateBody,
+    McpServerInfo,
+    McpServerUserCredentialListResponse,
+    McpServerUserCredentialRow,
+)
 from proxy_client import ProxyClient
-from e2e_http import AuthHeaders, NoBody, unwrap
-from models import ChatBody, ChatResponse, McpServerCreateBody, McpServerInfo
 
 if TYPE_CHECKING:
     from playwright.async_api import Route
@@ -44,8 +52,8 @@ OAUTH_CLIENT_REDIRECT_URI = "http://127.0.0.1:53682/e2e/callback"
 BROWSER_CONSENT_TIMEOUT = 60.0
 
 
-def _mcp_url(alias: str) -> str:
-    return f"{PROXY_BASE_URL}/{alias}/mcp"
+def _mcp_url(alias: str, base_url: str = PROXY_BASE_URL) -> str:
+    return f"{base_url.rstrip('/')}/{alias}/mcp"
 
 
 class InMemoryTokenStorage:
@@ -88,7 +96,7 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
         if url.startswith(OAUTH_CLIENT_REDIRECT_URI) and "url" not in captured:
             captured["url"] = url
 
-    async def _swallow_redirect(route: "Route") -> None:
+    async def _swallow_redirect(route: Route) -> None:
         await route.fulfill(status=200, content_type="text/plain", body="ok")
 
     async with async_playwright() as playwright:
@@ -128,17 +136,23 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
     return params["code"], params.get("state")
 
 
-def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path: str) -> OAuthClientProvider:
+def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path: str | None) -> OAuthClientProvider:
     """The SDK's real OAuth machinery (RFC 9728/8414 discovery, RFC 7591 DCR,
     PKCE, token exchange) with the browser leg driven by Playwright against the
     upstream's consent screen."""
     code_holder: dict[str, str | None] = {}  # mutable-ok: hand-off between the two SDK callbacks
 
-    async def redirect_handler(authorize_url: str) -> None:
+    async def _reject_redirect(_: str) -> None:
+        raise AssertionError("gateway demanded a fresh upstream consent; stored per-user token was not reused")
+
+    async def _follow_redirect(authorize_url: str) -> None:
+        assert storage_state_path is not None
         code, state = await _browser_follow_authorize(authorize_url, storage_state_path)
         code_holder["code"] = code
         code_holder["state"] = state
 
+    redirect_handler: Final = _reject_redirect if storage_state_path is None else _follow_redirect
+
     async def callback_handler() -> tuple[str, str | None]:
         code = code_holder.get("code")
         assert code is not None, "callback_handler ran before the authorize redirect completed"
@@ -167,24 +181,38 @@ class _HeaderInjectingTransport(httpx.AsyncBaseTransport):
     store the upstream token for from the key on the token exchange, exactly
     like a production MCP host configured with a LiteLLM key header."""
 
-    def __init__(self, inner: httpx.AsyncBaseTransport, headers: dict[str, str]) -> None:
+    def __init__(self, inner: httpx.AsyncBaseTransport, headers: dict[str, str], gateway_url: str) -> None:
         self._inner = inner
         self._headers = headers
+        self._gateway_url = httpx.URL(gateway_url)
+
+    @staticmethod
+    def _port(url: httpx.URL) -> int | None:
+        if url.port is not None:
+            return url.port
+        return {"http": 80, "https": 443}.get(url.scheme)
 
     async def handle_async_request(self, request: httpx.Request) -> httpx.Response:
-        for name, value in self._headers.items():
-            if name not in request.headers:
-                request.headers[name] = value
+        same_origin: Final = (
+            request.url.scheme == self._gateway_url.scheme
+            and request.url.host == self._gateway_url.host
+            and self._port(request.url) == self._port(self._gateway_url)
+        )
+        if same_origin:
+            for name, value in self._headers.items():
+                if name not in request.headers:
+                    request.headers[name] = value
         return await self._inner.handle_async_request(request)
 
 
-def _oauth_http_client(headers: dict[str, str], auth: OAuthClientProvider) -> httpx.AsyncClient:
+def _oauth_http_client(
+    headers: dict[str, str], auth: OAuthClientProvider, gateway_url: str = PROXY_BASE_URL
+) -> httpx.AsyncClient:
     return httpx.AsyncClient(
-        headers=headers,
         auth=auth,
         timeout=httpx.Timeout(REQUEST_TIMEOUT),
         follow_redirects=True,
-        transport=_HeaderInjectingTransport(httpx.AsyncHTTPTransport(), headers),
+        transport=_HeaderInjectingTransport(httpx.AsyncHTTPTransport(), headers, gateway_url),
     )
 
 
@@ -199,6 +227,38 @@ async def _seed_via_dance(
                 return tuple(sorted(tool.name for tool in listed.tools))
 
 
+@dataclass(frozen=True, slots=True)
+class OauthToolRun:
+    tools: tuple[str, ...]
+    is_error: bool
+    text: str
+
+
+async def _list_and_call(
+    url: str,
+    headers: dict[str, str],
+    storage: InMemoryTokenStorage,
+    storage_state_path: str | None,
+    tool: str,
+    arguments: dict[str, str],
+    gateway_url: str = PROXY_BASE_URL,
+) -> OauthToolRun:
+    async with _oauth_http_client(
+        headers, _oauth_provider(url, storage, storage_state_path), gateway_url
+    ) as http_client:
+        async with streamable_http_client(url, http_client=http_client) as (read, write, _):
+            async with ClientSession(read, write) as session:
+                await session.initialize()
+                listed: Final = await session.list_tools()
+                result: Final = await session.call_tool(tool, arguments)
+                text: Final = "".join(content.text for content in result.content if isinstance(content, TextContent))
+                return OauthToolRun(
+                    tools=tuple(sorted(tool_item.name for tool_item in listed.tools)),
+                    is_error=result.isError,
+                    text=text,
+                )
+
+
 @dataclass(frozen=True, slots=True)
 class ChatMcpClient:
     proxy: ProxyClient
@@ -252,6 +312,58 @@ class ChatMcpClient:
             f"last error: {last_error!r}"
         )
 
+    def list_and_call(
+        self,
+        alias: str,
+        headers: dict[str, str],
+        storage: InMemoryTokenStorage,
+        storage_state_path: str | None,
+        tool: str,
+        arguments: dict[str, str],
+        base_url: str = PROXY_BASE_URL,
+    ) -> OauthToolRun:
+        deadline: Final = time.monotonic() + self.proxy.poll_timeout
+        last_error: Exception | None = None
+        while time.monotonic() < deadline:
+            try:
+                return asyncio.run(
+                    _list_and_call(
+                        _mcp_url(alias, base_url),
+                        headers,
+                        storage,
+                        storage_state_path,
+                        tool,
+                        arguments,
+                        base_url,
+                    )
+                )
+            except Exception as exc:  # noqa: BLE001 - retried to the deadline; the last error surfaces below
+                last_error = exc
+                time.sleep(self.proxy.poll_interval)
+        pytest.fail(
+            f"list and call for {alias!r} never completed within {self.proxy.poll_timeout}s; last error: {last_error!r}"
+        )
+
+    def server_user_credentials(self, server_id: str) -> tuple[McpServerUserCredentialRow, ...]:
+        return unwrap(
+            self.proxy.transport.get(
+                f"/v1/mcp/server/{server_id}/user-credentials",
+                headers=self.proxy.transport.master,
+                params=NoBody(),
+                response_type=McpServerUserCredentialListResponse,
+            )
+        ).root
+
+    def revoke_user_token(self, server_id: str, headers: AuthHeaders) -> None:
+        _ = unwrap(
+            self.proxy.transport.delete(
+                f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                headers=headers,
+                json=NoBody(),
+                response_type=McpOauthUserCredentialStatus,
+            )
+        )
+
     def chat_with_mcp(self, headers: AuthHeaders, body: ChatBody) -> ChatResponse:
         """POST /chat/completions carrying the LiteLLM key in `headers` (either
         ingress form) with an MCP server attached in `body.tools`. The gateway
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
new file mode 100644
index 00000000000..b35cadd7d55
--- /dev/null
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -0,0 +1,121 @@
+"""Live e2e coverage for the gateway-managed MCP OAuth protocol path.
+
+The test creates a JWT-authorized user, completes real Linear authorization
+consent, lists and calls a tool immediately through the per-server MCP route,
+and verifies the canonical per-user credential row. It then uses a fresh SDK
+client against one gateway URL or a configured replica URL. With one gateway
+URL, that second run proves fresh-client reuse only. With replica URLs, it
+proves that a process which did not run consent resolves the stored token.
+"""
+
+from __future__ import annotations
+
+import os
+from typing import Final
+
+import pytest
+from e2e_config import (
+    LINEAR_MCP_URL,
+    LINEAR_STORAGE_STATE,
+    PROXY_BASE_URL,
+    PROXY_REPLICA_URLS,
+    unique_marker,
+)
+from e2e_http import AuthHeaders
+from lifecycle import ResourceManager
+from models import McpServerCreateBody, ObjectPermission, TeamUpdateBody
+from proxy_client import ProxyClient
+
+pytest.importorskip("mcp", reason="mcp SDK not installed; run `uv sync --inexact --group e2e-dev`")
+pytest.importorskip(
+    "playwright.async_api",
+    reason="playwright not installed; run `uv pip install playwright` and `playwright install chromium`",
+)
+
+from idp import Identity, Keycloak  # noqa: E402
+from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, build_chat_client  # noqa: E402
+from test_mcp_chat_completion_oauth_e2e import LINEAR_READONLY_TOOL  # noqa: E402
+
+pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live]
+
+
+@pytest.fixture(scope="session")
+def chat_client(proxy: ProxyClient) -> ChatMcpClient:
+    return build_chat_client(proxy)
+
+
+class TestMcpOauthHappyPath:
+    @pytest.mark.covers("mcp.list_tools.oauth.succeeds")
+    @pytest.mark.covers("mcp.call_tool.oauth.succeeds")
+    @pytest.mark.covers("mcp.call_tool.oauth.persists_across_processes")
+    def test_jwt_user_lists_and_calls_then_reconnects_from_another_gateway(
+        self,
+        chat_client: ChatMcpClient,
+        resources: ResourceManager,
+        jwt_identity: Identity,
+        idp: Keycloak,
+    ) -> None:
+        assert LINEAR_STORAGE_STATE and os.path.exists(LINEAR_STORAGE_STATE), (
+            "E2E_MCP_OAUTH_LIVE is set but E2E_LINEAR_STORAGE_STATE does not point at a captured "
+            "Linear session (run mcp/linear_session_capture.py)"
+        )
+
+        alias: Final = f"e2elinear{unique_marker()}"
+        created: Final = chat_client.create_server(
+            McpServerCreateBody(
+                alias=alias,
+                url=LINEAR_MCP_URL,
+                allow_all_keys=False,
+                auth_type="oauth2",
+                oauth2_flow="authorization_code",
+                per_server_oauth_discovery=True,
+            )
+        )
+        resources.defer(lambda: chat_client.delete_server(created.server_id))
+
+        chat_client.proxy.update_team(
+            TeamUpdateBody(
+                team_id=jwt_identity.group,
+                object_permission=ObjectPermission(mcp_servers=[created.server_id]),
+            )
+        )
+
+        token: Final = idp.access_token(jwt_identity)
+        headers: Final = {"x-litellm-api-key": f"Bearer {token}"}
+        storage: Final = InMemoryTokenStorage()
+        first_run: Final = chat_client.list_and_call(
+            alias,
+            headers,
+            storage,
+            LINEAR_STORAGE_STATE,
+            LINEAR_READONLY_TOOL,
+            {},
+        )
+        assert f"{alias}-{LINEAR_READONLY_TOOL}" in first_run.tools
+        assert first_run.is_error is False
+        assert first_run.text.strip() != ""
+
+        credentials: Final = chat_client.server_user_credentials(created.server_id)
+        assert len(credentials) == 1
+        assert credentials[0].user_id == jwt_identity.user_id
+        assert credentials[0].credential_type == "oauth2"
+        resources.defer(
+            lambda: chat_client.revoke_user_token(
+                created.server_id,
+                AuthHeaders.model_validate(headers),
+            )
+        )
+
+        replica: Final = PROXY_REPLICA_URLS[-1] if len(PROXY_REPLICA_URLS) > 1 else PROXY_BASE_URL
+        second_run: Final = chat_client.list_and_call(
+            alias,
+            {"x-litellm-api-key": f"Bearer {idp.access_token(jwt_identity)}"},
+            InMemoryTokenStorage(),
+            None,
+            LINEAR_READONLY_TOOL,
+            {},
+            base_url=replica,
+        )
+        assert f"{alias}-{LINEAR_READONLY_TOOL}" in second_run.tools
+        assert second_run.is_error is False
+        assert second_run.text.strip() != ""
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 9f49c5974d0..4308984c3be 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -192,7 +192,7 @@ class ImageUrl(BaseModel):
 class TextContentPart(BaseModel):
     type: str = "text"
     text: str
-    cache_control: "CacheControl | None" = None
+    cache_control: CacheControl | None = None
 
 
 class ImageContentPart(BaseModel):
@@ -584,6 +584,7 @@ class McpServerCreateBody(BaseModel):
     allow_all_keys: bool = True
     auth_type: str | None = None
     oauth2_flow: Literal["client_credentials", "authorization_code"] | None = None
+    per_server_oauth_discovery: bool | None = None
     authorization_url: str | None = None
     token_url: str | None = None
     server_name: str | None = None
@@ -625,6 +626,26 @@ class McpServerListResponse(RootModel[list[McpServerRow]]):
     """GET /v1/mcp/server answers with a bare array of servers."""
 
 
+class McpServerUserCredentialRow(BaseModel):
+    user_id: str
+    credential_type: Literal["oauth2", "byok"]
+    expires_at: str | None = None
+    connected_at: str | None = None
+    updated_at: str
+
+
+class McpServerUserCredentialListResponse(RootModel[tuple[McpServerUserCredentialRow, ...]]):
+    """GET /v1/mcp/server/{server_id}/user-credentials answers with a bare array."""
+
+
+class McpOauthUserCredentialStatus(BaseModel):
+    server_id: str
+    has_credential: bool
+    expires_at: str | None = None
+    is_expired: bool = False
+    connected_at: str | None = None
+
+
 class ToolsetTool(BaseModel):
     server_id: str
     tool_name: str
@@ -1172,8 +1193,9 @@ class TeamNewResponse(BaseModel):
 
 class TeamUpdateBody(BaseModel):
     team_id: str
-    team_alias: str
+    team_alias: str | None = None
     models: list[str] | None = None
+    object_permission: ObjectPermission | None = None
 
 
 class TeamInfoParams(BaseModel):
diff --git a/tests/e2e/proxy_client.py b/tests/e2e/proxy_client.py
index 44d9df5e5c5..c6ede240c3b 100644
--- a/tests/e2e/proxy_client.py
+++ b/tests/e2e/proxy_client.py
@@ -89,6 +89,7 @@ from models import (
     TeamDeleteBody,
     TeamNewBody,
     TeamNewResponse,
+    TeamUpdateBody,
     ToolsetCreateBody,
     ToolsetRow,
     ToolsetUpdateBody,
@@ -871,6 +872,16 @@ class ProxyClient:
             )
         ).team_id
 
+    def update_team(self, body: TeamUpdateBody) -> None:
+        unwrap(
+            self.transport.post(
+                "/team/update",
+                headers=self.transport.master,
+                json=body,
+                response_type=NoBody,
+            )
+        )
+
     def delete_team(self, team_id: str) -> None:
         result = self.transport.post(
             "/team/delete",
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index f9e5995079b..97acb9ec52b 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -12,3 +12,4 @@ markers =
     prompt_caching_stack: needs a proxy running with router_settings.optional_pre_call_checks including prompt_caching; deselected unless E2E_PROMPT_CACHING_STACK is set
     cli_determinism: drives the real claude CLI for several seconds; deselected unless E2E_CLI_DETERMINISM is set
     redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set
+    mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless E2E_MCP_OAUTH_LIVE is set

From c1bd5ba91d7099888a31e4b8d900edb3b5209482 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 00:38:28 +0000
Subject: [PATCH 045/162] test(e2e): share the Linear readonly tool constant
 and fail fast on unexpected consent

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/e2e/e2e_config.py                       | 38 +++++++------------
 tests/e2e/mcp/oauth_chat_client.py            |  2 +
 .../mcp/test_mcp_chat_completion_oauth_e2e.py | 13 ++++---
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  |  2 +-
 4 files changed, 24 insertions(+), 31 deletions(-)

diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 740540b25bc..0c7cb39aef1 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -28,9 +28,7 @@ MASTER_KEY = os.environ.get("LITELLM_MASTER_KEY", "sk-1234")
 # single path-routing host (stage ALB, compose monolith) works for both planes.
 # Set LITELLM_CONTROL_PLANE_URL only when management is a different base than
 # the LLM host and you are not going through an ingress that path-routes.
-CONTROL_PLANE_BASE_URL = os.environ.get(
-    "LITELLM_CONTROL_PLANE_URL", PROXY_BASE_URL
-).rstrip("/")
+CONTROL_PLANE_BASE_URL = os.environ.get("LITELLM_CONTROL_PLANE_URL", PROXY_BASE_URL).rstrip("/")
 
 
 def parse_replica_urls(raw: str, fallback: str) -> tuple[str, ...]:
@@ -52,6 +50,7 @@ CHEAP_OPENAI_MODEL = os.environ.get("E2E_CHEAP_OPENAI_MODEL", "gpt-5.5")
 
 LINEAR_MCP_URL = os.environ.get("E2E_LINEAR_MCP_URL", "https://mcp.linear.app/mcp")
 LINEAR_STORAGE_STATE = os.environ.get("E2E_LINEAR_STORAGE_STATE", "")
+LINEAR_READONLY_TOOL: Final = "list_teams"
 
 # Jaeger query API of the compose stack's OTEL trace destination (the `jaeger`
 # service in docker-compose.yml maps it to host 16686). Trace-completeness tests
@@ -106,18 +105,13 @@ PROPAGATION_TIMEOUT = float(os.environ.get("E2E_PROPAGATION_TIMEOUT", "15"))
 # for empty values) means the harness behaves exactly as before this knob
 # existed.
 FIXTURE_MODE_RAW = os.environ.get("E2E_FIXTURE_MODE", "live")
-FIXTURE_DIR = Path(
-    os.environ.get("E2E_FIXTURE_DIR", "").strip()
-    or str(Path(__file__).resolve().parent / ".fixtures")
-)
+FIXTURE_DIR = Path(os.environ.get("E2E_FIXTURE_DIR", "").strip() or str(Path(__file__).resolve().parent / ".fixtures"))
 
 # Where the provider-edge server binds, and the host name edge api_base URLs
 # advertise to the proxy. They differ when the proxy runs in a container and
 # reaches the pytest host via a gateway name like host.docker.internal.
 PROVIDER_EDGE_BIND_HOST = os.environ.get("E2E_PROVIDER_EDGE_BIND_HOST", "").strip() or "127.0.0.1"
-PROVIDER_EDGE_ADVERTISE_HOST = (
-    os.environ.get("E2E_PROVIDER_EDGE_ADVERTISE_HOST", "").strip() or PROVIDER_EDGE_BIND_HOST
-)
+PROVIDER_EDGE_ADVERTISE_HOST = os.environ.get("E2E_PROVIDER_EDGE_ADVERTISE_HOST", "").strip() or PROVIDER_EDGE_BIND_HOST
 
 # Deliberately modest concurrency. The suite shares its proxy with every other
 # suite in the run, and 750 users at spawn rate 50 saturated the request path hard
@@ -149,18 +143,10 @@ ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
 ANOMALY_MAX_ERROR_RATIO = float(os.environ.get("E2E_ANOMALY_MAX_ERROR_RATIO", "0.05"))
-ANOMALY_MIN_WARM_CACHE_READ_SHARE = float(
-    os.environ.get("E2E_ANOMALY_MIN_WARM_CACHE_READ_SHARE", "0.65")
-)
-ANOMALY_MAX_P95_TURN_SECONDS = float(
-    os.environ.get("E2E_ANOMALY_MAX_P95_TURN_SECONDS", "30")
-)
-ANOMALY_MAX_KEY_SPEND_USD = float(
-    os.environ.get("E2E_ANOMALY_MAX_KEY_SPEND_USD", "0.60")
-)
-ANOMALY_SPEND_SETTLE_SECONDS = float(
-    os.environ.get("E2E_ANOMALY_SPEND_SETTLE_SECONDS", "75")
-)
+ANOMALY_MIN_WARM_CACHE_READ_SHARE = float(os.environ.get("E2E_ANOMALY_MIN_WARM_CACHE_READ_SHARE", "0.65"))
+ANOMALY_MAX_P95_TURN_SECONDS = float(os.environ.get("E2E_ANOMALY_MAX_P95_TURN_SECONDS", "30"))
+ANOMALY_MAX_KEY_SPEND_USD = float(os.environ.get("E2E_ANOMALY_MAX_KEY_SPEND_USD", "0.60"))
+ANOMALY_SPEND_SETTLE_SECONDS = float(os.environ.get("E2E_ANOMALY_SPEND_SETTLE_SECONDS", "75"))
 MEMORY_REQUESTS_PER_PHASE = int(os.environ.get("E2E_MEMORY_REQUESTS_PER_PHASE", "300"))
 MEMORY_RETRIES_PER_REQUEST = int(os.environ.get("E2E_MEMORY_RETRIES_PER_REQUEST", "2"))
 MEMORY_TRANSCRIPT_TURNS = int(os.environ.get("E2E_MEMORY_TRANSCRIPT_TURNS", "40"))
@@ -188,8 +174,12 @@ def datadog_mcp_url(*, toolsets: str = "core") -> str:
     belong to a non-US1 org.
     """
     site = (
-        os.environ.get("DD_SITE", DD_SITE) or "datadoghq.com"
-    ).strip().removeprefix("https://").removeprefix("http://").rstrip("/")
+        (os.environ.get("DD_SITE", DD_SITE) or "datadoghq.com")
+        .strip()
+        .removeprefix("https://")
+        .removeprefix("http://")
+        .rstrip("/")
+    )
     site = site.removeprefix("app.")
     host = "mcp.datadoghq.com" if site in ("", "datadoghq.com") else f"mcp.{site}"
     base = f"https://{host}/v1/mcp"
diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index 1b437fea76a..ebae8029a47 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -337,6 +337,8 @@ class ChatMcpClient:
                         base_url,
                     )
                 )
+            except AssertionError:
+                raise
             except Exception as exc:  # noqa: BLE001 - retried to the deadline; the last error surfaces below
                 last_error = exc
                 time.sleep(self.proxy.poll_interval)
diff --git a/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py b/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
index 01e94f7b86f..086ec929a17 100644
--- a/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
+++ b/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
@@ -27,8 +27,13 @@ from __future__ import annotations
 import os
 
 import pytest
-
-from e2e_config import CHEAP_ANTHROPIC_MODEL, LINEAR_MCP_URL, LINEAR_STORAGE_STATE, unique_marker
+from e2e_config import (
+    CHEAP_ANTHROPIC_MODEL,
+    LINEAR_MCP_URL,
+    LINEAR_READONLY_TOOL,
+    LINEAR_STORAGE_STATE,
+    unique_marker,
+)
 from e2e_http import AuthHeaders
 from lifecycle import ResourceManager
 from models import ChatBody, ChatMessage, KeyGenerateBody, McpChatTool, McpServerCreateBody, ObjectPermission
@@ -50,10 +55,6 @@ pytestmark = [
     ),
 ]
 
-# Pinned from a live dance during verification (never guessed); the gateway
-# prefixes every upstream tool name with the server alias. list_teams is a
-# read-only Linear tool that takes no arguments and returns the caller's teams.
-LINEAR_READONLY_TOOL = "list_teams"
 LINEAR_PROMPT = "Use the list_teams tool to list my Linear teams, then reply with the name of one of them."
 
 
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
index b35cadd7d55..1b2cc0032bb 100644
--- a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -16,6 +16,7 @@ from typing import Final
 import pytest
 from e2e_config import (
     LINEAR_MCP_URL,
+    LINEAR_READONLY_TOOL,
     LINEAR_STORAGE_STATE,
     PROXY_BASE_URL,
     PROXY_REPLICA_URLS,
@@ -34,7 +35,6 @@ pytest.importorskip(
 
 from idp import Identity, Keycloak  # noqa: E402
 from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, build_chat_client  # noqa: E402
-from test_mcp_chat_completion_oauth_e2e import LINEAR_READONLY_TOOL  # noqa: E402
 
 pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live]
 

From 890e5feabe81cde4f5f4a70c8ddd74b17f592fb3 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 00:38:57 +0000
Subject: [PATCH 046/162] test(e2e): keep e2e_config formatting untouched

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/e2e/e2e_config.py | 37 ++++++++++++++++++++++++-------------
 1 file changed, 24 insertions(+), 13 deletions(-)

diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 0c7cb39aef1..a4d79b7f139 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -28,7 +28,9 @@ MASTER_KEY = os.environ.get("LITELLM_MASTER_KEY", "sk-1234")
 # single path-routing host (stage ALB, compose monolith) works for both planes.
 # Set LITELLM_CONTROL_PLANE_URL only when management is a different base than
 # the LLM host and you are not going through an ingress that path-routes.
-CONTROL_PLANE_BASE_URL = os.environ.get("LITELLM_CONTROL_PLANE_URL", PROXY_BASE_URL).rstrip("/")
+CONTROL_PLANE_BASE_URL = os.environ.get(
+    "LITELLM_CONTROL_PLANE_URL", PROXY_BASE_URL
+).rstrip("/")
 
 
 def parse_replica_urls(raw: str, fallback: str) -> tuple[str, ...]:
@@ -105,13 +107,18 @@ PROPAGATION_TIMEOUT = float(os.environ.get("E2E_PROPAGATION_TIMEOUT", "15"))
 # for empty values) means the harness behaves exactly as before this knob
 # existed.
 FIXTURE_MODE_RAW = os.environ.get("E2E_FIXTURE_MODE", "live")
-FIXTURE_DIR = Path(os.environ.get("E2E_FIXTURE_DIR", "").strip() or str(Path(__file__).resolve().parent / ".fixtures"))
+FIXTURE_DIR = Path(
+    os.environ.get("E2E_FIXTURE_DIR", "").strip()
+    or str(Path(__file__).resolve().parent / ".fixtures")
+)
 
 # Where the provider-edge server binds, and the host name edge api_base URLs
 # advertise to the proxy. They differ when the proxy runs in a container and
 # reaches the pytest host via a gateway name like host.docker.internal.
 PROVIDER_EDGE_BIND_HOST = os.environ.get("E2E_PROVIDER_EDGE_BIND_HOST", "").strip() or "127.0.0.1"
-PROVIDER_EDGE_ADVERTISE_HOST = os.environ.get("E2E_PROVIDER_EDGE_ADVERTISE_HOST", "").strip() or PROVIDER_EDGE_BIND_HOST
+PROVIDER_EDGE_ADVERTISE_HOST = (
+    os.environ.get("E2E_PROVIDER_EDGE_ADVERTISE_HOST", "").strip() or PROVIDER_EDGE_BIND_HOST
+)
 
 # Deliberately modest concurrency. The suite shares its proxy with every other
 # suite in the run, and 750 users at spawn rate 50 saturated the request path hard
@@ -143,10 +150,18 @@ ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
 ANOMALY_MAX_ERROR_RATIO = float(os.environ.get("E2E_ANOMALY_MAX_ERROR_RATIO", "0.05"))
-ANOMALY_MIN_WARM_CACHE_READ_SHARE = float(os.environ.get("E2E_ANOMALY_MIN_WARM_CACHE_READ_SHARE", "0.65"))
-ANOMALY_MAX_P95_TURN_SECONDS = float(os.environ.get("E2E_ANOMALY_MAX_P95_TURN_SECONDS", "30"))
-ANOMALY_MAX_KEY_SPEND_USD = float(os.environ.get("E2E_ANOMALY_MAX_KEY_SPEND_USD", "0.60"))
-ANOMALY_SPEND_SETTLE_SECONDS = float(os.environ.get("E2E_ANOMALY_SPEND_SETTLE_SECONDS", "75"))
+ANOMALY_MIN_WARM_CACHE_READ_SHARE = float(
+    os.environ.get("E2E_ANOMALY_MIN_WARM_CACHE_READ_SHARE", "0.65")
+)
+ANOMALY_MAX_P95_TURN_SECONDS = float(
+    os.environ.get("E2E_ANOMALY_MAX_P95_TURN_SECONDS", "30")
+)
+ANOMALY_MAX_KEY_SPEND_USD = float(
+    os.environ.get("E2E_ANOMALY_MAX_KEY_SPEND_USD", "0.60")
+)
+ANOMALY_SPEND_SETTLE_SECONDS = float(
+    os.environ.get("E2E_ANOMALY_SPEND_SETTLE_SECONDS", "75")
+)
 MEMORY_REQUESTS_PER_PHASE = int(os.environ.get("E2E_MEMORY_REQUESTS_PER_PHASE", "300"))
 MEMORY_RETRIES_PER_REQUEST = int(os.environ.get("E2E_MEMORY_RETRIES_PER_REQUEST", "2"))
 MEMORY_TRANSCRIPT_TURNS = int(os.environ.get("E2E_MEMORY_TRANSCRIPT_TURNS", "40"))
@@ -174,12 +189,8 @@ def datadog_mcp_url(*, toolsets: str = "core") -> str:
     belong to a non-US1 org.
     """
     site = (
-        (os.environ.get("DD_SITE", DD_SITE) or "datadoghq.com")
-        .strip()
-        .removeprefix("https://")
-        .removeprefix("http://")
-        .rstrip("/")
-    )
+        os.environ.get("DD_SITE", DD_SITE) or "datadoghq.com"
+    ).strip().removeprefix("https://").removeprefix("http://").rstrip("/")
     site = site.removeprefix("app.")
     host = "mcp.datadoghq.com" if site in ("", "datadoghq.com") else f"mcp.{site}"
     base = f"https://{host}/v1/mcp"

From e3755a88e72eed377aea78d19eb0d12a75926f80 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 00:50:00 +0000
Subject: [PATCH 047/162] test(mcp): assert the misconfigured credential
 message on fail-closed rejections

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/integration/mcp/test_mcp_lifecycle.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 120fc2a5a2f..7ca5f3a69b7 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -7,12 +7,11 @@ import pytest
 import yaml
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
-
 from integration._support.client import Gateway
 from integration._support.database import read_rows
 from integration._support.generation import LIFECYCLE_SETTINGS, bounded_http_requests
-from integration._support.process import owned_proxy
 from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
+from integration._support.process import owned_proxy
 
 
 @pytest.mark.covers("mcp.call_tool.saved_headers.reach_actual_transport")
@@ -199,6 +198,7 @@ def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gatew
                 else call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
             )
             assert rejected.status_code == 500, rejected.text
+            assert "requires a usable upstream credential" in rejected.text, rejected.text
             assert peer.drain() == (), "missing static credential escaped to upstream"
         changed = gateway.request(
             "PUT",

From 6247b75543c2cc59aa4512487f61e7d4416647ca Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 00:51:51 +0000
Subject: [PATCH 048/162] test(mcp): keep the import block as merged on main

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/integration/mcp/test_mcp_lifecycle.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 7ca5f3a69b7..fa0ae0ec643 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -7,11 +7,12 @@ import pytest
 import yaml
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
+
 from integration._support.client import Gateway
 from integration._support.database import read_rows
 from integration._support.generation import LIFECYCLE_SETTINGS, bounded_http_requests
-from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
+from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
 
 
 @pytest.mark.covers("mcp.call_tool.saved_headers.reach_actual_transport")

From fc4a11ac530a4ab30057017314ecd5aabfe8105e Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 02:03:12 +0000
Subject: [PATCH 049/162] test(e2e): call the prefixed tool, require two
 gateways, cite the Linear tool name

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/e2e/e2e_config.py                       |  2 +-
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 25 +++++++++++--------
 2 files changed, 16 insertions(+), 11 deletions(-)

diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index a4d79b7f139..617b1c40820 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -52,7 +52,7 @@ CHEAP_OPENAI_MODEL = os.environ.get("E2E_CHEAP_OPENAI_MODEL", "gpt-5.5")
 
 LINEAR_MCP_URL = os.environ.get("E2E_LINEAR_MCP_URL", "https://mcp.linear.app/mcp")
 LINEAR_STORAGE_STATE = os.environ.get("E2E_LINEAR_STORAGE_STATE", "")
-LINEAR_READONLY_TOOL: Final = "list_teams"
+LINEAR_READONLY_TOOL: Final = "list_teams"  # Linear MCP tool name as listed by tools/list on mcp.linear.app when PR #33787 landed
 
 # Jaeger query API of the compose stack's OTEL trace destination (the `jaeger`
 # service in docker-compose.yml maps it to host 16686). Trace-completeness tests
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
index 1b2cc0032bb..2755629421a 100644
--- a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -2,10 +2,10 @@
 
 The test creates a JWT-authorized user, completes real Linear authorization
 consent, lists and calls a tool immediately through the per-server MCP route,
-and verifies the canonical per-user credential row. It then uses a fresh SDK
-client against one gateway URL or a configured replica URL. With one gateway
-URL, that second run proves fresh-client reuse only. With replica URLs, it
-proves that a process which did not run consent resolves the stored token.
+and verifies the canonical per-user credential row. The first run targets the
+first configured gateway replica, and a fresh SDK client then targets a
+different replica to prove that a process which did not run consent resolves
+the stored token.
 """
 
 from __future__ import annotations
@@ -18,7 +18,6 @@ from e2e_config import (
     LINEAR_MCP_URL,
     LINEAR_READONLY_TOOL,
     LINEAR_STORAGE_STATE,
-    PROXY_BASE_URL,
     PROXY_REPLICA_URLS,
     unique_marker,
 )
@@ -61,6 +60,11 @@ class TestMcpOauthHappyPath:
         )
 
         alias: Final = f"e2elinear{unique_marker()}"
+        tool: Final = f"{alias}-{LINEAR_READONLY_TOOL}"
+        assert len(PROXY_REPLICA_URLS) >= 2, (
+            "set LITELLM_PROXY_REPLICA_URLS to at least two gateway URLs; the persistence cell needs a process "
+            "that did not run the consent"
+        )
         created: Final = chat_client.create_server(
             McpServerCreateBody(
                 alias=alias,
@@ -88,10 +92,11 @@ class TestMcpOauthHappyPath:
             headers,
             storage,
             LINEAR_STORAGE_STATE,
-            LINEAR_READONLY_TOOL,
+            tool,
             {},
+            base_url=PROXY_REPLICA_URLS[0],
         )
-        assert f"{alias}-{LINEAR_READONLY_TOOL}" in first_run.tools
+        assert tool in first_run.tools
         assert first_run.is_error is False
         assert first_run.text.strip() != ""
 
@@ -106,16 +111,16 @@ class TestMcpOauthHappyPath:
             )
         )
 
-        replica: Final = PROXY_REPLICA_URLS[-1] if len(PROXY_REPLICA_URLS) > 1 else PROXY_BASE_URL
+        replica: Final = PROXY_REPLICA_URLS[-1]
         second_run: Final = chat_client.list_and_call(
             alias,
             {"x-litellm-api-key": f"Bearer {idp.access_token(jwt_identity)}"},
             InMemoryTokenStorage(),
             None,
-            LINEAR_READONLY_TOOL,
+            tool,
             {},
             base_url=replica,
         )
-        assert f"{alias}-{LINEAR_READONLY_TOOL}" in second_run.tools
+        assert tool in second_run.tools
         assert second_run.is_error is False
         assert second_run.text.strip() != ""

From ebf3f04717a2d3b12fbb0e22962b4ff71837e59c Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 02:03:43 +0000
Subject: [PATCH 050/162] test(e2e): shorten the Linear tool citation

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 tests/e2e/e2e_config.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 617b1c40820..a79c158f9c4 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -52,7 +52,7 @@ CHEAP_OPENAI_MODEL = os.environ.get("E2E_CHEAP_OPENAI_MODEL", "gpt-5.5")
 
 LINEAR_MCP_URL = os.environ.get("E2E_LINEAR_MCP_URL", "https://mcp.linear.app/mcp")
 LINEAR_STORAGE_STATE = os.environ.get("E2E_LINEAR_STORAGE_STATE", "")
-LINEAR_READONLY_TOOL: Final = "list_teams"  # Linear MCP tool name as listed by tools/list on mcp.linear.app when PR #33787 landed
+LINEAR_READONLY_TOOL: Final = "list_teams"  # as listed by tools/list on mcp.linear.app when PR #33787 landed
 
 # Jaeger query API of the compose stack's OTEL trace destination (the `jaeger`
 # service in docker-compose.yml maps it to host 16686). Trace-completeness tests

From 7f4dd4eabcce3c53a413e4697e96a8ca03834928 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Fri, 18 Sep 2026 22:02:09 -0700
Subject: [PATCH 051/162] test(e2e): cover MCP OAuth SSO and cold restart
 acceptance

---
 .github/e2e-stack/assert_tests_ran.py         |   7 +
 .github/e2e-stack/select_tests.py             |   1 +
 .github/workflows/test-mcp-oauth-e2e.yml      | 168 +++++++++++++
 tests/e2e/AGENTS.md                           |   2 +-
 tests/e2e/CONTRIBUTING.md                     |  46 ++++
 tests/e2e/conftest.py                         |   2 +
 tests/e2e/coverage_registry/mcp.yaml          |   2 +-
 tests/e2e/idp.py                              |   4 +-
 tests/e2e/mcp/oauth_chat_client.py            |  98 +++++---
 tests/e2e/mcp/oauth_gateway.py                | 197 +++++++++++++++
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 226 ++++++++++++------
 tests/e2e/models.py                           |   6 +
 tests/e2e/provider_edge.py                    |  12 +-
 13 files changed, 664 insertions(+), 107 deletions(-)
 create mode 100644 .github/workflows/test-mcp-oauth-e2e.yml
 create mode 100644 tests/e2e/mcp/oauth_gateway.py

diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index 2303c42f4fb..bc299b14af8 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -1,3 +1,4 @@
+import os
 import sys
 import xml.etree.ElementTree as ET
 from pathlib import Path
@@ -15,6 +16,12 @@ def main() -> int:
         _ = sys.stdout.write("::error::could not read the test execution report\n")
         return 1
     cases: Final = tuple(report.iter("testcase"))
+    expected_count: Final = os.environ.get("E2E_REQUIRED_TEST_COUNT")
+    if expected_count is not None and (
+        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
+    ):
+        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
+        return 1
     passed: Final = frozenset(
         case.get("file") for case in cases if all(case.find(tag) is None for tag in ("skipped", "failure", "error"))
     )
diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index 982e93cf642..a9ca1f88660 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -5,6 +5,7 @@ from typing import Final
 SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.-]+\.py$")
 UNSUPPORTED: Final = re.compile(
     r"^tests/e2e/(ui|claude_code|load)/"
+    r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
     r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
new file mode 100644
index 00000000000..5fc9b711fd5
--- /dev/null
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -0,0 +1,168 @@
+name: MCP OAuth happy path
+
+on:
+  pull_request:
+    paths:
+      - tests/e2e/idp.py
+      - tests/e2e/provider_edge.py
+      - tests/e2e/models.py
+      - tests/e2e/conftest.py
+      - .github/e2e-stack/assert_tests_ran.py
+      - tests/e2e/mcp/oauth_chat_client.py
+      - tests/e2e/mcp/oauth_gateway.py
+      - tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+      - .github/workflows/test-mcp-oauth-e2e.yml
+  workflow_dispatch:
+
+permissions: {}
+
+concurrency:
+  group: mcp-oauth-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  oauth:
+    if: github.event_name == 'workflow_dispatch' || github.event.pull_request.head.repo.full_name == github.repository
+    runs-on: ubuntu-latest
+    environment: e2e-changed
+    timeout-minutes: 45
+    permissions:
+      contents: read
+      id-token: write
+    services:
+      postgres:
+        image: postgres:16.6
+        env:
+          POSTGRES_USER: litellm
+          POSTGRES_PASSWORD: dbpassword9090
+          POSTGRES_DB: litellm
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd "pg_isready -U litellm"
+          --health-interval 5s
+          --health-timeout 5s
+          --health-retries 10
+    env:
+      DATABASE_HOST: 127.0.0.1
+      DATABASE_PORT: '5432'
+      DATABASE_USER: litellm
+      DATABASE_PASSWORD: dbpassword9090
+      DATABASE_NAME: litellm
+      DATABASE_URL: postgresql://litellm:dbpassword9090@127.0.0.1:5432/litellm
+      E2E_KEYCLOAK_URL: http://127.0.0.1:8081
+      E2E_KEYCLOAK_ADMIN_USER: admin
+      E2E_KEYCLOAK_ADMIN_PASSWORD: e2e-ephemeral-idp-not-a-secret
+      E2E_FIXTURE_MODE: live
+      E2E_PROVIDER_CACHE: '0'
+      E2E_MCP_OAUTH_LIVE: '1'
+      E2E_REQUIRED_TEST_COUNT: '4'
+    steps:
+      - name: Checkout the tested source
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          ref: ${{ github.event.pull_request.head.sha || github.sha }}
+          persist-credentials: false
+
+      - name: Require and materialize the upstream login
+        env:
+          STORAGE_STATE: ${{ secrets.E2E_LINEAR_STORAGE_STATE_B64 }}
+        run: |
+          umask 077
+          python3 - <<'PY'
+          import base64
+          import json
+          import os
+          import secrets
+          from pathlib import Path
+          encoded = os.environ.get("STORAGE_STATE", "")
+          if not encoded:
+              raise SystemExit("E2E_LINEAR_STORAGE_STATE_B64 is required; capture and provision a test-account login")
+          state = json.loads(base64.b64decode(encoded, validate=True))
+          if not isinstance(state, dict) or not state.get("cookies"):
+              raise SystemExit("The captured login must contain browser cookies")
+          directory = Path(os.environ["RUNNER_TEMP"]) / "mcp-oauth-private"
+          directory.mkdir(mode=0o700)
+          path = directory / "linear-state.json"
+          path.write_text(json.dumps(state))
+          with open(os.environ["GITHUB_ENV"], "a") as output:
+              output.write(f"E2E_LINEAR_STORAGE_STATE={path}\n")
+              for name in ("LITELLM_MASTER_KEY", "LITELLM_SALT_KEY"):
+                  value = "sk-e2e-" + secrets.token_hex(24)
+                  print(f"::add-mask::{value}")
+                  output.write(f"{name}={value}\n")
+          PY
+
+      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: '3.13'
+      - uses: ./.github/actions/setup-uv-with-retries
+        with:
+          version: '0.10.9'
+      - uses: ./.github/actions/cache-cargo-build
+      - name: Install the frozen E2E environment
+        run: |
+          .github/scripts/uv_sync_with_retries.sh --frozen --extra proxy --extra proxy-runtime --extra extra_proxy --group ci --group proxy-dev --group e2e-dev
+          uv run --no-sync python scripts/prisma_generate_if_needed.py
+          uv run --no-sync playwright install --with-deps chromium
+
+      - name: Configure license access
+        id: aws
+        uses: aws-actions/configure-aws-credentials@e7f100cf4c008499ea8adda475de1042d6975c7b # v6.2.0
+        with:
+          role-to-assume: ${{ vars.E2E_AWS_ROLE_TO_ASSUME }}
+          aws-region: us-east-1
+          role-session-name: mcp-oauth-${{ github.run_id }}
+          role-duration-seconds: 900
+          output-env-credentials: false
+          output-credentials: true
+      - name: Load the E2E license
+        env:
+          AWS_ACCESS_KEY_ID: ${{ steps.aws.outputs.aws-access-key-id }}
+          AWS_SECRET_ACCESS_KEY: ${{ steps.aws.outputs.aws-secret-access-key }}
+          AWS_SESSION_TOKEN: ${{ steps.aws.outputs.aws-session-token }}
+          AWS_DEFAULT_REGION: us-east-1
+        run: |
+          license="$(aws secretsmanager get-secret-value --secret-id litellm-e2e-changed-license --query SecretString --output text)"
+          test -n "${license}"
+          echo "::add-mask::${license}"
+          echo "LITELLM_LICENSE=${license}" >> "${GITHUB_ENV}"
+
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        with:
+          node-version-file: ui/litellm-dashboard/.nvmrc
+      - name: Build the gateway consent UI at the tested commit
+        run: |
+          cd ui/litellm-dashboard
+          ../../scripts/with_dashboard_node.sh npm ci
+          ../../scripts/with_dashboard_node.sh npm run build
+          mkdir -p ../../litellm/proxy/_experimental/out
+          cp -r out/. ../../litellm/proxy/_experimental/out/
+          find ../../litellm/proxy/_experimental/out -name '*.html' ! -name index.html | while read -r page; do
+            mkdir -p "${page%.html}"
+            mv "${page}" "${page%.html}/index.html"
+          done
+
+      - name: Prepare the isolated database and IdP
+        run: |
+          umask 077
+          bash .github/e2e-stack/start-idp.sh
+          uv run --no-sync python migrations/run.py > "${RUNNER_TEMP}/mcp-oauth-private/migrations.log" 2>&1
+
+      - name: Run every required OAuth variant without retries
+        run: |
+          umask 077
+          uv run --no-sync pytest -c tests/e2e/pytest.ini tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
+            --rootdir=. --reruns 0 --tb=short -o junit_family=xunit1 \
+            --junitxml="${RUNNER_TEMP}/mcp-oauth-private/results.xml" \
+            > "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" 2>&1
+      - name: Reject skipped or missing cases
+        if: always()
+        run: |
+          uv run --no-sync python .github/e2e-stack/assert_tests_ran.py \
+            "${RUNNER_TEMP}/mcp-oauth-private/results.xml" tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+      - name: Remove private login and logs
+        if: always()
+        run: |
+          docker rm -f e2e-keycloak >/dev/null 2>&1 || true
+          rm -rf "${RUNNER_TEMP}/mcp-oauth-private"
diff --git a/tests/e2e/AGENTS.md b/tests/e2e/AGENTS.md
index 967a85f1255..9b662e511b8 100644
--- a/tests/e2e/AGENTS.md
+++ b/tests/e2e/AGENTS.md
@@ -33,7 +33,7 @@ Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datad
 - Prefer calling real Datadog tools that prove the product path (e.g. `search_datadog_logs` for list/call and permission denials). Seed a unique marker (`e2e-datadog-mcp-*`) in a chat completion when you need a log the tool can find; dual-read with `dd_logs` from conftest when delivery matters
 - Delete the MCP server (and any keys) through `resources.defer` the same way every other suite tears down
 - If a new MCP behavior cannot be covered with Datadog's tool surface, say so in the PR and get agreement before inventing another upstream; the default is always Datadog
-- The two standing exceptions are `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so these tests drive a real Linear MCP server instead; they are still real remote upstreams, so the no-mock, no-fixture rule above holds unchanged
+- The two standing exceptions are `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so these tests drive a real Linear MCP server instead; they are still real remote upstreams, so the no-mock, no-fixture rule above holds unchanged. The direct OAuth test also uses the existing live provider edge to inspect forwarded headers without replay, and owns a separate source-built gateway for cold restarts
 
 ## Lay the pattern down in a class
 
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 2afcc563824..2adac08329f 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -248,3 +248,49 @@ The semantic header set is `content-type`, `accept`, `anthropic-version`, `anthr
 Excluded transport and telemetry headers are `host`, `content-length`, `connection`, `accept-encoding`, `user-agent`, `traceparent`, `tracestate`, `x-request-id`, `x-client-request-id` and `x-stainless-*`. Inbound transfer-encoding is unsupported; send JSON with content-length framing. The destination represents host identity and the relay carries original body bytes. Replay does not verify credentials, SDK timeout/retry behavior, transport performance, model availability or stateful remote IDs. Live relay uses original request bytes and header values, never the stored identity
 
 Strict replay harness regression tests live in `tests/code_coverage_tests/test_provider_replay_harness.py`. The CircleCI `provider_replay_harness` job runs them alongside the existing legacy harness files with `--noconftest -o pythonpath=tests/e2e`; they need only synthetic HTTP providers and temporary fixture storage
+
+
+## MCP OAuth happy path
+
+`test_mcp_oauth_happy_path_e2e.py` runs one shared scenario with four variants:
+aggregate gateway SSO and explicitly configured per-server JWT, each directly
+against Linear and through the live provider edge. The edge forwards to real
+Linear without replay and compares the forwarded bearer to the encrypted
+canonical user/server credential. This observes the forwarding boundary, not
+Linear's internal logs. Direct variants independently exercise discovery
+
+Use the existing database preparation, Prisma generation and Keycloak setup.
+Build and stage the dashboard from the tested checkout as in the UI runner.
+Provide `DATABASE_URL`, `LITELLM_MASTER_KEY`, `LITELLM_SALT_KEY`, `LITELLM_LICENSE`,
+and the `E2E_KEYCLOAK_*` settings. Capture a test-account Linear login using
+`mcp/linear_session_capture.py` and set `E2E_LINEAR_STORAGE_STATE` to that private
+file. The test workspace must contain a team. Do not publish browser state or
+raw test/proxy output
+
+```bash
+E2E_MCP_OAUTH_LIVE=1 E2E_FIXTURE_MODE=live E2E_PROVIDER_CACHE=0 \
+  uv run --no-sync pytest tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
+  --rootdir=. --reruns 0
+```
+
+The test starts and restarts its own source-built proxy on a free loopback port,
+retaining its database and SSO client but no Redis or process-local cache. It
+does not restart an existing proxy or clear shared databases. Gateway login,
+consent, immediate list/call and post-restart reconnect must all succeed. The
+aggregate client never injects a gateway header; the explicitly labeled JWT
+variant configures `x-litellm-api-key` for the first consent and reconnects with
+only its gateway JWT after restart
+
+`.github/workflows/test-mcp-oauth-e2e.yml` runs the four cases in the protected
+`e2e-changed` environment. Provision `E2E_LINEAR_STORAGE_STATE_B64` as a secret
+there and retain the existing E2E license/AWS role configuration. A missing or
+expired session fails the job; collection, deselection and skips are not passes.
+The generic changed-test job excludes this file because it requires an owned
+proxy and consent UI. No LLM call is needed
+
+Coverage remains limited to authorization-code OAuth over HTTP. M2M, OBO,
+PKCE passthrough, static/BYOK, ID-JAG, forwarding, SigV4 and stdio are outside this
+scenario; consult the registry and LIT-3559 for their existing coverage and gaps.
+LIT-4506 owns broader isolation/failure regressions. LIT-7737 retains ownership
+of dependency/Python compatibility and its matrix; this test reuses its delivered
+environment and does not change dependency constraints or compatibility gates
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index d7d173c93d4..268d517a7fe 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -220,6 +220,8 @@ def pytest_runtest_setup(item: pytest.Item) -> None:
     LIVE_PROVIDER_REQUIRED.set(item.get_closest_marker("provider_live") is not None)
     if item.get_closest_marker("e2e") is None:
         return
+    if isinstance(item, pytest.Function) and "oauth_gateway" in item.fixturenames:
+        return
     reason = _proxy_fail_reason()
     if reason is not None:
         pytest.fail(reason)
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
index bf511ad6b06..1cdeac7b77f 100644
--- a/tests/e2e/coverage_registry/mcp.yaml
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -78,7 +78,7 @@
   auth_family: oauth
   assertions: [persists_across_processes]
   source: "outbound_credentials/per_user_oauth_store.py V2PerUserTokenStore"
-  rationale: Stored per-user token is resolved by a gateway process that did not run the consent
+  rationale: Stored per-user token survives a verified restart of an owned gateway with no Redis cache
 - id: mcp.list_tools.none.succeeds
   module: mcp
   tier: P1
diff --git a/tests/e2e/idp.py b/tests/e2e/idp.py
index 2dc7c2ad71b..a89a036baeb 100644
--- a/tests/e2e/idp.py
+++ b/tests/e2e/idp.py
@@ -435,7 +435,7 @@ def _signal_process_group(process_id: int, signum: int) -> bool:
     return True
 
 
-def _stop_process_group(child: subprocess.Popen[bytes]) -> None:
+def stop_process_group(child: subprocess.Popen[bytes]) -> None:
     _signal_process_group(child.pid, signal.SIGTERM)
     deadline: Final = time.monotonic() + 5
     while _process_group_exists(child.pid):
@@ -476,7 +476,7 @@ def run_oidc_profile(proxy_url: str, command: list[str]) -> int:
             try:
                 return child.wait()
             finally:
-                _stop_process_group(child)
+                stop_process_group(child)
 
 
 if __name__ == "__main__":
diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index ebae8029a47..f6e72fb37dc 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -25,6 +25,7 @@ import httpx
 import pytest
 from e2e_config import PROXY_BASE_URL, REQUEST_TIMEOUT
 from e2e_http import AuthHeaders, NoBody, unwrap
+from idp import Identity
 from mcp import ClientSession
 from mcp.client.auth import OAuthClientProvider
 from mcp.client.streamable_http import streamable_http_client
@@ -77,7 +78,13 @@ class InMemoryTokenStorage:
         self._client_info = client_info
 
 
-async def _browser_follow_authorize(start_url: str, storage_state_path: str) -> tuple[str, str | None]:
+async def _browser_follow_authorize(
+    start_url: str,
+    storage_state_path: str,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
+) -> tuple[str, str | None]:
     """Play the browser's role for a real upstream whose authorize endpoint
     serves an interactive consent page (Linear). A headless Chromium primed
     with a human's saved Linear session opens the gateway authorize URL and
@@ -115,6 +122,29 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
                 pass
             if "url" in captured:
                 break
+            if await page.locator("#username").count() and identity is not None:
+                await page.locator("#username").fill(identity.username)
+                await page.locator("#password").fill(identity.password)
+                await page.locator("#kc-login").click()
+                continue
+            if httpx.URL(page.url).host.endswith("linear.app") and not allow_upstream_consent:
+                raise AssertionError("cold reconnect required upstream consent")
+            if "/ui/connect" in page.url and server_alias is not None:
+                card = page.locator("div.cursor-pointer").filter(has=page.get_by_text(server_alias, exact=True))
+                if await card.count() != 1:
+                    await asyncio.sleep(0.5)
+                    continue
+                connect = card.get_by_text("Connect", exact=True)
+                if await connect.count():
+                    await connect.click()
+                    continue
+                if not await card.locator("svg.text-success").count():
+                    await asyncio.sleep(0.5)
+                    continue
+                finish = page.get_by_role("button", name="Finish connecting", exact=True)
+                if await finish.count() and await finish.is_enabled():
+                    await finish.click()
+                    continue
             control = page.locator(
                 'button[name="action"][value="approve"], button:has-text("Authorize"), '
                 'button:has-text("Allow"), button:has-text("@"), a:has-text("@")'
@@ -132,11 +162,18 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
         f"final={final_url.split('?', 1)[0]!r}; trail={trail[-6:]}"
     )
     params = dict(parse_qsl(httpx.URL(landing).query.decode()))
-    assert "code" in params, f"client redirect_uri carried no code: {landing}"
+    assert "code" in params, "client redirect_uri carried no authorization code"
     return params["code"], params.get("state")
 
 
-def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path: str | None) -> OAuthClientProvider:
+def _oauth_provider(
+    url: str,
+    storage: InMemoryTokenStorage,
+    storage_state_path: str | None,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
+) -> OAuthClientProvider:
     """The SDK's real OAuth machinery (RFC 9728/8414 discovery, RFC 7591 DCR,
     PKCE, token exchange) with the browser leg driven by Playwright against the
     upstream's consent screen."""
@@ -147,7 +184,9 @@ def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path:
 
     async def _follow_redirect(authorize_url: str) -> None:
         assert storage_state_path is not None
-        code, state = await _browser_follow_authorize(authorize_url, storage_state_path)
+        code, state = await _browser_follow_authorize(
+            authorize_url, storage_state_path, identity, server_alias, allow_upstream_consent
+        )
         code_holder["code"] = code
         code_holder["state"] = state
 
@@ -202,8 +241,15 @@ class _HeaderInjectingTransport(httpx.AsyncBaseTransport):
             for name, value in self._headers.items():
                 if name not in request.headers:
                     request.headers[name] = value
+        else:
+            for name, value in self._headers.items():
+                if request.headers.get(name) == value:
+                    del request.headers[name]
         return await self._inner.handle_async_request(request)
 
+    async def aclose(self) -> None:
+        await self._inner.aclose()
+
 
 def _oauth_http_client(
     headers: dict[str, str], auth: OAuthClientProvider, gateway_url: str = PROXY_BASE_URL
@@ -242,9 +288,14 @@ async def _list_and_call(
     tool: str,
     arguments: dict[str, str],
     gateway_url: str = PROXY_BASE_URL,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
 ) -> OauthToolRun:
     async with _oauth_http_client(
-        headers, _oauth_provider(url, storage, storage_state_path), gateway_url
+        headers,
+        _oauth_provider(url, storage, storage_state_path, identity, server_alias, allow_upstream_consent),
+        gateway_url,
     ) as http_client:
         async with streamable_http_client(url, http_client=http_client) as (read, write, _):
             async with ClientSession(read, write) as session:
@@ -321,29 +372,22 @@ class ChatMcpClient:
         tool: str,
         arguments: dict[str, str],
         base_url: str = PROXY_BASE_URL,
+        identity: Identity | None = None,
+        allow_upstream_consent: bool = True,
     ) -> OauthToolRun:
-        deadline: Final = time.monotonic() + self.proxy.poll_timeout
-        last_error: Exception | None = None
-        while time.monotonic() < deadline:
-            try:
-                return asyncio.run(
-                    _list_and_call(
-                        _mcp_url(alias, base_url),
-                        headers,
-                        storage,
-                        storage_state_path,
-                        tool,
-                        arguments,
-                        base_url,
-                    )
-                )
-            except AssertionError:
-                raise
-            except Exception as exc:  # noqa: BLE001 - retried to the deadline; the last error surfaces below
-                last_error = exc
-                time.sleep(self.proxy.poll_interval)
-        pytest.fail(
-            f"list and call for {alias!r} never completed within {self.proxy.poll_timeout}s; last error: {last_error!r}"
+        return asyncio.run(
+            _list_and_call(
+                f"{base_url.rstrip('/')}/mcp" if identity is not None else _mcp_url(alias, base_url),
+                headers,
+                storage,
+                storage_state_path,
+                tool,
+                arguments,
+                base_url,
+                identity,
+                alias,
+                allow_upstream_consent,
+            )
         )
 
     def server_user_credentials(self, server_id: str) -> tuple[McpServerUserCredentialRow, ...]:
diff --git a/tests/e2e/mcp/oauth_gateway.py b/tests/e2e/mcp/oauth_gateway.py
new file mode 100644
index 00000000000..cd71502aad5
--- /dev/null
+++ b/tests/e2e/mcp/oauth_gateway.py
@@ -0,0 +1,197 @@
+"""An owned, source-built OAuth gateway with cold restarts and credential observations.
+
+Only this child process is restarted. Its database and SSO client survive while
+its process-local caches do not; Redis is deliberately absent from its config.
+The optional live edge measures headers without recording credentials or bodies.
+"""
+
+from __future__ import annotations
+
+import os
+import socket
+import subprocess
+import sys
+import threading
+import time
+from collections.abc import Callable, Mapping
+from contextlib import ExitStack
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Final
+
+import psycopg
+from e2e_http import NoBody
+from idp import Keycloak, stop_process_group
+from proxy_client import ProxyClient, build_proxy_client
+from psycopg.rows import class_row
+from pydantic import BaseModel, SecretStr, TypeAdapter, ValidationError
+
+
+class StoredOAuth(BaseModel):
+    type: str
+    access_token: SecretStr
+
+
+@dataclass(frozen=True, slots=True)
+class CredentialRow:
+    credential_b64: str = field(repr=False)
+
+
+def stored_oauth(user_id: str, server_id: str) -> StoredOAuth:
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
+
+    with psycopg.Connection[CredentialRow].connect(
+        os.environ["DATABASE_URL"], row_factory=class_row(CredentialRow)
+    ) as conn:
+        row: Final = conn.execute(
+            'SELECT credential_b64 FROM "LiteLLM_MCPUserCredentials" WHERE user_id = %s AND server_id = %s',
+            (user_id, server_id),
+        ).fetchone()
+    assert row is not None, "canonical user/server has no persisted credential"
+    plaintext: Final = decrypt_value_helper(
+        row.credential_b64, "e2e_mcp_oauth", exception_type="debug", return_original_value=False
+    )
+    assert plaintext is not None, "persisted credential must decrypt with the gateway salt"
+    assert plaintext != row.credential_b64, "persisted credential must be encrypted"
+    try:
+        credential: Final = StoredOAuth.model_validate_json(plaintext)
+    except ValidationError:
+        raise AssertionError("decrypted credential is not an OAuth payload") from None
+    assert credential.type == "oauth2"
+    assert bool(credential.access_token.get_secret_value()), "stored upstream token is empty"
+    return credential
+
+
+class RpcMethod(BaseModel):
+    method: str = ""
+
+
+@dataclass(slots=True)
+class OAuthObservation:
+    user_id: str
+    server_id: str = ""
+    gateway_token: str = field(default="", repr=False)
+    _seen: tuple[tuple[str, bool, bool], ...] = field(default=(), init=False, repr=False)
+    _lock: threading.Lock = field(default_factory=threading.Lock, init=False, repr=False)
+
+    def observe(self, url: str, headers: Mapping[str, str], body: bytes | None) -> None:
+        if not self.server_id or body is None or not url.endswith("/mcp"):
+            return
+        try:
+            operation: Final = RpcMethod.model_validate_json(body).method
+        except ValidationError:
+            return
+        if operation not in ("tools/list", "tools/call"):
+            return
+        credential: Final = stored_oauth(self.user_id, self.server_id)
+        received: Final = headers.get("authorization", "")
+        matches: Final = received == f"Bearer {credential.access_token.get_secret_value()}"
+        differs: Final = bool(received) and all(
+            value not in (self.gateway_token, f"Bearer {self.gateway_token}") for value in headers.values()
+        )
+        with self._lock:
+            self._seen = (*self._seen, (operation, matches, differs))
+
+    def assert_forwarded(self) -> None:
+        with self._lock:
+            snapshot: Final = self._seen
+            self._seen = ()
+        assert {item[0] for item in snapshot} == {"tools/list", "tools/call"}, "missing upstream observations"
+        assert all(item[1] and item[2] for item in snapshot), "upstream bearer did not match the user's stored token"
+
+
+def available_port() -> int:
+    with socket.socket() as listener:
+        listener.bind(("127.0.0.1", 0))
+        return TypeAdapter(tuple[str, int]).validate_python(listener.getsockname())[1]
+
+
+@dataclass(slots=True)
+class OAuthGateway:
+    base_url: str
+    proxy: ProxyClient
+    _environment: Mapping[str, str] = field(repr=False)
+    _command: tuple[str, ...] = field(repr=False)
+    _log_path: Path
+    _child: subprocess.Popen[bytes] | None = field(default=None, init=False, repr=False)
+
+    def start(self) -> None:
+        with self._log_path.open("ab") as log:
+            self._child = subprocess.Popen(
+                self._command,
+                env=self._environment,
+                stdout=log,
+                stderr=log,
+                start_new_session=True,
+            )
+        deadline: Final = time.monotonic() + 120
+        while time.monotonic() < deadline:
+            assert self._child.poll() is None, "owned OAuth gateway exited; inspect its private log"
+            result = self.proxy.transport.probe("/health/liveliness", params=NoBody())
+            if result.status_code == 200:
+                return
+            time.sleep(0.5)
+        raise AssertionError("owned OAuth gateway did not become ready")
+
+    def stop(self) -> None:
+        if self._child is not None:
+            stop_process_group(self._child)
+            assert self._child.poll() is not None, "old gateway process is still alive"
+
+    def restart(self) -> None:
+        assert self._child is not None
+        previous: Final = self._child.pid
+        self.stop()
+        self.start()
+        assert self._child.pid != previous, "gateway restart did not create a new process"
+
+
+def owned_gateway(idp: Keycloak, directory: Path, cleanup: ExitStack) -> OAuthGateway:
+    for name in ("DATABASE_URL", "LITELLM_LICENSE", "LITELLM_SALT_KEY", "LITELLM_MASTER_KEY"):
+        assert os.environ.get(name), f"{name} is required for the owned OAuth gateway"
+    port: Final = available_port()
+    base_url: Final = f"http://127.0.0.1:{port}"
+
+    def defer(callback: Callable[[], object]) -> None:
+        cleanup.callback(callback)
+
+    browser: Final = idp.browser_client(callback_url=f"{base_url}/sso/callback", defer=defer)
+    config: Final = directory / "oauth-gateway.yaml"
+    config.write_text(
+        "model_list: []\n"
+        "general_settings:\n"
+        "  master_key: os.environ/LITELLM_MASTER_KEY\n"
+        "  database_url: os.environ/DATABASE_URL\n"
+        "  enable_jwt_auth: true\n"
+        "  litellm_jwtauth:\n"
+        "    user_id_jwt_field: sub\n"
+        "    user_email_jwt_field: email\n"
+        "    team_ids_jwt_field: groups\n"
+        "    user_id_upsert: true\n"
+    )
+    environment: Final = {
+        **{key: value for key, value in os.environ.items() if not key.startswith("REDIS_")},
+        **browser.environment(idp.discovery()),
+        "PROXY_BASE_URL": base_url,
+        "JWT_PUBLIC_KEY_URL": idp.jwks_url,
+        "JWT_ISSUER": idp.issuer,
+        "JWT_AUDIENCE": "litellm-e2e",
+        "DISABLE_SCHEMA_UPDATE": "true",
+        "STORE_MODEL_IN_DB": "True",
+        "PYTHONPATH": str(Path(__file__).resolve().parents[3]),
+    }
+    gateway: Final = OAuthGateway(
+        base_url=base_url,
+        proxy=build_proxy_client(
+            base_url=base_url,
+            control_plane_base_url=base_url,
+            replica_urls=(base_url,),
+            master_key=os.environ["LITELLM_MASTER_KEY"],
+        ),
+        _environment=environment,
+        _command=(sys.executable, "-m", "litellm.proxy.proxy_cli", "--config", str(config), "--port", str(port)),
+        _log_path=directory / "oauth-gateway.log",
+    )
+    cleanup.callback(gateway.stop)
+    gateway.start()
+    return gateway
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
index 2755629421a..305989850f1 100644
--- a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -1,45 +1,85 @@
-"""Live e2e coverage for the gateway-managed MCP OAuth protocol path.
+"""Real OAuth consent, immediate MCP operations and cold-restart persistence.
 
-The test creates a JWT-authorized user, completes real Linear authorization
-consent, lists and calls a tool immediately through the per-server MCP route,
-and verifies the canonical per-user credential row. The first run targets the
-first configured gateway replica, and a fresh SDK client then targets a
-different replica to prove that a process which did not run consent resolves
-the stored token.
+Aggregate SSO uses the SDK's normal authentication. The per-server variant is
+explicitly a configured two-header client, not an Authorization-only OAuth host.
+The observed variants forward to the same real Linear upstream and compare its
+bearer at the forwarding boundary; direct variants retain unmodified discovery.
 """
 
 from __future__ import annotations
 
 import os
-from typing import Final
+from collections.abc import Iterator
+from contextlib import ExitStack
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Literal
 
 import pytest
-from e2e_config import (
-    LINEAR_MCP_URL,
-    LINEAR_READONLY_TOOL,
-    LINEAR_STORAGE_STATE,
-    PROXY_REPLICA_URLS,
-    unique_marker,
-)
-from e2e_http import AuthHeaders
+from e2e_config import LINEAR_MCP_URL, LINEAR_READONLY_TOOL, LINEAR_STORAGE_STATE, unique_marker
+from e2e_http import AuthHeaders, NoBody, get_external, unwrap
+from idp import Identity, Keycloak
 from lifecycle import ResourceManager
-from models import McpServerCreateBody, ObjectPermission, TeamUpdateBody
-from proxy_client import ProxyClient
-
-pytest.importorskip("mcp", reason="mcp SDK not installed; run `uv sync --inexact --group e2e-dev`")
-pytest.importorskip(
-    "playwright.async_api",
-    reason="playwright not installed; run `uv pip install playwright` and `playwright install chromium`",
+from models import (
+    McpOauthCredentials,
+    McpServerCreateBody,
+    ObjectPermission,
+    TeamMemberAddBody,
+    TeamMemberEntry,
+    TeamUpdateBody,
 )
+from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, OauthToolRun, build_chat_client
+from oauth_gateway import OAuthGateway, OAuthObservation, owned_gateway, stored_oauth
+from provider_edge import LiveEdge, start_provider_edge
+from proxy_client import ProxyClient
+from pydantic import BaseModel, ValidationError
 
-from idp import Identity, Keycloak  # noqa: E402
-from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, build_chat_client  # noqa: E402
-
-pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live]
+pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live, pytest.mark.provider_live]
 
 
-@pytest.fixture(scope="session")
-def chat_client(proxy: ProxyClient) -> ChatMcpClient:
+class OAuthMetadata(BaseModel):
+    authorization_endpoint: str
+    token_endpoint: str
+    registration_endpoint: str
+
+
+class LinearTeam(BaseModel):
+    id: str
+    name: str
+
+
+class LinearTeams(BaseModel):
+    teams: tuple[LinearTeam, ...]
+
+
+def assert_tool_result(run: OauthToolRun, tool: str) -> None:
+    assert tool in run.tools
+    assert run.is_error is False
+    try:
+        result: Final = LinearTeams.model_validate_json(run.text)
+    except ValidationError:
+        raise AssertionError("list_teams did not return the expected teams payload") from None
+    assert result.teams, "the test workspace must contain at least one team"
+    assert all(team.id and team.name for team in result.teams), "team results must contain identifiers and names"
+
+
+@pytest.fixture(scope="module")
+def oauth_gateway(idp: Keycloak, tmp_path_factory: pytest.TempPathFactory) -> Iterator[OAuthGateway]:
+    assert LINEAR_STORAGE_STATE and Path(LINEAR_STORAGE_STATE).is_file(), (
+        "E2E_LINEAR_STORAGE_STATE must name a captured Linear login; see mcp/linear_session_capture.py"
+    )
+    assert os.environ.get("E2E_FIXTURE_MODE", "live") == "live", "OAuth acceptance cannot use replay"
+    with ExitStack() as cleanup:
+        yield owned_gateway(idp, tmp_path_factory.mktemp("mcp-oauth"), cleanup)
+
+
+@pytest.fixture(scope="module")
+def proxy(oauth_gateway: OAuthGateway) -> ProxyClient:
+    return oauth_gateway.proxy
+
+
+@pytest.fixture(scope="module")
+def client(proxy: ProxyClient) -> ChatMcpClient:
     return build_chat_client(proxy)
 
 
@@ -47,80 +87,122 @@ class TestMcpOauthHappyPath:
     @pytest.mark.covers("mcp.list_tools.oauth.succeeds")
     @pytest.mark.covers("mcp.call_tool.oauth.succeeds")
     @pytest.mark.covers("mcp.call_tool.oauth.persists_across_processes")
-    def test_jwt_user_lists_and_calls_then_reconnects_from_another_gateway(
+    @pytest.mark.parametrize("route", ("aggregate_sso", "explicit_header_jwt"))
+    @pytest.mark.parametrize("observed", (False, True), ids=("direct", "observed"))
+    def test_consent_list_call_and_cold_restart(
         self,
-        chat_client: ChatMcpClient,
+        client: ChatMcpClient,
         resources: ResourceManager,
         jwt_identity: Identity,
         idp: Keycloak,
+        oauth_gateway: OAuthGateway,
+        route: Literal["aggregate_sso", "explicit_header_jwt"],
+        observed: bool,
     ) -> None:
-        assert LINEAR_STORAGE_STATE and os.path.exists(LINEAR_STORAGE_STATE), (
-            "E2E_MCP_OAUTH_LIVE is set but E2E_LINEAR_STORAGE_STATE does not point at a captured "
-            "Linear session (run mcp/linear_session_capture.py)"
-        )
-
         alias: Final = f"e2elinear{unique_marker()}"
         tool: Final = f"{alias}-{LINEAR_READONLY_TOOL}"
-        assert len(PROXY_REPLICA_URLS) >= 2, (
-            "set LITELLM_PROXY_REPLICA_URLS to at least two gateway URLs; the persistence cell needs a process "
-            "that did not run the consent"
+        token: Final = idp.access_token(jwt_identity)
+        observation: Final = OAuthObservation(user_id=jwt_identity.user_id, gateway_token=token)
+        edge: Final = (
+            start_provider_edge(
+                LiveEdge(observe_request=observation.observe),
+                mounts=MappingProxyType(
+                    {"linear": "https://mcp.linear.app", ".well-known": "https://mcp.linear.app/.well-known"}
+                ),
+            )
+            if observed
+            else None
         )
-        created: Final = chat_client.create_server(
+        if edge is not None:
+            resources.defer(edge.shutdown)
+        metadata: Final = (
+            unwrap(
+                get_external(
+                    "https://mcp.linear.app/.well-known/oauth-authorization-server",
+                    response_type=OAuthMetadata,
+                )
+            )
+            if observed
+            else None
+        )
+        created: Final = client.create_server(
             McpServerCreateBody(
                 alias=alias,
-                url=LINEAR_MCP_URL,
+                server_name=alias,
+                url=f"{edge.edge.api_base('linear')}/mcp" if edge is not None else LINEAR_MCP_URL,
+                transport="http",
                 allow_all_keys=False,
                 auth_type="oauth2",
                 oauth2_flow="authorization_code",
-                per_server_oauth_discovery=True,
+                per_server_oauth_discovery=route == "explicit_header_jwt",
+                authorization_url=metadata.authorization_endpoint if metadata else None,
+                token_url=metadata.token_endpoint if metadata else None,
+                registration_url=metadata.registration_endpoint if metadata else None,
+                credentials=McpOauthCredentials(upstream_resource=LINEAR_MCP_URL) if observed else None,
             )
         )
-        resources.defer(lambda: chat_client.delete_server(created.server_id))
-
-        chat_client.proxy.update_team(
+        resources.defer(lambda: client.delete_server(created.server_id))
+        assert client.server_user_credentials(created.server_id) == (), (
+            "scenario must start without upstream credentials"
+        )
+        observation.server_id = created.server_id
+        client.proxy.update_team(
             TeamUpdateBody(
                 team_id=jwt_identity.group,
                 object_permission=ObjectPermission(mcp_servers=[created.server_id]),
             )
         )
-
-        token: Final = idp.access_token(jwt_identity)
-        headers: Final = {"x-litellm-api-key": f"Bearer {token}"}
-        storage: Final = InMemoryTokenStorage()
-        first_run: Final = chat_client.list_and_call(
+        unwrap(
+            client.proxy.transport.post(
+                "/team/member_add",
+                headers=client.proxy.transport.master,
+                json=TeamMemberAddBody(
+                    team_id=jwt_identity.group, member=TeamMemberEntry(user_id=jwt_identity.user_id, role="user")
+                ),
+                response_type=NoBody,
+            )
+        )
+        headers: Final = {"x-litellm-api-key": f"Bearer {token}"} if route == "explicit_header_jwt" else {}
+        resources.defer(
+            lambda: client.revoke_user_token(
+                created.server_id,
+                AuthHeaders(authorization=f"Bearer {idp.access_token(jwt_identity)}"),
+            )
+        )
+        identity: Final = jwt_identity if route == "aggregate_sso" else None
+        first: Final = client.list_and_call(
             alias,
             headers,
-            storage,
+            InMemoryTokenStorage(),
             LINEAR_STORAGE_STATE,
             tool,
             {},
-            base_url=PROXY_REPLICA_URLS[0],
+            base_url=oauth_gateway.base_url,
+            identity=identity,
         )
-        assert tool in first_run.tools
-        assert first_run.is_error is False
-        assert first_run.text.strip() != ""
-
-        credentials: Final = chat_client.server_user_credentials(created.server_id)
+        assert_tool_result(first, tool)
+        credentials: Final = client.server_user_credentials(created.server_id)
         assert len(credentials) == 1
         assert credentials[0].user_id == jwt_identity.user_id
         assert credentials[0].credential_type == "oauth2"
-        resources.defer(
-            lambda: chat_client.revoke_user_token(
-                created.server_id,
-                AuthHeaders.model_validate(headers),
-            )
-        )
-
-        replica: Final = PROXY_REPLICA_URLS[-1]
-        second_run: Final = chat_client.list_and_call(
+        stored_oauth(jwt_identity.user_id, created.server_id)
+        if observed:
+            observation.assert_forwarded()
+        oauth_gateway.restart()
+        fresh_token: Final = idp.access_token(jwt_identity)
+        observation.gateway_token = fresh_token
+        second: Final = client.list_and_call(
             alias,
-            {"x-litellm-api-key": f"Bearer {idp.access_token(jwt_identity)}"},
+            {"Authorization": f"Bearer {fresh_token}"} if identity is None else {},
             InMemoryTokenStorage(),
-            None,
+            LINEAR_STORAGE_STATE if identity is not None else None,
             tool,
             {},
-            base_url=replica,
+            base_url=oauth_gateway.base_url,
+            identity=identity,
+            allow_upstream_consent=False,
         )
-        assert tool in second_run.tools
-        assert second_run.is_error is False
-        assert second_run.text.strip() != ""
+        assert_tool_result(second, tool)
+        stored_oauth(jwt_identity.user_id, created.server_id)
+        if observed:
+            observation.assert_forwarded()
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 4308984c3be..4b202e3c663 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -572,6 +572,10 @@ class McpInfo(BaseModel):
     logo_url: str | None = None
 
 
+class McpOauthCredentials(BaseModel):
+    upstream_resource: str
+
+
 class McpServerCreateBody(BaseModel):
     """POST /v1/mcp/server. For a gateway-managed OAuth server, `auth_type` is
     `oauth2` and `oauth2_flow` is `authorization_code`; the upstream endpoints
@@ -587,6 +591,8 @@ class McpServerCreateBody(BaseModel):
     per_server_oauth_discovery: bool | None = None
     authorization_url: str | None = None
     token_url: str | None = None
+    registration_url: str | None = None
+    credentials: McpOauthCredentials | None = None
     server_name: str | None = None
     description: str | None = None
     mcp_info: McpInfo | None = None
diff --git a/tests/e2e/provider_edge.py b/tests/e2e/provider_edge.py
index 7bbb1375623..136b00208f7 100644
--- a/tests/e2e/provider_edge.py
+++ b/tests/e2e/provider_edge.py
@@ -46,7 +46,7 @@ import os
 import re
 import threading
 from collections import deque
-from collections.abc import Generator, Mapping, Sequence
+from collections.abc import Callable, Generator, Mapping, Sequence
 from contextlib import closing, contextmanager
 from dataclasses import dataclass, field, replace
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
@@ -538,7 +538,7 @@ class ReplayEdge:
 
 @dataclass(frozen=True, slots=True)
 class LiveEdge:
-    pass
+    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None
 
 
 type EdgeBackend = RecordEdge | ReplayEdge | LiveEdge | CacheEdge
@@ -787,10 +787,13 @@ def _handle_record(
 def _handle_live(
     method: str, url: str, headers: Mapping[str, str], body: bytes | None, timeout: float,
     cache: CacheEdge | None = None, mount: str = "", test_key: str | None = None,
+    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None,
 ) -> EdgeOutcome:
     forwarded: Final = {
         name: value for name, value in headers.items() if name.lower() not in _REQUEST_DROPPED_HEADERS
     }
+    if observe_request is not None:
+        observe_request(url, forwarded, body)
     head: Final = (
         forward_stream(method, url, headers=forwarded, body=body, timeout=timeout)
         if cache is None else cache.forward(mount, method, url, forwarded, body, timeout, test_key=test_key)
@@ -868,9 +871,10 @@ def handle_edge_request(
                 method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
                 backend, mount, test_key,
             )
-        case LiveEdge():
+        case LiveEdge(observe_request=observe_request):
             return _handle_live(
-                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout
+                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
+                observe_request=observe_request,
             )
         case RecordEdge():
             return _handle_record(

From fdb0fb648eabbabe8a27900695c9a023ff707895 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 08:12:35 +0000
Subject: [PATCH 052/162] fix(e2e): bind MCP OAuth acceptance to the owned
 gateway and snapshot the stored token once per phase

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 .github/workflows/test-mcp-oauth-e2e.yml      | 17 ++++---------
 tests/e2e/mcp/oauth_gateway.py                | 25 ++++++++++---------
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 23 ++++++++---------
 3 files changed, 29 insertions(+), 36 deletions(-)

diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
index 5fc9b711fd5..ea9ef93bf14 100644
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -1,23 +1,12 @@
 name: MCP OAuth happy path
 
 on:
-  pull_request:
-    paths:
-      - tests/e2e/idp.py
-      - tests/e2e/provider_edge.py
-      - tests/e2e/models.py
-      - tests/e2e/conftest.py
-      - .github/e2e-stack/assert_tests_ran.py
-      - tests/e2e/mcp/oauth_chat_client.py
-      - tests/e2e/mcp/oauth_gateway.py
-      - tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
-      - .github/workflows/test-mcp-oauth-e2e.yml
   workflow_dispatch:
 
 permissions: {}
 
 concurrency:
-  group: mcp-oauth-${{ github.event.pull_request.number || github.ref }}
+  group: mcp-oauth-${{ github.ref }}
   cancel-in-progress: true
 
 jobs:
@@ -161,6 +150,10 @@ jobs:
         run: |
           uv run --no-sync python .github/e2e-stack/assert_tests_ran.py \
             "${RUNNER_TEMP}/mcp-oauth-private/results.xml" tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+      - name: Publish sanitized summary
+        if: always()
+        run: |
+          grep -E '^(FAILED|PASSED|ERROR|E   AssertionError|=+ .* =+)' "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" || true
       - name: Remove private login and logs
         if: always()
         run: |
diff --git a/tests/e2e/mcp/oauth_gateway.py b/tests/e2e/mcp/oauth_gateway.py
index cd71502aad5..82bb5f7ba0b 100644
--- a/tests/e2e/mcp/oauth_gateway.py
+++ b/tests/e2e/mcp/oauth_gateway.py
@@ -26,6 +26,8 @@ from proxy_client import ProxyClient, build_proxy_client
 from psycopg.rows import class_row
 from pydantic import BaseModel, SecretStr, TypeAdapter, ValidationError
 
+INHERITED_ENV_PREFIXES: Final = ("REDIS_", "MICROSOFT_", "GOOGLE_", "GENERIC_", "PROXY_")
+
 
 class StoredOAuth(BaseModel):
     type: str
@@ -38,6 +40,7 @@ class CredentialRow:
 
 
 def stored_oauth(user_id: str, server_id: str) -> StoredOAuth:
+    """Read the encrypted credential because management APIs omit the plaintext token."""
     from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
 
     with psycopg.Connection[CredentialRow].connect(
@@ -68,14 +71,12 @@ class RpcMethod(BaseModel):
 
 @dataclass(slots=True)
 class OAuthObservation:
-    user_id: str
-    server_id: str = ""
     gateway_token: str = field(default="", repr=False)
-    _seen: tuple[tuple[str, bool, bool], ...] = field(default=(), init=False, repr=False)
+    _seen: tuple[tuple[str, str, bool], ...] = field(default=(), init=False, repr=False)
     _lock: threading.Lock = field(default_factory=threading.Lock, init=False, repr=False)
 
     def observe(self, url: str, headers: Mapping[str, str], body: bytes | None) -> None:
-        if not self.server_id or body is None or not url.endswith("/mcp"):
+        if body is None or not url.endswith("/mcp"):
             return
         try:
             operation: Final = RpcMethod.model_validate_json(body).method
@@ -83,21 +84,21 @@ class OAuthObservation:
             return
         if operation not in ("tools/list", "tools/call"):
             return
-        credential: Final = stored_oauth(self.user_id, self.server_id)
         received: Final = headers.get("authorization", "")
-        matches: Final = received == f"Bearer {credential.access_token.get_secret_value()}"
-        differs: Final = bool(received) and all(
-            value not in (self.gateway_token, f"Bearer {self.gateway_token}") for value in headers.values()
+        gateway_leaked: Final = any(
+            value in (self.gateway_token, f"Bearer {self.gateway_token}") for value in headers.values()
         )
         with self._lock:
-            self._seen = (*self._seen, (operation, matches, differs))
+            self._seen = (*self._seen, (operation, received, gateway_leaked))
 
-    def assert_forwarded(self) -> None:
+    def assert_forwarded(self, expected: StoredOAuth) -> None:
         with self._lock:
             snapshot: Final = self._seen
             self._seen = ()
         assert {item[0] for item in snapshot} == {"tools/list", "tools/call"}, "missing upstream observations"
-        assert all(item[1] and item[2] for item in snapshot), "upstream bearer did not match the user's stored token"
+        expected_header: Final = f"Bearer {expected.access_token.get_secret_value()}"
+        assert all(item[1] == expected_header for item in snapshot), "upstream bearer did not match the stored token"
+        assert all(not item[2] for item in snapshot), "gateway bearer leaked to the upstream"
 
 
 def available_port() -> int:
@@ -170,7 +171,7 @@ def owned_gateway(idp: Keycloak, directory: Path, cleanup: ExitStack) -> OAuthGa
         "    user_id_upsert: true\n"
     )
     environment: Final = {
-        **{key: value for key, value in os.environ.items() if not key.startswith("REDIS_")},
+        **{key: value for key, value in os.environ.items() if not key.startswith(INHERITED_ENV_PREFIXES)},
         **browser.environment(idp.discovery()),
         "PROXY_BASE_URL": base_url,
         "JWT_PUBLIC_KEY_URL": idp.jwks_url,
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
index 305989850f1..c20b73c0d63 100644
--- a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -102,7 +102,7 @@ class TestMcpOauthHappyPath:
         alias: Final = f"e2elinear{unique_marker()}"
         tool: Final = f"{alias}-{LINEAR_READONLY_TOOL}"
         token: Final = idp.access_token(jwt_identity)
-        observation: Final = OAuthObservation(user_id=jwt_identity.user_id, gateway_token=token)
+        observation: Final = OAuthObservation(gateway_token=token)
         edge: Final = (
             start_provider_edge(
                 LiveEdge(observe_request=observation.observe),
@@ -145,13 +145,6 @@ class TestMcpOauthHappyPath:
         assert client.server_user_credentials(created.server_id) == (), (
             "scenario must start without upstream credentials"
         )
-        observation.server_id = created.server_id
-        client.proxy.update_team(
-            TeamUpdateBody(
-                team_id=jwt_identity.group,
-                object_permission=ObjectPermission(mcp_servers=[created.server_id]),
-            )
-        )
         unwrap(
             client.proxy.transport.post(
                 "/team/member_add",
@@ -162,6 +155,12 @@ class TestMcpOauthHappyPath:
                 response_type=NoBody,
             )
         )
+        client.proxy.update_team(
+            TeamUpdateBody(
+                team_id=jwt_identity.group,
+                object_permission=ObjectPermission(mcp_servers=[created.server_id]),
+            )
+        )
         headers: Final = {"x-litellm-api-key": f"Bearer {token}"} if route == "explicit_header_jwt" else {}
         resources.defer(
             lambda: client.revoke_user_token(
@@ -185,9 +184,9 @@ class TestMcpOauthHappyPath:
         assert len(credentials) == 1
         assert credentials[0].user_id == jwt_identity.user_id
         assert credentials[0].credential_type == "oauth2"
-        stored_oauth(jwt_identity.user_id, created.server_id)
+        first_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
         if observed:
-            observation.assert_forwarded()
+            observation.assert_forwarded(first_stored_oauth)
         oauth_gateway.restart()
         fresh_token: Final = idp.access_token(jwt_identity)
         observation.gateway_token = fresh_token
@@ -203,6 +202,6 @@ class TestMcpOauthHappyPath:
             allow_upstream_consent=False,
         )
         assert_tool_result(second, tool)
-        stored_oauth(jwt_identity.user_id, created.server_id)
+        second_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
         if observed:
-            observation.assert_forwarded()
+            observation.assert_forwarded(second_stored_oauth)

From fd45412c89df25928ff186f21b602b387df492f2 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 01:47:43 -0700
Subject: [PATCH 053/162] feat(batches): run hosted_vllm batches inside LiteLLM

vLLM serves no /v1/files or /v1/batches, so a hosted_vllm deployment can never
host a batch. Batch inputs for such a deployment now land in a LiteLLM-owned
storage backend, the batch is executed line by line through the deployment's
own chat, completion, embedding, or responses route, and the batch plus its
output and error files are served back from the database under the creating key
---
 .../proxy/hooks/managed_files.py              |  99 ++-
 .../migration.sql                             |   8 +
 litellm/constants.py                          |   1 +
 .../files/litellm_db_storage_backend.py       |  65 ++
 .../base_llm/files/storage_backend_factory.py |  26 +-
 litellm/proxy/_lazy_openapi_snapshot.json     |   2 +-
 litellm/proxy/batches_endpoints/endpoints.py  | 116 ++-
 .../litellm_executed_batches.py               | 562 ++++++++++++++
 .../openai_files_endpoints/common_utils.py    |   5 +
 .../openai_files_endpoints/files_endpoints.py |  67 +-
 .../storage_backend_service.py                |  16 +-
 litellm/proxy/schema.prisma                   |   6 +
 litellm/types/llms/openai.py                  |   1 +
 litellm/types/utils.py                        |   2 +
 schema.prisma                                 |   6 +
 tests/e2e/batches/test_batches_e2e.py         | 158 +++-
 .../proxy/test_managed_files_hook.py          | 135 +++-
 .../files/test_litellm_db_storage_backend.py  |  92 +++
 .../files/test_storage_backend_factory.py     |  28 +
 .../proxy/batches_endpoints/test_endpoints.py | 189 ++++-
 .../test_litellm_executed_batches.py          | 715 ++++++++++++++++++
 .../test_files_common_utils.py                |  13 +
 .../test_files_endpoint.py                    | 115 +++
 .../test_storage_backend_service.py           |  34 +-
 24 files changed, 2339 insertions(+), 122 deletions(-)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260918000000_add_managed_file_content_table/migration.sql
 create mode 100644 litellm/llms/base_llm/files/litellm_db_storage_backend.py
 create mode 100644 litellm/proxy/batches_endpoints/litellm_executed_batches.py
 create mode 100644 tests/test_litellm/llms/base_llm/files/test_litellm_db_storage_backend.py
 create mode 100644 tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
 create mode 100644 tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py

diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
index 4899b87da7a..8eef8a5f1ce 100644
--- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
+++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
@@ -34,6 +34,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
 )
 from openai.types.file_deleted import FileDeleted
 
+from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
 from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
 from litellm.llms.base_llm.managed_resources.isolation import (
     build_list_page,
@@ -59,6 +60,7 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     get_content_type_from_file_object,
     get_model_id_from_unified_batch_id,
     get_original_file_id,
+    is_litellm_executed_batch,
     map_raw_file_ids_to_unified,
     normalize_mime_type_for_provider,
     resolve_managed_output_file_model_name,
@@ -204,6 +206,19 @@ def _managed_object_table(prisma_client: PrismaClient) -> _ManagedObjectTableAct
     return prisma_client.db.litellm_managedobjecttable
 
 
+def _storage_metadata_of(file_object: OpenAIFileObject | None) -> Mapping[str, str]:
+    hidden_params: Final = cast(  # cast-ok: _hidden_params is an untyped attribute the upload path sets
+        "Mapping[str, object]", getattr(file_object, "_hidden_params", None) or {}
+    )
+    return MappingProxyType(
+        {
+            key: value
+            for key in ("storage_backend", "storage_url")
+            if isinstance(value := hidden_params.get(key), str)
+        }
+    )
+
+
 class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
     # Class variables or attributes
     def __init__(self, internal_usage_cache: InternalUsageCache, prisma_client: PrismaClient):
@@ -226,6 +241,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         user_api_key_dict: UserAPIKeyAuth,
     ) -> None:
         verbose_logger.info(f"Storing LiteLLM Managed File object with id={file_id} in cache")
+        storage_metadata: Final = _storage_metadata_of(file_object)
         if file_object is not None:
             litellm_managed_file_object = LiteLLM_ManagedFileTable(
                 unified_file_id=file_id,
@@ -235,6 +251,8 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                 created_by=resolve_resource_owner_id(user_api_key_dict),
                 team_id=user_api_key_dict.team_id,
                 updated_by=user_api_key_dict.user_id,
+                storage_backend=storage_metadata.get("storage_backend"),
+                storage_url=storage_metadata.get("storage_url"),
             )
             await self.internal_usage_cache.async_set_cache(
                 key=file_id,
@@ -262,14 +280,8 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
             file_object_json = file_object.model_dump_json()
             db_data["file_object"] = file_object_json
             update_data["file_object"] = file_object_json
-            # Extract storage metadata from hidden params if present
-            hidden_params = getattr(file_object, "_hidden_params", {}) or {}
-            if "storage_backend" in hidden_params:
-                db_data["storage_backend"] = hidden_params["storage_backend"]
-                update_data["storage_backend"] = hidden_params["storage_backend"]
-            if "storage_url" in hidden_params:
-                db_data["storage_url"] = hidden_params["storage_url"]
-                update_data["storage_url"] = hidden_params["storage_url"]
+            db_data.update(storage_metadata)
+            update_data.update(storage_metadata)
 
             verbose_logger.debug(
                 f"Storage metadata: storage_backend={db_data.get('storage_backend')}, "
@@ -314,6 +326,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         request_tags: Sequence[str] | None = None,
         persist_attribution: bool = False,
         create_if_missing: bool = True,
+        batch_processed: bool = False,
     ) -> None:
         """Persist a managed object row, caching it and upserting it in the DB.
 
@@ -328,6 +341,10 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         row absent from the table is left absent rather than created with the
         observer as its creator, because created_by and team_id are written from
         whoever calls the create branch.
+
+        batch_processed is set by callers that have already billed the batch
+        themselves, so CheckBatchCost skips the row instead of billing it twice.
+        It is written only in the upsert create branch.
         """
         verbose_logger.info(f"Storing LiteLLM Managed {file_purpose} object with id={unified_object_id} in cache")
         litellm_managed_object = LiteLLM_ManagedObjectTable(
@@ -379,6 +396,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                     "updated_by": user_api_key_dict.user_id,
                     "status": file_object.status,
                     **attribution_columns,
+                    "batch_processed": batch_processed,
                 },
                 "update": update_columns,
             },
@@ -1343,6 +1361,9 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         self, data: Dict, user_api_key_dict: UserAPIKeyAuth, response: LLMResponseTypes
     ) -> LLMResponseTypes:
         if isinstance(response, LiteLLMBatch):
+            decoded_batch_id: Final = _is_base64_encoded_unified_file_id(response.id)
+            if decoded_batch_id and is_litellm_executed_batch(decoded_batch_id):
+                return response
             ## Check if unified_file_id is in the response
             unified_file_id = response._hidden_params.get("unified_file_id")  # managed file id
             unified_batch_id = response._hidden_params.get("unified_batch_id")  # managed batch id
@@ -1794,24 +1815,11 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         # Check if file deletion should be blocked due to batch references
         await self._check_file_deletion_allowed(file_id)
 
-        # file_id = convert_b64_uid_to_unified_uid(file_id)
-        model_file_id_mapping = await self.get_model_file_id_mapping([file_id], litellm_parent_otel_span)
-
-        specific_model_file_id_mapping = model_file_id_mapping.get(file_id)
-        if specific_model_file_id_mapping:
-            # Remove conflicting keys from data to avoid duplicate keyword arguments
-            filtered_data = {k: v for k, v in data.items() if k not in ("model", "file_id")}
-            for model_id, model_file_id in specific_model_file_id_mapping.items():
-                credentials = llm_router.get_deployment_credentials_with_provider(model_id=model_id)
-                delete_data = {
-                    **{k: v for k, v in filtered_data.items() if k != "_litellm_internal_model_credentials"},
-                    **(
-                        {"_litellm_internal_model_credentials": MappingProxyType(dict(credentials))}
-                        if credentials is not None
-                        else {}
-                    ),
-                }
-                await llm_router.afile_delete(model=model_id, file_id=model_file_id, **delete_data)
+        managed_file: Final = await self.get_unified_file_id(file_id, litellm_parent_otel_span)
+        if managed_file is not None and managed_file.storage_backend and managed_file.storage_url:
+            await self._delete_storage_backend_content(managed_file.storage_backend, managed_file.storage_url)
+        else:
+            await self._delete_provider_files(file_id, litellm_parent_otel_span, llm_router, data)
 
         await self.delete_unified_file_id(file_id, litellm_parent_otel_span)
 
@@ -1820,6 +1828,39 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
             prom_logger.record_managed_file_deleted(result="success")
         return FileDeleted(id=file_id, object="file", deleted=True)
 
+    async def _delete_storage_backend_content(self, storage_backend_name: str, storage_url: str) -> None:
+        try:
+            storage_backend: Final = get_storage_backend(storage_backend_name, prisma_client=self.prisma_client)
+        except ValueError as e:
+            raise HTTPException(status_code=400, detail=f"Cannot delete the stored file content: {e}") from e
+        await storage_backend.delete_file(storage_url)
+
+    async def _delete_provider_files(
+        self,
+        file_id: str,
+        litellm_parent_otel_span: Span | None,
+        llm_router: Router,
+        data: Mapping[str, object],
+    ) -> None:
+        model_file_id_mapping: Final = await self.get_model_file_id_mapping([file_id], litellm_parent_otel_span)
+        specific_model_file_id_mapping: Final = model_file_id_mapping.get(file_id)
+        if not specific_model_file_id_mapping:
+            return
+        filtered_data: Final = {
+            k: v for k, v in data.items() if k not in ("model", "file_id", "_litellm_internal_model_credentials")
+        }
+        for model_id, model_file_id in specific_model_file_id_mapping.items():
+            credentials = llm_router.get_deployment_credentials_with_provider(model_id=model_id)
+            delete_data = {
+                **filtered_data,
+                **(
+                    {"_litellm_internal_model_credentials": MappingProxyType(dict(credentials))}
+                    if credentials is not None
+                    else {}
+                ),
+            }
+            await llm_router.afile_delete(model=model_id, file_id=model_file_id, **delete_data)
+
     async def afile_content(
         self,
         file_id: str,
@@ -1889,16 +1930,12 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
 
             # File is stored in a storage backend, download and convert to base64
             try:
-                from litellm.llms.base_llm.files.storage_backend_factory import (
-                    get_storage_backend,
-                )
-
                 storage_backend_name = db_file.storage_backend
                 storage_url = db_file.storage_url
 
                 # Get storage backend (uses same env vars as callback)
                 try:
-                    storage_backend = get_storage_backend(storage_backend_name)
+                    storage_backend = get_storage_backend(storage_backend_name, prisma_client=self.prisma_client)
                 except ValueError as e:
                     verbose_logger.warning(
                         f"Storage backend '{storage_backend_name}' error for file {file_id}: {str(e)}"
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260918000000_add_managed_file_content_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260918000000_add_managed_file_content_table/migration.sql
new file mode 100644
index 00000000000..bb1a3eab6ee
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260918000000_add_managed_file_content_table/migration.sql
@@ -0,0 +1,8 @@
+-- CreateTable
+CREATE TABLE IF NOT EXISTS "LiteLLM_ManagedFileContentTable" (
+    "id" TEXT NOT NULL,
+    "content" BYTEA NOT NULL,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "LiteLLM_ManagedFileContentTable_pkey" PRIMARY KEY ("id")
+);
diff --git a/litellm/constants.py b/litellm/constants.py
index d62cad74a36..bbeb4846e27 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -1694,6 +1694,7 @@ LOGIN_THROTTLE_NOT_BLOCKED: Final = (0, 0)
 LITELLM_PROXY_ADMIN_NAME: Final = "default_user_id"
 LITELLM_PROXY_BUDGET_NAME: Final = "litellm-proxy-budget"
 GLOBAL_PROXY_SPEND_CACHE_KEY: Final = f"{LITELLM_PROXY_ADMIN_NAME}:spend"
+LITELLM_EXECUTED_BATCH_CONCURRENCY: Final = max(1, int(os.getenv("LITELLM_EXECUTED_BATCH_CONCURRENCY", "4")))
 
 ########################### CLI SSO AUTHENTICATION CONSTANTS ###########################
 LITELLM_CLI_SOURCE_IDENTIFIER: Final = "litellm-cli"
diff --git a/litellm/llms/base_llm/files/litellm_db_storage_backend.py b/litellm/llms/base_llm/files/litellm_db_storage_backend.py
new file mode 100644
index 00000000000..bca4b8f4c6f
--- /dev/null
+++ b/litellm/llms/base_llm/files/litellm_db_storage_backend.py
@@ -0,0 +1,65 @@
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Final
+
+from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
+from litellm.repositories.prisma_protocols import TableActions
+from litellm.repositories.table_repositories import PrismaTableRepository
+
+if TYPE_CHECKING:
+    from prisma import models as prisma_models
+
+    from litellm.proxy.utils import PrismaClient
+
+LITELLM_DB_STORAGE_BACKEND_NAME: Final = "litellm_db"
+LITELLM_DB_STORAGE_URL_PREFIX: Final = f"{LITELLM_DB_STORAGE_BACKEND_NAME}://"
+
+
+def storage_url_to_row_id(storage_url: str) -> str:
+    if not storage_url.startswith(LITELLM_DB_STORAGE_URL_PREFIX):
+        raise ValueError(f"Not a {LITELLM_DB_STORAGE_BACKEND_NAME} storage url: {storage_url}")
+    return storage_url.removeprefix(LITELLM_DB_STORAGE_URL_PREFIX)
+
+
+def _where_id(storage_url: str) -> Mapping[str, str]:
+    return {"id": storage_url_to_row_id(storage_url)}  # mutable-ok: Prisma filter
+
+
+class ManagedFileContentRepository(PrismaTableRepository["prisma_models.LiteLLM_ManagedFileContentTable"]):
+    table_name = "litellm_managedfilecontenttable"
+
+
+class LiteLLMDbStorageBackend(BaseFileStorageBackend):
+    def __init__(self, prisma_client: "PrismaClient") -> None:
+        self._prisma_client = prisma_client
+
+    @property
+    def _table(self) -> "TableActions[prisma_models.LiteLLM_ManagedFileContentTable]":
+        return ManagedFileContentRepository(self._prisma_client).table
+
+    async def upload_file(
+        self,
+        file_content: bytes,
+        filename: str,
+        content_type: str,
+        path_prefix: str | None = None,
+        file_naming_strategy: str = "uuid",
+    ) -> str:
+        from prisma import Base64
+
+        data: Final = {"content": Base64.encode(file_content)}  # mutable-ok: Prisma payload
+        row: Final = await self._table.create(data=data)
+        return f"{LITELLM_DB_STORAGE_URL_PREFIX}{row.id}"
+
+    async def download_file(self, storage_url: str) -> bytes:
+        row: Final = await self._table.find_unique(where=_where_id(storage_url))
+        if row is None:
+            raise ValueError(f"No stored file content for {storage_url}")
+        return row.content.decode()
+
+    async def delete_file(self, storage_url: str) -> None:
+        from prisma.errors import RecordNotFoundError
+
+        try:
+            await self._table.delete(where=_where_id(storage_url))
+        except RecordNotFoundError:
+            return
diff --git a/litellm/llms/base_llm/files/storage_backend_factory.py b/litellm/llms/base_llm/files/storage_backend_factory.py
index 0cf8164bc4a..e126da44d0a 100644
--- a/litellm/llms/base_llm/files/storage_backend_factory.py
+++ b/litellm/llms/base_llm/files/storage_backend_factory.py
@@ -6,32 +6,46 @@ based on the backend type. Backends use the same configuration as their correspo
 callbacks (e.g., azure_storage uses the same env vars as AzureBlobStorageLogger).
 """
 
+from typing import TYPE_CHECKING
+
 from litellm._logging import verbose_logger
 
 from .azure_blob_storage_backend import AzureBlobStorageBackend
+from .litellm_db_storage_backend import LITELLM_DB_STORAGE_BACKEND_NAME, LiteLLMDbStorageBackend
 from .storage_backend import BaseFileStorageBackend
 
+if TYPE_CHECKING:
+    from litellm.proxy.utils import PrismaClient
 
-def get_storage_backend(backend_type: str) -> BaseFileStorageBackend:
+
+def get_storage_backend(backend_type: str, prisma_client: "PrismaClient | None" = None) -> BaseFileStorageBackend:
     """
     Factory function to create a storage backend instance.
 
     Backends are configured using the same environment variables as their
     corresponding callbacks. For example, "azure_storage" uses the same
-    env vars as AzureBlobStorageLogger.
+    env vars as AzureBlobStorageLogger. "litellm_db" stores file bytes in the
+    proxy's own database and needs the connected Prisma client.
 
     Args:
-        backend_type: Backend type identifier (e.g., "azure_storage")
+        backend_type: Backend type identifier (e.g., "azure_storage", "litellm_db")
+        prisma_client: The proxy's database client, required by "litellm_db"
 
     Returns:
         BaseFileStorageBackend: Instance of the appropriate storage backend
 
     Raises:
-        ValueError: If backend_type is not supported
+        ValueError: If backend_type is not supported, or "litellm_db" is asked for without a database
     """
     verbose_logger.debug("Creating storage backend: type=%s", backend_type)
 
     if backend_type == "azure_storage":
         return AzureBlobStorageBackend()
-    else:
-        raise ValueError(f"Unsupported storage backend type: {backend_type}. Supported types: azure_storage")
+    if backend_type == LITELLM_DB_STORAGE_BACKEND_NAME:
+        if prisma_client is None:
+            raise ValueError(f"Storage backend {LITELLM_DB_STORAGE_BACKEND_NAME} requires a database-connected proxy")
+        return LiteLLMDbStorageBackend(prisma_client)
+    raise ValueError(
+        f"Unsupported storage backend type: {backend_type}. "
+        f"Supported types: azure_storage, {LITELLM_DB_STORAGE_BACKEND_NAME}"
+    )
diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index 73ea8cf1991..18849ef5b64 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -19622,7 +19622,7 @@
                   }
                 }
               },
-              "description": "\n    Unified rate-limit error.\n\n    Every rate-limit condition surfaced by litellm \u2014 whether it originated from\n    an upstream LLM provider, a vendor batch endpoint, or one of litellm's own\n    proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\n    max-iterations, etc.) \u2014 is raised as an instance of this class.\n\n    The :attr:`category` attribute lets callers distinguish the source. See\n    :class:`RateLimitErrorCategory` for the available values.\n    "
+              "description": "\nUnified rate-limit error.\n\nEvery rate-limit condition surfaced by litellm \u2014 whether it originated from\nan upstream LLM provider, a vendor batch endpoint, or one of litellm's own\nproxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\nmax-iterations, etc.) \u2014 is raised as an instance of this class.\n\nThe :attr:`category` attribute lets callers distinguish the source. See\n:class:`RateLimitErrorCategory` for the available values.\n"
             },
             "500": {
               "content": {
diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 5d9ecddd4c2..cc698ad760e 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -11,6 +11,7 @@ from types import MappingProxyType
 from typing import Any, Final, cast
 
 from fastapi import APIRouter, Depends, HTTPException, Path, Request, Response
+from pydantic import TypeAdapter
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -18,6 +19,14 @@ from litellm.batches.main import CancelBatchRequest, RetrieveBatchRequest
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.batches_endpoints.common_utils import validate_batch_list_limit
+from litellm.proxy.batches_endpoints.litellm_executed_batches import (
+    LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE,
+    LiteLLMExecutedBatchRunner,
+    ManagedBatchStore,
+    batch_http_error,
+    litellm_executed_provider_of,
+    resolve_litellm_executed_provider,
+)
 from litellm.proxy.common_request_processing import (
     ProxyBaseLLMRequestProcessing,
     log_llm_api_exception,
@@ -45,16 +54,55 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     get_model_id_from_unified_batch_id,
     get_models_from_unified_file_id,
     get_original_file_id,
+    is_litellm_executed_batch,
     prepare_data_with_credentials,
     update_batch_in_database,
     validate_managed_id_requirement,
 )
+from litellm.proxy.pass_through_endpoints.llm_provider_handlers.batch_attribution import request_tags_from_metadata
 from litellm.proxy.route_llm_request import raise_if_required_body_param_missing
-from litellm.proxy.utils import handle_exception_on_proxy, is_known_model
+from litellm.proxy.utils import ProxyLogging, handle_exception_on_proxy, is_known_model
 from litellm.repositories.table_repositories import ManagedFileRepository
+from litellm.router import Router
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest
+from litellm.types.utils import LiteLLMBatch
 
 router: Final = APIRouter()
+_METADATA_ADAPTER: Final[TypeAdapter[Mapping[str, object]]] = TypeAdapter(Mapping[str, object])
+
+
+def _request_tags(data: Mapping[str, object]) -> tuple[str, ...] | None:
+    metadata: Final = data.get("litellm_metadata")
+    if metadata is None:
+        return None
+    return request_tags_from_metadata(_METADATA_ADAPTER.validate_python(metadata))
+
+
+def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyLogging) -> LiteLLMExecutedBatchRunner:
+    from litellm.proxy.proxy_server import prisma_client
+
+    managed_files: Final = proxy_logging_obj.get_proxy_hook("managed_files")
+    if prisma_client is None or not isinstance(managed_files, ManagedBatchStore):
+        raise batch_http_error(
+            400,
+            "LiteLLM-executed batches need a database: set DATABASE_URL so LiteLLM can keep the batch and its files",
+        )
+    return LiteLLMExecutedBatchRunner(
+        llm_router=llm_router,
+        prisma_client=prisma_client,
+        managed_files=managed_files,
+        proxy_logging_obj=proxy_logging_obj,
+    )
+
+
+def _raise_when_input_file_must_be_managed(model: str, credentials: Mapping[str, object]) -> None:
+    if litellm_executed_provider_of(credentials) is None:
+        return
+    raise batch_http_error(
+        400,
+        f"Batches for {model} run inside LiteLLM, so the input file must be a LiteLLM managed file: "
+        f"{LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE}",
+    )
 
 
 def _raise_not_found_when_openai_fallback_unservable(
@@ -99,6 +147,24 @@ async def _resolve_managed_input_file_storage_url(input_file_id: str) -> "str |
     return db_file.storage_url or None
 
 
+async def _create_provider_batch_for_managed_file(
+    llm_router: Router,
+    create_batch_data: LiteLLMBatchCreateRequest,
+    input_file_id: str,
+    unified_file_id: str,
+) -> LiteLLMBatch:
+    resolved_storage_url: Final = await _resolve_managed_input_file_storage_url(input_file_id)
+    request: Final[LiteLLMBatchCreateRequest] = {
+        **create_batch_data,
+        "input_file_id": resolved_storage_url or input_file_id,
+        "disable_fallbacks": True,
+    }
+    response: Final = await llm_router.acreate_batch(**request)
+    response.input_file_id = input_file_id
+    response._hidden_params["unified_file_id"] = unified_file_id
+    return response
+
+
 @router.post(
     "/{provider}/v1/batches",
     dependencies=[Depends(user_api_key_auth)],
@@ -292,24 +358,33 @@ async def create_batch(
             model: Final = target_model_names[0]
             _create_batch_data["model"] = model
 
-            resolved_storage_url: Final = await _resolve_managed_input_file_storage_url(input_file_id)
-            if resolved_storage_url is not None:
-                _create_batch_data["input_file_id"] = resolved_storage_url
-
             if llm_router is None:
                 raise HTTPException(
                     status_code=500,
                     detail={"error": "LLM Router not initialized. Ensure models added to proxy."},
                 )
 
-            _create_batch_data.update(disable_fallbacks=True)  # pyright: ignore[reportCallIssue]  # router flag
-            response = await llm_router.acreate_batch(**_create_batch_data)
-            response.input_file_id = input_file_id
-            response._hidden_params["unified_file_id"] = unified_file_id
+            executed_provider: Final = resolve_litellm_executed_provider(llm_router, model, user_api_key_dict.team_id)
+            response = (
+                await _litellm_executed_batch_runner(llm_router, proxy_logging_obj).create(
+                    create_request=_create_batch_data,
+                    unified_input_file_id=input_file_id,
+                    model=model,
+                    provider=executed_provider,
+                    user_api_key_dict=user_api_key_dict,
+                    request_tags=_request_tags(_create_batch_data),
+                )
+                if executed_provider is not None
+                else await _create_provider_batch_for_managed_file(
+                    llm_router, _create_batch_data, input_file_id, unified_file_id
+                )
+            )
         else:
             # Check if model specified via header/query/body param
             model_param: Final = (
-                data.get("model") or request.query_params.get("model") or request.headers.get("x-litellm-model")
+                _create_batch_data.get("model")
+                or request.query_params.get("model")
+                or request.headers.get("x-litellm-model")
             )
 
             # SCENARIO 2 & 3: Model from header/query OR custom_llm_provider fallback
@@ -320,6 +395,7 @@ async def create_batch(
                     model_id=model_param,
                     operation_context="batch creation",
                 )
+                _raise_when_input_file_must_be_managed(model_param, credentials)
 
                 prepare_data_with_credentials(
                     data=_create_batch_data,
@@ -478,15 +554,15 @@ async def retrieve_batch(
             verbose_proxy_logger=verbose_proxy_logger,
         )
 
+        executed_batch: Final = isinstance(unified_batch_id, str) and is_litellm_executed_batch(unified_batch_id)
+        if executed_batch and response is None:
+            raise batch_http_error(404, f"No batch found with id '{batch_id}'.")
+
         # If batch is in a terminal state, return immediately.
         # Include "complete" (DB-normalized form of "completed").
-        if response is not None and response.status in [
-            "completed",
-            "complete",
-            "failed",
-            "cancelled",
-            "expired",
-        ]:
+        if response is not None and (
+            response.status in ("completed", "complete", "failed", "cancelled", "expired") or executed_batch
+        ):
             # Call hooks and return
             response = await proxy_logging_obj.post_call_success_hook(
                 data=data, user_api_key_dict=user_api_key_dict, response=response
@@ -989,6 +1065,12 @@ async def cancel_batch(
             )
 
         # SCENARIO 2: target_model_names based routing
+        elif unified_batch_id and is_litellm_executed_batch(unified_batch_id):
+            if llm_router is None:
+                raise batch_http_error(500, "LLM Router not initialized. Ensure models added to proxy.")
+            response = await _litellm_executed_batch_runner(  # rebind-ok: each cancel path sets the route's response
+                llm_router, proxy_logging_obj
+            ).cancel(batch_id, user_api_key_dict)
         elif unified_batch_id:
             if llm_router is None:
                 raise HTTPException(
diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
new file mode 100644
index 00000000000..f567f0e2263
--- /dev/null
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -0,0 +1,562 @@
+import asyncio
+import json
+import time
+from collections.abc import Awaitable, Callable, Mapping, Sequence
+from dataclasses import dataclass
+from itertools import pairwise
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Literal, Protocol, TypeAlias, runtime_checkable
+
+from fastapi import HTTPException
+from openai.types.batch import Errors
+from openai.types.batch_error import BatchError
+from openai.types.batch_request_counts import BatchRequestCounts
+from pydantic import BaseModel, ConfigDict, TypeAdapter, ValidationError
+from typing_extensions import ReadOnly, TypedDict, assert_never
+
+import litellm
+from litellm._logging import verbose_proxy_logger
+from litellm._uuid import uuid as uuid_module
+from litellm.constants import LITELLM_EXECUTED_BATCH_CONCURRENCY
+from litellm.integrations.prometheus import PrometheusLogger
+from litellm.llms.base_llm.files.litellm_db_storage_backend import LITELLM_DB_STORAGE_BACKEND_NAME
+from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
+from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+from litellm.models.managed_files import LiteLLM_ManagedFileTable
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
+from litellm.proxy.openai_files_endpoints.common_utils import (
+    LITELLM_EXECUTED_BATCH_ID_PREFIX,
+    convert_b64_uid_to_unified_uid,
+    get_batch_id_from_unified_batch_id,
+)
+from litellm.proxy.openai_files_endpoints.storage_backend_service import StorageBackendFileService
+from litellm.proxy.utils import PrismaClient, ProxyLogging
+from litellm.repositories.table_repositories import ManagedObjectRepository
+from litellm.types.llms.openai import LiteLLMBatchCreateRequest, OpenAIFileObject, OpenAIFilesPurpose
+from litellm.types.utils import LITELLM_EXECUTED_BATCH_PROVIDERS, ExtractedFileData, LiteLLMBatch
+
+if TYPE_CHECKING:
+    from prisma import models as prisma_models
+
+    from litellm.router import Router
+
+BatchEndpoint: TypeAlias = Literal["/v1/chat/completions", "/v1/embeddings", "/v1/completions", "/v1/responses"]
+BatchStatus: TypeAlias = Literal["in_progress", "finalizing", "completed", "failed", "cancelling", "cancelled"]
+
+TERMINAL_BATCH_STATUSES: Final[frozenset[str]] = frozenset({"completed", "failed", "cancelled", "expired"})
+_BATCH_ENDPOINT_ADAPTER: Final[TypeAdapter[BatchEndpoint]] = TypeAdapter(BatchEndpoint)
+_CANCEL_POLL_SECONDS: Final = 1.0
+_COMPLETION_WINDOW_SECONDS: Final = 24 * 60 * 60
+LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE: Final = (
+    "upload it through POST /v1/files with purpose=batch and either the x-litellm-model header or the "
+    "target_model_names form field naming the model, so LiteLLM keeps the file and runs the batch itself"
+)
+_RUNNING_BATCHES: Final[set[asyncio.Task[None]]] = set()  # mutable-ok: strong references keep running batch tasks alive
+_NO_FIELDS: Final[Mapping[str, object]] = MappingProxyType({})
+_NO_HEADERS: Final[Mapping[str, str]] = MappingProxyType({})
+
+
+class _ErrorDetail(TypedDict):
+    message: ReadOnly[str]
+    type: ReadOnly[str]
+    param: ReadOnly[None]
+    code: ReadOnly[None]
+
+
+class _ErrorBody(TypedDict):
+    error: ReadOnly[_ErrorDetail]
+
+
+class _ResultResponse(TypedDict):
+    status_code: ReadOnly[int]
+    request_id: ReadOnly[str]
+    body: ReadOnly[Mapping[str, object]]
+
+
+class _ResultLine(TypedDict):
+    id: ReadOnly[str]
+    custom_id: ReadOnly[str]
+    response: ReadOnly[_ResultResponse]
+    error: ReadOnly[None]
+
+
+class BatchInputLine(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True)
+
+    custom_id: str
+    method: Literal["POST"]
+    url: str
+    body: Mapping[str, object]
+
+
+@dataclass(frozen=True, slots=True)
+class InvalidBatchInput:
+    line_number: int | None
+    reason: str
+
+    def describe(self) -> str:
+        return f"line {self.line_number}: {self.reason}" if self.line_number is not None else self.reason
+
+
+@dataclass(frozen=True, slots=True)
+class RowOutcome:
+    custom_id: str
+    status_code: int
+    body: Mapping[str, object]
+    succeeded: bool
+
+
+@dataclass(frozen=True, slots=True)
+class _BatchRun:
+    unified_batch_id: str
+    llm_batch_id: str
+    model: str
+    endpoint: BatchEndpoint
+    lines: tuple[BatchInputLine, ...]
+    user_api_key_dict: UserAPIKeyAuth
+    request_tags: tuple[str, ...]
+
+
+@runtime_checkable
+class ManagedBatchStore(Protocol):
+    def get_unified_batch_id(self, batch_id: str, model_id: str) -> str: ...
+
+    async def get_unified_file_id(
+        self, file_id: str, litellm_parent_otel_span: object | None = None
+    ) -> LiteLLM_ManagedFileTable | None: ...
+
+    async def store_unified_object_id(
+        self,
+        unified_object_id: str,
+        file_object: LiteLLMBatch,
+        litellm_parent_otel_span: object | None,
+        model_object_id: str,
+        file_purpose: Literal["batch", "fine-tune", "response"],
+        user_api_key_dict: UserAPIKeyAuth,
+        request_tags: Sequence[str] | None = None,
+        persist_attribution: bool = False,
+        create_if_missing: bool = True,
+        batch_processed: bool = False,
+    ) -> None: ...
+
+
+class _StorageBackendFactory(Protocol):
+    def __call__(self, backend_type: str, prisma_client: PrismaClient | None = None) -> BaseFileStorageBackend: ...
+
+
+class _ResultFileUploader(Protocol):
+    def __call__(
+        self,
+        file_data: Mapping[str, object],
+        target_storage: str,
+        target_model_names: Sequence[str],
+        purpose: OpenAIFilesPurpose,
+        proxy_logging_obj: ProxyLogging,
+        user_api_key_dict: UserAPIKeyAuth,
+        prisma_client: PrismaClient | None = None,
+    ) -> Awaitable[OpenAIFileObject]: ...
+
+
+@runtime_checkable
+class _RouterCall(Protocol):
+    def __call__(self, **params: object) -> Awaitable[object]: ...  # kwargs-ok: the request body is passed as keywords
+
+
+def _router_method_name(endpoint: BatchEndpoint) -> str:
+    match endpoint:
+        case "/v1/chat/completions":
+            return "acompletion"
+        case "/v1/completions":
+            return "atext_completion"
+        case "/v1/embeddings":
+            return "aembedding"
+        case "/v1/responses":
+            return "aresponses"
+        case _:
+            assert_never(endpoint)
+
+
+def litellm_executed_provider_of(credentials: Mapping[str, object]) -> str | None:
+    explicit_provider: Final = credentials.get("custom_llm_provider")
+    provider: Final = (
+        explicit_provider if isinstance(explicit_provider, str) else _provider_of(credentials.get("model"))
+    )
+    return provider if provider in LITELLM_EXECUTED_BATCH_PROVIDERS else None
+
+
+def resolve_litellm_executed_provider(llm_router: "Router", model: str, team_id: str | None) -> str | None:
+    credentials: Final = llm_router.get_deployment_credentials_with_provider(model_id=model, team_id=team_id)
+    return None if credentials is None else litellm_executed_provider_of(credentials)
+
+
+def _provider_of(model: object) -> str | None:
+    if not isinstance(model, str):
+        return None
+    try:
+        return litellm.get_llm_provider(model=model)[1]
+    except Exception:  # noqa: BLE001  # get_llm_provider raises on an unknown model, which means no provider
+        return None
+
+
+def _validation_reason(error: ValidationError) -> str:
+    return "; ".join(
+        f"{'.'.join(str(part) for part in item['loc'])}: {item['msg']}" if item["loc"] else item["msg"]
+        for item in error.errors()
+    )
+
+
+def _parse_line(line_number: int, raw: bytes, endpoint: BatchEndpoint) -> BatchInputLine | InvalidBatchInput:
+    try:
+        line: Final = BatchInputLine.model_validate_json(raw)
+    except ValidationError as e:
+        return InvalidBatchInput(line_number, _validation_reason(e))
+    if line.url != endpoint:
+        return InvalidBatchInput(line_number, f"url {line.url!r} does not match the batch endpoint {endpoint!r}")
+    if line.body.get("stream"):
+        return InvalidBatchInput(line_number, "streaming requests are not supported in a batch")
+    return line
+
+
+def parse_batch_input(content: bytes, endpoint: BatchEndpoint) -> tuple[BatchInputLine, ...] | InvalidBatchInput:
+    raw_lines: Final = tuple((number, raw) for number, raw in enumerate(content.splitlines(), start=1) if raw.strip())
+    if not raw_lines:
+        return InvalidBatchInput(None, "the input file has no requests")
+    parsed: Final = tuple(_parse_line(number, raw, endpoint) for number, raw in raw_lines)
+    first_invalid: Final = next((item for item in parsed if isinstance(item, InvalidBatchInput)), None)
+    if first_invalid is not None:
+        return first_invalid
+    lines: Final = tuple(item for item in parsed if isinstance(item, BatchInputLine))
+    custom_ids: Final = sorted(line.custom_id for line in lines)
+    duplicate: Final = next((first for first, second in pairwise(custom_ids) if first == second), None)
+    if duplicate is not None:
+        return InvalidBatchInput(None, f"custom_id {duplicate!r} is used more than once")
+    return lines
+
+
+def batch_http_error(status_code: int, message: str) -> HTTPException:
+    detail: Final = {"error": message}  # mutable-ok: HTTPException detail must be a plain mapping
+    return HTTPException(status_code=status_code, detail=detail)
+
+
+def _validate_endpoint(endpoint: object) -> BatchEndpoint:
+    try:
+        return _BATCH_ENDPOINT_ADAPTER.validate_python(endpoint)
+    except ValidationError:
+        raise batch_http_error(400, f"endpoint {endpoint!r} is not supported for a LiteLLM-executed batch")
+
+
+def _status_code_of(error: Exception) -> int:
+    status_code: Final[object] = getattr(error, "status_code", None)
+    return status_code if isinstance(status_code, int) else 500
+
+
+def _batch_of(blob: object) -> LiteLLMBatch:
+    return LiteLLMBatch.model_validate_json(blob) if isinstance(blob, str) else LiteLLMBatch.model_validate(blob)
+
+
+def _error_body(error: Exception) -> _ErrorBody:
+    body: Final[_ErrorBody] = {
+        "error": {"message": str(error), "type": type(error).__name__, "param": None, "code": None}
+    }
+    return body
+
+
+def _result_line(outcome: RowOutcome) -> _ResultLine:
+    line: Final[_ResultLine] = {
+        "id": f"batch_req_{uuid_module.uuid4().hex[:24]}",
+        "custom_id": outcome.custom_id,
+        "response": {
+            "status_code": outcome.status_code,
+            "request_id": f"req_{uuid_module.uuid4().hex[:24]}",
+            "body": outcome.body,
+        },
+        "error": None,
+    }
+    return line
+
+
+def _dump(response: object) -> Mapping[str, object]:
+    if isinstance(response, BaseModel):
+        return response.model_dump(mode="json")
+    raise TypeError(f"Batch rows must return a single response object, got {type(response).__name__}")
+
+
+def _resolve_transition(current_status: str, requested: BatchStatus) -> BatchStatus:
+    if current_status != "cancelling":
+        return requested
+    match requested:
+        case "completed":
+            return "cancelled"
+        case "in_progress" | "finalizing":
+            return "cancelling"
+        case "failed" | "cancelling" | "cancelled":
+            return requested
+        case _:
+            assert_never(requested)
+
+
+def _llm_batch_id_of(unified_batch_id: str) -> str:
+    return get_batch_id_from_unified_batch_id(convert_b64_uid_to_unified_uid(unified_batch_id))
+
+
+class _CancelWatch:
+    def __init__(self, load_status: Callable[[], Awaitable[str | None]], interval_seconds: float) -> None:
+        self._load_status = load_status
+        self._interval_seconds = interval_seconds
+        self._checked_at = float("-inf")
+        self._cancelling = False
+
+    async def cancelling(self) -> bool:
+        if self._cancelling:
+            return True
+        now: Final = time.monotonic()
+        if now - self._checked_at < self._interval_seconds:
+            return False
+        self._checked_at = now
+        self._cancelling = await self._load_status() == "cancelling"
+        return self._cancelling
+
+
+class LiteLLMExecutedBatchRunner:
+    def __init__(
+        self,
+        llm_router: "Router",
+        prisma_client: PrismaClient,
+        managed_files: ManagedBatchStore,
+        proxy_logging_obj: ProxyLogging,
+        concurrency: int = LITELLM_EXECUTED_BATCH_CONCURRENCY,
+        storage_backend_factory: _StorageBackendFactory = get_storage_backend,
+        upload_result_file: _ResultFileUploader = StorageBackendFileService.upload_file_to_storage_backend,
+    ) -> None:
+        self.llm_router = llm_router
+        self.prisma_client = prisma_client
+        self.managed_files = managed_files
+        self.proxy_logging_obj = proxy_logging_obj
+        self.concurrency = concurrency
+        self.storage_backend_factory = storage_backend_factory
+        self.upload_result_file = upload_result_file
+
+    async def create(
+        self,
+        create_request: LiteLLMBatchCreateRequest,
+        unified_input_file_id: str,
+        model: str,
+        provider: str,
+        user_api_key_dict: UserAPIKeyAuth,
+        request_tags: Sequence[str] | None,
+    ) -> LiteLLMBatch:
+        endpoint: Final = _validate_endpoint(create_request.get("endpoint"))
+        content: Final = await self._download_input(unified_input_file_id, user_api_key_dict)
+        parsed: Final = parse_batch_input(content, endpoint)
+        if isinstance(parsed, InvalidBatchInput):
+            raise batch_http_error(400, f"Invalid batch input file: {parsed.describe()}")
+        llm_batch_id: Final = f"{LITELLM_EXECUTED_BATCH_ID_PREFIX}{uuid_module.uuid4().hex}"
+        model_id: Final = next(iter(self.llm_router.get_model_ids(model_name=model)), model)
+        unified_batch_id: Final = self.managed_files.get_unified_batch_id(batch_id=llm_batch_id, model_id=model_id)
+        created_at: Final = int(time.time())
+        batch: Final = LiteLLMBatch(
+            id=unified_batch_id,
+            object="batch",
+            endpoint=endpoint,
+            input_file_id=unified_input_file_id,
+            completion_window="24h",
+            status="validating",
+            created_at=created_at,
+            expires_at=created_at + _COMPLETION_WINDOW_SECONDS,
+            metadata=create_request.get("metadata"),
+            model=model,
+            request_counts=BatchRequestCounts(completed=0, failed=0, total=len(parsed)),
+        )
+        await self.managed_files.store_unified_object_id(
+            unified_object_id=unified_batch_id,
+            file_object=batch,
+            litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
+            model_object_id=llm_batch_id,
+            file_purpose="batch",
+            user_api_key_dict=user_api_key_dict,
+            request_tags=request_tags,
+            persist_attribution=True,
+            batch_processed=True,
+        )
+        _record_batch_created(model, provider, user_api_key_dict)
+        run: Final = _BatchRun(
+            unified_batch_id=unified_batch_id,
+            llm_batch_id=llm_batch_id,
+            model=model,
+            endpoint=endpoint,
+            lines=parsed,
+            user_api_key_dict=user_api_key_dict,
+            request_tags=tuple(request_tags or ()),
+        )
+        task: Final = asyncio.create_task(self._run(run))
+        _RUNNING_BATCHES.add(task)
+        task.add_done_callback(_RUNNING_BATCHES.discard)
+        return batch
+
+    async def cancel(self, unified_batch_id: str, user_api_key_dict: UserAPIKeyAuth) -> LiteLLMBatch:
+        current: Final = await self._load_batch(unified_batch_id)
+        if current is None:
+            raise batch_http_error(404, f"Batch {unified_batch_id} not found")
+        if current.status in TERMINAL_BATCH_STATUSES:
+            raise batch_http_error(400, f"Cannot cancel a batch with status '{current.status}'")
+        if current.status == "cancelling":
+            return current
+        cancelling: Final = current.model_copy(
+            update=MappingProxyType({"status": "cancelling", "cancelling_at": int(time.time())})
+        )
+        await self._store(cancelling, user_api_key_dict)
+        return cancelling
+
+    async def _download_input(self, unified_input_file_id: str, user_api_key_dict: UserAPIKeyAuth) -> bytes:
+        stored: Final = await self.managed_files.get_unified_file_id(
+            unified_input_file_id, litellm_parent_otel_span=user_api_key_dict.parent_otel_span
+        )
+        if stored is None or not stored.storage_backend or not stored.storage_url:
+            raise batch_http_error(
+                400,
+                f"LiteLLM does not hold the content of input file {unified_input_file_id}: "
+                f"{LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE}",
+            )
+        try:
+            backend: Final = self.storage_backend_factory(stored.storage_backend, prisma_client=self.prisma_client)
+            return await backend.download_file(stored.storage_url)
+        except ValueError as e:
+            raise batch_http_error(400, str(e))
+
+    async def _run(self, run: _BatchRun) -> None:
+        try:
+            await self._execute(run)
+        except Exception as e:  # noqa: BLE001  # whatever fails, the batch must end up marked failed
+            verbose_proxy_logger.exception("LiteLLM-executed batch %s failed: %s", run.unified_batch_id, e)
+            error: Final = BatchError(message=str(e), code="internal_error")
+            errors: Final = Errors(data=[error], object="list")  # mutable-ok: Errors.data is typed as a list
+            try:
+                await self._advance(run, "failed", MappingProxyType({"errors": errors}))
+            except Exception as advance_error:  # noqa: BLE001  # a failed status write is logged, never raised
+                verbose_proxy_logger.exception(
+                    "LiteLLM-executed batch %s could not be marked failed: %s", run.unified_batch_id, advance_error
+                )
+
+    async def _execute(self, run: _BatchRun) -> None:
+        await self._advance(run, "in_progress")
+        watch: Final = _CancelWatch(lambda: self._load_status(run.unified_batch_id), _CANCEL_POLL_SECONDS)
+        semaphore: Final = asyncio.Semaphore(self.concurrency)
+        results: Final = await asyncio.gather(*(self._run_row(run, line, watch, semaphore) for line in run.lines))
+        outcomes: Final = tuple(outcome for outcome in results if outcome is not None)
+        await self._advance(run, "finalizing")
+        succeeded: Final = tuple(outcome for outcome in outcomes if outcome.succeeded)
+        failed: Final = tuple(outcome for outcome in outcomes if not outcome.succeeded)
+        output_file_id: Final = await self._upload_results(run, "output", succeeded)
+        error_file_id: Final = await self._upload_results(run, "error", failed)
+        request_counts: Final = BatchRequestCounts(completed=len(succeeded), failed=len(failed), total=len(run.lines))
+        await self._advance(
+            run,
+            "completed",
+            MappingProxyType(
+                {"output_file_id": output_file_id, "error_file_id": error_file_id, "request_counts": request_counts}
+            ),
+        )
+
+    async def _run_row(
+        self, run: _BatchRun, line: BatchInputLine, watch: _CancelWatch, semaphore: asyncio.Semaphore
+    ) -> RowOutcome | None:
+        async with semaphore:
+            if await watch.cancelling():
+                return None
+            try:
+                body: Final = await self._dispatch(run, line)
+            except Exception as e:  # noqa: BLE001  # a provider error becomes the row's error line, never a crashed batch
+                return RowOutcome(
+                    custom_id=line.custom_id, status_code=_status_code_of(e), body=_error_body(e), succeeded=False
+                )
+            return RowOutcome(custom_id=line.custom_id, status_code=200, body=body, succeeded=True)
+
+    async def _dispatch(self, run: _BatchRun, line: BatchInputLine) -> Mapping[str, object]:
+        params: Final = MappingProxyType({**line.body, "model": run.model, "metadata": self._row_metadata(run)})
+        return _dump(await self._router_call(run.endpoint)(**params))
+
+    def _router_call(self, endpoint: BatchEndpoint) -> _RouterCall:
+        method: Final[object] = getattr(self.llm_router, _router_method_name(endpoint), None)
+        if not isinstance(method, _RouterCall):
+            raise TypeError(f"the router has no callable for {endpoint}")
+        return method
+
+    def _row_metadata(self, run: _BatchRun) -> dict[str, object]:  # mutable-ok: router updates metadata in place
+        return {  # mutable-ok: the router updates request metadata in place
+            **LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(run.user_api_key_dict),
+            "user_api_key": run.user_api_key_dict.api_key,
+            "user_api_end_user_max_budget": run.user_api_key_dict.end_user_max_budget,
+            "tags": list(run.request_tags),  # mutable-ok: litellm types request tags as a list
+            "batch_id": run.unified_batch_id,
+        }
+
+    async def _upload_results(
+        self, run: _BatchRun, kind: Literal["output", "error"], outcomes: Sequence[RowOutcome]
+    ) -> str | None:
+        if not outcomes:
+            return None
+        content: Final = "".join(f"{json.dumps(_result_line(outcome))}\n" for outcome in outcomes).encode()
+        file_data: Final[ExtractedFileData] = {
+            "filename": f"{run.llm_batch_id}_{kind}.jsonl",
+            "content": content,
+            "content_type": "application/jsonl",
+            "headers": _NO_HEADERS,
+        }
+        file_object: Final = await self.upload_result_file(
+            file_data=file_data,
+            target_storage=LITELLM_DB_STORAGE_BACKEND_NAME,
+            target_model_names=(run.model,),
+            purpose="batch_output",
+            proxy_logging_obj=self.proxy_logging_obj,
+            user_api_key_dict=run.user_api_key_dict,
+            prisma_client=self.prisma_client,
+        )
+        return file_object.id
+
+    async def _advance(self, run: _BatchRun, requested: BatchStatus, fields: Mapping[str, object] = _NO_FIELDS) -> None:
+        current: Final = await self._load_batch(run.unified_batch_id)
+        if current is None:
+            raise RuntimeError(f"Batch {run.unified_batch_id} is no longer stored")
+        status: Final = _resolve_transition(current.status, requested)
+        updated: Final = current.model_copy(
+            update=MappingProxyType({**fields, "status": status, f"{status}_at": int(time.time())})
+        )
+        await self._store(updated, run.user_api_key_dict)
+
+    async def _store(self, batch: LiteLLMBatch, user_api_key_dict: UserAPIKeyAuth) -> None:
+        await self.managed_files.store_unified_object_id(
+            unified_object_id=batch.id,
+            file_object=batch,
+            litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
+            model_object_id=_llm_batch_id_of(batch.id),
+            file_purpose="batch",
+            user_api_key_dict=user_api_key_dict,
+            create_if_missing=False,
+        )
+
+    async def _find_row(self, unified_batch_id: str) -> "prisma_models.LiteLLM_ManagedObjectTable | None":
+        return await ManagedObjectRepository(self.prisma_client).table.find_first(
+            where={"unified_object_id": unified_batch_id}  # mutable-ok: Prisma filter
+        )
+
+    async def _load_batch(self, unified_batch_id: str) -> LiteLLMBatch | None:
+        row: Final = await self._find_row(unified_batch_id)
+        return None if row is None or not row.file_object else _batch_of(row.file_object)
+
+    async def _load_status(self, unified_batch_id: str) -> str | None:
+        row: Final = await self._find_row(unified_batch_id)
+        return row.status if row is not None else None
+
+
+def _record_batch_created(model: str, provider: str, user_api_key_dict: UserAPIKeyAuth) -> None:
+    prometheus_logger: Final = PrometheusLogger.get_instance()
+    if prometheus_logger is None:
+        return
+    prometheus_logger.record_managed_batch_created(
+        model=model,
+        api_provider=provider,
+        user=user_api_key_dict.user_id or "",
+        user_email=user_api_key_dict.user_email or "",
+        api_key_alias=user_api_key_dict.key_alias or "",
+    )
diff --git a/litellm/proxy/openai_files_endpoints/common_utils.py b/litellm/proxy/openai_files_endpoints/common_utils.py
index 38a907892b4..c45d08c5546 100644
--- a/litellm/proxy/openai_files_endpoints/common_utils.py
+++ b/litellm/proxy/openai_files_endpoints/common_utils.py
@@ -38,6 +38,7 @@ if TYPE_CHECKING:
 FILE_LIST_CONTINUATION_CHUNK_SIZE: Final = 500
 
 BATCH_CREATE_HIDDEN_PARAM: Final = "batch_create"
+LITELLM_EXECUTED_BATCH_ID_PREFIX: Final = "litellm_batch_"
 
 
 def validate_file_list_limit(limit: int | None) -> None:
@@ -179,6 +180,10 @@ def get_batch_id_from_unified_batch_id(file_id: str) -> str:
     return re.split(r"[;,]", batch_id, maxsplit=1)[0]
 
 
+def is_litellm_executed_batch(decoded_unified_batch_id: str) -> bool:
+    return get_batch_id_from_unified_batch_id(decoded_unified_batch_id).startswith(LITELLM_EXECUTED_BATCH_ID_PREFIX)
+
+
 def encode_file_id_with_model(file_id: str, model: str, id_type: Literal["file", "batch"] = "file") -> str:
     """
     Encode a file/batch ID with model routing information.
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index ae6e222a863..ad869100fb9 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -7,7 +7,7 @@
 
 import asyncio
 import traceback
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
 from typing import Any, BinaryIO, Final, TypedDict, cast, get_args
 
 import httpx
@@ -32,10 +32,12 @@ from litellm.litellm_core_utils.cloud_storage_security import (
     is_managed_cloud_storage_uri,
 )
 from litellm.litellm_core_utils.core_helpers import get_or_create_metadata_bucket
+from litellm.llms.base_llm.files.litellm_db_storage_backend import LITELLM_DB_STORAGE_BACKEND_NAME
 from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
 from litellm.llms.base_llm.managed_resources.isolation import build_list_page
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.batches_endpoints.litellm_executed_batches import resolve_litellm_executed_provider
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 from litellm.proxy.common_utils.http_parsing_utils import (
     _read_request_body,
@@ -86,7 +88,7 @@ from litellm.proxy.openai_files_endpoints.general_upload_validation import (
     coerce_optional_str_list_setting,
     raise_upload_validation_failure,
 )
-from litellm.proxy.utils import ProxyLogging, is_known_model
+from litellm.proxy.utils import PrismaClient, ProxyLogging, is_known_model
 from litellm.repositories.table_repositories import ManagedFileRepository
 from litellm.router import Router
 from litellm.types.llms.openai import (
@@ -99,6 +101,39 @@ from litellm.types.llms.openai import (
 
 router: Final = APIRouter()
 
+
+def _litellm_executed_batch_input_model(
+    llm_router: Router | None,
+    purpose: OpenAIFilesPurpose,
+    model: str | None,
+    target_model_names_list: Sequence[str],
+    team_id: str | None,
+) -> str | None:
+    if purpose != "batch" or llm_router is None:
+        return None
+    candidates: Final = (model,) if model is not None else tuple(target_model_names_list)
+    executed: Final = tuple(
+        candidate
+        for candidate in candidates
+        if resolve_litellm_executed_provider(llm_router, candidate, team_id) is not None
+    )
+    match executed:
+        case ():
+            return None
+        case (only,) if len(candidates) == 1:
+            return only
+        case _:
+            raise ProxyException(
+                message=(
+                    f"LiteLLM runs batches for {', '.join(executed)} itself and keeps their input files, so a batch "
+                    f"input file can target only that one model; got target_model_names={', '.join(candidates)}"
+                ),
+                type="invalid_request_error",
+                param="target_model_names",
+                code=400,
+            )
+
+
 _MAX_BATCH_FILE_SIZE_MB_ADAPTER: Final = TypeAdapter(int | None)
 _LISTED_FILES_ADAPTER: Final = TypeAdapter(list[OpenAIFileObject])
 
@@ -244,30 +279,30 @@ async def route_create_file(
     5. Else -> use custom_llm_provider with files_settings
     """
 
-    # Handle custom storage backend
-    if target_storage and target_storage != "default":
+    executed_model: Final = _litellm_executed_batch_input_model(
+        llm_router, purpose, model, target_model_names_list, user_api_key_dict.team_id
+    )
+    explicit_storage: Final = target_storage if target_storage and target_storage != "default" else None
+    storage: Final = explicit_storage or (LITELLM_DB_STORAGE_BACKEND_NAME if executed_model is not None else None)
+    if storage is not None:
         from litellm.litellm_core_utils.prompt_templates.common_utils import (
             extract_file_data,
         )
         from litellm.proxy.openai_files_endpoints.storage_backend_service import (
             StorageBackendFileService,
         )
+        from litellm.proxy.proxy_server import prisma_client
 
-        # Extract file data
-        file_data: Final = extract_file_data(cast(Any, _create_file_request.get("file")))
-
-        # Use storage backend service to handle upload
-        file_object: Final = await StorageBackendFileService.upload_file_to_storage_backend(
-            file_data=file_data,
-            target_storage=target_storage,
-            target_model_names=target_model_names_list,
+        return await StorageBackendFileService.upload_file_to_storage_backend(
+            file_data=extract_file_data(cast(Any, _create_file_request.get("file"))),
+            target_storage=storage,
+            target_model_names=(executed_model,) if executed_model is not None else target_model_names_list,
             purpose=purpose,
             proxy_logging_obj=proxy_logging_obj,
             user_api_key_dict=user_api_key_dict,
+            prisma_client=prisma_client,
         )
 
-        return file_object
-
     # NEW: Handle model-based routing (no DB required)
     if model is not None:
         # Get credentials from model_list via router
@@ -847,7 +882,7 @@ async def get_file_content(
 
             # Check if file is stored in a storage backend (check DB)
             if hasattr(managed_files_obj, "prisma_client") and getattr(managed_files_obj, "prisma_client", None):
-                prisma_client: Final = getattr(managed_files_obj, "prisma_client")
+                prisma_client: Final[PrismaClient] = getattr(managed_files_obj, "prisma_client")
                 db_file: Final = await ManagedFileRepository(prisma_client).table.find_first(
                     where={"unified_file_id": file_id}
                 )
@@ -862,7 +897,7 @@ async def get_file_content(
 
                     try:
                         # Get storage backend (uses same env vars as callback)
-                        storage_backend: Final = get_storage_backend(storage_backend_name)
+                        storage_backend: Final = get_storage_backend(storage_backend_name, prisma_client=prisma_client)
                         file_content: Final = await storage_backend.download_file(storage_url)
 
                         # Return file content
diff --git a/litellm/proxy/openai_files_endpoints/storage_backend_service.py b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
index e766f335071..b4a36336c22 100644
--- a/litellm/proxy/openai_files_endpoints/storage_backend_service.py
+++ b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
@@ -7,7 +7,7 @@ storage backends (e.g., Azure Blob Storage) and managing associated metadata.
 
 import base64
 import time
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
 from typing import Any, Final, cast
 
 from litellm._logging import verbose_proxy_logger
@@ -15,7 +15,7 @@ from litellm._uuid import uuid as uuid_module
 from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
 from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
 from litellm.proxy._types import ProxyException, UserAPIKeyAuth
-from litellm.proxy.utils import ProxyLogging
+from litellm.proxy.utils import PrismaClient, ProxyLogging
 from litellm.types.llms.openai import OpenAIFileObject, OpenAIFilesPurpose
 from litellm.types.utils import SpecialEnums
 
@@ -35,21 +35,23 @@ class StorageBackendFileService:
     async def upload_file_to_storage_backend(
         file_data: Mapping[str, Any],
         target_storage: str,
-        target_model_names: list[str],
+        target_model_names: Sequence[str],
         purpose: OpenAIFilesPurpose,
         proxy_logging_obj: ProxyLogging,
         user_api_key_dict: UserAPIKeyAuth,
+        prisma_client: PrismaClient | None = None,
     ) -> OpenAIFileObject:
         """
         Upload a file to a storage backend and create a file object.
 
         Args:
             file_data: File data dictionary from extract_file_data()
-            target_storage: Storage backend name (e.g., "azure_storage")
+            target_storage: Storage backend name (e.g., "azure_storage", "litellm_db")
             target_model_names: List of model names for managed files
             purpose: File purpose (e.g., "user_data", "batch")
             proxy_logging_obj: Proxy logging object for accessing hooks
             user_api_key_dict: User API key authentication data
+            prisma_client: The proxy's database client, required by the "litellm_db" backend
 
         Returns:
             OpenAIFileObject: Created file object with storage metadata
@@ -59,7 +61,7 @@ class StorageBackendFileService:
         """
         # Get storage backend instance
         try:
-            storage_backend: Final = get_storage_backend(target_storage)
+            storage_backend: Final = get_storage_backend(target_storage, prisma_client=prisma_client)
         except ValueError as e:
             raise ProxyException(
                 message=str(e),
@@ -164,7 +166,7 @@ class StorageBackendFileService:
     @staticmethod
     def _create_unified_file_id(
         file_type: str,
-        target_model_names: list[str],
+        target_model_names: Sequence[str],
         file_id: str,
     ) -> str:
         """
@@ -194,7 +196,7 @@ class StorageBackendFileService:
     async def _store_in_managed_files(
         file_object: OpenAIFileObject,
         file_data: Mapping[str, Any],
-        target_model_names: list[str],
+        target_model_names: Sequence[str],
         target_storage: str,
         storage_url: str,
         proxy_logging_obj: ProxyLogging,
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 91b59e56906..c4606796ebf 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -1107,6 +1107,12 @@ model LiteLLM_ManagedObjectTable { // for batches or finetuning jobs which use t
   @@index([team_id, created_at(sort: Desc)])
 }
 
+model LiteLLM_ManagedFileContentTable {
+  id         String   @id @default(uuid())
+  content    Bytes
+  created_at DateTime @default(now())
+}
+
 model LiteLLM_ManagedVectorStoreTable {
   id String @id @default(uuid())
   unified_resource_id String @unique // The base64 encoded unified vector store ID
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 632efcc3c4f..d9e8b545765 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -512,6 +512,7 @@ class CreateBatchRequest(TypedDict, total=False):
 
 class LiteLLMBatchCreateRequest(CreateBatchRequest, total=False):
     model: str
+    disable_fallbacks: ReadOnly[bool]
 
 
 class RetrieveBatchRequest(TypedDict, total=False):
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index c63d971b89b..12535493eb5 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -4143,6 +4143,8 @@ FILE_CONTENT_STREAMING_PROVIDERS: Final[frozenset[str]] = frozenset(
     {*OPENAI_COMPATIBLE_BATCH_AND_FILES_PROVIDERS, LlmProviders.VERTEX_AI.value}
 )
 
+LITELLM_EXECUTED_BATCH_PROVIDERS: Final[frozenset[str]] = frozenset({LlmProviders.HOSTED_VLLM.value})
+
 ListBatchesSupportedProvider = Literal["openai", "azure", "hosted_vllm", "litellm_proxy", "vertex_ai"]
 
 LIST_BATCHES_SUPPORTED_PROVIDERS: Final[frozenset[str]] = frozenset(get_args(ListBatchesSupportedProvider))
diff --git a/schema.prisma b/schema.prisma
index 91b59e56906..c4606796ebf 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -1107,6 +1107,12 @@ model LiteLLM_ManagedObjectTable { // for batches or finetuning jobs which use t
   @@index([team_id, created_at(sort: Desc)])
 }
 
+model LiteLLM_ManagedFileContentTable {
+  id         String   @id @default(uuid())
+  content    Bytes
+  created_at DateTime @default(now())
+}
+
 model LiteLLM_ManagedVectorStoreTable {
   id String @id @default(uuid())
   unified_resource_id String @unique // The base64 encoded unified vector store ID
diff --git a/tests/e2e/batches/test_batches_e2e.py b/tests/e2e/batches/test_batches_e2e.py
index eff8f297f25..9b3c06d9a1b 100644
--- a/tests/e2e/batches/test_batches_e2e.py
+++ b/tests/e2e/batches/test_batches_e2e.py
@@ -1160,62 +1160,151 @@ def _vllm_params(api_base: str, api_key: str | None, model_id: str) -> LiteLLMPa
     )
 
 
-class TestHostedVllmBatch:
-    """hosted_vllm file upload + batch create (OpenAI-compatible path, LIT-3266).
+HOSTED_VLLM_DEFAULT_MODEL = "Qwen/Qwen2.5-0.5B-Instruct"
+HOSTED_VLLM_BAD_LINE_CUSTOM_ID = "req-bad"
 
-    hosted_vllm is in OPENAI_COMPATIBLE_BATCH_AND_FILES_PROVIDERS, so /v1/files
-    and /v1/batches route through the OpenAI handler against the deployment's
-    api_base. Skipped for now: it needs a live vLLM (or OpenAI-compatible) server
-    exposing the files/batches APIs (HOSTED_VLLM_API_BASE), which the e2e
-    environment does not currently provision.
+
+def _hosted_vllm_deployment(client: BatchClient, resources: ResourceManager) -> str:
+    api_base = os.environ.get("HOSTED_VLLM_API_BASE")
+    if api_base is None:
+        pytest.skip("set HOSTED_VLLM_API_BASE (the live vLLM server this deployment targets)")
+    api_key = (os.environ.get("HOSTED_VLLM_API_KEY") or "").strip() or None
+    model_id = (os.environ.get("HOSTED_VLLM_MODEL") or HOSTED_VLLM_DEFAULT_MODEL).strip()
+    proxy_name = batch_model_name("hosted-vllm-batch")
+    model_row_id = client.create_model(proxy_name, _vllm_params(api_base, api_key, model_id))
+    resources.defer(lambda: client.delete_model(model_row_id))
+    return proxy_name
+
+
+def _upload_hosted_vllm_input(
+    client: BatchClient, content: bytes, *, proxy_name: str, key: str, upload_route: str
+) -> Result[FileObject]:
+    if upload_route == "model_query":
+        return client.upload_file(content=content, form=FileUploadForm(purpose="batch"), model=proxy_name, key=key)
+    return client.upload_file(
+        content=content, form=FileUploadForm(purpose="batch", target_model_names=proxy_name), key=key
+    )
+
+
+def _jsonl_with_a_failing_line(model: str) -> bytes:
+    bad_line = {
+        "custom_id": HOSTED_VLLM_BAD_LINE_CUSTOM_ID,
+        "method": "POST",
+        "url": "/v1/chat/completions",
+        "body": {"model": model, "messages": [{"role": "user", "content": "ping"}], "max_tokens": -1},
+    }
+    return render_jsonl(model) + (json.dumps(bad_line) + "\n").encode()
+
+
+def _download_managed_file(client: BatchClient, file_id: str, *, key: str) -> list[str]:
+    downloaded = client.proxy.transport.download(
+        f"/v1/files/{file_id}/content", headers=client.proxy.transport.bearer(key)
+    )
+    assert downloaded.status_code == 200, (
+        f"file content must be 200, got {downloaded.status_code}: {downloaded.body[:300]}"
+    )
+    return downloaded.body.strip().splitlines()
+
+
+class TestHostedVllmBatch:
+    """hosted_vllm file upload + batch execution (LIT-5739).
+
+    vLLM implements neither /v1/files nor /v1/batches, so LiteLLM keeps the batch
+    input in its own database, runs every line through the deployment's
+    /v1/chat/completions itself, and serves the batch plus its output and error
+    files from that database under the creating key. Needs a live vLLM server
+    (HOSTED_VLLM_API_BASE), which the default e2e stack does not provision, so
+    the cases skip without it.
     """
 
-    @pytest.mark.skip(
-        reason="hosted_vllm batch/files needs a live vLLM server (HOSTED_VLLM_API_BASE) "
-        "not provisioned in the e2e environment; re-enable when available (LIT-3266)"
-    )
+    @pytest.mark.parametrize("upload_route", ["target_model_names", "model_query"])
     @pytest.mark.covers(
         "llm.batches.hosted_vllm.basic.nonstream.works",
         "llm.files.hosted_vllm.upload.nonstream.works",
         exercised_on=["batches", "files"],
     )
-    def test_unified_file_and_batch_create(
-        self, client: BatchClient, resources: ResourceManager
+    def test_batch_runs_to_completion_with_a_downloadable_output(
+        self, client: BatchClient, resources: ResourceManager, upload_route: str
     ) -> None:
-        api_base = os.environ["HOSTED_VLLM_API_BASE"]
-        api_key = (os.environ.get("HOSTED_VLLM_API_KEY") or "").strip() or None
-        model_id = (
-            os.environ.get("HOSTED_VLLM_MODEL") or "meta-llama/Llama-3.2-3B-Instruct"
-        ).strip()
-        proxy_name = batch_model_name("hosted-vllm-batch")
-
-        model_row_id = client.create_model(
-            proxy_name, _vllm_params(api_base, api_key, model_id)
-        )
-        resources.defer(lambda: client.delete_model(model_row_id))
+        proxy_name = _hosted_vllm_deployment(client, resources)
         key = resources.key()
 
         file = unwrap(
-            client.upload_file(
-                content=render_jsonl(model_id),
-                form=FileUploadForm(purpose="batch", target_model_names=proxy_name),
-                key=key,
+            _upload_hosted_vllm_input(
+                client, render_jsonl(proxy_name), proxy_name=proxy_name, key=key, upload_route=upload_route
             )
         )
         resources.defer(lambda: cleanup_file(client, file.id, key=key))
         assert_file_object(file, provider="hosted_vllm")
+        assert is_managed_id(file.id), f"hosted_vllm batch input must stay in LiteLLM, got file id {file.id!r}"
 
         created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key)
         require_successful_call(created)
         batch = BatchObject.model_validate_json(created.body)
-        resources.defer(lambda: cleanup_batch(client, batch.id, key=key))
-
-        assert batch.id, f"hosted_vllm create returned no batch id: {created.body[:200]}"
-        assert batch.status in CREATED_BATCH_STATUSES, (
-            f"hosted_vllm batch has non-transitional status {batch.status!r}"
-        )
+        resources.defer(lambda: cleanup_batch(client, batch.id, key=key, delete_output_files=True))
+        assert is_managed_id(batch.id), f"hosted_vllm batch must be LiteLLM-managed, got {batch.id!r}"
+        assert batch.status in CREATED_BATCH_STATUSES, f"hosted_vllm batch has non-transitional status {batch.status!r}"
         assert_batch_object(batch)
 
+        finished = _poll_until_terminal(client, batch.id, key)
+        assert finished.status == "completed", f"hosted_vllm batch ended {finished.status!r}: {finished.errors!r}"
+        assert finished.output_file_id, "completed hosted_vllm batch has no output_file_id"
+        assert finished.error_file_id is None, f"all lines succeeded but error_file_id={finished.error_file_id!r}"
+
+        output_lines = _download_managed_file(client, finished.output_file_id, key=key)
+        assert len(output_lines) == 1, f"one input line must yield one output line, got {output_lines!r}"
+        first_line = BatchOutputLine.model_validate_json(output_lines[0])
+        assert first_line.custom_id == "req-1", f"output line lost its custom_id: {output_lines[0][:300]}"
+        assert first_line.response.status_code == 200, f"batch output line reports failure: {output_lines[0][:400]}"
+        assert first_line.response.body is not None and first_line.response.body.choices, (
+            "batch output line has no choices"
+        )
+
+        rows = client.proxy.poll_logs_for_key(
+            key, predicate=lambda found: any(row.call_type == "acompletion" for row in found)
+        )
+        line_rows = [row for row in rows if row.call_type == "acompletion"]
+        assert line_rows, f"the batch line's chat call was not logged under the creating key: {rows!r}"
+        assert all(row.custom_llm_provider == "hosted_vllm" for row in line_rows), (
+            f"batch line rows must be attributed to hosted_vllm: {line_rows!r}"
+        )
+
+    @pytest.mark.covers("llm.batches.hosted_vllm.basic.nonstream.works", exercised_on=["batches", "files"])
+    def test_failing_line_lands_in_the_error_file_not_the_batch_status(
+        self, client: BatchClient, resources: ResourceManager
+    ) -> None:
+        proxy_name = _hosted_vllm_deployment(client, resources)
+        key = resources.key()
+
+        file = unwrap(
+            _upload_hosted_vllm_input(
+                client,
+                _jsonl_with_a_failing_line(proxy_name),
+                proxy_name=proxy_name,
+                key=key,
+                upload_route="target_model_names",
+            )
+        )
+        resources.defer(lambda: cleanup_file(client, file.id, key=key))
+
+        created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key)
+        require_successful_call(created)
+        batch = BatchObject.model_validate_json(created.body)
+        resources.defer(lambda: cleanup_batch(client, batch.id, key=key, delete_output_files=True))
+
+        finished = _poll_until_terminal(client, batch.id, key)
+        assert finished.status == "completed", f"a failing line must not fail the batch, got {finished.status!r}"
+        assert finished.output_file_id, "the good line must still produce an output file"
+        assert finished.error_file_id, "the failing line must produce an error file"
+
+        output_lines = _download_managed_file(client, finished.output_file_id, key=key)
+        error_lines = _download_managed_file(client, finished.error_file_id, key=key)
+        assert [BatchOutputLine.model_validate_json(line).custom_id for line in output_lines] == ["req-1"]
+        assert len(error_lines) == 1, f"one failing line must yield one error line, got {error_lines!r}"
+        error_line = BatchOutputLine.model_validate_json(error_lines[0])
+        assert error_line.custom_id == HOSTED_VLLM_BAD_LINE_CUSTOM_ID
+        assert error_line.response.status_code == 400, f"error line must carry the provider's 4xx: {error_lines[0][:400]}"
+
 
 BATCH_TERMINAL_STATUSES = frozenset({"completed", "failed", "expired", "cancelled"})
 FAILED_BATCH_POLL_SECONDS = 120.0
@@ -1443,6 +1532,7 @@ class BatchOutputResponse(BaseModel):
 
 
 class BatchOutputLine(BaseModel):
+    custom_id: str | None = None
     response: BatchOutputResponse
 
 
diff --git a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
index cb08e00ff65..0ae4e3a5fd8 100644
--- a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
+++ b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
@@ -1732,8 +1732,38 @@ async def test_batch_retrieve_hook_does_not_claim_attribution():
     assert managed_files.store_unified_object_id.await_args.kwargs["persist_attribution"] is False
 
 
+def _unified_batch_id(llm_batch_id: str) -> str:
+    decoded = f"litellm_proxy;model_id:my-vllm;llm_batch_id:{llm_batch_id}"
+    return base64.urlsafe_b64encode(decoded.encode()).decode().rstrip("=")
+
+
 @pytest.mark.asyncio
-async def test_afile_delete_passes_trusted_model_credentials_to_router():
+@pytest.mark.parametrize(
+    "llm_batch_id, stores",
+    [("litellm_batch_abc", False), ("batch_abc", True)],
+    ids=["litellm-executed batch is left alone", "provider batch is still stored"],
+)
+async def test_post_call_hook_leaves_litellm_executed_batches_untouched(llm_batch_id: str, stores: bool):
+    managed_files = _make_managed_files_instance()
+    response = _make_batch_response(status="in_progress", output_file_id=None)
+    response.id = _unified_batch_id(llm_batch_id)
+    response._hidden_params = {
+        "unified_batch_id": response.id,
+        "model_id": "my-vllm",
+        "model_name": "hosted_vllm/qwen",
+    }
+    original_id = response.id
+
+    returned = await managed_files.async_post_call_success_hook(
+        data={},
+        user_api_key_dict=UserAPIKeyAuth(api_key="sk-the-poller", user_id="bob", parent_otel_span=None),
+        response=response,
+    )
+
+    assert returned is response
+    assert managed_files.store_unified_object_id.await_count == (1 if stores else 0)
+    if not stores:
+        assert response.id == original_id
     """
     afile_delete must hand the deployment's credential snapshot to the router
     call, since Bedrock validates the s3:// file id against the bucket in it.
@@ -1743,6 +1773,7 @@ async def test_afile_delete_passes_trusted_model_credentials_to_router():
     managed_files = _make_managed_files_instance()
     unified_file_id = "unified-file-id"
     s3_uri = "s3://my-bucket/litellm-bedrock-files/job-123/input.jsonl"
+    managed_files.get_unified_file_id = AsyncMock(return_value=None)
     managed_files.get_model_file_id_mapping = AsyncMock(return_value={unified_file_id: {"model-123": s3_uri}})
     managed_files.delete_unified_file_id = AsyncMock(return_value=_make_file_object(unified_file_id))
 
@@ -1809,6 +1840,7 @@ async def test_afile_delete_bedrock_unified_id_end_to_end(monkeypatch):
     managed_files = _make_managed_files_instance()
     unified_file_id = "unified-file-id"
     s3_uri = "s3://my-bucket/litellm-bedrock-files/job-123/input.jsonl"
+    managed_files.get_unified_file_id = AsyncMock(return_value=None)
     managed_files.get_model_file_id_mapping = AsyncMock(return_value={unified_file_id: {"model-123": s3_uri}})
     managed_files.delete_unified_file_id = AsyncMock(return_value=_make_file_object(unified_file_id))
 
@@ -1827,3 +1859,104 @@ async def test_afile_delete_bedrock_unified_id_end_to_end(monkeypatch):
     assert response.id == unified_file_id
     assert response.model_dump() == {"id": unified_file_id, "object": "file", "deleted": True}
     managed_files.delete_unified_file_id.assert_awaited_once_with(unified_file_id, None)
+
+
+@pytest.mark.asyncio
+async def test_afile_delete_storage_backed_row_deletes_stored_content_not_provider_files():
+    from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
+    from openai.types import FileDeleted
+
+    from litellm.caching import DualCache
+    from litellm.models.managed_files import LiteLLM_ManagedFileTable
+
+    storage_url = "litellm_db://content-row-1"
+    unified_file_id = _managed_deletion_file_id(storage_url)
+    row = LiteLLM_ManagedFileTable(
+        unified_file_id=unified_file_id,
+        model_mappings={"vllm-batch": storage_url},
+        flat_model_file_ids=[storage_url],
+        file_object=_make_file_object(unified_file_id),
+        storage_backend="litellm_db",
+        storage_url=storage_url,
+    )
+    file_table = MagicMock(find_first=AsyncMock(return_value=row), delete=AsyncMock())
+    content_table = MagicMock(delete=AsyncMock())
+    managed_files = _PROXY_LiteLLMManagedFiles(
+        internal_usage_cache=DualCache(),
+        prisma_client=MagicMock(
+            db=MagicMock(litellm_managedfiletable=file_table, litellm_managedfilecontenttable=content_table)
+        ),
+    )
+    router = MagicMock(
+        get_deployment_credentials_with_provider=MagicMock(return_value=None),
+        afile_delete=AsyncMock(),
+    )
+
+    response = await managed_files.afile_delete(
+        file_id=unified_file_id,
+        litellm_parent_otel_span=None,
+        llm_router=router,
+    )
+
+    content_table.delete.assert_awaited_once_with(where={"id": "content-row-1"})
+    router.afile_delete.assert_not_awaited()
+    file_table.delete.assert_awaited_once_with(where={"unified_file_id": unified_file_id})
+    assert response == FileDeleted(id=unified_file_id, object="file", deleted=True)
+
+
+@pytest.mark.asyncio
+async def test_store_unified_object_id_batch_processed_is_written_only_when_asked():
+    managed_files, mock_prisma = _make_object_store_instance()
+    upsert = mock_prisma.db.litellm_managedobjecttable.upsert
+    creator = UserAPIKeyAuth(api_key="sk-creator", user_id="alice", team_id="team-alpha", parent_otel_span=None)
+
+    await managed_files.store_unified_object_id(
+        unified_object_id="uoi-processed",
+        file_object=_make_batch_response(status="completed"),
+        litellm_parent_otel_span=None,
+        model_object_id="batch-processed",
+        file_purpose="batch",
+        user_api_key_dict=creator,
+        batch_processed=True,
+    )
+    await managed_files.store_unified_object_id(
+        unified_object_id="uoi-default",
+        file_object=_make_batch_response(status="completed"),
+        litellm_parent_otel_span=None,
+        model_object_id="batch-default",
+        file_purpose="batch",
+        user_api_key_dict=creator,
+    )
+
+    processed_create, default_create = (call.kwargs["data"]["create"] for call in upsert.await_args_list)
+    assert processed_create["batch_processed"] is True
+    assert default_create["batch_processed"] is False
+
+
+@pytest.mark.asyncio
+async def test_store_unified_file_id_caches_the_storage_location_the_db_row_gets():
+    from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
+
+    from litellm.caching import DualCache
+
+    file_table = MagicMock(upsert=AsyncMock(), find_first=AsyncMock(side_effect=AssertionError("cache miss")))
+    managed_files = _PROXY_LiteLLMManagedFiles(
+        internal_usage_cache=DualCache(),
+        prisma_client=MagicMock(db=MagicMock(litellm_managedfiletable=file_table)),
+    )
+    stored = _make_file_object("file-kept").model_copy(update={"purpose": "batch"})
+    stored._hidden_params = {"storage_backend": "litellm_db", "storage_url": "litellm_db://content-row-1"}
+
+    await managed_files.store_unified_file_id(
+        file_id="unified-kept",
+        file_object=stored,
+        litellm_parent_otel_span=None,
+        model_mappings={"vllm-batch": "litellm_db://content-row-1"},
+        user_api_key_dict=_make_user_api_key_dict(),
+    )
+    cached = await managed_files.get_unified_file_id("unified-kept")
+
+    assert cached is not None
+    assert (cached.storage_backend, cached.storage_url) == ("litellm_db", "litellm_db://content-row-1")
+    create_data = file_table.upsert.await_args.kwargs["data"]["create"]
+    assert (create_data["storage_backend"], create_data["storage_url"]) == ("litellm_db", "litellm_db://content-row-1")
diff --git a/tests/test_litellm/llms/base_llm/files/test_litellm_db_storage_backend.py b/tests/test_litellm/llms/base_llm/files/test_litellm_db_storage_backend.py
new file mode 100644
index 00000000000..fabcb340a48
--- /dev/null
+++ b/tests/test_litellm/llms/base_llm/files/test_litellm_db_storage_backend.py
@@ -0,0 +1,92 @@
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from prisma import Base64
+from prisma.errors import RecordNotFoundError
+
+from litellm.llms.base_llm.files.litellm_db_storage_backend import (
+    LITELLM_DB_STORAGE_URL_PREFIX,
+    LiteLLMDbStorageBackend,
+    storage_url_to_row_id,
+)
+
+
+def _backend_with_table():
+    table = MagicMock(create=AsyncMock(), find_unique=AsyncMock(), delete=AsyncMock())
+    prisma_client = MagicMock(db=MagicMock(litellm_managedfilecontenttable=table))
+    return LiteLLMDbStorageBackend(prisma_client), table
+
+
+@pytest.mark.asyncio
+async def test_upload_stores_bytes_and_returns_prefixed_row_id():
+    backend, table = _backend_with_table()
+    table.create.return_value = SimpleNamespace(id="row-1")
+    content = b"\x00\x01binary jsonl\n"
+
+    storage_url = await backend.upload_file(file_content=content, filename="input.jsonl", content_type="text/plain")
+
+    assert storage_url == f"{LITELLM_DB_STORAGE_URL_PREFIX}row-1"
+    stored = table.create.await_args.kwargs["data"]["content"]
+    assert isinstance(stored, Base64)
+    assert stored.decode() == content
+
+
+@pytest.mark.asyncio
+async def test_download_returns_exact_bytes_of_the_row():
+    backend, table = _backend_with_table()
+    content = b'{"custom_id": "1"}\n'
+    table.find_unique.return_value = SimpleNamespace(id="row-1", content=Base64.encode(content))
+
+    downloaded = await backend.download_file(f"{LITELLM_DB_STORAGE_URL_PREFIX}row-1")
+
+    assert downloaded == content
+    table.find_unique.assert_awaited_once_with(where={"id": "row-1"})
+
+
+@pytest.mark.asyncio
+async def test_download_missing_row_raises_value_error_naming_the_url():
+    backend, table = _backend_with_table()
+    table.find_unique.return_value = None
+    storage_url = f"{LITELLM_DB_STORAGE_URL_PREFIX}missing"
+
+    with pytest.raises(ValueError, match="missing"):
+        await backend.download_file(storage_url)
+
+
+@pytest.mark.asyncio
+async def test_download_rejects_url_without_prefix_before_touching_the_db():
+    backend, table = _backend_with_table()
+
+    with pytest.raises(ValueError, match="https://elsewhere/blob"):
+        await backend.download_file("https://elsewhere/blob")
+
+    table.find_unique.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_delete_removes_the_parsed_row():
+    backend, table = _backend_with_table()
+
+    await backend.delete_file(f"{LITELLM_DB_STORAGE_URL_PREFIX}row-1")
+
+    table.delete.assert_awaited_once_with(where={"id": "row-1"})
+
+
+@pytest.mark.asyncio
+async def test_delete_tolerates_a_row_that_is_already_gone():
+    backend, table = _backend_with_table()
+    table.delete.side_effect = RecordNotFoundError({"user_facing_error": {"message": "gone"}})
+
+    await backend.delete_file(f"{LITELLM_DB_STORAGE_URL_PREFIX}row-1")
+
+    table.delete.assert_awaited_once_with(where={"id": "row-1"})
+
+
+def test_storage_url_to_row_id_round_trips():
+    assert storage_url_to_row_id(f"{LITELLM_DB_STORAGE_URL_PREFIX}abc-123") == "abc-123"
+
+
+def test_storage_url_to_row_id_rejects_foreign_urls():
+    with pytest.raises(ValueError, match="s3://bucket/key"):
+        storage_url_to_row_id("s3://bucket/key")
diff --git a/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py b/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
new file mode 100644
index 00000000000..39b0adb56fc
--- /dev/null
+++ b/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
@@ -0,0 +1,28 @@
+from unittest.mock import MagicMock
+
+import pytest
+
+from litellm.llms.base_llm.files.litellm_db_storage_backend import (
+    LITELLM_DB_STORAGE_BACKEND_NAME,
+    LiteLLMDbStorageBackend,
+)
+from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+
+
+def test_litellm_db_backend_is_built_on_the_given_prisma_client():
+    prisma_client = MagicMock()
+
+    backend = get_storage_backend(LITELLM_DB_STORAGE_BACKEND_NAME, prisma_client=prisma_client)
+
+    assert isinstance(backend, LiteLLMDbStorageBackend)
+    assert backend._table is prisma_client.db.litellm_managedfilecontenttable
+
+
+def test_litellm_db_backend_without_a_database_is_rejected():
+    with pytest.raises(ValueError, match="database-connected proxy"):
+        get_storage_backend(LITELLM_DB_STORAGE_BACKEND_NAME)
+
+
+def test_unknown_backend_is_still_rejected():
+    with pytest.raises(ValueError, match="Unsupported storage backend type: nope"):
+        get_storage_backend("nope", prisma_client=MagicMock())
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index d9bfb3fe3da..e655438a672 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -51,7 +51,7 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
 from litellm.proxy.utils import ProxyLogging
 from litellm.router import Router
 from litellm.types.llms.openai import BatchJobStatus
-from litellm.types.utils import CredentialItem, LiteLLMBatch
+from litellm.types.utils import CredentialItem, LiteLLMBatch, SpecialEnums
 
 from fastapi import Request, Response
 
@@ -73,6 +73,12 @@ CREDS: Dict[str, Dict[str, str]] = {
         "api_base": "https://vertex.test",
         "model": "vertex_ai/gemini-2.0",
     },
+    "my-vllm": {
+        "custom_llm_provider": "hosted_vllm",
+        "api_key": "sk-vllm",
+        "api_base": "http://vllm.test/v1",
+        "model": "hosted_vllm/qwen",
+    },
 }
 
 # A real model-encoded file id: decodes to "azure/gpt-4o", strips to "file-original123".
@@ -161,9 +167,10 @@ class Harness:
         return dict(self.router_acreate.call_args.kwargs)
 
 
-def _creds_lookup(*, model_id: str) -> Dict[str, str]:
-    # KeyError on an unknown/hardcoded model_id - the bug cannot hide.
-    return dict(CREDS[model_id])
+def _creds_lookup(*, model_id: str, team_id: str | None = None) -> dict[str, str] | None:
+    # An unknown/hardcoded model_id resolves to None exactly like the real router,
+    # which the endpoint turns into a 400 and a missing dispatch - the bug cannot hide.
+    return dict(CREDS[model_id]) if model_id in CREDS else None
 
 
 @pytest.fixture
@@ -250,6 +257,25 @@ async def call_create(
     )
 
 
+@pytest.fixture
+def executed_runner():
+    runner = MagicMock(spec=endpoints.LiteLLMExecutedBatchRunner)
+    runner.create = AsyncMock(return_value=make_batch(id="litellm-executed-batch"))
+    runner.cancel = AsyncMock(return_value=make_batch(id="litellm-executed-batch", status="cancelling"))
+    factory = MagicMock(return_value=runner)
+    with patch.object(  # test-quality-ok: the route builds its runner from proxy_server globals; the factory is the only seam
+        endpoints, "_litellm_executed_batch_runner", factory
+    ):
+        yield runner, factory
+
+
+def _managed_input_file_id(model: str) -> str:
+    unified = SpecialEnums.LITELLM_MANAGED_FILE_COMPLETE_STR.value.format(
+        "application/jsonl", "managed-id", model, "file-id", "file-model-id"
+    )
+    return base64.urlsafe_b64encode(unified.encode()).decode().rstrip("=")
+
+
 # =========================================================================== #
 # SCENARIO 1 - input_file_id encoded with model. The full showcase: every
 # assertion type from the design lives here.
@@ -761,6 +787,98 @@ async def test_create__unified_file_id_legacy_row_without_storage_url_dispatches
     assert harness.router_kwargs()["input_file_id"] == "litellm_proxy_unified_id"
 
 
+# --------------------------------------------------------------------------- #
+# LiteLLM-executed batches: a unified file targeting a provider whose API has
+# no /v1/batches (hosted_vllm) runs inside LiteLLM instead of being forwarded.
+# --------------------------------------------------------------------------- #
+
+
+@pytest.mark.asyncio
+async def test_create__unified_executed_provider_runs_inside_litellm(harness, executed_runner):
+    runner, factory = executed_runner
+    caller = UserAPIKeyAuth(api_key="sk-test", team_id="team-vllm")
+    input_file_id = _managed_input_file_id("my-vllm")
+    set_body(
+        harness,
+        {
+            "input_file_id": input_file_id,
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+            "litellm_metadata": {"tags": ["batch-tag"]},
+        },
+    )
+    resp = await call_create(harness, user=caller)
+
+    harness.router_acreate.assert_not_called()
+    harness.litellm_acreate.assert_not_called()
+    harness.creds_resolver.assert_called_once_with(model_id="my-vllm", team_id="team-vllm")
+    factory.assert_called_once_with(harness.router, harness.logging)
+    runner.create.assert_awaited_once()
+    create_kwargs = runner.create.call_args.kwargs
+    assert create_kwargs["unified_input_file_id"] == input_file_id
+    assert create_kwargs["model"] == "my-vllm"
+    assert create_kwargs["provider"] == "hosted_vllm"
+    assert create_kwargs["request_tags"] == ("batch-tag",)
+    assert create_kwargs["user_api_key_dict"] is caller
+    assert create_kwargs["create_request"]["model"] == "my-vllm"
+    assert resp.id == "litellm-executed-batch"
+
+
+@pytest.mark.asyncio
+async def test_create__unified_executed_provider_without_database_400(harness):
+    set_body(
+        harness,
+        {
+            "input_file_id": _managed_input_file_id("my-vllm"),
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+        },
+    )
+    with pytest.raises(ProxyException) as exc:
+        await call_create(harness)
+
+    assert exc.value.code == "400"
+    assert "need a database" in exc.value.message
+    harness.router_acreate.assert_not_called()
+    harness.litellm_acreate.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_create__unified_provider_model_never_touches_executed_runner(harness, executed_runner):
+    runner, factory = executed_runner
+    set_body(
+        harness,
+        {
+            "input_file_id": _managed_input_file_id("azure/gpt-4o"),
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+        },
+    )
+    await call_create(harness)
+
+    factory.assert_not_called()
+    runner.create.assert_not_called()
+    harness.creds_resolver.assert_called_once_with(model_id="azure/gpt-4o", team_id=None)
+    assert harness.router_kwargs()["model"] == "azure/gpt-4o"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("via", ["body", "header"])
+async def test_create__raw_file_with_executed_model_400_with_upload_guidance(harness, via):
+    body = {"input_file_id": "file-plain", "endpoint": "/v1/chat/completions", "completion_window": "24h"}
+    set_body(harness, {**body, "model": "my-vllm"} if via == "body" else body)
+    headers = {"x-litellm-model": "my-vllm"} if via == "header" else None
+
+    with pytest.raises(ProxyException) as exc:
+        await call_create(harness, headers=headers)
+
+    assert exc.value.code == "400"
+    assert "POST /v1/files" in exc.value.message
+    assert "x-litellm-model" in exc.value.message
+    harness.litellm_acreate.assert_not_called()
+    harness.router_acreate.assert_not_called()
+
+
 @pytest.mark.asyncio
 async def test_create__model_encoded_beats_unified(harness):
     """Precedence row: a file id that is BOTH model-encoded and (pretend) unified
@@ -1141,6 +1259,11 @@ AZURE_BATCH_ID = encode_file_id_with_model("batch_orig123", "azure/gpt-4o", id_t
 # returns). model_id / llm_batch_id are parsed out of this by the real helpers.
 UNIFIED_BATCH_ID = "litellm_proxy;model_id:gpt-4o-mini;llm_batch_id:batch-raw-xyz"
 
+# A decoded unified id of a batch LiteLLM runs itself: the llm_batch_id carries
+# the litellm_batch_ prefix, so no provider holds a batch to sync with.
+EXECUTED_BATCH_ID = "litellm_proxy;model_id:my-vllm;llm_batch_id:litellm_batch_abc"
+EXECUTED_BATCH_B64 = base64.urlsafe_b64encode(EXECUTED_BATCH_ID.encode()).decode().rstrip("=")
+
 
 @dataclass
 class RetrieveHarness:
@@ -1546,6 +1669,33 @@ async def test_retrieve__db_non_terminal_state_syncs_with_provider(retrieve_harn
     assert retrieve_harness.update_batch_in_db.call_count == 1
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("status", ["validating", "in_progress", "finalizing", "cancelling"])
+async def test_retrieve__executed_batch_served_from_db_in_every_status(retrieve_harness, status):
+    db_response = make_batch(id="litellm-executed-batch", status=status)
+    db_batch_object = MagicMock()
+    retrieve_harness.get_batch_from_db.return_value = (db_batch_object, db_response)
+
+    resp = await call_retrieve(retrieve_harness, EXECUTED_BATCH_B64)
+
+    assert resp is db_response
+    retrieve_harness.litellm_aretrieve.assert_not_called()
+    retrieve_harness.router_aretrieve.assert_not_called()
+    retrieve_harness.update_batch_in_db.assert_not_called()
+    retrieve_harness.ensure_managed_files.assert_called_once()
+    assert retrieve_harness.ensure_managed_files.call_args.kwargs["unified_batch_id"] == EXECUTED_BATCH_ID
+
+
+@pytest.mark.asyncio
+async def test_retrieve__executed_batch_without_db_row_404(retrieve_harness):
+    with pytest.raises(ProxyException) as exc:
+        await call_retrieve(retrieve_harness, EXECUTED_BATCH_B64)
+
+    assert exc.value.code == "404"
+    retrieve_harness.litellm_aretrieve.assert_not_called()
+    retrieve_harness.router_aretrieve.assert_not_called()
+
+
 # --------------------------------------------------------------------------- #
 # Cross-cutting: enrichment route_type and failure-hook on provider error.
 # --------------------------------------------------------------------------- #
@@ -2257,6 +2407,35 @@ async def test_cancel__unified_no_router_500(cancel_harness):
     assert exc.value.code == "500"
 
 
+@pytest.mark.asyncio
+async def test_cancel__executed_batch_routes_to_runner(cancel_harness, executed_runner):
+    runner, factory = executed_runner
+    caller = UserAPIKeyAuth(api_key="sk-test", user_id="user-cancel-2")
+    resp = await call_cancel(cancel_harness, EXECUTED_BATCH_B64, user=caller)
+
+    runner.cancel.assert_awaited_once_with(EXECUTED_BATCH_B64, caller)
+    factory.assert_called_once_with(cancel_harness.router, cancel_harness.logging)
+    cancel_harness.router_acancel.assert_not_called()
+    cancel_harness.litellm_acancel.assert_not_called()
+    cancel_harness.creds_resolver.assert_not_called()
+    assert resp is runner.cancel.return_value
+    assert cancel_harness.update_batch_in_db.call_args.kwargs["operation"] == "cancel"
+
+
+@pytest.mark.asyncio
+async def test_cancel__executed_batch_no_router_500(cancel_harness, executed_runner):
+    runner, factory = executed_runner
+    with patch.object(  # test-quality-ok: proxy_server module global is the endpoint's only injection point
+        proxy_server, "llm_router", None
+    ):
+        with pytest.raises(ProxyException) as exc:
+            await call_cancel(cancel_harness, EXECUTED_BATCH_B64)
+
+    assert exc.value.code == "500"
+    factory.assert_not_called()
+    runner.cancel.assert_not_called()
+
+
 # --------------------------------------------------------------------------- #
 # SCENARIO 3 - fallback to custom_llm_provider. Rebuilds a CancelBatchRequest
 # and forwards only {custom_llm_provider, batch_id}.
@@ -2774,8 +2953,6 @@ async def test_cancel__unified_batch_id_allowed_when_managed_files_required(canc
     assert cancel_harness.router_acancel.call_count == 1
 
 
-
-
 @pytest.mark.asyncio
 async def test_retrieve__managed_batch_defers_cost_to_the_poller_when_it_is_running(retrieve_harness):
     with patch.object(endpoints, "batch_cost_poller_is_active", MagicMock(return_value=True)):
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
new file mode 100644
index 00000000000..0806dd3451e
--- /dev/null
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -0,0 +1,715 @@
+import asyncio
+import json
+from collections.abc import Callable, Mapping, Sequence
+from dataclasses import dataclass
+from typing import Final, Literal, cast
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from fastapi import HTTPException
+from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
+from openai.types.batch_request_counts import BatchRequestCounts
+
+from litellm.models.managed_files import LiteLLM_ManagedFileTable
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.batches_endpoints import litellm_executed_batches
+from litellm.proxy.batches_endpoints.litellm_executed_batches import (
+    BatchEndpoint,
+    BatchInputLine,
+    BatchStatus,
+    InvalidBatchInput,
+    LiteLLMExecutedBatchRunner,
+    _resolve_transition,
+    litellm_executed_provider_of,
+    parse_batch_input,
+    resolve_litellm_executed_provider,
+)
+from litellm.proxy.openai_files_endpoints.common_utils import (
+    _is_base64_encoded_unified_file_id,
+    get_batch_id_from_unified_batch_id,
+    is_litellm_executed_batch,
+)
+from litellm.proxy.utils import PrismaClient, ProxyLogging
+from litellm.router import Router
+from litellm.types.llms.openai import LiteLLMBatchCreateRequest, OpenAIFileObject, OpenAIFilesPurpose
+from litellm.types.utils import EmbeddingResponse, LiteLLMBatch, ModelResponse, SpecialEnums
+
+BATCH_MODEL: Final = "batch-model"
+DEPLOYMENT_ID: Final = "deployment-id-1"
+INPUT_FILE_ID: Final = "unified-input-file"
+STORAGE_BACKEND: Final = "s3"
+STORAGE_URL: Final = "s3://bucket/input.jsonl"
+CHAT_ENDPOINT: Final = "/v1/chat/completions"
+ROUTER_METHODS: Final = ("acompletion", "atext_completion", "aembedding", "aresponses")
+ALL_STATUSES: Final[tuple[BatchStatus, ...]] = (
+    "in_progress",
+    "finalizing",
+    "completed",
+    "failed",
+    "cancelling",
+    "cancelled",
+)
+
+
+def chat_row(custom_id: str, content: str, **body_extra: object) -> dict[str, object]:
+    return {
+        "custom_id": custom_id,
+        "method": "POST",
+        "url": CHAT_ENDPOINT,
+        "body": {"model": "row-model", "messages": [{"role": "user", "content": content}], **body_extra},
+    }
+
+
+def jsonl(*rows: Mapping[str, object]) -> bytes:
+    return "".join(f"{json.dumps(row)}\n" for row in rows).encode()
+
+
+TWO_CHAT_ROWS: Final = jsonl(chat_row("row-1", "hi 1"), chat_row("row-2", "hi 2"))
+
+
+def chat_response(content: str) -> ModelResponse:
+    return ModelResponse(
+        id=f"chatcmpl-{content}",
+        model=BATCH_MODEL,
+        choices=[{"index": 0, "message": {"role": "assistant", "content": f"echo {content}"}, "finish_reason": "stop"}],
+    )
+
+
+def managed_input_file(storage_backend: str | None = STORAGE_BACKEND) -> LiteLLM_ManagedFileTable:
+    return LiteLLM_ManagedFileTable(
+        unified_file_id=INPUT_FILE_ID,
+        model_mappings={},
+        flat_model_file_ids=[],
+        storage_backend=storage_backend,
+        storage_url=STORAGE_URL,
+    )
+
+
+def batch_request(endpoint: str) -> LiteLLMBatchCreateRequest:
+    return cast(
+        "LiteLLMBatchCreateRequest",
+        {"endpoint": endpoint, "input_file_id": INPUT_FILE_ID, "completion_window": "24h"},
+    )
+
+
+class ProviderRateLimited(Exception):
+    status_code = 429
+
+
+@dataclass(frozen=True, slots=True)
+class StoredObject:
+    file_object: str
+    status: str
+
+
+@dataclass(frozen=True, slots=True)
+class StoreCall:
+    unified_object_id: str
+    model_object_id: str
+    status: str
+    request_tags: tuple[str, ...] | None
+    persist_attribution: bool
+    create_if_missing: bool
+    batch_processed: bool
+
+
+class FakeManagedBatchStore:
+    def __init__(self, files: Mapping[str, LiteLLM_ManagedFileTable]) -> None:
+        self.files = files
+        self.objects: dict[str, StoredObject] = {}
+        self.calls: list[StoreCall] = []
+
+    def get_unified_batch_id(self, batch_id: str, model_id: str) -> str:
+        return SpecialEnums.LITELLM_MANAGED_BATCH_COMPLETE_STR.value.format(model_id, batch_id)
+
+    async def get_unified_file_id(
+        self, file_id: str, litellm_parent_otel_span: object | None = None
+    ) -> LiteLLM_ManagedFileTable | None:
+        return self.files.get(file_id)
+
+    async def store_unified_object_id(
+        self,
+        unified_object_id: str,
+        file_object: LiteLLMBatch,
+        litellm_parent_otel_span: object | None,
+        model_object_id: str,
+        file_purpose: Literal["batch", "fine-tune", "response"],
+        user_api_key_dict: UserAPIKeyAuth,
+        request_tags: Sequence[str] | None = None,
+        persist_attribution: bool = False,
+        create_if_missing: bool = True,
+        batch_processed: bool = False,
+    ) -> None:
+        self.calls.append(
+            StoreCall(
+                unified_object_id=unified_object_id,
+                model_object_id=model_object_id,
+                status=file_object.status,
+                request_tags=tuple(request_tags) if request_tags is not None else None,
+                persist_attribution=persist_attribution,
+                create_if_missing=create_if_missing,
+                batch_processed=batch_processed,
+            )
+        )
+        if create_if_missing or unified_object_id in self.objects:
+            self.write(file_object)
+
+    def write(self, batch: LiteLLMBatch) -> None:
+        self.objects[batch.id] = StoredObject(file_object=batch.model_dump_json(), status=batch.status)
+
+    def batch(self, unified_batch_id: str) -> LiteLLMBatch:
+        return LiteLLMBatch.model_validate_json(self.objects[unified_batch_id].file_object)
+
+
+REAL_HOOK: Final = _PROXY_LiteLLMManagedFiles(internal_usage_cache=MagicMock(), prisma_client=MagicMock())
+
+
+class RealIdManagedBatchStore(FakeManagedBatchStore):
+    def get_unified_batch_id(self, batch_id: str, model_id: str) -> str:
+        return REAL_HOOK.get_unified_batch_id(batch_id=batch_id, model_id=model_id)
+
+
+class FakeManagedObjectTable:
+    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+        self.objects = objects
+
+    async def find_first(self, where: Mapping[str, str]) -> StoredObject | None:
+        return self.objects.get(where["unified_object_id"])
+
+
+class FakeDb:
+    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+        self.litellm_managedobjecttable = FakeManagedObjectTable(objects)
+
+
+class FakePrismaClient:
+    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+        self.db = FakeDb(objects)
+
+
+class FakeRouter:
+    def __init__(self) -> None:
+        self.acompletion = AsyncMock(return_value=chat_response("default"))
+        self.atext_completion = AsyncMock(return_value=chat_response("default"))
+        self.aembedding = AsyncMock(
+            return_value=EmbeddingResponse(
+                model=BATCH_MODEL, data=[{"embedding": [0.1], "index": 0, "object": "embedding"}]
+            )
+        )
+        self.aresponses = AsyncMock(return_value=chat_response("default"))
+
+    def get_model_ids(self, model_name: str) -> list[str]:
+        return [DEPLOYMENT_ID] if model_name == BATCH_MODEL else []
+
+
+class FakeStorageBackend:
+    def __init__(self, contents: Mapping[str, bytes]) -> None:
+        self.contents = contents
+        self.downloads: list[str] = []
+
+    async def download_file(self, storage_url: str) -> bytes:
+        self.downloads.append(storage_url)
+        return self.contents[storage_url]
+
+
+class FakeStorageBackendFactory:
+    def __init__(self, backend: FakeStorageBackend, error: ValueError | None) -> None:
+        self.backend = backend
+        self.error = error
+        self.calls: list[tuple[str, object]] = []
+
+    def __call__(self, backend_type: str, prisma_client: object = None) -> FakeStorageBackend:
+        self.calls.append((backend_type, prisma_client))
+        if self.error is not None:
+            raise self.error
+        return self.backend
+
+
+@dataclass(frozen=True, slots=True)
+class UploadCall:
+    content: bytes
+    filename: str
+    target_storage: str
+    target_model_names: tuple[str, ...]
+    purpose: str
+    user_api_key_dict: UserAPIKeyAuth
+    prisma_client: object
+
+    def lines(self) -> dict[str, dict[str, object]]:
+        parsed = tuple(json.loads(line) for line in self.content.decode().splitlines())
+        return {str(line["custom_id"]): line for line in parsed}
+
+
+class FakeResultFileUploader:
+    def __init__(self, error: Exception | None) -> None:
+        self.error = error
+        self.calls: list[UploadCall] = []
+
+    async def __call__(
+        self,
+        file_data: Mapping[str, object],
+        target_storage: str,
+        target_model_names: list[str],
+        purpose: OpenAIFilesPurpose,
+        proxy_logging_obj: ProxyLogging,
+        user_api_key_dict: UserAPIKeyAuth,
+        prisma_client: object = None,
+    ) -> OpenAIFileObject:
+        content = file_data["content"]
+        assert isinstance(content, bytes)
+        self.calls.append(
+            UploadCall(
+                content=content,
+                filename=str(file_data["filename"]),
+                target_storage=target_storage,
+                target_model_names=tuple(target_model_names),
+                purpose=purpose,
+                user_api_key_dict=user_api_key_dict,
+                prisma_client=prisma_client,
+            )
+        )
+        if self.error is not None:
+            raise self.error
+        return OpenAIFileObject(
+            id=f"unified-output-{len(self.calls)}",
+            object="file",
+            bytes=len(content),
+            created_at=0,
+            filename=str(file_data["filename"]),
+            purpose=purpose,
+            status="uploaded",
+        )
+
+
+@dataclass(frozen=True, slots=True)
+class Harness:
+    runner: LiteLLMExecutedBatchRunner
+    store: FakeManagedBatchStore
+    router: FakeRouter
+    uploads: FakeResultFileUploader
+    storage: FakeStorageBackend
+    storage_factory: FakeStorageBackendFactory
+    prisma: FakePrismaClient
+    user: UserAPIKeyAuth
+
+    async def create(self, endpoint: str = CHAT_ENDPOINT) -> LiteLLMBatch:
+        return await self.runner.create(
+            create_request=batch_request(endpoint),
+            unified_input_file_id=INPUT_FILE_ID,
+            model=BATCH_MODEL,
+            provider="hosted_vllm",
+            user_api_key_dict=self.user,
+            request_tags=["tag-a"],
+        )
+
+    async def create_and_finish(self, endpoint: str = CHAT_ENDPOINT) -> tuple[LiteLLMBatch, LiteLLMBatch]:
+        created = await self.create(endpoint)
+        await asyncio.gather(*list(litellm_executed_batches._RUNNING_BATCHES))
+        return created, self.store.batch(created.id)
+
+
+def make_runner(
+    content: bytes = TWO_CHAT_ROWS,
+    concurrency: int = 4,
+    files: Mapping[str, LiteLLM_ManagedFileTable] | None = None,
+    upload_error: Exception | None = None,
+    storage_error: ValueError | None = None,
+    store_factory: Callable[[Mapping[str, LiteLLM_ManagedFileTable]], FakeManagedBatchStore] = FakeManagedBatchStore,
+) -> Harness:
+    store = store_factory({INPUT_FILE_ID: managed_input_file()} if files is None else files)
+    router = FakeRouter()
+    uploads = FakeResultFileUploader(upload_error)
+    storage = FakeStorageBackend({STORAGE_URL: content})
+    storage_factory = FakeStorageBackendFactory(storage, storage_error)
+    prisma = FakePrismaClient(store.objects)
+    user = UserAPIKeyAuth(
+        api_key="sk-batch-key", user_id="user-1", team_id="team-1", key_alias="alias-1", user_email="user@example.com"
+    )
+    runner = LiteLLMExecutedBatchRunner(
+        llm_router=cast("Router", router),
+        prisma_client=cast("PrismaClient", prisma),
+        managed_files=store,
+        proxy_logging_obj=MagicMock(spec=ProxyLogging),
+        concurrency=concurrency,
+        storage_backend_factory=storage_factory,
+        upload_result_file=uploads,
+    )
+    return Harness(runner, store, router, uploads, storage, storage_factory, prisma, user)
+
+
+def seeded_batch(store: FakeManagedBatchStore, status: Literal["in_progress", "completed"]) -> LiteLLMBatch:
+    batch = LiteLLMBatch(
+        id=store.get_unified_batch_id(batch_id="litellm_batch_seed", model_id=DEPLOYMENT_ID),
+        object="batch",
+        endpoint=CHAT_ENDPOINT,
+        input_file_id=INPUT_FILE_ID,
+        completion_window="24h",
+        status=status,
+        created_at=1,
+        model=BATCH_MODEL,
+    )
+    store.write(batch)
+    return batch
+
+
+@pytest.mark.parametrize(
+    ("content", "line_number", "reason_fragment"),
+    [
+        (b"", None, "no requests"),
+        (b"\n   \n", None, "no requests"),
+        (b"{not json", 1, "JSON"),
+        (jsonl({"custom_id": "a", "method": "POST", "url": CHAT_ENDPOINT}), 1, "body"),
+        (jsonl({**chat_row("a", "hi"), "extra_field": 1}), 1, "extra_field"),
+        (
+            jsonl(chat_row("a", "hi")) + b"\n" + jsonl({**chat_row("b", "hi"), "url": "/v1/embeddings"}),
+            3,
+            "/v1/embeddings",
+        ),
+        (jsonl(chat_row("a", "hi", stream=True)), 1, "streaming"),
+        (jsonl(chat_row("a", "hi"), chat_row("a", "again")), None, "'a'"),
+    ],
+    ids=["empty", "blank lines", "not json", "missing body", "unknown field", "url mismatch", "stream", "duplicate id"],
+)
+def test_parse_batch_input_rejects(content: bytes, line_number: int | None, reason_fragment: str) -> None:
+    result = parse_batch_input(content, CHAT_ENDPOINT)
+    assert isinstance(result, InvalidBatchInput)
+    assert result.line_number == line_number
+    assert reason_fragment in result.reason
+
+
+def test_parse_batch_input_keeps_every_request_and_skips_blank_lines() -> None:
+    content = b"\n" + jsonl(chat_row("a", "hi 1")) + b"\n" + jsonl(chat_row("b", "hi 2")) + b"\n\n"
+    lines = parse_batch_input(content, CHAT_ENDPOINT)
+    assert isinstance(lines, tuple)
+    assert [line.custom_id for line in lines] == ["a", "b"]
+    assert lines[1] == BatchInputLine(
+        custom_id="b",
+        method="POST",
+        url=CHAT_ENDPOINT,
+        body={"model": "row-model", "messages": [{"role": "user", "content": "hi 2"}]},
+    )
+
+
+@pytest.mark.parametrize("current", ["validating", "in_progress", "finalizing"])
+@pytest.mark.parametrize("requested", ALL_STATUSES)
+def test_resolve_transition_keeps_the_requested_status_unless_cancelling(current: str, requested: BatchStatus) -> None:
+    assert _resolve_transition(current, requested) == requested
+
+
+@pytest.mark.parametrize(
+    ("requested", "expected"),
+    [
+        ("completed", "cancelled"),
+        ("in_progress", "cancelling"),
+        ("finalizing", "cancelling"),
+        ("failed", "failed"),
+        ("cancelling", "cancelling"),
+        ("cancelled", "cancelled"),
+    ],
+)
+def test_resolve_transition_from_cancelling(requested: BatchStatus, expected: BatchStatus) -> None:
+    assert _resolve_transition("cancelling", requested) == expected
+
+
+@pytest.mark.parametrize(
+    ("credentials", "expected"),
+    [
+        ({"custom_llm_provider": "hosted_vllm", "model": "openai/gpt-4o"}, "hosted_vllm"),
+        ({"model": "hosted_vllm/qwen"}, "hosted_vllm"),
+        ({"custom_llm_provider": "openai", "model": "gpt-4o"}, None),
+        ({"model": "gpt-4o"}, None),
+    ],
+    ids=["explicit hosted_vllm", "model prefix", "explicit openai", "openai model"],
+)
+def test_litellm_executed_provider_of(credentials: Mapping[str, object], expected: str | None) -> None:
+    assert litellm_executed_provider_of(credentials) == expected
+
+
+@pytest.mark.parametrize(
+    ("credentials", "expected"), [(None, None), ({"model": "hosted_vllm/qwen"}, "hosted_vllm")], ids=["unknown", "vllm"]
+)
+def test_resolve_litellm_executed_provider_asks_the_router_for_the_team_scoped_deployment(
+    credentials: Mapping[str, object] | None, expected: str | None
+) -> None:
+    router = MagicMock(spec=Router)
+    router.get_deployment_credentials_with_provider.return_value = credentials
+    assert resolve_litellm_executed_provider(router, BATCH_MODEL, "team-1") == expected
+    router.get_deployment_credentials_with_provider.assert_called_once_with(model_id=BATCH_MODEL, team_id="team-1")
+
+
+async def test_create_stores_a_validating_batch_and_completes_it_in_the_background() -> None:
+    harness = make_runner()
+    created, finished = await harness.create_and_finish()
+
+    assert created.status == "validating"
+    assert is_litellm_executed_batch(created.id)
+    assert created.id.startswith(f"litellm_proxy;model_id:{DEPLOYMENT_ID};llm_batch_id:litellm_batch_")
+    assert (created.model, created.input_file_id) == (BATCH_MODEL, INPUT_FILE_ID)
+    assert created.request_counts == BatchRequestCounts(completed=0, failed=0, total=2)
+    first_write = harness.store.calls[0]
+    assert (first_write.unified_object_id, first_write.model_object_id) == (
+        created.id,
+        get_batch_id_from_unified_batch_id(created.id),
+    )
+    assert (first_write.persist_attribution, first_write.batch_processed, first_write.request_tags) == (
+        True,
+        True,
+        ("tag-a",),
+    )
+    assert harness.storage_factory.calls == [(STORAGE_BACKEND, harness.prisma)]
+    assert harness.storage.downloads == [STORAGE_URL]
+
+    assert finished.status == "completed"
+    assert finished.request_counts == BatchRequestCounts(completed=2, failed=0, total=2)
+    assert (finished.output_file_id, finished.error_file_id) == ("unified-output-1", None)
+    assert finished.in_progress_at is not None
+    assert finished.completed_at is not None
+
+
+async def test_create_dispatches_each_row_with_the_batch_model_and_the_key_metadata() -> None:
+    harness = make_runner()
+    created, _ = await harness.create_and_finish()
+
+    calls = {call.kwargs["messages"][0]["content"]: call.kwargs for call in harness.router.acompletion.await_args_list}
+    assert set(calls) == {"hi 1", "hi 2"}
+    for content, kwargs in calls.items():
+        assert kwargs["model"] == BATCH_MODEL
+        assert kwargs["messages"] == [{"role": "user", "content": content}]
+        metadata = kwargs["metadata"]
+        assert metadata["user_api_key"] == harness.user.api_key
+        assert metadata["tags"] == ["tag-a"]
+        assert metadata["batch_id"] == created.id
+        assert metadata["user_api_key_user_id"] == "user-1"
+        assert metadata["user_api_key_team_id"] == "team-1"
+        assert metadata["user_api_key_alias"] == "alias-1"
+        assert metadata["user_api_key_user_email"] == "user@example.com"
+
+
+async def test_create_uploads_one_output_line_per_row_with_the_router_response() -> None:
+    harness = make_runner()
+    replies = {"hi 1": chat_response("hi 1"), "hi 2": chat_response("hi 2")}
+    harness.router.acompletion.side_effect = lambda **kwargs: replies[kwargs["messages"][0]["content"]]
+    created, _ = await harness.create_and_finish()
+
+    assert len(harness.uploads.calls) == 1
+    upload = harness.uploads.calls[0]
+    assert (upload.target_storage, upload.purpose, upload.target_model_names) == (
+        "litellm_db",
+        "batch_output",
+        (BATCH_MODEL,),
+    )
+    assert upload.filename == f"{get_batch_id_from_unified_batch_id(created.id)}_output.jsonl"
+    assert upload.user_api_key_dict is harness.user
+    assert upload.prisma_client is harness.prisma
+    lines = upload.lines()
+    assert set(lines) == {"row-1", "row-2"}
+    for custom_id, content in (("row-1", "hi 1"), ("row-2", "hi 2")):
+        line = lines[custom_id]
+        assert str(line["id"]).startswith("batch_req_")
+        assert line["error"] is None
+        response = line["response"]
+        assert isinstance(response, dict)
+        assert response["status_code"] == 200
+        assert response["body"] == replies[content].model_dump(mode="json")
+
+
+async def test_create_splits_failed_rows_into_the_error_file() -> None:
+    harness = make_runner()
+    failure = ProviderRateLimited("slow down")
+    reply = chat_response("hi 1")
+
+    def dispatch(messages: Sequence[Mapping[str, str]], **_: object) -> ModelResponse:
+        if messages[0]["content"] == "hi 1":
+            return reply
+        raise failure
+
+    harness.router.acompletion.side_effect = dispatch
+    created, finished = await harness.create_and_finish()
+
+    assert finished.status == "completed"
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=1, total=2)
+    assert (finished.output_file_id, finished.error_file_id) == ("unified-output-1", "unified-output-2")
+    llm_batch_id = get_batch_id_from_unified_batch_id(created.id)
+    assert [call.filename for call in harness.uploads.calls] == [
+        f"{llm_batch_id}_output.jsonl",
+        f"{llm_batch_id}_error.jsonl",
+    ]
+    assert set(harness.uploads.calls[0].lines()) == {"row-1"}
+    error_lines = harness.uploads.calls[1].lines()
+    assert set(error_lines) == {"row-2"}
+    response = error_lines["row-2"]["response"]
+    assert isinstance(response, dict)
+    assert response["status_code"] == 429
+    assert response["body"] == {
+        "error": {"message": str(failure), "type": "ProviderRateLimited", "param": None, "code": None}
+    }
+
+
+async def test_create_rejects_an_unsupported_endpoint() -> None:
+    harness = make_runner()
+    with pytest.raises(HTTPException) as raised:
+        await harness.create(endpoint="/v1/moderations")
+    assert raised.value.status_code == 400
+    assert "/v1/moderations" in raised.value.detail["error"]
+    assert harness.store.calls == []
+    assert harness.storage_factory.calls == []
+
+
+@pytest.mark.parametrize(
+    "files",
+    [{}, {INPUT_FILE_ID: managed_input_file(storage_backend=None)}],
+    ids=["unknown file", "no stored content"],
+)
+async def test_create_rejects_an_input_file_litellm_does_not_hold(
+    files: Mapping[str, LiteLLM_ManagedFileTable],
+) -> None:
+    harness = make_runner(files=files)
+    with pytest.raises(HTTPException) as raised:
+        await harness.create()
+    assert raised.value.status_code == 400
+    assert "POST /v1/files" in raised.value.detail["error"]
+    assert harness.storage_factory.calls == []
+    assert harness.store.calls == []
+
+
+async def test_create_rejects_an_invalid_input_file() -> None:
+    harness = make_runner(content=jsonl(chat_row("a", "hi"), chat_row("a", "again")))
+    with pytest.raises(HTTPException) as raised:
+        await harness.create()
+    assert raised.value.status_code == 400
+    assert raised.value.detail["error"].startswith("Invalid batch input file:")
+    assert "'a'" in raised.value.detail["error"]
+    assert harness.store.calls == []
+
+
+async def test_create_surfaces_a_storage_backend_error_as_a_400() -> None:
+    harness = make_runner(storage_error=ValueError("Unknown storage backend 's3'"))
+    with pytest.raises(HTTPException) as raised:
+        await harness.create()
+    assert raised.value.status_code == 400
+    assert raised.value.detail["error"] == "Unknown storage backend 's3'"
+    assert harness.store.calls == []
+
+
+@pytest.mark.parametrize(
+    ("endpoint", "body", "method"),
+    [
+        ("/v1/chat/completions", {"messages": [{"role": "user", "content": "hi"}]}, "acompletion"),
+        ("/v1/completions", {"prompt": "hi"}, "atext_completion"),
+        ("/v1/embeddings", {"input": "hi"}, "aembedding"),
+        ("/v1/responses", {"input": "hi"}, "aresponses"),
+    ],
+)
+async def test_each_endpoint_awaits_only_its_router_method(
+    endpoint: BatchEndpoint, body: Mapping[str, object], method: str
+) -> None:
+    row = {"custom_id": "a", "method": "POST", "url": endpoint, "body": {"model": "row-model", **body}}
+    harness = make_runner(content=jsonl(row))
+    _, finished = await harness.create_and_finish(endpoint)
+
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=0, total=1)
+    awaited = {name: getattr(harness.router, name).await_count for name in ROUTER_METHODS}
+    assert awaited == {name: int(name == method) for name in ROUTER_METHODS}
+    kwargs = getattr(harness.router, method).await_args.kwargs
+    assert kwargs["model"] == BATCH_MODEL
+    assert all(kwargs[key] == value for key, value in body.items())
+
+
+async def test_cancel_unknown_batch_is_404() -> None:
+    harness = make_runner()
+    with pytest.raises(HTTPException) as raised:
+        await harness.runner.cancel("missing-batch", harness.user)
+    assert raised.value.status_code == 404
+
+
+async def test_cancel_terminal_batch_is_400() -> None:
+    harness = make_runner()
+    batch = seeded_batch(harness.store, "completed")
+    with pytest.raises(HTTPException) as raised:
+        await harness.runner.cancel(batch.id, harness.user)
+    assert raised.value.status_code == 400
+    assert "completed" in raised.value.detail["error"]
+    assert harness.store.calls == []
+
+
+async def test_cancel_marks_a_running_batch_cancelling_once() -> None:
+    harness = make_runner()
+    batch = seeded_batch(harness.store, "in_progress")
+
+    cancelled = await harness.runner.cancel(batch.id, harness.user)
+
+    assert cancelled.status == "cancelling"
+    assert cancelled.cancelling_at is not None
+    assert harness.store.batch(batch.id).status == "cancelling"
+    assert [(call.status, call.create_if_missing) for call in harness.store.calls] == [("cancelling", False)]
+
+    again = await harness.runner.cancel(batch.id, harness.user)
+
+    assert again.model_dump() == cancelled.model_dump()
+    assert len(harness.store.calls) == 1
+
+
+async def test_running_batch_skips_the_remaining_rows_after_an_operator_cancel(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setattr(litellm_executed_batches, "_CANCEL_POLL_SECONDS", 0.0)
+    rows = jsonl(chat_row("row-1", "hi 1"), chat_row("row-2", "hi 2"), chat_row("row-3", "hi 3"))
+    harness = make_runner(content=rows, concurrency=1)
+    reply = chat_response("hi 1")
+
+    def dispatch(metadata: Mapping[str, object], **_: object) -> ModelResponse:
+        running = harness.store.batch(str(metadata["batch_id"]))
+        harness.store.write(running.model_copy(update={"status": "cancelling"}))
+        return reply
+
+    harness.router.acompletion.side_effect = dispatch
+    _, finished = await harness.create_and_finish()
+
+    assert harness.router.acompletion.await_count == 1
+    assert finished.status == "cancelled"
+    assert finished.cancelled_at is not None
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=0, total=3)
+    assert (finished.output_file_id, finished.error_file_id) == ("unified-output-1", None)
+
+
+async def test_upload_failure_marks_the_batch_failed() -> None:
+    harness = make_runner(upload_error=RuntimeError("storage exploded"))
+    _, finished = await harness.create_and_finish()
+
+    assert finished.status == "failed"
+    assert finished.failed_at is not None
+    assert finished.output_file_id is None
+    assert finished.errors is not None
+    assert [(error.message, error.code) for error in finished.errors.data or []] == [
+        ("storage exploded", "internal_error")
+    ]
+
+
+async def test_only_the_create_write_carries_attribution_and_billing_flags() -> None:
+    harness = make_runner()
+    await harness.create_and_finish()
+
+    assert [call.status for call in harness.store.calls] == ["validating", "in_progress", "finalizing", "completed"]
+    flags = [(call.persist_attribution, call.batch_processed, call.create_if_missing) for call in harness.store.calls]
+    assert flags[0] == (True, True, True)
+    assert flags[1:] == [(False, False, False)] * 3
+
+
+async def test_run_completes_under_the_real_hooks_base64_batch_id() -> None:
+    harness = make_runner(store_factory=RealIdManagedBatchStore)
+    created, finished = await harness.create_and_finish()
+
+    assert _is_base64_encoded_unified_file_id(created.id)
+    assert finished.status == "completed"
+    llm_batch_id = harness.store.calls[0].model_object_id
+    assert llm_batch_id.startswith("litellm_batch_")
+    assert [call.model_object_id for call in harness.store.calls] == [llm_batch_id] * 4
+
+
+async def test_cancel_works_under_the_real_hooks_base64_batch_id() -> None:
+    harness = make_runner(store_factory=RealIdManagedBatchStore)
+    batch = seeded_batch(harness.store, "in_progress")
+    cancelled = await harness.runner.cancel(batch.id, harness.user)
+
+    assert cancelled.status == "cancelling"
+    assert [call.model_object_id for call in harness.store.calls] == ["litellm_batch_seed"]
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
index 87cd2aaff1f..f88d94d2c08 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
@@ -6,6 +6,7 @@ import pytest
 
 from litellm.proxy.openai_files_endpoints.common_utils import (
     apply_unified_file_ids,
+    is_litellm_executed_batch,
     map_raw_file_ids_to_unified,
 )
 from litellm.types.utils import LiteLLMBatch
@@ -478,3 +479,15 @@ class TestCompletedBatchSafeToRetire:
 
     def test_no_output_and_unknown_counts_is_not_safe(self):
         assert _completed_batch_safe_to_retire(_completed_batch_for_retire(None)) is False
+
+
+@pytest.mark.parametrize(
+    "decoded_unified_batch_id, executed",
+    [
+        ("litellm_proxy;model_id:my-vllm;llm_batch_id:litellm_batch_0123abcd", True),
+        ("litellm_proxy;model_id:my-vllm;llm_batch_id:batch_0123abcd", False),
+        ("litellm_proxy;model_id:my-vllm;generic_response_id:resp_0123abcd", False),
+    ],
+)
+def test_is_litellm_executed_batch_reads_the_llm_batch_id_prefix(decoded_unified_batch_id: str, executed: bool):
+    assert is_litellm_executed_batch(decoded_unified_batch_id) is executed
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index aa505c3019b..08d7bf8e0da 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -609,6 +609,121 @@ def test_target_storage_with_target_models(
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
 
 
+BATCH_JSONL_LINE = (
+    b'{"custom_id": "req-1", "method": "POST", "url": "/v1/chat/completions", '
+    b'"body": {"model": "my-vllm", "messages": [{"role": "user", "content": "hi"}]}}\n'
+)
+
+
+def _router_with_executed_batch_model() -> Router:
+    return Router(
+        model_list=[
+            {
+                "model_name": "my-vllm",
+                "litellm_params": {
+                    "model": "hosted_vllm/qwen",
+                    "api_key": "sk-vllm",
+                    "api_base": "http://vllm.test/v1",
+                },
+                "model_info": {"id": "my-vllm-id"},
+            },
+            {
+                "model_name": "gemini-2.0-flash",
+                "litellm_params": {"model": "gemini/gemini-2.0-flash"},
+                "model_info": {"id": "gemini-2.0-flash-id"},
+            },
+        ]
+    )
+
+
+@pytest.fixture
+def batch_upload_seams(mocker: MockerFixture, monkeypatch):
+    import litellm.proxy.proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    llm_router = _router_with_executed_batch_model()
+    monkeypatch.setattr("litellm.proxy.proxy_server.master_key", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    setup_proxy_logging_object(monkeypatch, llm_router)
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="test-user"
+    )
+    uploaded = OpenAIFileObject(
+        id="file-kept",
+        object="file",
+        purpose="batch",
+        created_at=0,
+        bytes=len(BATCH_JSONL_LINE),
+        filename="batch.jsonl",
+        status="uploaded",
+    )
+    stored = mocker.patch(  # test-quality-ok: the route calls the storage service directly with no injection seam
+        "litellm.proxy.openai_files_endpoints.storage_backend_service.StorageBackendFileService.upload_file_to_storage_backend",
+        new=mocker.AsyncMock(return_value=uploaded),
+    )
+    provider_upload = mocker.patch(  # test-quality-ok: the route calls litellm.acreate_file directly with no injection seam
+        "litellm.acreate_file", new=mocker.AsyncMock(return_value=uploaded)
+    )
+    try:
+        yield stored, provider_upload
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+def _upload_batch_file(headers: dict[str, str], form: dict[str, str]):
+    return client.post(
+        "/v1/files",
+        files={"file": ("batch.jsonl", BATCH_JSONL_LINE, "application/jsonl")},
+        data={"purpose": "batch", **form},
+        headers={"Authorization": "Bearer test-key", **headers},
+    )
+
+
+@pytest.mark.parametrize(
+    "headers, form",
+    [({"x-litellm-model": "my-vllm"}, {}), ({}, {"target_model_names": "my-vllm"})],
+    ids=["x-litellm-model header", "target_model_names form field"],
+)
+def test_batch_upload_for_a_litellm_executed_model_is_kept_by_litellm(
+    batch_upload_seams, headers: dict[str, str], form: dict[str, str]
+):
+    stored, provider_upload = batch_upload_seams
+
+    response = _upload_batch_file(headers, form)
+
+    assert response.status_code == 200, response.text
+    provider_upload.assert_not_awaited()
+    stored.assert_awaited_once()
+    kwargs = stored.call_args.kwargs
+    assert kwargs["target_storage"] == "litellm_db"
+    assert tuple(kwargs["target_model_names"]) == ("my-vllm",)
+    assert kwargs["purpose"] == "batch"
+
+
+def test_batch_upload_naming_an_executed_and_a_provider_model_is_rejected(batch_upload_seams):
+    stored, provider_upload = batch_upload_seams
+
+    response = _upload_batch_file({}, {"target_model_names": "my-vllm,gemini-2.0-flash"})
+
+    assert response.status_code == 400, response.text
+    assert "my-vllm" in response.text
+    assert "target_model_names" in response.text
+    stored.assert_not_awaited()
+    provider_upload.assert_not_awaited()
+
+
+def test_batch_upload_for_a_provider_model_still_goes_to_the_provider(batch_upload_seams):
+    stored, provider_upload = batch_upload_seams
+
+    response = _upload_batch_file({"x-litellm-model": "gemini-2.0-flash"}, {})
+
+    assert response.status_code == 200, response.text
+    stored.assert_not_awaited()
+    provider_upload.assert_awaited_once()
+    assert provider_upload.call_args.kwargs["custom_llm_provider"] == "gemini"
+
+
 @pytest.mark.skip(reason="mock respx fails on ci/cd - unclear why")
 def test_create_file_and_call_chat_completion_e2e(
     mocker: MockerFixture, monkeypatch, llm_router: Router
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py b/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
index 07a85a70815..067826004e2 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
@@ -1,3 +1,5 @@
+from unittest.mock import MagicMock
+
 import pytest
 
 from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
@@ -6,6 +8,7 @@ from litellm.proxy.openai_files_endpoints import storage_backend_service
 from litellm.proxy.openai_files_endpoints.storage_backend_service import (
     StorageBackendFileService,
 )
+from litellm.proxy.utils import PrismaClient
 
 
 class _RecordingStorageBackend:
@@ -57,7 +60,7 @@ def _file_data():
 @pytest.mark.asyncio
 async def test_upload_with_target_model_names_but_no_hook_raises_before_uploading(monkeypatch):
     backend = _RecordingStorageBackend()
-    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name: backend)
+    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name, prisma_client=None: backend)
 
     with pytest.raises(ProxyException) as exc_info:
         await StorageBackendFileService.upload_file_to_storage_backend(
@@ -80,7 +83,7 @@ async def test_upload_with_target_model_names_but_no_hook_raises_before_uploadin
 @pytest.mark.asyncio
 async def test_upload_without_target_model_names_skips_hook_requirement(monkeypatch):
     backend = _RecordingStorageBackend()
-    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name: backend)
+    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name, prisma_client=None: backend)
 
     file_object = await StorageBackendFileService.upload_file_to_storage_backend(
         file_data=_file_data(),
@@ -101,7 +104,7 @@ async def test_upload_without_target_model_names_skips_hook_requirement(monkeypa
 @pytest.mark.asyncio
 async def test_upload_with_target_model_names_and_hook_stores_unified_id(monkeypatch):
     backend = _RecordingStorageBackend()
-    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name: backend)
+    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name, prisma_client=None: backend)
     hook = _FakeManagedFilesHook()
 
     file_object = await StorageBackendFileService.upload_file_to_storage_backend(
@@ -125,3 +128,28 @@ async def test_upload_with_target_model_names_and_hook_stores_unified_id(monkeyp
         "stored_id_matches_response": True,
         "model_mappings": {"gpt-x": "https://storage.example/blob-1"},
     }
+
+
+@pytest.mark.asyncio
+async def test_upload_hands_the_prisma_client_to_the_storage_backend_factory(monkeypatch: pytest.MonkeyPatch):
+    backend = _RecordingStorageBackend()
+    factory_calls: list[tuple[str, PrismaClient | None]] = []
+
+    def _factory(name: str, prisma_client: PrismaClient | None = None) -> _RecordingStorageBackend:
+        factory_calls.append((name, prisma_client))
+        return backend
+
+    monkeypatch.setattr(storage_backend_service, "get_storage_backend", _factory)
+    prisma_client = MagicMock()
+
+    await StorageBackendFileService.upload_file_to_storage_backend(
+        file_data=_file_data(),
+        target_storage="litellm_db",
+        target_model_names=[],
+        purpose="batch",
+        proxy_logging_obj=_FakeProxyLogging(hook=None),
+        user_api_key_dict=UserAPIKeyAuth(api_key="sk-test"),
+        prisma_client=prisma_client,
+    )
+
+    assert factory_calls == [("litellm_db", prisma_client)]

From b4f10e211c7655eeb5e0784c8d698a66f5149da7 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 08:49:34 +0000
Subject: [PATCH 054/162] chore: sync schema.prisma copies from root

---
 litellm-proxy-extras/litellm_proxy_extras/schema.prisma | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 91b59e56906..c4606796ebf 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -1107,6 +1107,12 @@ model LiteLLM_ManagedObjectTable { // for batches or finetuning jobs which use t
   @@index([team_id, created_at(sort: Desc)])
 }
 
+model LiteLLM_ManagedFileContentTable {
+  id         String   @id @default(uuid())
+  content    Bytes
+  created_at DateTime @default(now())
+}
+
 model LiteLLM_ManagedVectorStoreTable {
   id String @id @default(uuid())
   unified_resource_id String @unique // The base64 encoded unified vector store ID

From 167e3244ab7b2e904e6d7f3f193d3f2bf737a874 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 01:58:53 -0700
Subject: [PATCH 055/162] fix(batches): shape LiteLLM-executed batch errors
 like OpenAI errors

---
 litellm/proxy/batches_endpoints/endpoints.py  | 10 ++---
 .../litellm_executed_batches.py               | 21 +++++-----
 .../test_litellm_executed_batches.py          | 40 +++++++++----------
 3 files changed, 35 insertions(+), 36 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index cc698ad760e..7e49d937171 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -23,7 +23,7 @@ from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE,
     LiteLLMExecutedBatchRunner,
     ManagedBatchStore,
-    batch_http_error,
+    batch_error,
     litellm_executed_provider_of,
     resolve_litellm_executed_provider,
 )
@@ -83,7 +83,7 @@ def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyL
 
     managed_files: Final = proxy_logging_obj.get_proxy_hook("managed_files")
     if prisma_client is None or not isinstance(managed_files, ManagedBatchStore):
-        raise batch_http_error(
+        raise batch_error(
             400,
             "LiteLLM-executed batches need a database: set DATABASE_URL so LiteLLM can keep the batch and its files",
         )
@@ -98,7 +98,7 @@ def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyL
 def _raise_when_input_file_must_be_managed(model: str, credentials: Mapping[str, object]) -> None:
     if litellm_executed_provider_of(credentials) is None:
         return
-    raise batch_http_error(
+    raise batch_error(
         400,
         f"Batches for {model} run inside LiteLLM, so the input file must be a LiteLLM managed file: "
         f"{LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE}",
@@ -556,7 +556,7 @@ async def retrieve_batch(
 
         executed_batch: Final = isinstance(unified_batch_id, str) and is_litellm_executed_batch(unified_batch_id)
         if executed_batch and response is None:
-            raise batch_http_error(404, f"No batch found with id '{batch_id}'.")
+            raise batch_error(404, f"No batch found with id '{batch_id}'.")
 
         # If batch is in a terminal state, return immediately.
         # Include "complete" (DB-normalized form of "completed").
@@ -1067,7 +1067,7 @@ async def cancel_batch(
         # SCENARIO 2: target_model_names based routing
         elif unified_batch_id and is_litellm_executed_batch(unified_batch_id):
             if llm_router is None:
-                raise batch_http_error(500, "LLM Router not initialized. Ensure models added to proxy.")
+                raise batch_error(500, "LLM Router not initialized. Ensure models added to proxy.")
             response = await _litellm_executed_batch_runner(  # rebind-ok: each cancel path sets the route's response
                 llm_router, proxy_logging_obj
             ).cancel(batch_id, user_api_key_dict)
diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index f567f0e2263..77e583781ea 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -7,7 +7,6 @@ from itertools import pairwise
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, Literal, Protocol, TypeAlias, runtime_checkable
 
-from fastapi import HTTPException
 from openai.types.batch import Errors
 from openai.types.batch_error import BatchError
 from openai.types.batch_request_counts import BatchRequestCounts
@@ -23,7 +22,7 @@ from litellm.llms.base_llm.files.litellm_db_storage_backend import LITELLM_DB_ST
 from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
 from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
 from litellm.models.managed_files import LiteLLM_ManagedFileTable
-from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 from litellm.proxy.openai_files_endpoints.common_utils import (
     LITELLM_EXECUTED_BATCH_ID_PREFIX,
@@ -234,16 +233,16 @@ def parse_batch_input(content: bytes, endpoint: BatchEndpoint) -> tuple[BatchInp
     return lines
 
 
-def batch_http_error(status_code: int, message: str) -> HTTPException:
-    detail: Final = {"error": message}  # mutable-ok: HTTPException detail must be a plain mapping
-    return HTTPException(status_code=status_code, detail=detail)
+def batch_error(status_code: int, message: str) -> ProxyException:
+    error_type: Final = "invalid_request_error" if status_code < 500 else ProxyErrorTypes.internal_server_error.value
+    return ProxyException(message=message, type=error_type, param=None, code=status_code)
 
 
 def _validate_endpoint(endpoint: object) -> BatchEndpoint:
     try:
         return _BATCH_ENDPOINT_ADAPTER.validate_python(endpoint)
     except ValidationError:
-        raise batch_http_error(400, f"endpoint {endpoint!r} is not supported for a LiteLLM-executed batch")
+        raise batch_error(400, f"endpoint {endpoint!r} is not supported for a LiteLLM-executed batch")
 
 
 def _status_code_of(error: Exception) -> int:
@@ -350,7 +349,7 @@ class LiteLLMExecutedBatchRunner:
         content: Final = await self._download_input(unified_input_file_id, user_api_key_dict)
         parsed: Final = parse_batch_input(content, endpoint)
         if isinstance(parsed, InvalidBatchInput):
-            raise batch_http_error(400, f"Invalid batch input file: {parsed.describe()}")
+            raise batch_error(400, f"Invalid batch input file: {parsed.describe()}")
         llm_batch_id: Final = f"{LITELLM_EXECUTED_BATCH_ID_PREFIX}{uuid_module.uuid4().hex}"
         model_id: Final = next(iter(self.llm_router.get_model_ids(model_name=model)), model)
         unified_batch_id: Final = self.managed_files.get_unified_batch_id(batch_id=llm_batch_id, model_id=model_id)
@@ -397,9 +396,9 @@ class LiteLLMExecutedBatchRunner:
     async def cancel(self, unified_batch_id: str, user_api_key_dict: UserAPIKeyAuth) -> LiteLLMBatch:
         current: Final = await self._load_batch(unified_batch_id)
         if current is None:
-            raise batch_http_error(404, f"Batch {unified_batch_id} not found")
+            raise batch_error(404, f"Batch {unified_batch_id} not found")
         if current.status in TERMINAL_BATCH_STATUSES:
-            raise batch_http_error(400, f"Cannot cancel a batch with status '{current.status}'")
+            raise batch_error(400, f"Cannot cancel a batch with status '{current.status}'")
         if current.status == "cancelling":
             return current
         cancelling: Final = current.model_copy(
@@ -413,7 +412,7 @@ class LiteLLMExecutedBatchRunner:
             unified_input_file_id, litellm_parent_otel_span=user_api_key_dict.parent_otel_span
         )
         if stored is None or not stored.storage_backend or not stored.storage_url:
-            raise batch_http_error(
+            raise batch_error(
                 400,
                 f"LiteLLM does not hold the content of input file {unified_input_file_id}: "
                 f"{LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE}",
@@ -422,7 +421,7 @@ class LiteLLMExecutedBatchRunner:
             backend: Final = self.storage_backend_factory(stored.storage_backend, prisma_client=self.prisma_client)
             return await backend.download_file(stored.storage_url)
         except ValueError as e:
-            raise batch_http_error(400, str(e))
+            raise batch_error(400, str(e))
 
     async def _run(self, run: _BatchRun) -> None:
         try:
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index 0806dd3451e..9c775fd2c97 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -6,12 +6,11 @@ from typing import Final, Literal, cast
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
-from fastapi import HTTPException
 from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
 from openai.types.batch_request_counts import BatchRequestCounts
 
 from litellm.models.managed_files import LiteLLM_ManagedFileTable
-from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy._types import ProxyException, UserAPIKeyAuth
 from litellm.proxy.batches_endpoints import litellm_executed_batches
 from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     BatchEndpoint,
@@ -547,10 +546,11 @@ async def test_create_splits_failed_rows_into_the_error_file() -> None:
 
 async def test_create_rejects_an_unsupported_endpoint() -> None:
     harness = make_runner()
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.create(endpoint="/v1/moderations")
-    assert raised.value.status_code == 400
-    assert "/v1/moderations" in raised.value.detail["error"]
+    assert raised.value.code == "400"
+    assert raised.value.type == "invalid_request_error"
+    assert "/v1/moderations" in raised.value.message
     assert harness.store.calls == []
     assert harness.storage_factory.calls == []
 
@@ -564,30 +564,30 @@ async def test_create_rejects_an_input_file_litellm_does_not_hold(
     files: Mapping[str, LiteLLM_ManagedFileTable],
 ) -> None:
     harness = make_runner(files=files)
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.create()
-    assert raised.value.status_code == 400
-    assert "POST /v1/files" in raised.value.detail["error"]
+    assert raised.value.code == "400"
+    assert "POST /v1/files" in raised.value.message
     assert harness.storage_factory.calls == []
     assert harness.store.calls == []
 
 
 async def test_create_rejects_an_invalid_input_file() -> None:
     harness = make_runner(content=jsonl(chat_row("a", "hi"), chat_row("a", "again")))
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.create()
-    assert raised.value.status_code == 400
-    assert raised.value.detail["error"].startswith("Invalid batch input file:")
-    assert "'a'" in raised.value.detail["error"]
+    assert raised.value.code == "400"
+    assert raised.value.message.startswith("Invalid batch input file:")
+    assert "'a'" in raised.value.message
     assert harness.store.calls == []
 
 
 async def test_create_surfaces_a_storage_backend_error_as_a_400() -> None:
     harness = make_runner(storage_error=ValueError("Unknown storage backend 's3'"))
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.create()
-    assert raised.value.status_code == 400
-    assert raised.value.detail["error"] == "Unknown storage backend 's3'"
+    assert raised.value.code == "400"
+    assert raised.value.message == "Unknown storage backend 's3'"
     assert harness.store.calls == []
 
 
@@ -617,18 +617,18 @@ async def test_each_endpoint_awaits_only_its_router_method(
 
 async def test_cancel_unknown_batch_is_404() -> None:
     harness = make_runner()
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.runner.cancel("missing-batch", harness.user)
-    assert raised.value.status_code == 404
+    assert raised.value.code == "404"
 
 
 async def test_cancel_terminal_batch_is_400() -> None:
     harness = make_runner()
     batch = seeded_batch(harness.store, "completed")
-    with pytest.raises(HTTPException) as raised:
+    with pytest.raises(ProxyException) as raised:
         await harness.runner.cancel(batch.id, harness.user)
-    assert raised.value.status_code == 400
-    assert "completed" in raised.value.detail["error"]
+    assert raised.value.code == "400"
+    assert "completed" in raised.value.message
     assert harness.store.calls == []
 
 

From 2d13ca06d0386d5b27daadb110d8c79c9d9fcf33 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 02:39:38 -0700
Subject: [PATCH 056/162] fix(router): keep batch retrieves out of the sync
 success counter and type the metadata helper

---
 litellm/proxy/batches_endpoints/endpoints.py | 10 +++---
 litellm/router.py                            |  2 ++
 tests/test_litellm/test_router.py            | 38 ++++++++++++++++++++
 3 files changed, 45 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 1c38748fc90..403669d7f97 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -6,7 +6,7 @@
 ######################################################################
 import asyncio
 import os
-from collections.abc import Mapping
+from collections.abc import Mapping, MutableMapping
 from types import MappingProxyType
 from typing import Any, Final, cast
 
@@ -57,17 +57,17 @@ from litellm.types.llms.openai import LiteLLMBatchCreateRequest
 router: Final = APIRouter()
 
 
-def _litellm_metadata_of(data: dict) -> dict:
+def _litellm_metadata_of(data: MutableMapping[str, object]) -> MutableMapping[str, object]:
     """The request's litellm_metadata mapping, created on the request when it carries none.
 
     The success handler reads this mapping, so a flag or a model group set here has to live
     inside it rather than beside it.
     """
     existing: Final = data.get("litellm_metadata")
-    if isinstance(existing, dict):
+    if isinstance(existing, MutableMapping):
         return existing
-    created: Final = {}  # mutable-ok: the logging layer copies and extends this mapping, so it cannot be a read-only view
-    data["litellm_metadata"] = created
+    created: Final[dict[str, object]] = {}  # mutable-ok: the logging layer copies and extends this mapping
+    data["litellm_metadata"] = created  # rebind-ok: the success handler reads the request's own mapping
     return created
 
 
diff --git a/litellm/router.py b/litellm/router.py
index cf6f637332c..4c6c736935f 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -8097,6 +8097,8 @@ class Router:
         - key: str - The key used to increment the cache
         - None: if no key is found
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return None
         id = None
         if kwargs["litellm_params"].get("metadata") is None:
             pass
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 193c007a2e1..79b6635ce6f 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -49,6 +49,7 @@ from litellm.router import (
 from litellm.router_strategy import simple_shuffle
 from litellm.router_utils.client_initalization_utils import MaxParallelRequestsLimit
 from litellm.router_utils.cooldown_handlers import _async_get_cooldown_deployments
+from litellm.router_utils.router_callbacks.track_deployment_metrics import get_deployment_successes_for_current_minute
 from litellm.types.llms.openai import ChatCompletionRequest
 from litellm.types.router import Deployment, DeploymentTypedDict, LiteLLM_Params, ModelInfo, PreRoutingHookResponse, RetryPolicy
 
@@ -1217,6 +1218,43 @@ async def test_arouter_aretrieve_batch_does_not_consume_deployment_rate_limits(m
     assert usage_keys == []
 
 
+@pytest.mark.parametrize(
+    ("call_type", "expected_key", "expected_successes"),
+    [
+        ("aretrieve_batch", None, 0),
+        ("retrieve_batch", None, 0),
+        ("acompletion", "batch-dep:successes", 1),
+    ],
+)
+def test_sync_deployment_callback_on_success_skips_batch_retrieves(
+    call_type: str, expected_key: str | None, expected_successes: int
+):
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {"model": _BATCH_DEPLOYMENT_MODEL, "api_base": _BATCH_API_BASE, "api_key": "sk-fake"},
+                "model_info": {"id": "batch-dep"},
+            }
+        ]
+    )
+
+    key = router.sync_deployment_callback_on_success(
+        kwargs={
+            "call_type": call_type,
+            "litellm_params": {"metadata": {"model_group": _BATCH_GROUP}, "model_info": {"id": "batch-dep"}},
+        },
+        completion_response=None,
+        start_time=datetime.now(),
+        end_time=datetime.now(),
+    )
+
+    assert key == expected_key
+    assert (
+        get_deployment_successes_for_current_minute(litellm_router_instance=router, deployment_id="batch-dep")
+        == expected_successes
+    )
+
 _ROUTING_STRATEGY_CACHE_MARKERS = ("_map", "_request_count", ":tpm:", ":rpm:")
 
 

From 9e8b686c7accbcf8e2cba87b982970dafbad94f2 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 02:53:46 -0700
Subject: [PATCH 057/162] fix(batches): run hosted_vllm batches in LiteLLM only
 when the server has no Files API

---
 litellm/proxy/batches_endpoints/endpoints.py  |  12 ++-
 .../litellm_executed_batches.py               |  67 +++++++++++-
 .../openai_files_endpoints/files_endpoints.py |  23 ++--
 .../proxy/batches_endpoints/test_endpoints.py |  50 ++++++++-
 .../test_litellm_executed_batches.py          | 101 +++++++++++++++++-
 .../test_files_endpoint.py                    |  52 ++++++++-
 6 files changed, 283 insertions(+), 22 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 7e49d937171..ba5853b7c46 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -24,7 +24,7 @@ from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     LiteLLMExecutedBatchRunner,
     ManagedBatchStore,
     batch_error,
-    litellm_executed_provider_of,
+    litellm_executed_provider_for,
     resolve_litellm_executed_provider,
 )
 from litellm.proxy.common_request_processing import (
@@ -95,8 +95,8 @@ def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyL
     )
 
 
-def _raise_when_input_file_must_be_managed(model: str, credentials: Mapping[str, object]) -> None:
-    if litellm_executed_provider_of(credentials) is None:
+async def _raise_when_input_file_must_be_managed(model: str, credentials: Mapping[str, object]) -> None:
+    if await litellm_executed_provider_for(credentials) is None:
         return
     raise batch_error(
         400,
@@ -364,7 +364,9 @@ async def create_batch(
                     detail={"error": "LLM Router not initialized. Ensure models added to proxy."},
                 )
 
-            executed_provider: Final = resolve_litellm_executed_provider(llm_router, model, user_api_key_dict.team_id)
+            executed_provider: Final = await resolve_litellm_executed_provider(
+                llm_router, model, user_api_key_dict.team_id
+            )
             response = (
                 await _litellm_executed_batch_runner(llm_router, proxy_logging_obj).create(
                     create_request=_create_batch_data,
@@ -395,7 +397,7 @@ async def create_batch(
                     model_id=model_param,
                     operation_context="batch creation",
                 )
-                _raise_when_input_file_must_be_managed(model_param, credentials)
+                await _raise_when_input_file_must_be_managed(model_param, credentials)
 
                 prepare_data_with_credentials(
                     data=_create_batch_data,
diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index 77e583781ea..642b2ea5f8c 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -7,6 +7,7 @@ from itertools import pairwise
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, Literal, Protocol, TypeAlias, runtime_checkable
 
+import httpx
 from openai.types.batch import Errors
 from openai.types.batch_error import BatchError
 from openai.types.batch_request_counts import BatchRequestCounts
@@ -21,6 +22,7 @@ from litellm.integrations.prometheus import PrometheusLogger
 from litellm.llms.base_llm.files.litellm_db_storage_backend import LITELLM_DB_STORAGE_BACKEND_NAME
 from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
 from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.models.managed_files import LiteLLM_ManagedFileTable
 from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
@@ -33,7 +35,7 @@ from litellm.proxy.openai_files_endpoints.storage_backend_service import Storage
 from litellm.proxy.utils import PrismaClient, ProxyLogging
 from litellm.repositories.table_repositories import ManagedObjectRepository
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest, OpenAIFileObject, OpenAIFilesPurpose
-from litellm.types.utils import LITELLM_EXECUTED_BATCH_PROVIDERS, ExtractedFileData, LiteLLMBatch
+from litellm.types.utils import LITELLM_EXECUTED_BATCH_PROVIDERS, ExtractedFileData, LiteLLMBatch, LlmProviders
 
 if TYPE_CHECKING:
     from prisma import models as prisma_models
@@ -46,6 +48,7 @@ BatchStatus: TypeAlias = Literal["in_progress", "finalizing", "completed", "fail
 TERMINAL_BATCH_STATUSES: Final[frozenset[str]] = frozenset({"completed", "failed", "cancelled", "expired"})
 _BATCH_ENDPOINT_ADAPTER: Final[TypeAdapter[BatchEndpoint]] = TypeAdapter(BatchEndpoint)
 _CANCEL_POLL_SECONDS: Final = 1.0
+_FILES_API_PROBE_TIMEOUT_SECONDS: Final = 5.0
 _COMPLETION_WINDOW_SECONDS: Final = 24 * 60 * 60
 LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE: Final = (
     "upload it through POST /v1/files with purpose=batch and either the x-litellm-model header or the "
@@ -184,9 +187,67 @@ def litellm_executed_provider_of(credentials: Mapping[str, object]) -> str | Non
     return provider if provider in LITELLM_EXECUTED_BATCH_PROVIDERS else None
 
 
-def resolve_litellm_executed_provider(llm_router: "Router", model: str, team_id: str | None) -> str | None:
+class _HttpGetter(Protocol):
+    async def get(
+        self, url: str, *, headers: dict[str, str] | None = None, timeout: float | httpx.Timeout | None = None
+    ) -> httpx.Response: ...
+
+
+class FilesApiProbe(Protocol):
+    async def __call__(self, api_base: str, api_key: str | None) -> bool: ...
+
+
+async def upstream_lacks_files_api(api_base: str, api_key: str | None, http_client: _HttpGetter | None = None) -> bool:
+    client: Final = http_client or get_async_httpx_client(llm_provider=LlmProviders.HOSTED_VLLM)
+    try:
+        response: Final = await client.get(
+            f"{api_base.rstrip('/')}/files",
+            headers={"Authorization": f"Bearer {api_key}"} if api_key else None,
+            timeout=_FILES_API_PROBE_TIMEOUT_SECONDS,
+        )
+    except httpx.HTTPError:
+        return False
+    return response.status_code == httpx.codes.NOT_FOUND
+
+
+def _upstream_of(credentials: Mapping[str, object], provider: str) -> tuple[str, str | None] | None:
+    model: Final = credentials.get("model")
+    api_base: Final = credentials.get("api_base")
+    api_key: Final = credentials.get("api_key")
+    if not isinstance(model, str):
+        return None
+    try:
+        _, _, resolved_api_key, resolved_api_base = litellm.get_llm_provider(
+            model=model,
+            custom_llm_provider=provider,
+            api_base=api_base if isinstance(api_base, str) else None,
+            api_key=api_key if isinstance(api_key, str) else None,
+        )
+    except Exception:  # noqa: BLE001  # get_llm_provider raises on a model it cannot map, which means nothing to probe
+        return None
+    return None if resolved_api_base is None else (resolved_api_base, resolved_api_key)
+
+
+async def litellm_executed_provider_for(
+    credentials: Mapping[str, object], lacks_files_api: FilesApiProbe = upstream_lacks_files_api
+) -> str | None:
+    provider: Final = litellm_executed_provider_of(credentials)
+    if provider is None:
+        return None
+    upstream: Final = _upstream_of(credentials, provider)
+    if upstream is None:
+        return None
+    return provider if await lacks_files_api(*upstream) else None
+
+
+async def resolve_litellm_executed_provider(
+    llm_router: "Router",
+    model: str,
+    team_id: str | None,
+    lacks_files_api: FilesApiProbe = upstream_lacks_files_api,
+) -> str | None:
     credentials: Final = llm_router.get_deployment_credentials_with_provider(model_id=model, team_id=team_id)
-    return None if credentials is None else litellm_executed_provider_of(credentials)
+    return None if credentials is None else await litellm_executed_provider_for(credentials, lacks_files_api)
 
 
 def _provider_of(model: object) -> str | None:
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index ad869100fb9..b8dcb89baef 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -102,24 +102,35 @@ from litellm.types.llms.openai import (
 router: Final = APIRouter()
 
 
-def _litellm_executed_batch_input_model(
+async def _litellm_executed_batch_input_model(
     llm_router: Router | None,
     purpose: OpenAIFilesPurpose,
     model: str | None,
     target_model_names_list: Sequence[str],
     team_id: str | None,
 ) -> str | None:
-    if purpose != "batch" or llm_router is None:
+    if llm_router is None:
         return None
     candidates: Final = (model,) if model is not None else tuple(target_model_names_list)
+    providers: Final = await asyncio.gather(
+        *(resolve_litellm_executed_provider(llm_router, candidate, team_id) for candidate in candidates)
+    )
     executed: Final = tuple(
-        candidate
-        for candidate in candidates
-        if resolve_litellm_executed_provider(llm_router, candidate, team_id) is not None
+        candidate for candidate, provider in zip(candidates, providers, strict=True) if provider is not None
     )
     match executed:
         case ():
             return None
+        case _ if purpose != "batch":
+            raise ProxyException(
+                message=(
+                    f"The server behind {', '.join(executed)} has no Files API, so LiteLLM keeps only batch input "
+                    f"files for it and runs the batch itself: upload with purpose=batch; got purpose={purpose}"
+                ),
+                type="invalid_request_error",
+                param="purpose",
+                code=400,
+            )
         case (only,) if len(candidates) == 1:
             return only
         case _:
@@ -279,7 +290,7 @@ async def route_create_file(
     5. Else -> use custom_llm_provider with files_settings
     """
 
-    executed_model: Final = _litellm_executed_batch_input_model(
+    executed_model: Final = await _litellm_executed_batch_input_model(
         llm_router, purpose, model, target_model_names_list, user_api_key_dict.team_id
     )
     explicit_storage: Final = target_storage if target_storage and target_storage != "default" else None
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index e655438a672..3a2ddf50143 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -37,7 +37,9 @@ from dataclasses import dataclass
 from typing import Any, Dict, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
 
+import httpx
 import pytest
+import respx
 from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
 
 import litellm
@@ -152,6 +154,7 @@ class Harness:
     router: MagicMock
     logging: MagicMock
     creds_resolver: MagicMock
+    upstream_files_route: respx.Route
 
     @property
     def router_acreate(self) -> AsyncMock:
@@ -174,7 +177,7 @@ def _creds_lookup(*, model_id: str, team_id: str | None = None) -> dict[str, str
 
 
 @pytest.fixture
-def harness():
+def harness(monkeypatch: pytest.MonkeyPatch):
     """Seam harness. Patches only true I/O boundaries; pure encode/decode/merge
     helpers run for real. Object mocks are spec'd so unknown method calls raise."""
     body_holder: Dict[str, Any] = {}
@@ -194,6 +197,7 @@ def harness():
     provider_from_headers = MagicMock(return_value=None)
     is_known_model = MagicMock(return_value=False)
     litellm_acreate = AsyncMock(return_value=make_batch())
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
 
     with ExitStack() as stack:
         stack.enter_context(patch.object(endpoints, "_read_request_body", read_body))
@@ -215,6 +219,10 @@ def harness():
         stack.enter_context(patch.object(endpoints, "is_known_model", is_known_model))
         stack.enter_context(patch.object(litellm, "acreate_batch", litellm_acreate))
         stack.enter_context(patch.object(litellm, "enable_loadbalancing_on_batch_endpoints", False))
+        upstream = stack.enter_context(respx.mock(assert_all_called=False))
+        upstream_files_route = upstream.get(f"{CREDS['my-vllm']['api_base']}/files").mock(
+            return_value=httpx.Response(404, json={"detail": "Not Found"})
+        )
         stack.enter_context(patch.object(proxy_server, "llm_router", router))
         stack.enter_context(patch.object(proxy_server, "proxy_logging_obj", logging))
         stack.enter_context(patch.object(proxy_server, "general_settings", {}))
@@ -233,6 +241,7 @@ def harness():
             router=router,
             logging=logging,
             creds_resolver=router.get_deployment_credentials_with_provider,
+            upstream_files_route=upstream_files_route,
         )
         yield h
 
@@ -843,6 +852,25 @@ async def test_create__unified_executed_provider_without_database_400(harness):
     harness.litellm_acreate.assert_not_called()
 
 
+@pytest.mark.asyncio
+async def test_create__unified_executed_provider_with_its_own_files_api_goes_to_the_provider(harness, executed_runner):
+    runner, factory = executed_runner
+    harness.upstream_files_route.mock(return_value=httpx.Response(200, json={"object": "list", "data": []}))
+    set_body(
+        harness,
+        {
+            "input_file_id": _managed_input_file_id("my-vllm"),
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+        },
+    )
+    await call_create(harness)
+
+    factory.assert_not_called()
+    runner.create.assert_not_called()
+    assert harness.router_kwargs()["model"] == "my-vllm"
+
+
 @pytest.mark.asyncio
 async def test_create__unified_provider_model_never_touches_executed_runner(harness, executed_runner):
     runner, factory = executed_runner
@@ -879,6 +907,26 @@ async def test_create__raw_file_with_executed_model_400_with_upload_guidance(har
     harness.router_acreate.assert_not_called()
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "upstream_answer",
+    [httpx.Response(200, json={"object": "list", "data": []}), httpx.Response(405), httpx.ConnectError("refused")],
+    ids=["lists files", "files route without list", "unreachable"],
+)
+async def test_create__raw_file_with_executed_model_is_forwarded_unless_the_server_lacks_a_files_api(
+    harness, upstream_answer
+):
+    harness.upstream_files_route.mock(side_effect=[upstream_answer])
+    set_body(harness, {"input_file_id": "file-plain", "endpoint": "/v1/chat/completions", "completion_window": "24h"})
+
+    await call_create(harness, headers={"x-litellm-model": "my-vllm"})
+
+    forwarded = harness.acreate_kwargs()
+    assert forwarded["input_file_id"] == "file-plain"
+    assert forwarded["custom_llm_provider"] == "hosted_vllm"
+    assert forwarded["api_base"] == CREDS["my-vllm"]["api_base"]
+
+
 @pytest.mark.asyncio
 async def test_create__model_encoded_beats_unified(harness):
     """Precedence row: a file id that is BOTH model-encoded and (pretend) unified
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index 9c775fd2c97..96e054272a4 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -5,6 +5,7 @@ from dataclasses import dataclass
 from typing import Final, Literal, cast
 from unittest.mock import AsyncMock, MagicMock
 
+import httpx
 import pytest
 from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
 from openai.types.batch_request_counts import BatchRequestCounts
@@ -19,9 +20,11 @@ from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     InvalidBatchInput,
     LiteLLMExecutedBatchRunner,
     _resolve_transition,
+    litellm_executed_provider_for,
     litellm_executed_provider_of,
     parse_batch_input,
     resolve_litellm_executed_provider,
+    upstream_lacks_files_api,
 )
 from litellm.proxy.openai_files_endpoints.common_utils import (
     _is_base64_encoded_unified_file_id,
@@ -424,15 +427,107 @@ def test_litellm_executed_provider_of(credentials: Mapping[str, object], expecte
     assert litellm_executed_provider_of(credentials) == expected
 
 
+VLLM_CREDENTIALS: Final[Mapping[str, object]] = {
+    "model": "hosted_vllm/qwen",
+    "api_base": "http://vllm.test/v1/",
+    "api_key": "vllm-key",
+}
+
+
+@dataclass(slots=True)
+class FakeFilesApiProbe:
+    lacks_files_api: bool
+    upstreams: list[tuple[str, str | None]]
+
+    async def __call__(self, api_base: str, api_key: str | None) -> bool:
+        self.upstreams.append((api_base, api_key))
+        return self.lacks_files_api
+
+
+@dataclass(slots=True)
+class FakeHttpGetter:
+    outcome: int | httpx.HTTPError
+    requests: list[tuple[str, dict[str, str] | None]]
+
+    async def get(
+        self, url: str, *, headers: dict[str, str] | None = None, timeout: float | httpx.Timeout | None = None
+    ) -> httpx.Response:
+        self.requests.append((url, headers))
+        if isinstance(self.outcome, httpx.HTTPError):
+            raise self.outcome
+        return httpx.Response(self.outcome)
+
+
 @pytest.mark.parametrize(
-    ("credentials", "expected"), [(None, None), ({"model": "hosted_vllm/qwen"}, "hosted_vllm")], ids=["unknown", "vllm"]
+    ("outcome", "expected"),
+    [
+        (404, True),
+        (200, False),
+        (405, False),
+        (401, False),
+        (500, False),
+        (httpx.ConnectError("refused"), False),
+        (httpx.ReadTimeout("slow"), False),
+    ],
+    ids=["no files route", "lists files", "files route without list", "unauthorized", "server error", "down", "slow"],
 )
-def test_resolve_litellm_executed_provider_asks_the_router_for_the_team_scoped_deployment(
+async def test_upstream_lacks_files_api_only_when_the_files_route_is_a_404(
+    outcome: int | httpx.HTTPError, expected: bool
+) -> None:
+    assert await upstream_lacks_files_api("http://vllm.test/v1", "vllm-key", FakeHttpGetter(outcome, [])) is expected
+
+
+@pytest.mark.parametrize(
+    ("api_base", "api_key", "expected_headers"),
+    [
+        ("http://vllm.test/v1/", "vllm-key", {"Authorization": "Bearer vllm-key"}),
+        ("http://vllm.test/v1", None, None),
+    ],
+    ids=["trailing slash with key", "keyless"],
+)
+async def test_upstream_lacks_files_api_asks_the_files_route_under_the_api_base(
+    api_base: str, api_key: str | None, expected_headers: dict[str, str] | None
+) -> None:
+    http_client = FakeHttpGetter(404, [])
+    await upstream_lacks_files_api(api_base, api_key, http_client)
+    assert http_client.requests == [("http://vllm.test/v1/files", expected_headers)]
+
+
+@pytest.mark.parametrize(
+    ("lacks_files_api", "expected"), [(True, "hosted_vllm"), (False, None)], ids=["bare", "router"]
+)
+async def test_litellm_executed_provider_for_leaves_a_server_with_its_own_files_api_alone(
+    lacks_files_api: bool, expected: str | None
+) -> None:
+    probe = FakeFilesApiProbe(lacks_files_api, [])
+    assert await litellm_executed_provider_for(VLLM_CREDENTIALS, probe) == expected
+    assert probe.upstreams == [("http://vllm.test/v1/", "vllm-key")]
+
+
+@pytest.mark.parametrize(
+    "credentials",
+    [{"custom_llm_provider": "openai", "model": "gpt-4o", "api_base": "http://openai.test/v1"}, {"model": 7}],
+    ids=["provider runs its own batches", "no model to resolve an api_base from"],
+)
+async def test_litellm_executed_provider_for_never_probes_what_it_would_not_run(
+    credentials: Mapping[str, object],
+) -> None:
+    probe = FakeFilesApiProbe(True, [])
+    assert await litellm_executed_provider_for(credentials, probe) is None
+    assert probe.upstreams == []
+
+
+@pytest.mark.parametrize(
+    ("credentials", "expected"), [(None, None), (VLLM_CREDENTIALS, "hosted_vllm")], ids=["unknown", "vllm"]
+)
+async def test_resolve_litellm_executed_provider_asks_the_router_for_the_team_scoped_deployment(
     credentials: Mapping[str, object] | None, expected: str | None
 ) -> None:
     router = MagicMock(spec=Router)
     router.get_deployment_credentials_with_provider.return_value = credentials
-    assert resolve_litellm_executed_provider(router, BATCH_MODEL, "team-1") == expected
+    assert (
+        await resolve_litellm_executed_provider(router, BATCH_MODEL, "team-1", FakeFilesApiProbe(True, [])) == expected
+    )
     router.get_deployment_credentials_with_provider.assert_called_once_with(model_id=BATCH_MODEL, team_id="team-1")
 
 
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 08d7bf8e0da..a8e0097b831 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -646,6 +646,7 @@ def batch_upload_seams(mocker: MockerFixture, monkeypatch):
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
     monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
     setup_proxy_logging_object(monkeypatch, llm_router)
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
     app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
         user_role=LitellmUserRoles.PROXY_ADMIN, user_id="test-user"
     )
@@ -666,7 +667,11 @@ def batch_upload_seams(mocker: MockerFixture, monkeypatch):
         "litellm.acreate_file", new=mocker.AsyncMock(return_value=uploaded)
     )
     try:
-        yield stored, provider_upload
+        with respx.mock(assert_all_called=False) as upstream:
+            upstream_files_route = upstream.get("http://vllm.test/v1/files").mock(
+                return_value=httpx.Response(404, json={"detail": "Not Found"})
+            )
+            yield stored, provider_upload, upstream_files_route
     finally:
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
 
@@ -688,7 +693,7 @@ def _upload_batch_file(headers: dict[str, str], form: dict[str, str]):
 def test_batch_upload_for_a_litellm_executed_model_is_kept_by_litellm(
     batch_upload_seams, headers: dict[str, str], form: dict[str, str]
 ):
-    stored, provider_upload = batch_upload_seams
+    stored, provider_upload, _ = batch_upload_seams
 
     response = _upload_batch_file(headers, form)
 
@@ -702,7 +707,7 @@ def test_batch_upload_for_a_litellm_executed_model_is_kept_by_litellm(
 
 
 def test_batch_upload_naming_an_executed_and_a_provider_model_is_rejected(batch_upload_seams):
-    stored, provider_upload = batch_upload_seams
+    stored, provider_upload, _ = batch_upload_seams
 
     response = _upload_batch_file({}, {"target_model_names": "my-vllm,gemini-2.0-flash"})
 
@@ -713,8 +718,47 @@ def test_batch_upload_naming_an_executed_and_a_provider_model_is_rejected(batch_
     provider_upload.assert_not_awaited()
 
 
+@pytest.mark.parametrize("purpose", ["assistants", "user_data"])
+def test_non_batch_upload_for_a_litellm_executed_model_is_rejected_with_the_purpose_to_use(
+    batch_upload_seams, purpose: str
+):
+    stored, provider_upload, _ = batch_upload_seams
+
+    response = _upload_batch_file({"x-litellm-model": "my-vllm"}, {"purpose": purpose})
+
+    assert response.status_code == 400, response.text
+    error = response.json()["error"]
+    assert error["type"] == "invalid_request_error"
+    assert error["param"] == "purpose"
+    assert "purpose=batch" in error["message"]
+    assert f"purpose={purpose}" in error["message"]
+    stored.assert_not_awaited()
+    provider_upload.assert_not_awaited()
+
+
+@pytest.mark.parametrize("purpose", ["batch", "assistants"])
+@pytest.mark.parametrize(
+    "upstream_answer",
+    [httpx.Response(200, json={"object": "list", "data": []}), httpx.Response(405), httpx.ConnectError("refused")],
+    ids=["lists files", "files route without list", "unreachable"],
+)
+def test_upload_for_a_litellm_executed_model_goes_to_the_provider_unless_the_server_lacks_a_files_api(
+    batch_upload_seams, upstream_answer: httpx.Response | httpx.ConnectError, purpose: str
+):
+    stored, provider_upload, upstream_files_route = batch_upload_seams
+    upstream_files_route.mock(side_effect=[upstream_answer])
+
+    response = _upload_batch_file({"x-litellm-model": "my-vllm"}, {"purpose": purpose})
+
+    assert response.status_code == 200, response.text
+    stored.assert_not_awaited()
+    provider_upload.assert_awaited_once()
+    assert provider_upload.call_args.kwargs["custom_llm_provider"] == "hosted_vllm"
+    assert provider_upload.call_args.kwargs["api_base"] == "http://vllm.test/v1"
+
+
 def test_batch_upload_for_a_provider_model_still_goes_to_the_provider(batch_upload_seams):
-    stored, provider_upload = batch_upload_seams
+    stored, provider_upload, _ = batch_upload_seams
 
     response = _upload_batch_file({"x-litellm-model": "gemini-2.0-flash"}, {})
 

From a0957edc9cf1794728afdf7094e0554f6ade5b88 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 04:07:34 -0700
Subject: [PATCH 058/162] fix(batches): gate row credentials, heartbeat
 executed batches, clean orphaned uploads

---
 litellm/proxy/_lazy_openapi_snapshot.json     |   2 +-
 litellm/proxy/batches_endpoints/endpoints.py  |  47 +++++-
 .../litellm_executed_batches.py               | 154 +++++++++++++-----
 .../openai_files_endpoints/files_endpoints.py |  48 +++---
 .../storage_backend_service.py                |  24 ++-
 .../proxy/batches_endpoints/test_endpoints.py |  37 +++++
 .../test_litellm_executed_batches.py          | 121 ++++++++++++++
 .../test_storage_backend_service.py           |  36 +++-
 8 files changed, 391 insertions(+), 78 deletions(-)

diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index 18849ef5b64..73ea8cf1991 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -19622,7 +19622,7 @@
                   }
                 }
               },
-              "description": "\nUnified rate-limit error.\n\nEvery rate-limit condition surfaced by litellm \u2014 whether it originated from\nan upstream LLM provider, a vendor batch endpoint, or one of litellm's own\nproxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\nmax-iterations, etc.) \u2014 is raised as an instance of this class.\n\nThe :attr:`category` attribute lets callers distinguish the source. See\n:class:`RateLimitErrorCategory` for the available values.\n"
+              "description": "\n    Unified rate-limit error.\n\n    Every rate-limit condition surfaced by litellm \u2014 whether it originated from\n    an upstream LLM provider, a vendor batch endpoint, or one of litellm's own\n    proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\n    max-iterations, etc.) \u2014 is raised as an instance of this class.\n\n    The :attr:`category` attribute lets callers distinguish the source. See\n    :class:`RateLimitErrorCategory` for the available values.\n    "
             },
             "500": {
               "content": {
diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index ba5853b7c46..19e56e97338 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -7,8 +7,9 @@
 import asyncio
 import os
 from collections.abc import Mapping
+from datetime import datetime
 from types import MappingProxyType
-from typing import Any, Final, cast
+from typing import TYPE_CHECKING, Any, Final, Literal, cast
 
 from fastapi import APIRouter, Depends, HTTPException, Path, Request, Response
 from pydantic import TypeAdapter
@@ -24,6 +25,7 @@ from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     LiteLLMExecutedBatchRunner,
     ManagedBatchStore,
     batch_error,
+    executed_batch_runner_lost,
     litellm_executed_provider_for,
     resolve_litellm_executed_provider,
 )
@@ -61,12 +63,15 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
 )
 from litellm.proxy.pass_through_endpoints.llm_provider_handlers.batch_attribution import request_tags_from_metadata
 from litellm.proxy.route_llm_request import raise_if_required_body_param_missing
-from litellm.proxy.utils import ProxyLogging, handle_exception_on_proxy, is_known_model
+from litellm.proxy.utils import PrismaClient, ProxyLogging, handle_exception_on_proxy, is_known_model
 from litellm.repositories.table_repositories import ManagedFileRepository
 from litellm.router import Router
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest
 from litellm.types.utils import LiteLLMBatch
 
+if TYPE_CHECKING:
+    from prisma.models import LiteLLM_ManagedObjectTable
+
 router: Final = APIRouter()
 _METADATA_ADAPTER: Final[TypeAdapter[Mapping[str, object]]] = TypeAdapter(Mapping[str, object])
 
@@ -79,7 +84,7 @@ def _request_tags(data: Mapping[str, object]) -> tuple[str, ...] | None:
 
 
 def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyLogging) -> LiteLLMExecutedBatchRunner:
-    from litellm.proxy.proxy_server import prisma_client
+    from litellm.proxy.proxy_server import general_settings, prisma_client
 
     managed_files: Final = proxy_logging_obj.get_proxy_hook("managed_files")
     if prisma_client is None or not isinstance(managed_files, ManagedBatchStore):
@@ -92,9 +97,36 @@ def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyL
         prisma_client=prisma_client,
         managed_files=managed_files,
         proxy_logging_obj=proxy_logging_obj,
+        general_settings=general_settings,
     )
 
 
+async def _batch_from_database(
+    batch_id: str,
+    unified_batch_id: str | Literal[False],
+    executed_batch: bool,
+    managed_files_obj: object,
+    prisma_client: PrismaClient | None,
+    llm_router: Router | None,
+    proxy_logging_obj: ProxyLogging,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> tuple["LiteLLM_ManagedObjectTable | None", LiteLLMBatch | None]:
+    row, batch = await get_batch_from_database(
+        batch_id=batch_id,
+        unified_batch_id=unified_batch_id,
+        managed_files_obj=managed_files_obj,
+        prisma_client=prisma_client,
+        verbose_proxy_logger=verbose_proxy_logger,
+    )
+    updated_at: Final[object] = getattr(row, "updated_at", None)
+    if not executed_batch or batch is None or llm_router is None or not isinstance(updated_at, datetime):
+        return row, batch
+    if not executed_batch_runner_lost(batch.status, updated_at):
+        return row, batch
+    runner: Final = _litellm_executed_batch_runner(llm_router, proxy_logging_obj)
+    return row, await runner.fail_abandoned(batch, user_api_key_dict)
+
+
 async def _raise_when_input_file_must_be_managed(model: str, credentials: Mapping[str, object]) -> None:
     if await litellm_executed_provider_for(credentials) is None:
         return
@@ -548,15 +580,18 @@ async def retrieve_batch(
         managed_files_obj: Final = proxy_logging_obj.get_proxy_hook("managed_files")
         from litellm.proxy.proxy_server import prisma_client
 
-        db_batch_object, response = await get_batch_from_database(
+        executed_batch: Final = isinstance(unified_batch_id, str) and is_litellm_executed_batch(unified_batch_id)
+        db_batch_object, response = await _batch_from_database(
             batch_id=batch_id,
             unified_batch_id=unified_batch_id,
+            executed_batch=executed_batch,
             managed_files_obj=managed_files_obj,
             prisma_client=prisma_client,
-            verbose_proxy_logger=verbose_proxy_logger,
+            llm_router=llm_router,
+            proxy_logging_obj=proxy_logging_obj,
+            user_api_key_dict=user_api_key_dict,
         )
 
-        executed_batch: Final = isinstance(unified_batch_id, str) and is_litellm_executed_batch(unified_batch_id)
         if executed_batch and response is None:
             raise batch_error(404, f"No batch found with id '{batch_id}'.")
 
diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index 642b2ea5f8c..7bd4c678183 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -3,6 +3,7 @@ import json
 import time
 from collections.abc import Awaitable, Callable, Mapping, Sequence
 from dataclasses import dataclass
+from datetime import datetime, timezone
 from itertools import pairwise
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, Literal, Protocol, TypeAlias, runtime_checkable
@@ -12,7 +13,7 @@ from openai.types.batch import Errors
 from openai.types.batch_error import BatchError
 from openai.types.batch_request_counts import BatchRequestCounts
 from pydantic import BaseModel, ConfigDict, TypeAdapter, ValidationError
-from typing_extensions import ReadOnly, TypedDict, assert_never
+from typing_extensions import ReadOnly, TypedDict
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -25,6 +26,7 @@ from litellm.llms.base_llm.files.storage_backend_factory import get_storage_back
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.models.managed_files import LiteLLM_ManagedFileTable
 from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth
+from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 from litellm.proxy.openai_files_endpoints.common_utils import (
     LITELLM_EXECUTED_BATCH_ID_PREFIX,
@@ -44,12 +46,26 @@ if TYPE_CHECKING:
 
 BatchEndpoint: TypeAlias = Literal["/v1/chat/completions", "/v1/embeddings", "/v1/completions", "/v1/responses"]
 BatchStatus: TypeAlias = Literal["in_progress", "finalizing", "completed", "failed", "cancelling", "cancelled"]
-
 TERMINAL_BATCH_STATUSES: Final[frozenset[str]] = frozenset({"completed", "failed", "cancelled", "expired"})
+_STOP_STATUSES: Final[frozenset[str]] = TERMINAL_BATCH_STATUSES | frozenset({"cancelling"})
 _BATCH_ENDPOINT_ADAPTER: Final[TypeAdapter[BatchEndpoint]] = TypeAdapter(BatchEndpoint)
 _CANCEL_POLL_SECONDS: Final = 1.0
+_HEARTBEAT_SECONDS: Final = 30.0
+_STALE_AFTER_SECONDS: Final = 180.0
 _FILES_API_PROBE_TIMEOUT_SECONDS: Final = 5.0
 _COMPLETION_WINDOW_SECONDS: Final = 24 * 60 * 60
+_RUNNER_LOST_MESSAGE: Final = "the proxy replica running this batch stopped before it finished; resubmit the batch"
+_ROUTER_METHODS: Final[Mapping[BatchEndpoint, str]] = MappingProxyType(
+    {
+        "/v1/chat/completions": "acompletion",
+        "/v1/completions": "atext_completion",
+        "/v1/embeddings": "aembedding",
+        "/v1/responses": "aresponses",
+    }
+)
+_CANCELLING_TRANSITIONS: Final[Mapping[BatchStatus, BatchStatus]] = MappingProxyType(
+    {"completed": "cancelled", "in_progress": "cancelling", "finalizing": "cancelling"}
+)
 LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE: Final = (
     "upload it through POST /v1/files with purpose=batch and either the x-litellm-model header or the "
     "target_model_names form field naming the model, so LiteLLM keeps the file and runs the batch itself"
@@ -165,20 +181,6 @@ class _RouterCall(Protocol):
     def __call__(self, **params: object) -> Awaitable[object]: ...  # kwargs-ok: the request body is passed as keywords
 
 
-def _router_method_name(endpoint: BatchEndpoint) -> str:
-    match endpoint:
-        case "/v1/chat/completions":
-            return "acompletion"
-        case "/v1/completions":
-            return "atext_completion"
-        case "/v1/embeddings":
-            return "aembedding"
-        case "/v1/responses":
-            return "aresponses"
-        case _:
-            assert_never(endpoint)
-
-
 def litellm_executed_provider_of(credentials: Mapping[str, object]) -> str | None:
     explicit_provider: Final = credentials.get("custom_llm_provider")
     provider: Final = (
@@ -197,12 +199,20 @@ class FilesApiProbe(Protocol):
     async def __call__(self, api_base: str, api_key: str | None) -> bool: ...
 
 
+class BodyRejection(Protocol):
+    def __call__(self, body: Mapping[str, object], /) -> str | None: ...
+
+
 async def upstream_lacks_files_api(api_base: str, api_key: str | None, http_client: _HttpGetter | None = None) -> bool:
     client: Final = http_client or get_async_httpx_client(llm_provider=LlmProviders.HOSTED_VLLM)
     try:
         response: Final = await client.get(
             f"{api_base.rstrip('/')}/files",
-            headers={"Authorization": f"Bearer {api_key}"} if api_key else None,
+            headers=(
+                {"Authorization": f"Bearer {api_key}"}  # mutable-ok: AsyncHTTPHandler.get wants a plain dict
+                if api_key
+                else None
+            ),
             timeout=_FILES_API_PROBE_TIMEOUT_SECONDS,
         )
     except httpx.HTTPError:
@@ -266,7 +276,13 @@ def _validation_reason(error: ValidationError) -> str:
     )
 
 
-def _parse_line(line_number: int, raw: bytes, endpoint: BatchEndpoint) -> BatchInputLine | InvalidBatchInput:
+def _accept_every_body(_body: Mapping[str, object]) -> str | None:
+    return None
+
+
+def _parse_line(
+    line_number: int, raw: bytes, endpoint: BatchEndpoint, reject_body: BodyRejection
+) -> BatchInputLine | InvalidBatchInput:
     try:
         line: Final = BatchInputLine.model_validate_json(raw)
     except ValidationError as e:
@@ -275,14 +291,19 @@ def _parse_line(line_number: int, raw: bytes, endpoint: BatchEndpoint) -> BatchI
         return InvalidBatchInput(line_number, f"url {line.url!r} does not match the batch endpoint {endpoint!r}")
     if line.body.get("stream"):
         return InvalidBatchInput(line_number, "streaming requests are not supported in a batch")
+    rejection: Final = reject_body(line.body)
+    if rejection is not None:
+        return InvalidBatchInput(line_number, rejection)
     return line
 
 
-def parse_batch_input(content: bytes, endpoint: BatchEndpoint) -> tuple[BatchInputLine, ...] | InvalidBatchInput:
+def parse_batch_input(
+    content: bytes, endpoint: BatchEndpoint, reject_body: BodyRejection = _accept_every_body
+) -> tuple[BatchInputLine, ...] | InvalidBatchInput:
     raw_lines: Final = tuple((number, raw) for number, raw in enumerate(content.splitlines(), start=1) if raw.strip())
     if not raw_lines:
         return InvalidBatchInput(None, "the input file has no requests")
-    parsed: Final = tuple(_parse_line(number, raw, endpoint) for number, raw in raw_lines)
+    parsed: Final = tuple(_parse_line(number, raw, endpoint, reject_body) for number, raw in raw_lines)
     first_invalid: Final = next((item for item in parsed if isinstance(item, InvalidBatchInput)), None)
     if first_invalid is not None:
         return first_invalid
@@ -345,37 +366,35 @@ def _dump(response: object) -> Mapping[str, object]:
 def _resolve_transition(current_status: str, requested: BatchStatus) -> BatchStatus:
     if current_status != "cancelling":
         return requested
-    match requested:
-        case "completed":
-            return "cancelled"
-        case "in_progress" | "finalizing":
-            return "cancelling"
-        case "failed" | "cancelling" | "cancelled":
-            return requested
-        case _:
-            assert_never(requested)
+    return _CANCELLING_TRANSITIONS.get(requested, requested)
+
+
+def executed_batch_runner_lost(status: str, updated_at: datetime) -> bool:
+    if status in TERMINAL_BATCH_STATUSES:
+        return False
+    return (datetime.now(timezone.utc) - updated_at).total_seconds() > _STALE_AFTER_SECONDS
 
 
 def _llm_batch_id_of(unified_batch_id: str) -> str:
     return get_batch_id_from_unified_batch_id(convert_b64_uid_to_unified_uid(unified_batch_id))
 
 
-class _CancelWatch:
+class _StopWatch:
     def __init__(self, load_status: Callable[[], Awaitable[str | None]], interval_seconds: float) -> None:
         self._load_status = load_status
         self._interval_seconds = interval_seconds
         self._checked_at = float("-inf")
-        self._cancelling = False
+        self._stopped = False
 
-    async def cancelling(self) -> bool:
-        if self._cancelling:
+    async def stopped(self) -> bool:
+        if self._stopped:
             return True
         now: Final = time.monotonic()
         if now - self._checked_at < self._interval_seconds:
             return False
         self._checked_at = now
-        self._cancelling = await self._load_status() == "cancelling"
-        return self._cancelling
+        self._stopped = await self._load_status() in _STOP_STATUSES
+        return self._stopped
 
 
 class LiteLLMExecutedBatchRunner:
@@ -385,7 +404,9 @@ class LiteLLMExecutedBatchRunner:
         prisma_client: PrismaClient,
         managed_files: ManagedBatchStore,
         proxy_logging_obj: ProxyLogging,
+        general_settings: Mapping[str, object],
         concurrency: int = LITELLM_EXECUTED_BATCH_CONCURRENCY,
+        heartbeat_seconds: float = _HEARTBEAT_SECONDS,
         storage_backend_factory: _StorageBackendFactory = get_storage_backend,
         upload_result_file: _ResultFileUploader = StorageBackendFileService.upload_file_to_storage_backend,
     ) -> None:
@@ -393,7 +414,9 @@ class LiteLLMExecutedBatchRunner:
         self.prisma_client = prisma_client
         self.managed_files = managed_files
         self.proxy_logging_obj = proxy_logging_obj
+        self.general_settings = general_settings
         self.concurrency = concurrency
+        self.heartbeat_seconds = heartbeat_seconds
         self.storage_backend_factory = storage_backend_factory
         self.upload_result_file = upload_result_file
 
@@ -408,7 +431,7 @@ class LiteLLMExecutedBatchRunner:
     ) -> LiteLLMBatch:
         endpoint: Final = _validate_endpoint(create_request.get("endpoint"))
         content: Final = await self._download_input(unified_input_file_id, user_api_key_dict)
-        parsed: Final = parse_batch_input(content, endpoint)
+        parsed: Final = parse_batch_input(content, endpoint, self._body_rejection(model))
         if isinstance(parsed, InvalidBatchInput):
             raise batch_error(400, f"Invalid batch input file: {parsed.describe()}")
         llm_batch_id: Final = f"{LITELLM_EXECUTED_BATCH_ID_PREFIX}{uuid_module.uuid4().hex}"
@@ -468,6 +491,30 @@ class LiteLLMExecutedBatchRunner:
         await self._store(cancelling, user_api_key_dict)
         return cancelling
 
+    async def fail_abandoned(self, batch: LiteLLMBatch, user_api_key_dict: UserAPIKeyAuth) -> LiteLLMBatch:
+        error: Final = BatchError(message=_RUNNER_LOST_MESSAGE, code="runner_lost")
+        errors: Final = Errors(data=[error], object="list")  # mutable-ok: Errors.data is typed as a list
+        failed: Final = batch.model_copy(
+            update=MappingProxyType({"status": "failed", "failed_at": int(time.time()), "errors": errors})
+        )
+        await self._store(failed, user_api_key_dict)
+        return failed
+
+    def _body_rejection(self, model: str) -> BodyRejection:
+        def reject(body: Mapping[str, object]) -> str | None:
+            try:
+                is_request_body_safe(
+                    request_body=dict(body),  # mutable-ok: is_request_body_safe takes a dict
+                    general_settings=dict(self.general_settings),  # mutable-ok: is_request_body_safe takes a dict
+                    llm_router=self.llm_router,
+                    model=model,
+                )
+            except ValueError as e:
+                return str(e)
+            return None
+
+        return reject
+
     async def _download_input(self, unified_input_file_id: str, user_api_key_dict: UserAPIKeyAuth) -> bytes:
         stored: Final = await self.managed_files.get_unified_file_id(
             unified_input_file_id, litellm_parent_otel_span=user_api_key_dict.parent_otel_span
@@ -485,6 +532,7 @@ class LiteLLMExecutedBatchRunner:
             raise batch_error(400, str(e))
 
     async def _run(self, run: _BatchRun) -> None:
+        heartbeat: Final = asyncio.create_task(self._heartbeat(run))
         try:
             await self._execute(run)
         except Exception as e:  # noqa: BLE001  # whatever fails, the batch must end up marked failed
@@ -497,14 +545,31 @@ class LiteLLMExecutedBatchRunner:
                 verbose_proxy_logger.exception(
                     "LiteLLM-executed batch %s could not be marked failed: %s", run.unified_batch_id, advance_error
                 )
+        finally:
+            heartbeat.cancel()
+
+    async def _heartbeat(self, run: _BatchRun) -> None:
+        while True:
+            await asyncio.sleep(self.heartbeat_seconds)
+            try:
+                await self._touch(run)
+            except Exception as e:  # noqa: BLE001  # a missed beat is logged and the next one retries
+                verbose_proxy_logger.warning("LiteLLM-executed batch %s heartbeat failed: %s", run.unified_batch_id, e)
+
+    async def _touch(self, run: _BatchRun) -> None:
+        await ManagedObjectRepository(self.prisma_client).table.update_many(
+            where={"unified_object_id": run.unified_batch_id},  # mutable-ok: Prisma filter
+            data={"updated_by": run.user_api_key_dict.user_id},  # mutable-ok: Prisma payload
+        )
 
     async def _execute(self, run: _BatchRun) -> None:
         await self._advance(run, "in_progress")
-        watch: Final = _CancelWatch(lambda: self._load_status(run.unified_batch_id), _CANCEL_POLL_SECONDS)
+        watch: Final = _StopWatch(lambda: self._load_status(run.unified_batch_id), _CANCEL_POLL_SECONDS)
         semaphore: Final = asyncio.Semaphore(self.concurrency)
         results: Final = await asyncio.gather(*(self._run_row(run, line, watch, semaphore) for line in run.lines))
         outcomes: Final = tuple(outcome for outcome in results if outcome is not None)
-        await self._advance(run, "finalizing")
+        if await self._advance(run, "finalizing") is None:
+            return
         succeeded: Final = tuple(outcome for outcome in outcomes if outcome.succeeded)
         failed: Final = tuple(outcome for outcome in outcomes if not outcome.succeeded)
         output_file_id: Final = await self._upload_results(run, "output", succeeded)
@@ -519,10 +584,10 @@ class LiteLLMExecutedBatchRunner:
         )
 
     async def _run_row(
-        self, run: _BatchRun, line: BatchInputLine, watch: _CancelWatch, semaphore: asyncio.Semaphore
+        self, run: _BatchRun, line: BatchInputLine, watch: _StopWatch, semaphore: asyncio.Semaphore
     ) -> RowOutcome | None:
         async with semaphore:
-            if await watch.cancelling():
+            if await watch.stopped():
                 return None
             try:
                 body: Final = await self._dispatch(run, line)
@@ -537,7 +602,7 @@ class LiteLLMExecutedBatchRunner:
         return _dump(await self._router_call(run.endpoint)(**params))
 
     def _router_call(self, endpoint: BatchEndpoint) -> _RouterCall:
-        method: Final[object] = getattr(self.llm_router, _router_method_name(endpoint), None)
+        method: Final[object] = getattr(self.llm_router, _ROUTER_METHODS[endpoint], None)
         if not isinstance(method, _RouterCall):
             raise TypeError(f"the router has no callable for {endpoint}")
         return method
@@ -574,15 +639,20 @@ class LiteLLMExecutedBatchRunner:
         )
         return file_object.id
 
-    async def _advance(self, run: _BatchRun, requested: BatchStatus, fields: Mapping[str, object] = _NO_FIELDS) -> None:
+    async def _advance(
+        self, run: _BatchRun, requested: BatchStatus, fields: Mapping[str, object] = _NO_FIELDS
+    ) -> BatchStatus | None:
         current: Final = await self._load_batch(run.unified_batch_id)
         if current is None:
             raise RuntimeError(f"Batch {run.unified_batch_id} is no longer stored")
+        if current.status in TERMINAL_BATCH_STATUSES:
+            return None
         status: Final = _resolve_transition(current.status, requested)
         updated: Final = current.model_copy(
             update=MappingProxyType({**fields, "status": status, f"{status}_at": int(time.time())})
         )
         await self._store(updated, run.user_api_key_dict)
+        return status
 
     async def _store(self, batch: LiteLLMBatch, user_api_key_dict: UserAPIKeyAuth) -> None:
         await self.managed_files.store_unified_object_id(
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index b8dcb89baef..7356d197be9 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -118,31 +118,29 @@ async def _litellm_executed_batch_input_model(
     executed: Final = tuple(
         candidate for candidate, provider in zip(candidates, providers, strict=True) if provider is not None
     )
-    match executed:
-        case ():
-            return None
-        case _ if purpose != "batch":
-            raise ProxyException(
-                message=(
-                    f"The server behind {', '.join(executed)} has no Files API, so LiteLLM keeps only batch input "
-                    f"files for it and runs the batch itself: upload with purpose=batch; got purpose={purpose}"
-                ),
-                type="invalid_request_error",
-                param="purpose",
-                code=400,
-            )
-        case (only,) if len(candidates) == 1:
-            return only
-        case _:
-            raise ProxyException(
-                message=(
-                    f"LiteLLM runs batches for {', '.join(executed)} itself and keeps their input files, so a batch "
-                    f"input file can target only that one model; got target_model_names={', '.join(candidates)}"
-                ),
-                type="invalid_request_error",
-                param="target_model_names",
-                code=400,
-            )
+    if not executed:
+        return None
+    if purpose != "batch":
+        raise ProxyException(
+            message=(
+                f"The server behind {', '.join(executed)} has no Files API, so LiteLLM keeps only batch input "
+                f"files for it and runs the batch itself: upload with purpose=batch; got purpose={purpose}"
+            ),
+            type="invalid_request_error",
+            param="purpose",
+            code=400,
+        )
+    if len(candidates) == 1:
+        return executed[0]
+    raise ProxyException(
+        message=(
+            f"LiteLLM runs batches for {', '.join(executed)} itself and keeps their input files, so a batch "
+            f"input file can target only that one model; got target_model_names={', '.join(candidates)}"
+        ),
+        type="invalid_request_error",
+        param="target_model_names",
+        code=400,
+    )
 
 
 _MAX_BATCH_FILE_SIZE_MB_ADAPTER: Final = TypeAdapter(int | None)
diff --git a/litellm/proxy/openai_files_endpoints/storage_backend_service.py b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
index b4a36336c22..66dbcd87c0b 100644
--- a/litellm/proxy/openai_files_endpoints/storage_backend_service.py
+++ b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
@@ -12,6 +12,7 @@ from typing import Any, Final, cast
 
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid as uuid_module
+from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
 from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
 from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
 from litellm.proxy._types import ProxyException, UserAPIKeyAuth
@@ -105,8 +106,9 @@ class StorageBackendFileService:
             storage_url=storage_url,
         )
 
-        # Store in managed files if target_model_names provided
-        if target_model_names:
+        if not target_model_names:
+            return file_object
+        try:
             await StorageBackendFileService._store_in_managed_files(
                 file_object=file_object,
                 file_data=file_data,
@@ -116,9 +118,25 @@ class StorageBackendFileService:
                 proxy_logging_obj=proxy_logging_obj,
                 user_api_key_dict=user_api_key_dict,
             )
-
+        except Exception:
+            await StorageBackendFileService._discard_orphaned_content(storage_backend, storage_url, target_storage)
+            raise
         return file_object
 
+    @staticmethod
+    async def _discard_orphaned_content(
+        storage_backend: BaseFileStorageBackend, storage_url: str, target_storage: str
+    ) -> None:
+        try:
+            await storage_backend.delete_file(storage_url)
+        except Exception as e:  # noqa: BLE001  # the metadata failure is what surfaces; a failed cleanup is only logged
+            verbose_proxy_logger.warning(
+                "Could not delete orphaned content at %s on %s after its metadata write failed: %s",
+                storage_url,
+                target_storage,
+                e,
+            )
+
     @staticmethod
     def _create_file_object_with_storage_metadata(
         file_content: bytes,
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index 3a2ddf50143..59c0e05d97b 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -34,6 +34,7 @@ import json
 import logging
 from contextlib import ExitStack
 from dataclasses import dataclass
+from datetime import datetime, timedelta, timezone
 from typing import Any, Dict, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -1722,6 +1723,7 @@ async def test_retrieve__db_non_terminal_state_syncs_with_provider(retrieve_harn
 async def test_retrieve__executed_batch_served_from_db_in_every_status(retrieve_harness, status):
     db_response = make_batch(id="litellm-executed-batch", status=status)
     db_batch_object = MagicMock()
+    db_batch_object.updated_at = datetime.now(timezone.utc)
     retrieve_harness.get_batch_from_db.return_value = (db_batch_object, db_response)
 
     resp = await call_retrieve(retrieve_harness, EXECUTED_BATCH_B64)
@@ -1734,6 +1736,41 @@ async def test_retrieve__executed_batch_served_from_db_in_every_status(retrieve_
     assert retrieve_harness.ensure_managed_files.call_args.kwargs["unified_batch_id"] == EXECUTED_BATCH_ID
 
 
+@pytest.mark.asyncio
+async def test_retrieve__executed_batch_abandoned_by_its_runner_is_served_failed(retrieve_harness, executed_runner):
+    runner, _ = executed_runner
+    failed = make_batch(id="litellm-executed-batch", status="failed")
+    runner.fail_abandoned = AsyncMock(return_value=failed)
+    db_response = make_batch(id="litellm-executed-batch", status="in_progress")
+    db_batch_object = MagicMock()
+    db_batch_object.updated_at = datetime.now(timezone.utc) - timedelta(minutes=10)
+    retrieve_harness.get_batch_from_db.return_value = (db_batch_object, db_response)
+    user = UserAPIKeyAuth(api_key="sk-test", user_id="user-1")
+
+    resp = await call_retrieve(retrieve_harness, EXECUTED_BATCH_B64, user=user)
+
+    assert resp is failed
+    runner.fail_abandoned.assert_awaited_once_with(db_response, user)
+    retrieve_harness.litellm_aretrieve.assert_not_called()
+    retrieve_harness.router_aretrieve.assert_not_called()
+    retrieve_harness.ensure_managed_files.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_retrieve__executed_batch_with_a_fresh_heartbeat_is_left_running(retrieve_harness, executed_runner):
+    runner, _ = executed_runner
+    runner.fail_abandoned = AsyncMock()
+    db_response = make_batch(id="litellm-executed-batch", status="in_progress")
+    db_batch_object = MagicMock()
+    db_batch_object.updated_at = datetime.now(timezone.utc) - timedelta(seconds=30)
+    retrieve_harness.get_batch_from_db.return_value = (db_batch_object, db_response)
+
+    resp = await call_retrieve(retrieve_harness, EXECUTED_BATCH_B64)
+
+    assert resp is db_response
+    runner.fail_abandoned.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_retrieve__executed_batch_without_db_row_404(retrieve_harness):
     with pytest.raises(ProxyException) as exc:
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index 96e054272a4..e5ed873a29d 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -2,6 +2,8 @@ import asyncio
 import json
 from collections.abc import Callable, Mapping, Sequence
 from dataclasses import dataclass
+from datetime import datetime, timedelta, timezone
+from types import MappingProxyType
 from typing import Final, Literal, cast
 from unittest.mock import AsyncMock, MagicMock
 
@@ -20,6 +22,7 @@ from litellm.proxy.batches_endpoints.litellm_executed_batches import (
     InvalidBatchInput,
     LiteLLMExecutedBatchRunner,
     _resolve_transition,
+    executed_batch_runner_lost,
     litellm_executed_provider_for,
     litellm_executed_provider_of,
     parse_batch_input,
@@ -174,10 +177,15 @@ class RealIdManagedBatchStore(FakeManagedBatchStore):
 class FakeManagedObjectTable:
     def __init__(self, objects: Mapping[str, StoredObject]) -> None:
         self.objects = objects
+        self.touches: list[tuple[str, str | None]] = []
 
     async def find_first(self, where: Mapping[str, str]) -> StoredObject | None:
         return self.objects.get(where["unified_object_id"])
 
+    async def update_many(self, where: Mapping[str, str], data: Mapping[str, str | None]) -> int:
+        self.touches.append((where["unified_object_id"], data["updated_by"]))
+        return 1
+
 
 class FakeDb:
     def __init__(self, objects: Mapping[str, StoredObject]) -> None:
@@ -203,6 +211,9 @@ class FakeRouter:
     def get_model_ids(self, model_name: str) -> list[str]:
         return [DEPLOYMENT_ID] if model_name == BATCH_MODEL else []
 
+    def get_model_group_info(self, model_group: str) -> None:
+        return None
+
 
 class FakeStorageBackend:
     def __init__(self, contents: Mapping[str, bytes]) -> None:
@@ -317,6 +328,8 @@ def make_runner(
     upload_error: Exception | None = None,
     storage_error: ValueError | None = None,
     store_factory: Callable[[Mapping[str, LiteLLM_ManagedFileTable]], FakeManagedBatchStore] = FakeManagedBatchStore,
+    general_settings: Mapping[str, object] = MappingProxyType({}),
+    heartbeat_seconds: float = 30.0,
 ) -> Harness:
     store = store_factory({INPUT_FILE_ID: managed_input_file()} if files is None else files)
     router = FakeRouter()
@@ -332,7 +345,9 @@ def make_runner(
         prisma_client=cast("PrismaClient", prisma),
         managed_files=store,
         proxy_logging_obj=MagicMock(spec=ProxyLogging),
+        general_settings=general_settings,
         concurrency=concurrency,
+        heartbeat_seconds=heartbeat_seconds,
         storage_backend_factory=storage_factory,
         upload_result_file=uploads,
     )
@@ -413,6 +428,27 @@ def test_resolve_transition_from_cancelling(requested: BatchStatus, expected: Ba
     assert _resolve_transition("cancelling", requested) == expected
 
 
+@pytest.mark.parametrize(
+    ("status", "age_seconds", "lost"),
+    [
+        ("validating", 200, True),
+        ("in_progress", 200, True),
+        ("in_progress", 100, False),
+        ("finalizing", 200, True),
+        ("cancelling", 200, True),
+        ("completed", 200, False),
+        ("failed", 200, False),
+        ("cancelled", 200, False),
+        ("expired", 200, False),
+    ],
+)
+def test_executed_batch_runner_lost_only_for_a_stale_non_terminal_batch(
+    status: str, age_seconds: int, lost: bool
+) -> None:
+    updated_at = datetime.now(timezone.utc) - timedelta(seconds=age_seconds)
+    assert executed_batch_runner_lost(status, updated_at) is lost
+
+
 @pytest.mark.parametrize(
     ("credentials", "expected"),
     [
@@ -686,6 +722,91 @@ async def test_create_surfaces_a_storage_backend_error_as_a_400() -> None:
     assert harness.store.calls == []
 
 
+CREDENTIAL_ROWS: Final = jsonl(chat_row("row-1", "hi 1"), chat_row("row-2", "hi 2", api_base="https://evil.example"))
+
+
+async def test_create_rejects_a_row_carrying_client_side_credentials() -> None:
+    harness = make_runner(content=CREDENTIAL_ROWS)
+    with pytest.raises(ProxyException) as raised:
+        await harness.create()
+    assert raised.value.code == "400"
+    assert raised.value.message.startswith("Invalid batch input file: line 2")
+    assert "api_base" in raised.value.message
+    assert "allow_client_side_credentials" in raised.value.message
+    assert harness.store.calls == []
+    assert harness.router.acompletion.await_count == 0
+
+
+async def test_create_forwards_row_credentials_when_the_admin_opted_in() -> None:
+    harness = make_runner(
+        content=CREDENTIAL_ROWS, general_settings=MappingProxyType({"allow_client_side_credentials": True})
+    )
+    _, finished = await harness.create_and_finish()
+
+    assert finished.status == "completed"
+    assert finished.request_counts == BatchRequestCounts(completed=2, failed=0, total=2)
+    by_content = {call.kwargs["messages"][0]["content"]: call.kwargs for call in harness.router.acompletion.await_args_list}
+    assert by_content["hi 2"]["api_base"] == "https://evil.example"
+    assert "api_base" not in by_content["hi 1"]
+
+
+async def test_running_batch_touches_its_row_until_it_finishes() -> None:
+    harness = make_runner(heartbeat_seconds=0.01)
+
+    async def slow_dispatch(**_: object) -> ModelResponse:
+        await asyncio.sleep(0.05)
+        return chat_response("slow")
+
+    harness.router.acompletion.side_effect = slow_dispatch
+    created, finished = await harness.create_and_finish()
+
+    touches = harness.prisma.db.litellm_managedobjecttable.touches
+    assert finished.status == "completed"
+    assert touches
+    assert set(touches) == {(created.id, "user-1")}
+    assert [call.status for call in harness.store.calls] == ["validating", "in_progress", "finalizing", "completed"]
+    beats_at_finish = len(touches)
+    await asyncio.sleep(0.05)
+    assert len(touches) == beats_at_finish
+
+
+async def test_fail_abandoned_marks_the_batch_failed_with_the_runner_lost_error() -> None:
+    harness = make_runner()
+    batch = seeded_batch(harness.store, "in_progress")
+
+    failed = await harness.runner.fail_abandoned(batch, harness.user)
+
+    assert failed.status == "failed"
+    assert failed.failed_at is not None
+    assert failed.errors is not None
+    assert [(error.message, error.code) for error in failed.errors.data or []] == [
+        (litellm_executed_batches._RUNNER_LOST_MESSAGE, "runner_lost")
+    ]
+    assert harness.store.batch(batch.id).status == "failed"
+    assert [(call.status, call.create_if_missing) for call in harness.store.calls] == [("failed", False)]
+
+
+async def test_running_batch_stops_and_writes_nothing_once_a_retriever_marked_it_failed(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setattr(litellm_executed_batches, "_CANCEL_POLL_SECONDS", 0.0)
+    rows = jsonl(chat_row("row-1", "hi 1"), chat_row("row-2", "hi 2"), chat_row("row-3", "hi 3"))
+    harness = make_runner(content=rows, concurrency=1)
+
+    def dispatch(metadata: Mapping[str, object], **_: object) -> ModelResponse:
+        running = harness.store.batch(str(metadata["batch_id"]))
+        harness.store.write(running.model_copy(update={"status": "failed"}))
+        return chat_response("hi 1")
+
+    harness.router.acompletion.side_effect = dispatch
+    _, finished = await harness.create_and_finish()
+
+    assert harness.router.acompletion.await_count == 1
+    assert finished.status == "failed"
+    assert [call.status for call in harness.store.calls] == ["validating", "in_progress"]
+    assert harness.uploads.calls == []
+
+
 @pytest.mark.parametrize(
     ("endpoint", "body", "method"),
     [
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py b/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
index 067826004e2..81c5803da33 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_storage_backend_service.py
@@ -12,13 +12,20 @@ from litellm.proxy.utils import PrismaClient
 
 
 class _RecordingStorageBackend:
-    def __init__(self):
+    def __init__(self, delete_error: Exception | None = None):
         self.upload_calls = []
+        self.delete_calls: list[str] = []
+        self.delete_error = delete_error
 
     async def upload_file(self, **kwargs):
         self.upload_calls.append(kwargs)
         return "https://storage.example/blob-1"
 
+    async def delete_file(self, storage_url: str) -> None:
+        self.delete_calls.append(storage_url)
+        if self.delete_error is not None:
+            raise self.delete_error
+
 
 class _FakeManagedFilesHook(BaseFileEndpoints):
     def __init__(self):
@@ -45,6 +52,11 @@ class _FakeManagedFilesHook(BaseFileEndpoints):
         self.stored.append(kwargs)
 
 
+class _FailingManagedFilesHook(_FakeManagedFilesHook):
+    async def store_unified_file_id(self, **kwargs):
+        raise RuntimeError("db down")
+
+
 class _FakeProxyLogging:
     def __init__(self, hook):
         self._hook = hook
@@ -153,3 +165,25 @@ async def test_upload_hands_the_prisma_client_to_the_storage_backend_factory(mon
     )
 
     assert factory_calls == [("litellm_db", prisma_client)]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("delete_error", [None, OSError("blob locked")], ids=["delete succeeds", "delete fails"])
+async def test_upload_deletes_the_uploaded_content_when_the_metadata_write_fails(
+    monkeypatch: pytest.MonkeyPatch, delete_error: Exception | None
+):
+    backend = _RecordingStorageBackend(delete_error=delete_error)
+    monkeypatch.setattr(storage_backend_service, "get_storage_backend", lambda name, prisma_client=None: backend)
+
+    with pytest.raises(RuntimeError, match="db down"):
+        await StorageBackendFileService.upload_file_to_storage_backend(
+            file_data=_file_data(),
+            target_storage="azure_storage",
+            target_model_names=["gpt-x"],
+            purpose="batch",
+            proxy_logging_obj=_FakeProxyLogging(hook=_FailingManagedFilesHook()),
+            user_api_key_dict=UserAPIKeyAuth(api_key="sk-test"),
+        )
+
+    assert len(backend.upload_calls) == 1
+    assert backend.delete_calls == ["https://storage.example/blob-1"]

From 42271b282a7d195b0f8b0ac324b852ab8109b8fa Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 04:44:26 -0700
Subject: [PATCH 059/162] fix(batches): guard batch status writes against stale
 reads and disable per-line fallbacks

---
 .../litellm_executed_batches.py               |  65 +++---
 .../test_litellm_executed_batches.py          | 194 +++++++++++++++---
 2 files changed, 198 insertions(+), 61 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index 7bd4c678183..b121ad1590e 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -3,7 +3,7 @@ import json
 import time
 from collections.abc import Awaitable, Callable, Mapping, Sequence
 from dataclasses import dataclass
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from itertools import pairwise
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, Literal, Protocol, TypeAlias, runtime_checkable
@@ -28,11 +28,7 @@ from litellm.models.managed_files import LiteLLM_ManagedFileTable
 from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth
 from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
-from litellm.proxy.openai_files_endpoints.common_utils import (
-    LITELLM_EXECUTED_BATCH_ID_PREFIX,
-    convert_b64_uid_to_unified_uid,
-    get_batch_id_from_unified_batch_id,
-)
+from litellm.proxy.openai_files_endpoints.common_utils import LITELLM_EXECUTED_BATCH_ID_PREFIX
 from litellm.proxy.openai_files_endpoints.storage_backend_service import StorageBackendFileService
 from litellm.proxy.utils import PrismaClient, ProxyLogging
 from litellm.repositories.table_repositories import ManagedObjectRepository
@@ -41,6 +37,7 @@ from litellm.types.utils import LITELLM_EXECUTED_BATCH_PROVIDERS, ExtractedFileD
 
 if TYPE_CHECKING:
     from prisma import models as prisma_models
+    from prisma import types as prisma_types
 
     from litellm.router import Router
 
@@ -154,7 +151,6 @@ class ManagedBatchStore(Protocol):
         user_api_key_dict: UserAPIKeyAuth,
         request_tags: Sequence[str] | None = None,
         persist_attribution: bool = False,
-        create_if_missing: bool = True,
         batch_processed: bool = False,
     ) -> None: ...
 
@@ -375,10 +371,6 @@ def executed_batch_runner_lost(status: str, updated_at: datetime) -> bool:
     return (datetime.now(timezone.utc) - updated_at).total_seconds() > _STALE_AFTER_SECONDS
 
 
-def _llm_batch_id_of(unified_batch_id: str) -> str:
-    return get_batch_id_from_unified_batch_id(convert_b64_uid_to_unified_uid(unified_batch_id))
-
-
 class _StopWatch:
     def __init__(self, load_status: Callable[[], Awaitable[str | None]], interval_seconds: float) -> None:
         self._load_status = load_status
@@ -488,8 +480,10 @@ class LiteLLMExecutedBatchRunner:
         cancelling: Final = current.model_copy(
             update=MappingProxyType({"status": "cancelling", "cancelling_at": int(time.time())})
         )
-        await self._store(cancelling, user_api_key_dict)
-        return cancelling
+        unchanged: Final[prisma_types.LiteLLM_ManagedObjectTableWhereInput] = {"status": current.status}
+        if await self._store_unless_changed(cancelling, unchanged, user_api_key_dict):
+            return cancelling
+        return await self.cancel(unified_batch_id, user_api_key_dict)
 
     async def fail_abandoned(self, batch: LiteLLMBatch, user_api_key_dict: UserAPIKeyAuth) -> LiteLLMBatch:
         error: Final = BatchError(message=_RUNNER_LOST_MESSAGE, code="runner_lost")
@@ -497,8 +491,16 @@ class LiteLLMExecutedBatchRunner:
         failed: Final = batch.model_copy(
             update=MappingProxyType({"status": "failed", "failed_at": int(time.time()), "errors": errors})
         )
-        await self._store(failed, user_api_key_dict)
-        return failed
+        untouched: Final[prisma_types.DateTimeFilter] = {
+            "lt": datetime.now(timezone.utc) - timedelta(seconds=_STALE_AFTER_SECONDS)
+        }
+        still_abandoned: Final[prisma_types.LiteLLM_ManagedObjectTableWhereInput] = {
+            "status": batch.status,
+            "updated_at": untouched,
+        }
+        if await self._store_unless_changed(failed, still_abandoned, user_api_key_dict):
+            return failed
+        return await self._load_batch(batch.id) or batch
 
     def _body_rejection(self, model: str) -> BodyRejection:
         def reject(body: Mapping[str, object]) -> str | None:
@@ -598,7 +600,9 @@ class LiteLLMExecutedBatchRunner:
             return RowOutcome(custom_id=line.custom_id, status_code=200, body=body, succeeded=True)
 
     async def _dispatch(self, run: _BatchRun, line: BatchInputLine) -> Mapping[str, object]:
-        params: Final = MappingProxyType({**line.body, "model": run.model, "metadata": self._row_metadata(run)})
+        params: Final = MappingProxyType(
+            {**line.body, "model": run.model, "metadata": self._row_metadata(run), "disable_fallbacks": True}
+        )
         return _dump(await self._router_call(run.endpoint)(**params))
 
     def _router_call(self, endpoint: BatchEndpoint) -> _RouterCall:
@@ -651,19 +655,26 @@ class LiteLLMExecutedBatchRunner:
         updated: Final = current.model_copy(
             update=MappingProxyType({**fields, "status": status, f"{status}_at": int(time.time())})
         )
-        await self._store(updated, run.user_api_key_dict)
-        return status
+        unchanged: Final[prisma_types.LiteLLM_ManagedObjectTableWhereInput] = {"status": current.status}
+        if await self._store_unless_changed(updated, unchanged, run.user_api_key_dict):
+            return status
+        return await self._advance(run, requested, fields)
 
-    async def _store(self, batch: LiteLLMBatch, user_api_key_dict: UserAPIKeyAuth) -> None:
-        await self.managed_files.store_unified_object_id(
-            unified_object_id=batch.id,
-            file_object=batch,
-            litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
-            model_object_id=_llm_batch_id_of(batch.id),
-            file_purpose="batch",
-            user_api_key_dict=user_api_key_dict,
-            create_if_missing=False,
+    async def _store_unless_changed(
+        self,
+        batch: LiteLLMBatch,
+        guard: "prisma_types.LiteLLM_ManagedObjectTableWhereInput",
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> bool:
+        updated_rows: Final = await ManagedObjectRepository(self.prisma_client).table.update_many(
+            where={"unified_object_id": batch.id, **guard},  # mutable-ok: Prisma filter
+            data={  # mutable-ok: Prisma payload
+                "file_object": batch.model_dump_json(),
+                "status": batch.status,
+                "updated_by": user_api_key_dict.user_id,
+            },
         )
+        return updated_rows > 0
 
     async def _find_row(self, unified_batch_id: str) -> "prisma_models.LiteLLM_ManagedObjectTable | None":
         return await ManagedObjectRepository(self.prisma_client).table.find_first(
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index e5ed873a29d..cb566d4dca7 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -105,6 +105,10 @@ class ProviderRateLimited(Exception):
 class StoredObject:
     file_object: str
     status: str
+    updated_at: datetime
+
+    def batch(self) -> LiteLLMBatch:
+        return LiteLLMBatch.model_validate_json(self.file_object)
 
 
 @dataclass(frozen=True, slots=True)
@@ -114,10 +118,20 @@ class StoreCall:
     status: str
     request_tags: tuple[str, ...] | None
     persist_attribution: bool
-    create_if_missing: bool
     batch_processed: bool
 
 
+@dataclass(frozen=True, slots=True)
+class StatusWrite:
+    unified_object_id: str
+    status: str
+    columns: frozenset[str]
+
+
+STATUS_WRITE_COLUMNS: Final = frozenset({"file_object", "status", "updated_by"})
+STALE: Final = timedelta(seconds=litellm_executed_batches._STALE_AFTER_SECONDS + 20)
+
+
 class FakeManagedBatchStore:
     def __init__(self, files: Mapping[str, LiteLLM_ManagedFileTable]) -> None:
         self.files = files
@@ -142,7 +156,6 @@ class FakeManagedBatchStore:
         user_api_key_dict: UserAPIKeyAuth,
         request_tags: Sequence[str] | None = None,
         persist_attribution: bool = False,
-        create_if_missing: bool = True,
         batch_processed: bool = False,
     ) -> None:
         self.calls.append(
@@ -152,18 +165,18 @@ class FakeManagedBatchStore:
                 status=file_object.status,
                 request_tags=tuple(request_tags) if request_tags is not None else None,
                 persist_attribution=persist_attribution,
-                create_if_missing=create_if_missing,
                 batch_processed=batch_processed,
             )
         )
-        if create_if_missing or unified_object_id in self.objects:
-            self.write(file_object)
+        self.write(file_object)
 
-    def write(self, batch: LiteLLMBatch) -> None:
-        self.objects[batch.id] = StoredObject(file_object=batch.model_dump_json(), status=batch.status)
+    def write(self, batch: LiteLLMBatch, age: timedelta = timedelta(0)) -> None:
+        self.objects[batch.id] = StoredObject(
+            file_object=batch.model_dump_json(), status=batch.status, updated_at=datetime.now(timezone.utc) - age
+        )
 
     def batch(self, unified_batch_id: str) -> LiteLLMBatch:
-        return LiteLLMBatch.model_validate_json(self.objects[unified_batch_id].file_object)
+        return self.objects[unified_batch_id].batch()
 
 
 REAL_HOOK: Final = _PROXY_LiteLLMManagedFiles(internal_usage_cache=MagicMock(), prisma_client=MagicMock())
@@ -174,26 +187,51 @@ class RealIdManagedBatchStore(FakeManagedBatchStore):
         return REAL_HOOK.get_unified_batch_id(batch_id=batch_id, model_id=model_id)
 
 
+def row_matches(row: StoredObject, where: Mapping[str, object]) -> bool:
+    if "status" in where and row.status != where["status"]:
+        return False
+    match where.get("updated_at"):
+        case {"lt": datetime() as before}:
+            return row.updated_at < before
+        case _:
+            return True
+
+
 class FakeManagedObjectTable:
-    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+    def __init__(self, objects: dict[str, StoredObject]) -> None:
         self.objects = objects
         self.touches: list[tuple[str, str | None]] = []
+        self.writes: list[StatusWrite] = []
+        self.after_read: Callable[[StoredObject | None], None] | None = None
 
     async def find_first(self, where: Mapping[str, str]) -> StoredObject | None:
-        return self.objects.get(where["unified_object_id"])
+        row = self.objects.get(where["unified_object_id"])
+        if self.after_read is not None:
+            self.after_read(row)
+        return row
 
-    async def update_many(self, where: Mapping[str, str], data: Mapping[str, str | None]) -> int:
-        self.touches.append((where["unified_object_id"], data["updated_by"]))
+    async def update_many(self, where: Mapping[str, object], data: Mapping[str, str | None]) -> int:
+        unified_object_id = str(where["unified_object_id"])
+        row = self.objects.get(unified_object_id)
+        if row is None or not row_matches(row, where):
+            return 0
+        now = datetime.now(timezone.utc)
+        if "status" not in data:
+            self.touches.append((unified_object_id, data["updated_by"]))
+            self.objects[unified_object_id] = StoredObject(row.file_object, row.status, now)
+            return 1
+        self.writes.append(StatusWrite(unified_object_id, str(data["status"]), frozenset(data)))
+        self.objects[unified_object_id] = StoredObject(str(data["file_object"]), str(data["status"]), now)
         return 1
 
 
 class FakeDb:
-    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+    def __init__(self, objects: dict[str, StoredObject]) -> None:
         self.litellm_managedobjecttable = FakeManagedObjectTable(objects)
 
 
 class FakePrismaClient:
-    def __init__(self, objects: Mapping[str, StoredObject]) -> None:
+    def __init__(self, objects: dict[str, StoredObject]) -> None:
         self.db = FakeDb(objects)
 
 
@@ -320,6 +358,13 @@ class Harness:
         await asyncio.gather(*list(litellm_executed_batches._RUNNING_BATCHES))
         return created, self.store.batch(created.id)
 
+    @property
+    def table(self) -> FakeManagedObjectTable:
+        return self.prisma.db.litellm_managedobjecttable
+
+    def written_statuses(self) -> list[str]:
+        return [write.status for write in self.table.writes]
+
 
 def make_runner(
     content: bytes = TWO_CHAT_ROWS,
@@ -354,7 +399,9 @@ def make_runner(
     return Harness(runner, store, router, uploads, storage, storage_factory, prisma, user)
 
 
-def seeded_batch(store: FakeManagedBatchStore, status: Literal["in_progress", "completed"]) -> LiteLLMBatch:
+def seeded_batch(
+    store: FakeManagedBatchStore, status: Literal["in_progress", "completed"], age: timedelta = timedelta(0)
+) -> LiteLLMBatch:
     batch = LiteLLMBatch(
         id=store.get_unified_batch_id(batch_id="litellm_batch_seed", model_id=DEPLOYMENT_ID),
         object="batch",
@@ -365,7 +412,7 @@ def seeded_batch(store: FakeManagedBatchStore, status: Literal["in_progress", "c
         created_at=1,
         model=BATCH_MODEL,
     )
-    store.write(batch)
+    store.write(batch, age)
     return batch
 
 
@@ -745,7 +792,9 @@ async def test_create_forwards_row_credentials_when_the_admin_opted_in() -> None
 
     assert finished.status == "completed"
     assert finished.request_counts == BatchRequestCounts(completed=2, failed=0, total=2)
-    by_content = {call.kwargs["messages"][0]["content"]: call.kwargs for call in harness.router.acompletion.await_args_list}
+    by_content = {
+        call.kwargs["messages"][0]["content"]: call.kwargs for call in harness.router.acompletion.await_args_list
+    }
     assert by_content["hi 2"]["api_base"] == "https://evil.example"
     assert "api_base" not in by_content["hi 1"]
 
@@ -760,19 +809,20 @@ async def test_running_batch_touches_its_row_until_it_finishes() -> None:
     harness.router.acompletion.side_effect = slow_dispatch
     created, finished = await harness.create_and_finish()
 
-    touches = harness.prisma.db.litellm_managedobjecttable.touches
+    touches = harness.table.touches
     assert finished.status == "completed"
     assert touches
     assert set(touches) == {(created.id, "user-1")}
-    assert [call.status for call in harness.store.calls] == ["validating", "in_progress", "finalizing", "completed"]
+    assert [call.status for call in harness.store.calls] == ["validating"]
+    assert harness.written_statuses() == ["in_progress", "finalizing", "completed"]
     beats_at_finish = len(touches)
     await asyncio.sleep(0.05)
     assert len(touches) == beats_at_finish
 
 
-async def test_fail_abandoned_marks_the_batch_failed_with_the_runner_lost_error() -> None:
+async def test_fail_abandoned_marks_a_stale_batch_failed_with_the_runner_lost_error() -> None:
     harness = make_runner()
-    batch = seeded_batch(harness.store, "in_progress")
+    batch = seeded_batch(harness.store, "in_progress", age=STALE)
 
     failed = await harness.runner.fail_abandoned(batch, harness.user)
 
@@ -783,7 +833,63 @@ async def test_fail_abandoned_marks_the_batch_failed_with_the_runner_lost_error(
         (litellm_executed_batches._RUNNER_LOST_MESSAGE, "runner_lost")
     ]
     assert harness.store.batch(batch.id).status == "failed"
-    assert [(call.status, call.create_if_missing) for call in harness.store.calls] == [("failed", False)]
+    assert harness.store.calls == []
+    assert harness.table.writes == [StatusWrite(batch.id, "failed", STATUS_WRITE_COLUMNS)]
+
+
+async def test_fail_abandoned_leaves_a_batch_that_finished_after_the_stale_read() -> None:
+    harness = make_runner()
+    stale_read = seeded_batch(harness.store, "in_progress", age=STALE)
+    harness.store.write(stale_read.model_copy(update={"status": "completed", "output_file_id": "out-1"}), age=STALE)
+
+    current = await harness.runner.fail_abandoned(stale_read, harness.user)
+
+    assert (current.status, current.output_file_id) == ("completed", "out-1")
+    assert harness.store.batch(stale_read.id).status == "completed"
+    assert harness.table.writes == []
+
+
+async def test_fail_abandoned_leaves_a_batch_its_runner_touched_since_the_read() -> None:
+    harness = make_runner()
+    batch = seeded_batch(harness.store, "in_progress", age=STALE)
+    harness.store.write(batch)
+
+    current = await harness.runner.fail_abandoned(batch, harness.user)
+
+    assert current.status == "in_progress"
+    assert harness.store.batch(batch.id).status == "in_progress"
+    assert harness.table.writes == []
+
+
+async def test_run_does_not_reverse_a_failure_written_between_its_read_and_its_completed_write() -> None:
+    harness = make_runner()
+
+    def fail_once_finalizing_is_read(row: StoredObject | None) -> None:
+        if row is not None and row.status == "finalizing":
+            harness.store.write(row.batch().model_copy(update={"status": "failed"}))
+
+    harness.table.after_read = fail_once_finalizing_is_read
+    _, finished = await harness.create_and_finish()
+
+    assert finished.status == "failed"
+    assert finished.output_file_id is None
+    assert harness.written_statuses() == ["in_progress", "finalizing"]
+
+
+async def test_run_honours_a_cancel_written_between_its_read_and_its_finalizing_write() -> None:
+    harness = make_runner(content=jsonl(chat_row("row-1", "hi 1")))
+
+    def cancel_once_the_row_is_dispatched(row: StoredObject | None) -> None:
+        if row is not None and row.status == "in_progress" and harness.router.acompletion.await_count == 1:
+            harness.store.write(row.batch().model_copy(update={"status": "cancelling"}))
+
+    harness.table.after_read = cancel_once_the_row_is_dispatched
+    _, finished = await harness.create_and_finish()
+
+    assert finished.status == "cancelled"
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=0, total=1)
+    assert finished.output_file_id == "unified-output-1"
+    assert harness.written_statuses() == ["in_progress", "cancelling", "cancelled"]
 
 
 async def test_running_batch_stops_and_writes_nothing_once_a_retriever_marked_it_failed(
@@ -803,7 +909,8 @@ async def test_running_batch_stops_and_writes_nothing_once_a_retriever_marked_it
 
     assert harness.router.acompletion.await_count == 1
     assert finished.status == "failed"
-    assert [call.status for call in harness.store.calls] == ["validating", "in_progress"]
+    assert [call.status for call in harness.store.calls] == ["validating"]
+    assert harness.written_statuses() == ["in_progress"]
     assert harness.uploads.calls == []
 
 
@@ -828,6 +935,7 @@ async def test_each_endpoint_awaits_only_its_router_method(
     assert awaited == {name: int(name == method) for name in ROUTER_METHODS}
     kwargs = getattr(harness.router, method).await_args.kwargs
     assert kwargs["model"] == BATCH_MODEL
+    assert kwargs["disable_fallbacks"] is True
     assert all(kwargs[key] == value for key, value in body.items())
 
 
@@ -845,7 +953,7 @@ async def test_cancel_terminal_batch_is_400() -> None:
         await harness.runner.cancel(batch.id, harness.user)
     assert raised.value.code == "400"
     assert "completed" in raised.value.message
-    assert harness.store.calls == []
+    assert harness.table.writes == []
 
 
 async def test_cancel_marks_a_running_batch_cancelling_once() -> None:
@@ -857,12 +965,30 @@ async def test_cancel_marks_a_running_batch_cancelling_once() -> None:
     assert cancelled.status == "cancelling"
     assert cancelled.cancelling_at is not None
     assert harness.store.batch(batch.id).status == "cancelling"
-    assert [(call.status, call.create_if_missing) for call in harness.store.calls] == [("cancelling", False)]
+    assert harness.store.calls == []
+    assert harness.table.writes == [StatusWrite(batch.id, "cancelling", STATUS_WRITE_COLUMNS)]
 
     again = await harness.runner.cancel(batch.id, harness.user)
 
     assert again.model_dump() == cancelled.model_dump()
-    assert len(harness.store.calls) == 1
+    assert len(harness.table.writes) == 1
+
+
+async def test_cancel_racing_a_completion_is_400_and_leaves_the_batch_completed() -> None:
+    harness = make_runner()
+    batch = seeded_batch(harness.store, "in_progress")
+
+    def complete_once_read(row: StoredObject | None) -> None:
+        if row is not None and row.status == "in_progress":
+            harness.store.write(row.batch().model_copy(update={"status": "completed"}))
+
+    harness.table.after_read = complete_once_read
+    with pytest.raises(ProxyException) as raised:
+        await harness.runner.cancel(batch.id, harness.user)
+
+    assert raised.value.code == "400"
+    assert harness.store.batch(batch.id).status == "completed"
+    assert harness.table.writes == []
 
 
 async def test_running_batch_skips_the_remaining_rows_after_an_operator_cancel(
@@ -905,10 +1031,10 @@ async def test_only_the_create_write_carries_attribution_and_billing_flags() ->
     harness = make_runner()
     await harness.create_and_finish()
 
-    assert [call.status for call in harness.store.calls] == ["validating", "in_progress", "finalizing", "completed"]
-    flags = [(call.persist_attribution, call.batch_processed, call.create_if_missing) for call in harness.store.calls]
-    assert flags[0] == (True, True, True)
-    assert flags[1:] == [(False, False, False)] * 3
+    assert [(call.status, call.persist_attribution, call.batch_processed) for call in harness.store.calls] == [
+        ("validating", True, True)
+    ]
+    assert [write.columns for write in harness.table.writes] == [STATUS_WRITE_COLUMNS] * 3
 
 
 async def test_run_completes_under_the_real_hooks_base64_batch_id() -> None:
@@ -917,9 +1043,8 @@ async def test_run_completes_under_the_real_hooks_base64_batch_id() -> None:
 
     assert _is_base64_encoded_unified_file_id(created.id)
     assert finished.status == "completed"
-    llm_batch_id = harness.store.calls[0].model_object_id
-    assert llm_batch_id.startswith("litellm_batch_")
-    assert [call.model_object_id for call in harness.store.calls] == [llm_batch_id] * 4
+    assert [call.model_object_id.startswith("litellm_batch_") for call in harness.store.calls] == [True]
+    assert [write.unified_object_id for write in harness.table.writes] == [created.id] * 3
 
 
 async def test_cancel_works_under_the_real_hooks_base64_batch_id() -> None:
@@ -928,4 +1053,5 @@ async def test_cancel_works_under_the_real_hooks_base64_batch_id() -> None:
     cancelled = await harness.runner.cancel(batch.id, harness.user)
 
     assert cancelled.status == "cancelling"
-    assert [call.model_object_id for call in harness.store.calls] == ["litellm_batch_seed"]
+    assert harness.store.batch(batch.id).status == "cancelling"
+    assert [write.unified_object_id for write in harness.table.writes] == [batch.id]

From 2ee8c1bd0e6ac9125befdcb8fb479773d7c5dd07 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 06:25:42 -0700
Subject: [PATCH 060/162] fix(batches): enforce the completion window and guard
 executed-batch id parsing

---
 .../litellm_executed_batches.py               | 82 ++++++++++++++-----
 .../openai_files_endpoints/common_utils.py    |  3 +-
 .../test_litellm_executed_batches.py          | 44 ++++++++++
 .../test_files_common_utils.py                |  2 +
 4 files changed, 111 insertions(+), 20 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index b121ad1590e..5a7061d9ab1 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -42,7 +42,9 @@ if TYPE_CHECKING:
     from litellm.router import Router
 
 BatchEndpoint: TypeAlias = Literal["/v1/chat/completions", "/v1/embeddings", "/v1/completions", "/v1/responses"]
-BatchStatus: TypeAlias = Literal["in_progress", "finalizing", "completed", "failed", "cancelling", "cancelled"]
+BatchStatus: TypeAlias = Literal[
+    "in_progress", "finalizing", "completed", "failed", "cancelling", "cancelled", "expired"
+]
 TERMINAL_BATCH_STATUSES: Final[frozenset[str]] = frozenset({"completed", "failed", "cancelled", "expired"})
 _STOP_STATUSES: Final[frozenset[str]] = TERMINAL_BATCH_STATUSES | frozenset({"cancelling"})
 _BATCH_ENDPOINT_ADAPTER: Final[TypeAdapter[BatchEndpoint]] = TypeAdapter(BatchEndpoint)
@@ -52,6 +54,7 @@ _STALE_AFTER_SECONDS: Final = 180.0
 _FILES_API_PROBE_TIMEOUT_SECONDS: Final = 5.0
 _COMPLETION_WINDOW_SECONDS: Final = 24 * 60 * 60
 _RUNNER_LOST_MESSAGE: Final = "the proxy replica running this batch stopped before it finished; resubmit the batch"
+_EXPIRED_MESSAGE: Final = "This request could not be executed before the completion window expired."
 _ROUTER_METHODS: Final[Mapping[BatchEndpoint, str]] = MappingProxyType(
     {
         "/v1/chat/completions": "acompletion",
@@ -61,7 +64,7 @@ _ROUTER_METHODS: Final[Mapping[BatchEndpoint, str]] = MappingProxyType(
     }
 )
 _CANCELLING_TRANSITIONS: Final[Mapping[BatchStatus, BatchStatus]] = MappingProxyType(
-    {"completed": "cancelled", "in_progress": "cancelling", "finalizing": "cancelling"}
+    {"completed": "cancelled", "expired": "cancelled", "in_progress": "cancelling", "finalizing": "cancelling"}
 )
 LITELLM_EXECUTED_BATCH_UPLOAD_GUIDANCE: Final = (
     "upload it through POST /v1/files with purpose=batch and either the x-litellm-model header or the "
@@ -89,11 +92,16 @@ class _ResultResponse(TypedDict):
     body: ReadOnly[Mapping[str, object]]
 
 
+class _LineError(TypedDict):
+    code: ReadOnly[str]
+    message: ReadOnly[str]
+
+
 class _ResultLine(TypedDict):
     id: ReadOnly[str]
     custom_id: ReadOnly[str]
-    response: ReadOnly[_ResultResponse]
-    error: ReadOnly[None]
+    response: ReadOnly[_ResultResponse | None]
+    error: ReadOnly[_LineError | None]
 
 
 class BatchInputLine(BaseModel):
@@ -122,6 +130,11 @@ class RowOutcome:
     succeeded: bool
 
 
+@dataclass(frozen=True, slots=True)
+class ExpiredRow:
+    custom_id: str
+
+
 @dataclass(frozen=True, slots=True)
 class _BatchRun:
     unified_batch_id: str
@@ -131,6 +144,7 @@ class _BatchRun:
     lines: tuple[BatchInputLine, ...]
     user_api_key_dict: UserAPIKeyAuth
     request_tags: tuple[str, ...]
+    deadline: float
 
 
 @runtime_checkable
@@ -339,16 +353,30 @@ def _error_body(error: Exception) -> _ErrorBody:
     return body
 
 
-def _result_line(outcome: RowOutcome) -> _ResultLine:
+def _line_response(outcome: RowOutcome | ExpiredRow) -> _ResultResponse | None:
+    if isinstance(outcome, ExpiredRow):
+        return None
+    response: Final[_ResultResponse] = {
+        "status_code": outcome.status_code,
+        "request_id": f"req_{uuid_module.uuid4().hex[:24]}",
+        "body": outcome.body,
+    }
+    return response
+
+
+def _line_error(outcome: RowOutcome | ExpiredRow) -> _LineError | None:
+    if isinstance(outcome, RowOutcome):
+        return None
+    error: Final[_LineError] = {"code": "batch_expired", "message": _EXPIRED_MESSAGE}
+    return error
+
+
+def _result_line(outcome: RowOutcome | ExpiredRow) -> _ResultLine:
     line: Final[_ResultLine] = {
         "id": f"batch_req_{uuid_module.uuid4().hex[:24]}",
         "custom_id": outcome.custom_id,
-        "response": {
-            "status_code": outcome.status_code,
-            "request_id": f"req_{uuid_module.uuid4().hex[:24]}",
-            "body": outcome.body,
-        },
-        "error": None,
+        "response": _line_response(outcome),
+        "error": _line_error(outcome),
     }
     return line
 
@@ -399,6 +427,7 @@ class LiteLLMExecutedBatchRunner:
         general_settings: Mapping[str, object],
         concurrency: int = LITELLM_EXECUTED_BATCH_CONCURRENCY,
         heartbeat_seconds: float = _HEARTBEAT_SECONDS,
+        completion_window_seconds: float = _COMPLETION_WINDOW_SECONDS,
         storage_backend_factory: _StorageBackendFactory = get_storage_backend,
         upload_result_file: _ResultFileUploader = StorageBackendFileService.upload_file_to_storage_backend,
     ) -> None:
@@ -409,6 +438,7 @@ class LiteLLMExecutedBatchRunner:
         self.general_settings = general_settings
         self.concurrency = concurrency
         self.heartbeat_seconds = heartbeat_seconds
+        self.completion_window_seconds = completion_window_seconds
         self.storage_backend_factory = storage_backend_factory
         self.upload_result_file = upload_result_file
 
@@ -429,7 +459,8 @@ class LiteLLMExecutedBatchRunner:
         llm_batch_id: Final = f"{LITELLM_EXECUTED_BATCH_ID_PREFIX}{uuid_module.uuid4().hex}"
         model_id: Final = next(iter(self.llm_router.get_model_ids(model_name=model)), model)
         unified_batch_id: Final = self.managed_files.get_unified_batch_id(batch_id=llm_batch_id, model_id=model_id)
-        created_at: Final = int(time.time())
+        now: Final = time.time()
+        created_at: Final = int(now)
         batch: Final = LiteLLMBatch(
             id=unified_batch_id,
             object="batch",
@@ -438,7 +469,7 @@ class LiteLLMExecutedBatchRunner:
             completion_window="24h",
             status="validating",
             created_at=created_at,
-            expires_at=created_at + _COMPLETION_WINDOW_SECONDS,
+            expires_at=created_at + int(self.completion_window_seconds),
             metadata=create_request.get("metadata"),
             model=model,
             request_counts=BatchRequestCounts(completed=0, failed=0, total=len(parsed)),
@@ -463,6 +494,7 @@ class LiteLLMExecutedBatchRunner:
             lines=parsed,
             user_api_key_dict=user_api_key_dict,
             request_tags=tuple(request_tags or ()),
+            deadline=now + self.completion_window_seconds,
         )
         task: Final = asyncio.create_task(self._run(run))
         _RUNNING_BATCHES.add(task)
@@ -572,14 +604,21 @@ class LiteLLMExecutedBatchRunner:
         outcomes: Final = tuple(outcome for outcome in results if outcome is not None)
         if await self._advance(run, "finalizing") is None:
             return
-        succeeded: Final = tuple(outcome for outcome in outcomes if outcome.succeeded)
-        failed: Final = tuple(outcome for outcome in outcomes if not outcome.succeeded)
+        succeeded: Final = tuple(
+            outcome for outcome in outcomes if isinstance(outcome, RowOutcome) and outcome.succeeded
+        )
+        failed: Final = tuple(
+            outcome for outcome in outcomes if isinstance(outcome, ExpiredRow) or not outcome.succeeded
+        )
         output_file_id: Final = await self._upload_results(run, "output", succeeded)
         error_file_id: Final = await self._upload_results(run, "error", failed)
         request_counts: Final = BatchRequestCounts(completed=len(succeeded), failed=len(failed), total=len(run.lines))
+        final_status: Final[BatchStatus] = (
+            "expired" if any(isinstance(outcome, ExpiredRow) for outcome in outcomes) else "completed"
+        )
         await self._advance(
             run,
-            "completed",
+            final_status,
             MappingProxyType(
                 {"output_file_id": output_file_id, "error_file_id": error_file_id, "request_counts": request_counts}
             ),
@@ -587,12 +626,17 @@ class LiteLLMExecutedBatchRunner:
 
     async def _run_row(
         self, run: _BatchRun, line: BatchInputLine, watch: _StopWatch, semaphore: asyncio.Semaphore
-    ) -> RowOutcome | None:
+    ) -> RowOutcome | ExpiredRow | None:
         async with semaphore:
             if await watch.stopped():
                 return None
+            remaining: Final = run.deadline - time.time()
+            if remaining <= 0:
+                return ExpiredRow(custom_id=line.custom_id)
             try:
-                body: Final = await self._dispatch(run, line)
+                body: Final = await asyncio.wait_for(self._dispatch(run, line), timeout=remaining)
+            except asyncio.TimeoutError:
+                return ExpiredRow(custom_id=line.custom_id)
             except Exception as e:  # noqa: BLE001  # a provider error becomes the row's error line, never a crashed batch
                 return RowOutcome(
                     custom_id=line.custom_id, status_code=_status_code_of(e), body=_error_body(e), succeeded=False
@@ -621,7 +665,7 @@ class LiteLLMExecutedBatchRunner:
         }
 
     async def _upload_results(
-        self, run: _BatchRun, kind: Literal["output", "error"], outcomes: Sequence[RowOutcome]
+        self, run: _BatchRun, kind: Literal["output", "error"], outcomes: Sequence[RowOutcome | ExpiredRow]
     ) -> str | None:
         if not outcomes:
             return None
diff --git a/litellm/proxy/openai_files_endpoints/common_utils.py b/litellm/proxy/openai_files_endpoints/common_utils.py
index 25365d34187..ccc3b5b7f5f 100644
--- a/litellm/proxy/openai_files_endpoints/common_utils.py
+++ b/litellm/proxy/openai_files_endpoints/common_utils.py
@@ -181,7 +181,8 @@ def get_batch_id_from_unified_batch_id(file_id: str) -> str:
 
 
 def is_litellm_executed_batch(decoded_unified_batch_id: str) -> bool:
-    return get_batch_id_from_unified_batch_id(decoded_unified_batch_id).startswith(LITELLM_EXECUTED_BATCH_ID_PREFIX)
+    _, marker, batch_id = decoded_unified_batch_id.partition("llm_batch_id:")
+    return bool(marker) and batch_id.startswith(LITELLM_EXECUTED_BATCH_ID_PREFIX)
 
 
 def encode_file_id_with_model(file_id: str, model: str, id_type: Literal["file", "batch"] = "file") -> str:
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index cb566d4dca7..860827e8fbd 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -53,6 +53,7 @@ ALL_STATUSES: Final[tuple[BatchStatus, ...]] = (
     "failed",
     "cancelling",
     "cancelled",
+    "expired",
 )
 
 
@@ -375,6 +376,7 @@ def make_runner(
     store_factory: Callable[[Mapping[str, LiteLLM_ManagedFileTable]], FakeManagedBatchStore] = FakeManagedBatchStore,
     general_settings: Mapping[str, object] = MappingProxyType({}),
     heartbeat_seconds: float = 30.0,
+    completion_window_seconds: float = 24 * 60 * 60,
 ) -> Harness:
     store = store_factory({INPUT_FILE_ID: managed_input_file()} if files is None else files)
     router = FakeRouter()
@@ -393,6 +395,7 @@ def make_runner(
         general_settings=general_settings,
         concurrency=concurrency,
         heartbeat_seconds=heartbeat_seconds,
+        completion_window_seconds=completion_window_seconds,
         storage_backend_factory=storage_factory,
         upload_result_file=uploads,
     )
@@ -464,6 +467,7 @@ def test_resolve_transition_keeps_the_requested_status_unless_cancelling(current
     ("requested", "expected"),
     [
         ("completed", "cancelled"),
+        ("expired", "cancelled"),
         ("in_progress", "cancelling"),
         ("finalizing", "cancelling"),
         ("failed", "failed"),
@@ -1014,6 +1018,46 @@ async def test_running_batch_skips_the_remaining_rows_after_an_operator_cancel(
     assert (finished.output_file_id, finished.error_file_id) == ("unified-output-1", None)
 
 
+async def test_batch_expires_at_the_completion_window_and_keeps_what_finished() -> None:
+    rows = jsonl(chat_row("row-1", "hi 1"), chat_row("row-2", "hi 2"), chat_row("row-3", "hi 3"))
+    harness = make_runner(content=rows, concurrency=1, completion_window_seconds=0.2)
+    reply = chat_response("hi 1")
+
+    async def dispatch(messages: Sequence[Mapping[str, str]], **_: object) -> ModelResponse:
+        if messages[0]["content"] == "hi 1":
+            return reply
+        await asyncio.Event().wait()
+        raise AssertionError("a row still running at the completion window must be cut off")
+
+    harness.router.acompletion.side_effect = dispatch
+    created, finished = await harness.create_and_finish()
+
+    assert created.expires_at == created.created_at
+    assert finished.status == "expired"
+    assert finished.expired_at is not None
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=2, total=3)
+    assert (finished.output_file_id, finished.error_file_id) == ("unified-output-1", "unified-output-2")
+    assert set(harness.uploads.calls[0].lines()) == {"row-1"}
+    error_lines = harness.uploads.calls[1].lines()
+    assert set(error_lines) == {"row-2", "row-3"}
+    for line in error_lines.values():
+        assert line["response"] is None
+        error = line["error"]
+        assert isinstance(error, dict)
+        assert error["code"] == "batch_expired"
+
+
+async def test_batch_created_past_its_window_dispatches_nothing() -> None:
+    harness = make_runner(completion_window_seconds=0)
+    _, finished = await harness.create_and_finish()
+
+    assert harness.router.acompletion.await_count == 0
+    assert finished.status == "expired"
+    assert finished.request_counts == BatchRequestCounts(completed=0, failed=2, total=2)
+    assert (finished.output_file_id, finished.error_file_id) == (None, "unified-output-1")
+    assert set(harness.uploads.calls[0].lines()) == {"row-1", "row-2"}
+
+
 async def test_upload_failure_marks_the_batch_failed() -> None:
     harness = make_runner(upload_error=RuntimeError("storage exploded"))
     _, finished = await harness.create_and_finish()
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
index f88d94d2c08..b7e3088ff01 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_common_utils.py
@@ -487,6 +487,8 @@ class TestCompletedBatchSafeToRetire:
         ("litellm_proxy;model_id:my-vllm;llm_batch_id:litellm_batch_0123abcd", True),
         ("litellm_proxy;model_id:my-vllm;llm_batch_id:batch_0123abcd", False),
         ("litellm_proxy;model_id:my-vllm;generic_response_id:resp_0123abcd", False),
+        ("litellm_proxy;model_id:my-vllm;llm_output_file_id:file-0123abcd", False),
+        ("batch_0123abcd", False),
     ],
 )
 def test_is_litellm_executed_batch_reads_the_llm_batch_id_prefix(decoded_unified_batch_id: str, executed: bool):

From 2ce972b992905b8e3cca0293ac693224310ea38a Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 07:54:49 -0700
Subject: [PATCH 061/162] test(e2e): report OAuth results without raw assertion
 logs

---
 .github/workflows/test-mcp-oauth-e2e.yml | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
index ea9ef93bf14..7625fb4d59f 100644
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -145,15 +145,11 @@ jobs:
             --rootdir=. --reruns 0 --tb=short -o junit_family=xunit1 \
             --junitxml="${RUNNER_TEMP}/mcp-oauth-private/results.xml" \
             > "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" 2>&1
-      - name: Reject skipped or missing cases
+      - name: Report JUnit results and reject skipped or missing cases
         if: always()
         run: |
           uv run --no-sync python .github/e2e-stack/assert_tests_ran.py \
             "${RUNNER_TEMP}/mcp-oauth-private/results.xml" tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
-      - name: Publish sanitized summary
-        if: always()
-        run: |
-          grep -E '^(FAILED|PASSED|ERROR|E   AssertionError|=+ .* =+)' "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" || true
       - name: Remove private login and logs
         if: always()
         run: |

From 8a33b37c39503419c50adad19d806a8f51fbe117 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 08:20:14 -0700
Subject: [PATCH 062/162] fix(proxy): charge a finished batch once against
 per-model budgets

A completed batch reports its whole cost on every retrieve, and the
per-model budget limiter added that cost to the key, user, team, and
end-user counters on each poll. Stamping model_group on plain-id
retrieves widened this from model-encoded batch ids to every poll, so
a key ran out of a budget it never spent. A marker per counter and
batch id now lets the first poll charge and later polls skip.
---
 .../proxy/hooks/model_max_budget_limiter.py   | 80 ++++++++++++++---
 .../hooks/test_model_max_budget_limiter.py    | 89 +++++++++++++++++++
 2 files changed, 155 insertions(+), 14 deletions(-)
 create mode 100644 tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py

diff --git a/litellm/proxy/hooks/model_max_budget_limiter.py b/litellm/proxy/hooks/model_max_budget_limiter.py
index bbfc7325f40..67577a68f5c 100644
--- a/litellm/proxy/hooks/model_max_budget_limiter.py
+++ b/litellm/proxy/hooks/model_max_budget_limiter.py
@@ -5,6 +5,8 @@ from dataclasses import dataclass
 from types import MappingProxyType
 from typing import Final
 
+from openai.types import Batch
+
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.caching import DualCache
@@ -13,6 +15,7 @@ from litellm.litellm_core_utils.duration_parser import duration_in_seconds
 from litellm.llms.bedrock.common_utils import get_bedrock_base_model
 from litellm.proxy._types import Litellm_EntityType, UserAPIKeyAuth
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import BudgetConfig, StandardLoggingPayload
 
@@ -117,6 +120,17 @@ def model_budget_start_time_cache_key(
     return f"{_BUDGET_START_TIME_KEY_PREFIXES[entity_type]}:{entity_id}:{budget_model}:{budget_duration}"
 
 
+def batch_charged_once_marker_key(spend_key: str, batch_id: str) -> str:
+    return f"{spend_key}:batch:{batch_id}"
+
+
+def batch_id_to_charge_once(call_type: object, response_obj: object, response_cost: float) -> str | None:
+    """A finished batch reports its whole cost on every poll, so its id is charged once per counter."""
+    if response_cost <= 0 or not is_batch_retrieve_call_type(call_type):
+        return None
+    return response_obj.id if isinstance(response_obj, Batch) else None
+
+
 def resolve_model_budget(model: str, model_max_budget: Mapping[str, object]) -> ResolvedModelBudget | None:
     """Find the `model_max_budget` entry that governs `model`, or None."""
     for candidate in _budget_model_candidates(model):
@@ -537,22 +551,18 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
             )
             return
 
+        batch_id: Final = batch_id_to_charge_once(
+            call_type=kwargs.get("call_type"),
+            response_obj=response_obj,
+            response_cost=response_cost,
+        )
         for entity_type, entity_id, resolved in resolved_budgets:
-            await self._increment_spend_for_key(
-                budget_config=resolved.budget_config,
-                spend_key=model_budget_spend_cache_key(
-                    entity_type=entity_type,
-                    entity_id=entity_id,
-                    budget_model=resolved.budget_model,
-                    budget_duration=resolved.budget_config.budget_duration,
-                ),
-                start_time_key=model_budget_start_time_cache_key(
-                    entity_type=entity_type,
-                    entity_id=entity_id,
-                    budget_model=resolved.budget_model,
-                    budget_duration=resolved.budget_config.budget_duration,
-                ),
+            await self._charge_entity(
+                entity_type=entity_type,
+                entity_id=entity_id,
+                resolved=resolved,
                 response_cost=response_cost,
+                batch_id=batch_id,
             )
 
         if self.dual_cache.redis_cache is not None:
@@ -562,3 +572,45 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
             "current state of in memory cache %s",
             json.dumps(self.dual_cache.in_memory_cache.cache_dict, indent=4, default=str),
         )
+
+    async def _charge_entity(
+        self,
+        entity_type: Litellm_EntityType,
+        entity_id: str | None,
+        resolved: ResolvedModelBudget,
+        response_cost: float,
+        batch_id: str | None,
+    ) -> None:
+        budget_duration: Final = resolved.budget_config.budget_duration
+        if budget_duration is None:
+            return
+        spend_key: Final = model_budget_spend_cache_key(
+            entity_type=entity_type,
+            entity_id=entity_id,
+            budget_model=resolved.budget_model,
+            budget_duration=budget_duration,
+        )
+        if batch_id is not None and not await self._claim_batch_charge(
+            spend_key=spend_key,
+            batch_id=batch_id,
+            ttl_seconds=duration_in_seconds(budget_duration),
+        ):
+            return
+        await self._increment_spend_for_key(
+            budget_config=resolved.budget_config,
+            spend_key=spend_key,
+            start_time_key=model_budget_start_time_cache_key(
+                entity_type=entity_type,
+                entity_id=entity_id,
+                budget_model=resolved.budget_model,
+                budget_duration=budget_duration,
+            ),
+            response_cost=response_cost,
+        )
+
+    async def _claim_batch_charge(self, spend_key: str, batch_id: str, ttl_seconds: int) -> bool:
+        marker_key: Final = batch_charged_once_marker_key(spend_key=spend_key, batch_id=batch_id)
+        if await self.dual_cache.async_get_cache(key=marker_key) is not None:
+            return False
+        await self.dual_cache.async_set_cache(key=marker_key, value=1, ttl=ttl_seconds)
+        return True
diff --git a/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
new file mode 100644
index 00000000000..47b14438212
--- /dev/null
+++ b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
@@ -0,0 +1,89 @@
+from typing import Final
+
+import pytest
+
+from litellm.caching.caching import DualCache
+from litellm.proxy.hooks.model_max_budget_limiter import (
+    _PROXY_VirtualKeyModelMaxBudgetLimiter,
+)
+from litellm.types.utils import LiteLLMBatch, Usage
+
+KEY_HASH: Final = "key-hash-batch"
+USER_ID: Final = "user-batch"
+MODEL_GROUP: Final = "batch-qa-primary"
+BATCH_COST: Final = 2.925e-05
+CHAT_COST: Final = 0.001
+KEY_SPEND_KEY: Final = f"virtual_key_spend:{KEY_HASH}:{MODEL_GROUP}:1d"
+USER_SPEND_KEY: Final = f"user_model_spend:{USER_ID}:{MODEL_GROUP}:1d"
+
+
+def _batch(batch_id: str, status: str) -> LiteLLMBatch:
+    return LiteLLMBatch(
+        id=batch_id,
+        completion_window="24h",
+        created_at=1,
+        endpoint="/v1/chat/completions",
+        input_file_id="file-batch",
+        object="batch",
+        status=status,
+        usage=Usage(prompt_tokens=20, completion_tokens=18, total_tokens=38),
+    )
+
+
+def _event(call_type: str, response_cost: float) -> dict:
+    return {
+        "call_type": call_type,
+        "standard_logging_object": {
+            "call_type": call_type,
+            "response_cost": response_cost,
+            "model": "openai/gpt-5.4-mini",
+            "model_group": MODEL_GROUP,
+            "metadata": {"user_api_key_hash": KEY_HASH, "user_api_key_user_id": USER_ID},
+        },
+        "litellm_params": {
+            "metadata": {
+                "user_api_key_model_max_budget": {MODEL_GROUP: {"budget_limit": 0.0001, "time_period": "1d"}},
+                "user_api_key_user_model_max_budget": {MODEL_GROUP: {"budget_limit": 0.0001, "time_period": "1d"}},
+            }
+        },
+    }
+
+
+async def _poll(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, batch: LiteLLMBatch, response_cost: float) -> None:
+    await limiter.async_log_success_event(
+        _event("aretrieve_batch", response_cost), response_obj=batch, start_time=None, end_time=None
+    )
+
+
+async def _chat(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter) -> None:
+    await limiter.async_log_success_event(_event("acompletion", CHAT_COST), response_obj=None, start_time=None, end_time=None)
+
+
+async def _spend(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, spend_key: str) -> float:
+    return await limiter.dual_cache.async_get_cache(key=spend_key) or 0.0
+
+
+@pytest.mark.asyncio
+async def test_polls_of_a_finished_batch_charge_each_per_model_budget_once():
+    limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache())
+    first: Final = _batch("batch_first", "completed")
+
+    await _poll(limiter, _batch("batch_first", "in_progress"), response_cost=0)
+    for _ in range(3):
+        await _poll(limiter, first, response_cost=BATCH_COST)
+
+    assert await _spend(limiter, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+    assert await _spend(limiter, USER_SPEND_KEY) == pytest.approx(BATCH_COST)
+
+
+@pytest.mark.asyncio
+async def test_a_second_batch_and_chat_requests_still_charge_the_budget():
+    limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache())
+
+    await _poll(limiter, _batch("batch_first", "completed"), response_cost=BATCH_COST)
+    await _poll(limiter, _batch("batch_first", "completed"), response_cost=BATCH_COST)
+    await _poll(limiter, _batch("batch_second", "completed"), response_cost=BATCH_COST)
+    await _chat(limiter)
+    await _chat(limiter)
+
+    assert await _spend(limiter, KEY_SPEND_KEY) == pytest.approx(2 * BATCH_COST + 2 * CHAT_COST)

From bb44fe5292bd8f967bfa9823d593203bb445b35f Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 10:36:59 -0700
Subject: [PATCH 063/162] wip

---
 litellm-rust/Cargo.lock                       |   1 -
 litellm-rust/Cargo.toml                       |   2 +-
 litellm-rust/clippy.toml                      |  10 ++
 .../crates/host-python/src/execution.rs       | 102 +++++++++---
 .../crates/host-python/src/fork_gate.rs       | 121 ++++++++++++++
 litellm-rust/crates/host-python/src/lib.rs    |   7 +-
 .../crates/python-bridge/src/diagnostics.rs   |  18 ++-
 litellm-rust/crates/python-bridge/src/lib.rs  |   8 +-
 .../python-bridge/src/routes/responses.rs     |  12 +-
 litellm/proxy/proxy_cli.py                    |   5 +
 litellm/rust_bridge/_native.pyi               |   8 +
 litellm/rust_bridge/fork_guard.py             |  47 ++++++
 tests/test_litellm/proxy/test_proxy_cli.py    |  35 ++++
 .../rust_bridge/test_fork_guard.py            |  36 +++++
 tests/test_litellm_rust/test_fork_guard.py    | 150 ++++++++++++++++++
 15 files changed, 534 insertions(+), 28 deletions(-)
 create mode 100644 litellm-rust/clippy.toml
 create mode 100644 litellm-rust/crates/host-python/src/fork_gate.rs
 create mode 100644 litellm/rust_bridge/fork_guard.py
 create mode 100644 tests/test_litellm/rust_bridge/test_fork_guard.py
 create mode 100644 tests/test_litellm_rust/test_fork_guard.py

diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index 860f01c4ad1..ebab2a118fc 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -3046,7 +3046,6 @@ checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64 0.22.1",
  "bytes",
- "futures-channel",
  "futures-core",
  "futures-util",
  "h2 0.4.15",
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index 8634dce92d0..fa2bdb4224c 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -34,7 +34,7 @@ pyo3 = "0.29.2"
 pyo3-async-runtimes = { version = "0.29.0", features = ["tokio-runtime"] }
 pythonize = "0.29.0"
 rand = "0.8"
-reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "multipart", "rustls-tls", "http2", "stream"] }
+reqwest = { version = "0.12", default-features = false, features = ["json", "multipart", "rustls-tls", "http2", "stream"] }
 rstest = "0.26.1"
 rstest_reuse = "0.7.0"
 rustls = { version = "0.23", default-features = false, features = ["ring", "std", "tls12"] }
diff --git a/litellm-rust/clippy.toml b/litellm-rust/clippy.toml
new file mode 100644
index 00000000000..f7e3293069b
--- /dev/null
+++ b/litellm-rust/clippy.toml
@@ -0,0 +1,10 @@
+# The Tokio runtime is reached only through `host-python/src/execution.rs`, whose fork gate
+# must see every entry. Going around it makes a fork-after-use hang instead of raising.
+disallowed-methods = [
+    { path = "pyo3_async_runtimes::tokio::get_runtime", reason = "use litellm_host_python::run_sync / run_sync_value" },
+    { path = "pyo3_async_runtimes::tokio::future_into_py", reason = "use litellm_host_python::run_async / run_async_value" },
+    { path = "pyo3_async_runtimes::tokio::future_into_py_with_locals", reason = "use litellm_host_python::run_async / run_async_value" },
+    { path = "pyo3_async_runtimes::tokio::local_future_into_py", reason = "use litellm_host_python::run_async / run_async_value" },
+    { path = "pyo3_async_runtimes::tokio::run", reason = "use litellm_host_python::run_sync / run_sync_value" },
+    { path = "pyo3_async_runtimes::tokio::run_until_complete", reason = "use litellm_host_python::run_sync / run_sync_value" },
+]
diff --git a/litellm-rust/crates/host-python/src/execution.rs b/litellm-rust/crates/host-python/src/execution.rs
index 45a1183acf5..083c184e37e 100644
--- a/litellm-rust/crates/host-python/src/execution.rs
+++ b/litellm-rust/crates/host-python/src/execution.rs
@@ -4,6 +4,7 @@ use std::pin::Pin;
 use std::task::{Context, Poll, Waker};
 use std::time::Duration;
 
+use crate::fork_gate::{ForkGate, Refused, RuntimeAlreadyStarted};
 use crate::{Pythonized, panic_to_pyerr, release_gil};
 use futures_util::FutureExt;
 use pyo3::exceptions::PyRuntimeError;
@@ -12,6 +13,67 @@ use serde::Serialize;
 use tokio::runtime::{Handle, Runtime};
 use tokio::time::{self, MissedTickBehavior};
 
+pyo3::create_exception!(
+    _native,
+    ForkedAfterNativeRuntimeStarted,
+    PyRuntimeError,
+    "This process was forked after the native runtime started. Runtime threads do not survive fork(), so native routes cannot run here."
+);
+
+pyo3::create_exception!(
+    _native,
+    ProcessReservedForForking,
+    PyRuntimeError,
+    "This process was reserved for forking workers, so native routes cannot run here."
+);
+
+static FORK_GATE: ForkGate = ForkGate::new();
+
+/// Whether this process has started the Tokio runtime.
+pub fn runtime_started() -> bool {
+    FORK_GATE.started(std::process::id())
+}
+
+/// Declares that this process exists to fork workers, so it must never start the runtime.
+/// Fails if it already has. Workers are unaffected: the reservation is keyed by pid.
+pub fn reserve_process_for_forking() -> Result<(), RuntimeAlreadyStarted> {
+    FORK_GATE.reserve(std::process::id())
+}
+
+/// The only door to the Tokio runtime: every route reaches it through this module, which is
+/// what lets the gate speak for the whole extension. `clippy.toml` disallows going around it.
+fn enter_runtime() -> PyResult<()> {
+    FORK_GATE
+        .enter(std::process::id())
+        .map_err(|refused| match refused {
+            Refused::ReservedForForking => ProcessReservedForForking::new_err(
+                "this process is reserved for forking workers and cannot run native routes; \
+                 move the call into a worker, after the fork",
+            ),
+            Refused::ForkedAfterStart => ForkedAfterNativeRuntimeStarted::new_err(
+                "this process was forked after the native runtime started, and runtime threads \
+                 do not survive fork(); start workers with spawn or forkserver, or fork before \
+                 the first native call",
+            ),
+        })
+}
+
+#[expect(clippy::disallowed_methods, reason = "this is the gated door")]
+fn runtime() -> PyResult<&'static Runtime> {
+    enter_runtime()?;
+    Ok(pyo3_async_runtimes::tokio::get_runtime())
+}
+
+#[expect(clippy::disallowed_methods, reason = "this is the gated door")]
+fn future_into_py<F, T>(py: Python<'_>, future: F) -> PyResult<Bound<'_, PyAny>>
+where
+    F: Future<Output = PyResult<T>> + Send + 'static,
+    T: for<'py> IntoPyObject<'py> + Send + 'static,
+{
+    enter_runtime()?;
+    pyo3_async_runtimes::tokio::future_into_py(py, future)
+}
+
 pub fn run_sync<T, E, F>(
     py: Python<'_>,
     future: F,
@@ -22,12 +84,7 @@ where
     E: Send + 'static,
     F: Future<Output = Result<T, E>> + Send + 'static,
 {
-    run_sync_on(
-        py,
-        pyo3_async_runtimes::tokio::get_runtime(),
-        future,
-        map_error,
-    )
+    run_sync_on(py, runtime()?, future, map_error)
 }
 
 pub fn run_sync_value<T, F>(py: Python<'_>, future: F) -> PyResult<T>
@@ -35,7 +92,7 @@ where
     T: Send + 'static,
     F: Future<Output = PyResult<T>> + Send + 'static,
 {
-    run_sync_value_on(py, pyo3_async_runtimes::tokio::get_runtime(), future)
+    run_sync_value_on(py, runtime()?, future)
 }
 
 fn run_sync_value_on<T, F>(py: Python<'_>, runtime: &Runtime, future: F) -> PyResult<T>
@@ -83,7 +140,7 @@ where
     E: Send + 'static,
     F: Future<Output = Result<T, E>> + Send + 'static,
 {
-    pyo3_async_runtimes::tokio::future_into_py(py, async move {
+    future_into_py(py, async move {
         let result = catch_future_panic(future).await?;
         let result = map_core_result(result, map_error)?;
         Ok(Pythonized(result))
@@ -95,7 +152,7 @@ where
     T: for<'py> IntoPyObject<'py> + Send + 'static,
     F: Future<Output = PyResult<T>> + Send + 'static,
 {
-    pyo3_async_runtimes::tokio::future_into_py(py, async move { catch_future_panic(future).await? })
+    future_into_py(py, async move { catch_future_panic(future).await? })
 }
 
 pub fn poll_async_value<T, F>(py: Python<'_>, future: Pin<&mut F>) -> PyResult<Poll<T>>
@@ -103,8 +160,9 @@ where
     T: Send,
     F: Future<Output = PyResult<T>> + Send,
 {
+    let runtime = runtime()?;
     let result = release_gil(py, || {
-        let _runtime = pyo3_async_runtimes::tokio::get_runtime().enter();
+        let _runtime = runtime.enter();
         std::panic::catch_unwind(AssertUnwindSafe(|| {
             future.poll(&mut Context::from_waker(Waker::noop()))
         }))
@@ -286,27 +344,25 @@ mod tests {
     }
 
     #[pyfunction]
-    fn runtime_worker_count() -> usize {
-        pyo3_async_runtimes::tokio::get_runtime()
-            .metrics()
-            .num_workers()
+    fn runtime_worker_count() -> PyResult<usize> {
+        Ok(runtime()?.metrics().num_workers())
     }
 
     #[pyfunction]
-    fn runtime_is_responsive(_py: Python<'_>, expected_completions: usize) -> bool {
+    fn runtime_is_responsive(_py: Python<'_>, expected_completions: usize) -> PyResult<bool> {
         let completion_deadline = Instant::now() + Duration::from_secs(2);
         while ASYNC_PROBE_COMPLETED.load(Ordering::SeqCst) < expected_completions {
             if Instant::now() >= completion_deadline {
-                return false;
+                return Ok(false);
             }
             thread::sleep(Duration::from_millis(1));
         }
 
         let (heartbeat_tx, heartbeat_rx) = mpsc::sync_channel(1);
-        pyo3_async_runtimes::tokio::get_runtime().spawn(async move {
+        runtime()?.spawn(async move {
             let _ = heartbeat_tx.send(());
         });
-        heartbeat_rx.recv_timeout(Duration::from_secs(2)).is_ok()
+        Ok(heartbeat_rx.recv_timeout(Duration::from_secs(2)).is_ok())
     }
 
     fn extract_bool(py: Python<'_>, result: PyResult<Py<PyAny>>) -> bool {
@@ -317,6 +373,16 @@ mod tests {
             .expect("result should convert")
     }
 
+    #[rstest]
+    fn reaching_the_runtime_marks_the_process_as_started(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
+            run_sync_value(py, async { Ok(()) }).unwrap();
+            assert!(runtime_started());
+        });
+    }
+
     #[rstest]
     fn inline_poll_releases_gil_and_enters_runtime(
         #[from(initialized_python)] python: &InitializedPython,
diff --git a/litellm-rust/crates/host-python/src/fork_gate.rs b/litellm-rust/crates/host-python/src/fork_gate.rs
new file mode 100644
index 00000000000..62284e978ff
--- /dev/null
+++ b/litellm-rust/crates/host-python/src/fork_gate.rs
@@ -0,0 +1,121 @@
+use std::sync::atomic::{AtomicU32, Ordering};
+
+const UNSET: u32 = 0;
+
+/// Decides which process may use the Tokio runtime. Its worker threads do not survive
+/// `fork()`: a child forked after they started hangs on its first native call. The gate turns
+/// both halves of that hazard into errors, keyed by pid so a fork needs no hook to be seen:
+/// a process reserved for forking can never start the runtime, and a child of a process that
+/// did start it is refused instead of hanging.
+pub(crate) struct ForkGate {
+    runtime_pid: AtomicU32,
+    fork_only_pid: AtomicU32,
+}
+
+#[derive(Debug, PartialEq, Eq)]
+pub(crate) enum Refused {
+    ReservedForForking,
+    ForkedAfterStart,
+}
+
+#[derive(Debug, PartialEq, Eq)]
+pub struct RuntimeAlreadyStarted;
+
+impl ForkGate {
+    pub(crate) const fn new() -> Self {
+        Self {
+            runtime_pid: AtomicU32::new(UNSET),
+            fork_only_pid: AtomicU32::new(UNSET),
+        }
+    }
+
+    /// Claims the runtime for `pid`. Claim first, then look for a reservation: `reserve` does
+    /// the mirror image, so when the two race at least one of them sees the other.
+    pub(crate) fn enter(&self, pid: u32) -> Result<(), Refused> {
+        match self
+            .runtime_pid
+            .compare_exchange(UNSET, pid, Ordering::SeqCst, Ordering::SeqCst)
+        {
+            Err(owner) if owner != pid => return Err(Refused::ForkedAfterStart),
+            _ => {}
+        }
+
+        if self.fork_only_pid.load(Ordering::SeqCst) == pid {
+            // Nothing was started, so the workers forked from here must still find it unclaimed.
+            let _ =
+                self.runtime_pid
+                    .compare_exchange(pid, UNSET, Ordering::SeqCst, Ordering::SeqCst);
+            return Err(Refused::ReservedForForking);
+        }
+
+        Ok(())
+    }
+
+    pub(crate) fn reserve(&self, pid: u32) -> Result<(), RuntimeAlreadyStarted> {
+        self.fork_only_pid.store(pid, Ordering::SeqCst);
+        if self.runtime_pid.load(Ordering::SeqCst) == pid {
+            return Err(RuntimeAlreadyStarted);
+        }
+        Ok(())
+    }
+
+    pub(crate) fn started(&self, pid: u32) -> bool {
+        self.runtime_pid.load(Ordering::SeqCst) == pid
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    const MASTER: u32 = 100;
+    const WORKER: u32 = 101;
+
+    #[test]
+    fn unreserved_process_starts_the_runtime_and_stays_started() {
+        let gate = ForkGate::new();
+
+        assert!(!gate.started(MASTER));
+        assert_eq!(gate.enter(MASTER), Ok(()));
+        assert_eq!(gate.enter(MASTER), Ok(()));
+        assert!(gate.started(MASTER));
+    }
+
+    #[test]
+    fn reserved_process_can_never_start_the_runtime() {
+        let gate = ForkGate::new();
+
+        assert_eq!(gate.reserve(MASTER), Ok(()));
+        assert_eq!(gate.enter(MASTER), Err(Refused::ReservedForForking));
+        assert_eq!(gate.enter(MASTER), Err(Refused::ReservedForForking));
+        assert!(!gate.started(MASTER));
+    }
+
+    #[test]
+    fn workers_forked_from_a_reserved_process_start_their_own_runtime() {
+        let gate = ForkGate::new();
+        gate.reserve(MASTER).unwrap();
+        gate.enter(MASTER).unwrap_err();
+
+        assert_eq!(gate.enter(WORKER), Ok(()));
+        assert!(gate.started(WORKER));
+    }
+
+    #[test]
+    fn reserving_after_the_runtime_started_is_refused() {
+        let gate = ForkGate::new();
+        gate.enter(MASTER).unwrap();
+
+        assert_eq!(gate.reserve(MASTER), Err(RuntimeAlreadyStarted));
+    }
+
+    #[test]
+    fn child_forked_after_the_runtime_started_is_refused_instead_of_hanging() {
+        let gate = ForkGate::new();
+        gate.enter(MASTER).unwrap();
+
+        assert_eq!(gate.enter(WORKER), Err(Refused::ForkedAfterStart));
+        assert!(!gate.started(WORKER));
+        assert_eq!(gate.enter(MASTER), Ok(()));
+    }
+}
diff --git a/litellm-rust/crates/host-python/src/lib.rs b/litellm-rust/crates/host-python/src/lib.rs
index 583a4eb91b6..4e6337d916d 100644
--- a/litellm-rust/crates/host-python/src/lib.rs
+++ b/litellm-rust/crates/host-python/src/lib.rs
@@ -8,6 +8,7 @@ mod argument;
 mod callable;
 mod driver;
 mod execution;
+mod fork_gate;
 mod gil;
 mod handle;
 mod marshal;
@@ -18,7 +19,11 @@ pub use adapter::{
 pub use argument::lookup;
 pub use callable::wrap_failure;
 pub use driver::run_call;
-pub use execution::{poll_async_value, run_async, run_async_value, run_sync, run_sync_value};
+pub use execution::{
+    ForkedAfterNativeRuntimeStarted, ProcessReservedForForking, poll_async_value, reserve_process_for_forking, run_async, run_async_value, run_sync,
+    run_sync_value, runtime_started,
+};
+pub use fork_gate::RuntimeAlreadyStarted;
 pub use gil::{release_count, release_gil};
 pub use handle::{Execution, ExecutionBody, ExecutionStep};
 pub use marshal::{Pythonized, from_py, from_py_argument, panic_to_pyerr, to_py};
diff --git a/litellm-rust/crates/python-bridge/src/diagnostics.rs b/litellm-rust/crates/python-bridge/src/diagnostics.rs
index 39fa8bc3596..687a090e768 100644
--- a/litellm-rust/crates/python-bridge/src/diagnostics.rs
+++ b/litellm-rust/crates/python-bridge/src/diagnostics.rs
@@ -1,5 +1,5 @@
-use litellm_host_python::release_count;
-use pyo3::{prelude::*, types::PyDict};
+use litellm_host_python::{release_count, runtime_started};
+use pyo3::{exceptions::PyRuntimeError, prelude::*, types::PyDict};
 
 #[pyfunction]
 pub(crate) fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
@@ -8,6 +8,20 @@ pub(crate) fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
     Ok(stats.into_any().unbind())
 }
 
+/// True once this process has started the native runtime, which does not survive `fork()`.
+#[pyfunction]
+pub(crate) fn process_state_started() -> bool {
+    runtime_started()
+}
+
+/// Declares that this process only forks workers: from now on every native route raises here,
+/// so the runtime can never start. Raises if it already has. Forked workers are unaffected.
+#[pyfunction]
+pub(crate) fn reserve_process_for_forking() -> PyResult<()> {
+    litellm_host_python::reserve_process_for_forking()
+        .map_err(|_| PyRuntimeError::new_err("the native runtime already started in this process"))
+}
+
 #[cfg(feature = "panic-test")]
 #[pyfunction]
 pub(crate) fn _panic_for_test() {
diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs
index 7eba0d201be..a41e1500f04 100644
--- a/litellm-rust/crates/python-bridge/src/lib.rs
+++ b/litellm-rust/crates/python-bridge/src/lib.rs
@@ -13,10 +13,12 @@ mod _native {
     #[pymodule_export]
     use crate::diagnostics::_panic_for_test;
     #[pymodule_export]
-    use crate::diagnostics::gil_stats;
+    use crate::diagnostics::{gil_stats, process_state_started, reserve_process_for_forking};
     #[pymodule_export]
     use crate::errors::{RustBridgeDeclined, RustUpstreamError};
     #[pymodule_export]
+    use litellm_host_python::{ForkedAfterNativeRuntimeStarted, ProcessReservedForForking};
+    #[pymodule_export]
     use crate::routes::audio_transcription::{atranscription, transcription};
     #[pymodule_export]
     use crate::routes::chat_completions::{
@@ -50,6 +52,8 @@ mod tests {
             let mut expected = vec![
                 "RustBridgeDeclined",
                 "RustUpstreamError",
+                "ForkedAfterNativeRuntimeStarted",
+                "ProcessReservedForForking",
                 "ocr",
                 "aocr",
                 "transcription",
@@ -62,6 +66,8 @@ mod tests {
                 "ResponsesWebSocketConnection",
                 "TokenCounter",
                 "gil_stats",
+                "process_state_started",
+                "reserve_process_for_forking",
             ];
             expected.sort_unstable();
 
diff --git a/litellm-rust/crates/python-bridge/src/routes/responses.rs b/litellm-rust/crates/python-bridge/src/routes/responses.rs
index 9c10d58de4f..2e7e8fcbc21 100644
--- a/litellm-rust/crates/python-bridge/src/routes/responses.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/responses.rs
@@ -25,7 +25,7 @@ impl ResponsesWebSocketConnection {
     ) -> PyResult<Bound<'py, PyAny>> {
         let headers = marshal_headers(headers)?;
         let timeout = optional_timeout(timeout_seconds);
-        pyo3_async_runtimes::tokio::future_into_py(py, async move {
+        litellm_host_python::run_async_value(py, async move {
             let inner = RustResponsesWebSocketConnection::connect_url(&url, &headers, timeout)
                 .await
                 .map_err(responses_error_to_pyerr)?;
@@ -35,7 +35,7 @@ impl ResponsesWebSocketConnection {
 
     fn send_text<'py>(&self, py: Python<'py>, text: String) -> PyResult<Bound<'py, PyAny>> {
         let inner = self.inner.clone();
-        pyo3_async_runtimes::tokio::future_into_py(py, async move {
+        litellm_host_python::run_async_value(py, async move {
             inner
                 .send_text(text)
                 .await
@@ -45,14 +45,14 @@ impl ResponsesWebSocketConnection {
 
     fn recv_text<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
         let inner = self.inner.clone();
-        pyo3_async_runtimes::tokio::future_into_py(py, async move {
+        litellm_host_python::run_async_value(py, async move {
             inner.recv_text().await.map_err(responses_error_to_pyerr)
         })
     }
 
     fn close<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyAny>> {
         let inner = self.inner.clone();
-        pyo3_async_runtimes::tokio::future_into_py(py, async move {
+        litellm_host_python::run_async_value(py, async move {
             inner.close().await.map_err(responses_error_to_pyerr)
         })
     }
@@ -68,6 +68,10 @@ mod tests {
     use tokio_tungstenite::{accept_async, tungstenite::Message};
 
     #[test]
+    #[expect(
+        clippy::disallowed_methods,
+        reason = "the test server shares the routes' runtime"
+    )]
     fn responses_websocket_connection_round_trips_through_python() {
         Python::initialize();
         let runtime = pyo3_async_runtimes::tokio::get_runtime();
diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index 9f2e4c9802e..0477b6c62e9 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -589,6 +589,11 @@ class ProxyInitializationHelpers:
             gunicorn_options["certfile"] = ssl_certfile_path
             gunicorn_options["keyfile"] = ssl_keyfile_path
 
+        # The master preloads the app and then forks every worker, so native routes are
+        # forbidden in it: their runtime threads would not survive the fork.
+        from litellm.rust_bridge.fork_guard import reserve_process_for_forking
+
+        reserve_process_for_forking("the gunicorn master")
         start_query_engine_reaper()
         StandaloneApplication(app=app, options=gunicorn_options).run()  # Run gunicorn
 
diff --git a/litellm/rust_bridge/_native.pyi b/litellm/rust_bridge/_native.pyi
index 9f959c056de..c0a06364261 100644
--- a/litellm/rust_bridge/_native.pyi
+++ b/litellm/rust_bridge/_native.pyi
@@ -9,6 +9,8 @@ from litellm.types.llms.anthropic_messages.anthropic_response import AnthropicMe
 
 class RustBridgeDeclined(Exception): ...
 class RustUpstreamError(Exception): ...
+class ForkedAfterNativeRuntimeStarted(RuntimeError): ...
+class ProcessReservedForForking(RuntimeError): ...
 
 def ocr(
     request: LiteLLMOcrRequest,
@@ -101,8 +103,12 @@ class TokenCounter:
     def acount_request(self, body: bytes) -> Future[dict[str, object]]: ...
 
 def gil_stats() -> dict[str, int]: ...
+def process_state_started() -> bool: ...
+def reserve_process_for_forking() -> None: ...
 
 __all__ = [
+    "ForkedAfterNativeRuntimeStarted",
+    "ProcessReservedForForking",
     "ResponsesWebSocketConnection",
     "RustBridgeDeclined",
     "RustUpstreamError",
@@ -116,5 +122,7 @@ __all__ = [
     "gil_stats",
     "messages",
     "ocr",
+    "process_state_started",
+    "reserve_process_for_forking",
     "transcription",
 ]
diff --git a/litellm/rust_bridge/fork_guard.py b/litellm/rust_bridge/fork_guard.py
new file mode 100644
index 00000000000..c94665fb8db
--- /dev/null
+++ b/litellm/rust_bridge/fork_guard.py
@@ -0,0 +1,47 @@
+"""Fork safety of the Rust extension.
+
+Its runtime threads do not survive ``fork``, so a child forked after the first native call
+cannot run native routes: it raises ``ForkedAfterNativeRuntimeStarted`` instead of hanging.
+Fork before the first native call, or start workers with ``spawn`` / ``forkserver``.
+
+A process whose job is to fork workers (the gunicorn master under ``preload``) reserves itself:
+from then on any native route called in it raises ``ProcessReservedForForking`` at the call
+site, so the runtime can never start there. Workers forked from it are unaffected.
+"""
+
+from __future__ import annotations
+
+from typing import Final
+
+from litellm.rust_bridge.loader import get_native_bridge
+
+
+class NativeStateStartedBeforeFork(RuntimeError):
+    pass
+
+
+class _NeverRaised(RuntimeError):
+    """Stands in for a native exception when the extension is unavailable or predates it."""
+
+
+_native: Final = get_native_bridge()
+ForkedAfterNativeRuntimeStarted: Final[type[RuntimeError]] = getattr(
+    _native, "ForkedAfterNativeRuntimeStarted", _NeverRaised
+)
+ProcessReservedForForking: Final[type[RuntimeError]] = getattr(_native, "ProcessReservedForForking", _NeverRaised)
+
+
+def reserve_process_for_forking(where: str) -> None:
+    """Forbid native routes in this process. Raises if one already ran here."""
+    native: Final = get_native_bridge()
+    reserve: Final = getattr(native, "reserve_process_for_forking", None)
+    if not callable(reserve):
+        return
+    try:
+        reserve()
+    except RuntimeError as error:
+        raise NativeStateStartedBeforeFork(
+            f"The LiteLLM Rust extension already ran a native route in {where}, and its runtime "
+            "threads do not survive fork(). Move the native call (warm-up, health check, "
+            "import-time initialization) into the worker, after the fork."
+        ) from error
diff --git a/tests/test_litellm/proxy/test_proxy_cli.py b/tests/test_litellm/proxy/test_proxy_cli.py
index 712c526b244..c806725d594 100644
--- a/tests/test_litellm/proxy/test_proxy_cli.py
+++ b/tests/test_litellm/proxy/test_proxy_cli.py
@@ -21,6 +21,15 @@ from uvicorn.importer import import_from_string
 from litellm.proxy.proxy_cli import ProxyInitializationHelpers, run_server
 
 
+@pytest.fixture(autouse=True)
+def fork_reservation():
+    """Reserving is irreversible: it would forbid native routes in this pytest worker for good"""
+    with patch(  # test-quality-ok: process-global native state, a real reservation would poison every later test in the worker
+        "litellm.rust_bridge.fork_guard.reserve_process_for_forking"
+    ) as reserve:
+        yield reserve
+
+
 @pytest.mark.xdist_group("proxy_cli")
 class TestProxyInitializationHelpers:
     @patch("importlib.metadata.version")
@@ -1574,6 +1583,32 @@ class TestProxyInitializationHelpers:
         assert captured["options"]["max_requests"] == 1000
         assert captured["options"]["max_requests_jitter"] == 50
 
+    @pytest.mark.skipif(os.name == "nt", reason="gunicorn server path skips Windows")
+    def test_gunicorn_master_is_reserved_for_forking_before_it_runs(self, fork_reservation):
+        """preload forks workers from the master, so native routes are forbidden there first"""
+        pytest.importorskip("gunicorn")
+        reserved_before_run: list = []
+
+        def capture_run(self):
+            reserved_before_run.append(fork_reservation.call_args)
+
+        with (
+            patch("gunicorn.app.base.BaseApplication.run", capture_run),
+            patch(  # test-quality-ok: option tests must not start a thread or change the pytest worker's child ownership
+                "litellm.proxy.proxy_cli.start_query_engine_reaper"
+            ),
+        ):
+            ProxyInitializationHelpers._run_gunicorn_server(
+                host="127.0.0.1",
+                port=4012,
+                app=MagicMock(),
+                num_workers=2,
+                ssl_certfile_path=None,
+                ssl_keyfile_path=None,
+            )
+
+        assert [call.args for call in reserved_before_run] == [("the gunicorn master",)]
+
     @pytest.mark.skipif(os.name == "nt", reason="gunicorn server path skips Windows")
     def test_gunicorn_jitter_without_base_warns(self):
         """gunicorn path warns when jitter is set without --max_requests_before_restart"""
diff --git a/tests/test_litellm/rust_bridge/test_fork_guard.py b/tests/test_litellm/rust_bridge/test_fork_guard.py
new file mode 100644
index 00000000000..54bfd54c230
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_fork_guard.py
@@ -0,0 +1,36 @@
+from types import SimpleNamespace
+
+import pytest
+
+from litellm.rust_bridge import fork_guard
+
+
+def _reserve_with(monkeypatch: pytest.MonkeyPatch, native: object) -> None:
+    monkeypatch.setattr(fork_guard, "get_native_bridge", lambda: native)
+    fork_guard.reserve_process_for_forking("the gunicorn master")
+
+
+def test_missing_extension_has_nothing_to_reserve(monkeypatch: pytest.MonkeyPatch) -> None:
+    _reserve_with(monkeypatch, None)
+
+
+def test_extension_built_before_reservation_existed_passes(monkeypatch: pytest.MonkeyPatch) -> None:
+    _reserve_with(monkeypatch, SimpleNamespace())
+
+
+def test_unused_extension_is_reserved(monkeypatch: pytest.MonkeyPatch) -> None:
+    calls: list[None] = []
+
+    _reserve_with(monkeypatch, SimpleNamespace(reserve_process_for_forking=lambda: calls.append(None)))
+
+    assert calls == [None]
+
+
+def test_used_extension_refuses_and_names_the_place(monkeypatch: pytest.MonkeyPatch) -> None:
+    def reserve() -> None:
+        raise RuntimeError("the native runtime already started in this process")
+
+    with pytest.raises(fork_guard.NativeStateStartedBeforeFork, match="the gunicorn master") as raised:
+        _reserve_with(monkeypatch, SimpleNamespace(reserve_process_for_forking=reserve))
+
+    assert isinstance(raised.value.__cause__, RuntimeError)
diff --git a/tests/test_litellm_rust/test_fork_guard.py b/tests/test_litellm_rust/test_fork_guard.py
new file mode 100644
index 00000000000..b92095cbaaa
--- /dev/null
+++ b/tests/test_litellm_rust/test_fork_guard.py
@@ -0,0 +1,150 @@
+import os
+import subprocess
+import sys
+import textwrap
+
+import pytest
+
+pytestmark = pytest.mark.requires_rust_extension
+
+_NATIVE_CONTRACT = textwrap.dedent(
+    """
+    import os
+    from litellm.rust_bridge import _native
+    from litellm.rust_bridge.fork_guard import reserve_process_for_forking
+
+    def native_route_error():
+        import asyncio
+
+        async def call():
+            await _native.ResponsesWebSocketConnection.connect("ws://127.0.0.1:1", {}, 0.2)
+
+        try:
+            asyncio.run(call())
+        except Exception as error:
+            return f"{type(error).__name__}: {error}"
+        return ""
+
+    assert _native.process_state_started() is False
+    reserve_process_for_forking("the test master")
+    assert native_route_error().startswith("ProcessReservedForForking: ")
+    assert _native.process_state_started() is False
+
+    pid = os.fork()
+    if pid == 0:
+        error = native_route_error()
+        started = _native.process_state_started()
+        os._exit(0 if started and "reserved" not in error and "forked" not in error else 1)
+    assert os.waitpid(pid, 0)[1] == 0
+
+    pid = os.fork()
+    if pid == 0:
+        native_route_error()
+        grandchild = os.fork()
+        if grandchild == 0:
+            os._exit(0 if native_route_error().startswith("ForkedAfterNativeRuntimeStarted: ") else 1)
+        os._exit(os.waitpid(grandchild, 0)[1])
+    assert os.waitpid(pid, 0)[1] == 0
+    """
+)
+
+
+@pytest.mark.skipif(not hasattr(os, "fork"), reason="fork only")
+def test_compiled_extension_forbids_the_master_and_frees_its_workers() -> None:
+    env = {**os.environ, "OBJC_DISABLE_INITIALIZE_FORK_SAFETY": "YES"}
+
+    result = subprocess.run(
+        [sys.executable, "-c", _NATIVE_CONTRACT], capture_output=True, text=True, timeout=60, env=env
+    )
+
+    assert result.returncode == 0, result.stderr
+
+
+_SDK_CONTRACT = textwrap.dedent(
+    """
+    import asyncio, json, multiprocessing, os, threading
+    from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+
+    import litellm
+    from litellm.rust_bridge.fork_guard import ForkedAfterNativeRuntimeStarted
+
+    class Handler(BaseHTTPRequestHandler):
+        def do_POST(self):
+            self.rfile.read(int(self.headers["Content-Length"]))
+            if self.headers.get("User-Agent", "").startswith("python-httpx"):
+                self.send_response(418)
+                self.end_headers()
+                return
+            body = json.dumps({
+                "pages": [{"index": 0, "markdown": "native", "images": [], "dimensions": None}],
+                "model": "mistral-ocr-latest",
+                "usage_info": {"pages_processed": 1, "doc_size_bytes": 3},
+            }).encode()
+            self.send_response(200)
+            self.send_header("Content-Type", "application/json")
+            self.send_header("Content-Length", str(len(body)))
+            self.end_headers()
+            self.wfile.write(body)
+
+        def log_message(self, *args):
+            pass
+
+    server = ThreadingHTTPServer(("127.0.0.1", 0), Handler)
+    threading.Thread(target=server.serve_forever, daemon=True).start()
+    arguments = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+        "api_key": "test-key",
+        "api_base": f"http://127.0.0.1:{server.server_port}",
+        "num_retries": 0,
+    }
+    litellm.rust(True)
+
+    SERVED, REFUSED, OTHER = 0, 3, 4
+
+    def outcome(asynchronous):
+        try:
+            response = asyncio.run(litellm.aocr(**arguments)) if asynchronous else litellm.ocr(**arguments)
+        except ForkedAfterNativeRuntimeStarted:
+            return REFUSED
+        except Exception:
+            return OTHER
+        return SERVED if response.pages[0].markdown == "native" else OTHER
+
+    def forked(asynchronous):
+        pid = os.fork()
+        if pid == 0:
+            os._exit(outcome(asynchronous))
+        return os.waitstatus_to_exitcode(os.waitpid(pid, 0)[1])
+
+    def pooled(asynchronous):
+        with multiprocessing.get_context("fork").Pool(1) as pool:
+            return pool.apply(outcome, (asynchronous,))
+
+    # Forking before the first native call is fine: the child starts its own runtime.
+    assert [forked(False), forked(True)] == [SERVED, SERVED]
+
+    assert outcome(False) == SERVED
+    # After it, a forked child is told so instead of hanging on threads that do not exist.
+    assert [forked(False), forked(True)] == [REFUSED, REFUSED]
+    assert [pooled(False), pooled(True)] == [REFUSED, REFUSED]
+    # The parent is not poisoned by any of it.
+    assert [outcome(False), outcome(True)] == [SERVED, SERVED]
+    """
+)
+
+
+@pytest.mark.skipif(not hasattr(os, "fork"), reason="fork only")
+def test_sdk_call_in_a_child_forked_after_native_use_raises_instead_of_hanging() -> None:
+    env = {
+        **os.environ,
+        "OBJC_DISABLE_INITIALIZE_FORK_SAFETY": "YES",
+        "LITELLM_RUST": "1",
+        "LITELLM_LOCAL_MODEL_COST_MAP": "True",
+    }
+
+    result = subprocess.run(
+        [sys.executable, "-c", _SDK_CONTRACT], capture_output=True, text=True, timeout=120, env=env
+    )
+
+    assert result.returncode == 0, result.stderr

From 752647d1467624fd794d653bed9933b6c8c8037a Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 10:41:41 -0700
Subject: [PATCH 064/162] wip

---
 litellm-rust/crates/host-python/src/lib.rs   | 5 +++--
 litellm-rust/crates/python-bridge/src/lib.rs | 4 ++--
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/litellm-rust/crates/host-python/src/lib.rs b/litellm-rust/crates/host-python/src/lib.rs
index 4e6337d916d..7d164ab7535 100644
--- a/litellm-rust/crates/host-python/src/lib.rs
+++ b/litellm-rust/crates/host-python/src/lib.rs
@@ -20,8 +20,9 @@ pub use argument::lookup;
 pub use callable::wrap_failure;
 pub use driver::run_call;
 pub use execution::{
-    ForkedAfterNativeRuntimeStarted, ProcessReservedForForking, poll_async_value, reserve_process_for_forking, run_async, run_async_value, run_sync,
-    run_sync_value, runtime_started,
+    ForkedAfterNativeRuntimeStarted, ProcessReservedForForking, poll_async_value,
+    reserve_process_for_forking, run_async, run_async_value, run_sync, run_sync_value,
+    runtime_started,
 };
 pub use fork_gate::RuntimeAlreadyStarted;
 pub use gil::{release_count, release_gil};
diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs
index a41e1500f04..46f98736aa1 100644
--- a/litellm-rust/crates/python-bridge/src/lib.rs
+++ b/litellm-rust/crates/python-bridge/src/lib.rs
@@ -17,8 +17,6 @@ mod _native {
     #[pymodule_export]
     use crate::errors::{RustBridgeDeclined, RustUpstreamError};
     #[pymodule_export]
-    use litellm_host_python::{ForkedAfterNativeRuntimeStarted, ProcessReservedForForking};
-    #[pymodule_export]
     use crate::routes::audio_transcription::{atranscription, transcription};
     #[pymodule_export]
     use crate::routes::chat_completions::{
@@ -32,6 +30,8 @@ mod _native {
     use crate::routes::responses::ResponsesWebSocketConnection;
     #[pymodule_export]
     use crate::token_counter::TokenCounter;
+    #[pymodule_export]
+    use litellm_host_python::{ForkedAfterNativeRuntimeStarted, ProcessReservedForForking};
 }
 
 use pyo3::prelude::*;

From 1bcd8d704fe4ee0a791cec1f2e96221495f94f8e Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 18:08:19 +0000
Subject: [PATCH 065/162] test: run fork-guard contract subprocesses with
 python -I

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 tests/test_litellm_rust/test_fork_guard.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm_rust/test_fork_guard.py b/tests/test_litellm_rust/test_fork_guard.py
index b92095cbaaa..c15555ff535 100644
--- a/tests/test_litellm_rust/test_fork_guard.py
+++ b/tests/test_litellm_rust/test_fork_guard.py
@@ -54,7 +54,7 @@ def test_compiled_extension_forbids_the_master_and_frees_its_workers() -> None:
     env = {**os.environ, "OBJC_DISABLE_INITIALIZE_FORK_SAFETY": "YES"}
 
     result = subprocess.run(
-        [sys.executable, "-c", _NATIVE_CONTRACT], capture_output=True, text=True, timeout=60, env=env
+        [sys.executable, "-I", "-c", _NATIVE_CONTRACT], capture_output=True, text=True, timeout=60, env=env
     )
 
     assert result.returncode == 0, result.stderr
@@ -144,7 +144,7 @@ def test_sdk_call_in_a_child_forked_after_native_use_raises_instead_of_hanging()
     }
 
     result = subprocess.run(
-        [sys.executable, "-c", _SDK_CONTRACT], capture_output=True, text=True, timeout=120, env=env
+        [sys.executable, "-I", "-c", _SDK_CONTRACT], capture_output=True, text=True, timeout=120, env=env
     )
 
     assert result.returncode == 0, result.stderr

From 18a1491bd2b3cb2ddc9a493e712c92393f970d4c Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 18:17:54 +0000
Subject: [PATCH 066/162] test(rust): pin child interpreters to the parent's
 litellm and lint for it

Children spawned as [sys.executable, -c, ...] put the working directory first on sys.path, so under 'make test-rust-extension' a source checkout shadows the installed wheel and the child imports a litellm with no compiled extension. A shared helper spawns them with -I and asserts the child resolved the same litellm.__file__ as the parent, and a new TQ009 rule flags un-isolated sys.executable spawns.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 scripts/check_test_quality.py                 | 40 +++++++++++++++++++
 test-quality-budget.json                      |  3 ++
 .../rust_bridge/test_fork_guard.py            |  4 +-
 tests/test_litellm/test_check_test_quality.py | 25 ++++++++++++
 .../support/child_interpreter.py              | 36 +++++++++++++++++
 tests/test_litellm_rust/test_fork_guard.py    | 12 ++----
 6 files changed, 110 insertions(+), 10 deletions(-)
 create mode 100644 tests/test_litellm_rust/support/child_interpreter.py

diff --git a/scripts/check_test_quality.py b/scripts/check_test_quality.py
index 41342acd23a..1ef4aed8675 100644
--- a/scripts/check_test_quality.py
+++ b/scripts/check_test_quality.py
@@ -60,6 +60,13 @@ TQ007   A module global that a conftest saves before every test and restores aft
         names are read from the keys the conftest assigns directly and from whatever the
         save loop iterates, including a module-level tuple or dict it names rather than
         spells out.
+TQ009   A child interpreter spawned as `subprocess.run([sys.executable, ...])` without
+        `-I`/`-P` as its first flag. Without isolation the child's sys.path leads with
+        the working directory, so a source checkout shadows the installed package and
+        the child tests a different `litellm` than the parent imported -- TQ003 is the
+        same working-directory hazard seen from the child's side. Use
+        tests.test_litellm_rust.support.child_interpreter.run_child_interpreter, which
+        also asserts the child resolved the same `litellm.__file__` as the parent.
 
 Every rule is suppressible with `# test-quality-ok: <reason>` on the reported
 line, following the repo's `*-ok: <reason>` convention. A suppression without a
@@ -140,6 +147,9 @@ SKIP_CALLS: Final = frozenset(("pytest.skip", "skip"))
 CONFTEST_NAME: Final = "conftest.py"
 SDK_MODULE: Final = "litellm"
 
+SUBPROCESS_SPAWNS: Final = frozenset(("run", "Popen", "check_output", "check_call", "call"))
+INTERPRETER_ISOLATION_FLAGS: Final = frozenset(("-I", "-P"))
+
 CREDENTIAL_NAME_RE: Final = re.compile(
     r"(?:API_KEY|_KEY|TOKEN|SECRET|PASSWORD|CREDENTIAL|DATABASE_URL|ACCESS_KEY_ID)$"
 )
@@ -709,6 +719,35 @@ def _snapshotted_names(tree: ast.Module) -> Iterator[tuple[str, int]]:
                 yield from _string_members(iterable)
 
 
+def iter_child_interpreter_violations(path: Path, tree: ast.Module) -> Iterator[Violation]:
+    for node in ast.walk(tree):
+        if not (isinstance(node, ast.Call) and node.args):
+            continue
+        if _dotted_name(node.func).rsplit(".", 1)[-1] not in SUBPROCESS_SPAWNS:
+            continue
+        argv: Final = node.args[0]
+        if not isinstance(argv, (ast.List, ast.Tuple)) or not argv.elts:
+            continue
+        if _dotted_name(argv.elts[0]) != "sys.executable":
+            continue
+        isolated: Final = (
+            len(argv.elts) > 1
+            and isinstance(argv.elts[1], ast.Constant)
+            and argv.elts[1].value in INTERPRETER_ISOLATION_FLAGS
+        )
+        if isolated:
+            continue
+        yield Violation(
+            path,
+            node.lineno,
+            "TQ009",
+            "child interpreter spawned without -I/-P; the working directory lands on sys.path "
+            "and a source checkout can shadow the installed package, use "
+            "tests.test_litellm_rust.support.child_interpreter.run_child_interpreter or pass -I "
+            f"(suppress: `# {SUPPRESSION_TOKEN}: <reason>`)",
+        )
+
+
 def iter_conftest_inventory_violations(path: Path, tree: ast.Module) -> Iterator[Violation]:
     if path.name != CONFTEST_NAME:
         return
@@ -746,6 +785,7 @@ def check_file(path: Path) -> tuple[Violation, ...]:
             *iter_credential_skip_violations(path, tree),
             *iter_conftest_inventory_violations(path, tree),
             *iter_internal_patch_violations(path, tree),
+            *iter_child_interpreter_violations(path, tree),
         )
         if violation.line not in skip
     )
diff --git a/test-quality-budget.json b/test-quality-budget.json
index 3c12371f02f..ae4ea4d31be 100644
--- a/test-quality-budget.json
+++ b/test-quality-budget.json
@@ -22,5 +22,8 @@
   },
   "TQ008": {
     "limit": 10993
+  },
+  "TQ009": {
+    "limit": 59
   }
 }
diff --git a/tests/test_litellm/rust_bridge/test_fork_guard.py b/tests/test_litellm/rust_bridge/test_fork_guard.py
index 54bfd54c230..88ae017ec39 100644
--- a/tests/test_litellm/rust_bridge/test_fork_guard.py
+++ b/tests/test_litellm/rust_bridge/test_fork_guard.py
@@ -11,11 +11,11 @@ def _reserve_with(monkeypatch: pytest.MonkeyPatch, native: object) -> None:
 
 
 def test_missing_extension_has_nothing_to_reserve(monkeypatch: pytest.MonkeyPatch) -> None:
-    _reserve_with(monkeypatch, None)
+    assert _reserve_with(monkeypatch, None) is None
 
 
 def test_extension_built_before_reservation_existed_passes(monkeypatch: pytest.MonkeyPatch) -> None:
-    _reserve_with(monkeypatch, SimpleNamespace())
+    assert _reserve_with(monkeypatch, SimpleNamespace()) is None
 
 
 def test_unused_extension_is_reserved(monkeypatch: pytest.MonkeyPatch) -> None:
diff --git a/tests/test_litellm/test_check_test_quality.py b/tests/test_litellm/test_check_test_quality.py
index a75b1e43fb7..bfe503e74d1 100644
--- a/tests/test_litellm/test_check_test_quality.py
+++ b/tests/test_litellm/test_check_test_quality.py
@@ -737,3 +737,28 @@ def test_a_fanned_out_run_reports_each_generated_file_exactly_once(tmp_path):
     assert len(reported) == len(paths)
     assert len({line.split(":")[0] for line in reported}) == len(paths)
     assert all(" TQ001 " in line for line in reported)
+
+
+def test_sys_executable_child_without_isolation_flag_is_flagged(tmp_path):
+    source = 'import subprocess, sys\nsubprocess.run([sys.executable, "-c", "pass"])\n'
+    assert _codes(tmp_path, source) == ["TQ009"]
+
+
+def test_sys_executable_child_with_dash_i_is_clean(tmp_path):
+    source = 'import subprocess, sys\nsubprocess.run([sys.executable, "-I", "-c", "pass"])\n'
+    assert _codes(tmp_path, source) == []
+
+
+def test_sys_executable_child_with_dash_p_is_clean(tmp_path):
+    source = 'import subprocess, sys\nsubprocess.run([sys.executable, "-P", "-c", "pass"])\n'
+    assert _codes(tmp_path, source) == []
+
+
+def test_non_interpreter_subprocess_call_is_untouched(tmp_path):
+    source = 'import subprocess\nsubprocess.run(["python", "-c", "pass"])\n'
+    assert _codes(tmp_path, source) == []
+
+
+def test_popen_sys_executable_tuple_is_flagged(tmp_path):
+    source = 'import subprocess, sys\nsubprocess.Popen((sys.executable, "script.py"))\n'
+    assert _codes(tmp_path, source) == ["TQ009"]
diff --git a/tests/test_litellm_rust/support/child_interpreter.py b/tests/test_litellm_rust/support/child_interpreter.py
new file mode 100644
index 00000000000..26bbe03a2d8
--- /dev/null
+++ b/tests/test_litellm_rust/support/child_interpreter.py
@@ -0,0 +1,36 @@
+from __future__ import annotations
+
+import os
+import subprocess
+import sys
+from collections.abc import Mapping
+from typing import Final
+
+import litellm
+
+PARENT_LITELLM_FILE: Final = "LITELLM_TEST_PARENT_LITELLM_FILE"
+
+_PROLOGUE: Final = (
+    "import os as _os, litellm as _litellm; _parent = _os.environ.pop({key!r}); "
+    'assert _litellm.__file__ == _parent, f"child imported litellm from {{_litellm.__file__}}, parent from {{_parent}}"; '
+    "del _os, _litellm, _parent\n"
+)
+
+
+def run_child_interpreter(
+    source: str, *, env: Mapping[str, str] | None = None, timeout: float
+) -> subprocess.CompletedProcess[str]:
+    """Run `source` in a fresh interpreter that imports the same `litellm` as this process.
+
+    `-I` keeps the working directory off sys.path so a source checkout cannot shadow an
+    installed wheel, and the prologue fails fast with both paths if the child still
+    resolves a different package.
+    """
+    environment: Final = {**(os.environ if env is None else env), PARENT_LITELLM_FILE: litellm.__file__}
+    return subprocess.run(
+        [sys.executable, "-I", "-c", _PROLOGUE.format(key=PARENT_LITELLM_FILE) + source],
+        capture_output=True,
+        text=True,
+        timeout=timeout,
+        env=environment,
+    )
diff --git a/tests/test_litellm_rust/test_fork_guard.py b/tests/test_litellm_rust/test_fork_guard.py
index c15555ff535..086397bab5c 100644
--- a/tests/test_litellm_rust/test_fork_guard.py
+++ b/tests/test_litellm_rust/test_fork_guard.py
@@ -1,10 +1,10 @@
 import os
-import subprocess
-import sys
 import textwrap
 
 import pytest
 
+from tests.test_litellm_rust.support.child_interpreter import run_child_interpreter
+
 pytestmark = pytest.mark.requires_rust_extension
 
 _NATIVE_CONTRACT = textwrap.dedent(
@@ -53,9 +53,7 @@ _NATIVE_CONTRACT = textwrap.dedent(
 def test_compiled_extension_forbids_the_master_and_frees_its_workers() -> None:
     env = {**os.environ, "OBJC_DISABLE_INITIALIZE_FORK_SAFETY": "YES"}
 
-    result = subprocess.run(
-        [sys.executable, "-I", "-c", _NATIVE_CONTRACT], capture_output=True, text=True, timeout=60, env=env
-    )
+    result = run_child_interpreter(_NATIVE_CONTRACT, env=env, timeout=60)
 
     assert result.returncode == 0, result.stderr
 
@@ -143,8 +141,6 @@ def test_sdk_call_in_a_child_forked_after_native_use_raises_instead_of_hanging()
         "LITELLM_LOCAL_MODEL_COST_MAP": "True",
     }
 
-    result = subprocess.run(
-        [sys.executable, "-I", "-c", _SDK_CONTRACT], capture_output=True, text=True, timeout=120, env=env
-    )
+    result = run_child_interpreter(_SDK_CONTRACT, env=env, timeout=120)
 
     assert result.returncode == 0, result.stderr

From 38fa8a7f551dc0a3e37d85930f3084afab97d5a4 Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 18:21:32 +0000
Subject: [PATCH 067/162] fix(rust): leave the fork gate untouched when a late
 reservation is refused

reserve() stored fork_only_pid before noticing the runtime already ran under that pid, so a refused reservation still reserved the process: the next enter() cleared the runtime claim and children forked afterwards inherited a dead runtime and hung. Undo the reservation on the error path so the gate is exactly as it was.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../crates/host-python/src/fork_gate.rs       | 20 +++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/litellm-rust/crates/host-python/src/fork_gate.rs b/litellm-rust/crates/host-python/src/fork_gate.rs
index 62284e978ff..cdf269deaec 100644
--- a/litellm-rust/crates/host-python/src/fork_gate.rs
+++ b/litellm-rust/crates/host-python/src/fork_gate.rs
@@ -51,9 +51,18 @@ impl ForkGate {
         Ok(())
     }
 
+    /// Reserves `pid` for forking. Reserve first, then look for a started runtime: `enter` does
+    /// the mirror image, so when the two race at least one of them sees the other. A refused
+    /// reservation leaves the gate exactly as it was, so a process already running the runtime
+    /// keeps refusing the children it forks.
     pub(crate) fn reserve(&self, pid: u32) -> Result<(), RuntimeAlreadyStarted> {
         self.fork_only_pid.store(pid, Ordering::SeqCst);
         if self.runtime_pid.load(Ordering::SeqCst) == pid {
+            // Nothing may change for a process that already runs the runtime: its children
+            // must still be refused.
+            let _ =
+                self.fork_only_pid
+                    .compare_exchange(pid, UNSET, Ordering::SeqCst, Ordering::SeqCst);
             return Err(RuntimeAlreadyStarted);
         }
         Ok(())
@@ -109,6 +118,17 @@ mod tests {
         assert_eq!(gate.reserve(MASTER), Err(RuntimeAlreadyStarted));
     }
 
+    #[test]
+    fn a_refused_reservation_leaves_the_runtime_claimed_and_its_children_refused() {
+        let gate = ForkGate::new();
+        gate.enter(MASTER).unwrap();
+
+        assert_eq!(gate.reserve(MASTER), Err(RuntimeAlreadyStarted));
+        assert_eq!(gate.enter(MASTER), Ok(()));
+        assert!(gate.started(MASTER));
+        assert_eq!(gate.enter(WORKER), Err(Refused::ForkedAfterStart));
+    }
+
     #[test]
     fn child_forked_after_the_runtime_started_is_refused_instead_of_hanging() {
         let gate = ForkGate::new();

From cc23e5781e4d09de7c744ea45dfd197e46d2fbff Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 18:22:06 +0000
Subject: [PATCH 068/162] refactor(rust): drop a comment that repeats the
 reserve doc

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm-rust/crates/host-python/src/fork_gate.rs | 2 --
 1 file changed, 2 deletions(-)

diff --git a/litellm-rust/crates/host-python/src/fork_gate.rs b/litellm-rust/crates/host-python/src/fork_gate.rs
index cdf269deaec..c4842dd9223 100644
--- a/litellm-rust/crates/host-python/src/fork_gate.rs
+++ b/litellm-rust/crates/host-python/src/fork_gate.rs
@@ -58,8 +58,6 @@ impl ForkGate {
     pub(crate) fn reserve(&self, pid: u32) -> Result<(), RuntimeAlreadyStarted> {
         self.fork_only_pid.store(pid, Ordering::SeqCst);
         if self.runtime_pid.load(Ordering::SeqCst) == pid {
-            // Nothing may change for a process that already runs the runtime: its children
-            // must still be refused.
             let _ =
                 self.fork_only_pid
                     .compare_exchange(pid, UNSET, Ordering::SeqCst, Ordering::SeqCst);

From 364d8975456548d7e2753aa13e51ab202e6fc110 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 18:26:59 +0000
Subject: [PATCH 069/162] fix(otel v2): map Responses API output onto the
 Langfuse generation output

Responses API calls build the generation output only from response["choices"],
which Responses payloads do not carry, so Langfuse rendered a blank output.
Fold output[] into one assistant choice (output_text parts concatenated,
function_call and custom_tool_call items as tool_calls) and derive the finish
reason from status when choices are absent. Custom tool call input is now
redacted alongside function call arguments under turn_off_message_logging.

Carries the behavior of #41604 by @moshemorad (issue #41591) onto current
main with typed conversion and single-message output.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/integrations/otel/model/payloads.py   |  82 +++++++++++-
 litellm/litellm_core_utils/redact_messages.py |   4 +
 .../otel/test_otel_v2_sources_of_truth.py     | 117 ++++++++++++++++++
 .../otel/test_otel_v2_vendor_mappers.py       |  30 +++++
 .../test_redact_messages.py                   |  22 ++++
 5 files changed, 253 insertions(+), 2 deletions(-)

diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index 467c286db9d..484f4a4c294 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -7,9 +7,11 @@ from collections.abc import Mapping, Sequence
 from dataclasses import dataclass, field
 from enum import Enum
 from types import MappingProxyType
-from typing import TYPE_CHECKING, ClassVar, Final, cast
+from typing import TYPE_CHECKING, ClassVar, Final, Literal, cast
 from urllib.parse import urlsplit
 
+from typing_extensions import ReadOnly, TypedDict
+
 from litellm.integrations.otel.model.metadata import RequestContext, RequestIdentity
 from litellm.integrations.otel.model.semconv import (
     GenAIOperation,
@@ -25,6 +27,7 @@ from litellm.integrations.otel.model.utils import (
     as_float,
     as_int,
     as_str,
+    as_str_mapping,
     as_str_tuple,
 )
 
@@ -424,7 +427,7 @@ class LLMCallSpanData:
         # plain ``.get`` — no repeated ``isinstance`` guards.
         raw_response: Final = payload.get("response")
         response: Final = cast(Mapping[str, object], raw_response if isinstance(raw_response, dict) else {})
-        choices_out: Final = _dicts(response.get("choices"))
+        choices_out: Final = _dicts(response.get("choices")) or _responses_choices(response)
         # ``finish_reasons`` is metadata, not content, so derive it from
         # ``choices_out`` before gating. The raw message/choice bodies are only
         # retained when content capture is enabled (see ``capture_span_content``);
@@ -703,6 +706,81 @@ def _finish_reasons(choices: tuple[Mapping[str, object], ...]) -> tuple[str, ...
     return tuple(r for c in choices if (r := as_str(c.get("finish_reason"))))
 
 
+class _ToolFunction(TypedDict):
+    name: ReadOnly[str]
+    arguments: ReadOnly[str]
+
+
+class _ToolCall(TypedDict):
+    id: ReadOnly[str]
+    type: ReadOnly[Literal["function"]]
+    function: ReadOnly[_ToolFunction]
+
+
+class _AssistantMessage(TypedDict):
+    role: ReadOnly[str]
+    content: ReadOnly[str | None]
+    tool_calls: ReadOnly[tuple[_ToolCall, ...] | None]
+
+
+class _Choice(TypedDict):
+    message: ReadOnly[_AssistantMessage]
+    finish_reason: ReadOnly[str | None]
+
+
+_RESPONSES_TOOL_CALL_TYPES: Final = frozenset({"function_call", "custom_tool_call"})
+
+
+def _responses_choices(response: Mapping[str, object]) -> tuple[_Choice, ...]:
+    """A Responses API ``output`` folded into one chat-shaped assistant choice."""
+    items: Final = _dicts(response.get("output"))
+    messages: Final = tuple(item for item in items if item.get("type") == "message")
+    content: Final = "".join(
+        text
+        for item in messages
+        for part in _dicts(item.get("content"))
+        if part.get("type") == "output_text"
+        if (text := as_str(part.get("text"))) is not None
+    )
+    tool_calls: Final = tuple(
+        _responses_tool_call(item) for item in items if item.get("type") in _RESPONSES_TOOL_CALL_TYPES
+    )
+    if not messages and not tool_calls:
+        return ()
+    message: Final[_AssistantMessage] = {
+        "role": next((role for item in messages if (role := as_str(item.get("role")))), "assistant"),
+        "content": content if messages else None,
+        "tool_calls": tool_calls or None,
+    }
+    choice: Final[_Choice] = {"message": message, "finish_reason": _responses_finish_reason(response, bool(tool_calls))}
+    return (choice,)
+
+
+def _responses_tool_call(item: Mapping[str, object]) -> _ToolCall:
+    custom: Final = item.get("type") == "custom_tool_call"
+    function: Final[_ToolFunction] = {
+        "name": as_str(item.get("name")) or "",
+        "arguments": as_str(item.get("input" if custom else "arguments")) or "",
+    }
+    tool_call: Final[_ToolCall] = {
+        "id": as_str(item.get("call_id")) or as_str(item.get("id")) or "",
+        "type": "function",
+        "function": function,
+    }
+    return tool_call
+
+
+def _responses_finish_reason(response: Mapping[str, object], has_tool_calls: bool) -> str | None:
+    status: Final = as_str(response.get("status"))
+    if status == "completed":
+        return "tool_calls" if has_tool_calls else "stop"
+    if status != "incomplete":
+        return None
+    details: Final = as_str_mapping(response.get("incomplete_details"))
+    reason: Final = details.get("reason") if details is not None else None
+    return "content_filter" if reason == "content_filter" else "length"
+
+
 def _parse_error(payload: StandardLoggingPayload) -> SpanError | None:
     """A ``SpanError`` for a failed request, or ``None`` on success."""
     if payload.get("status") != "failure":
diff --git a/litellm/litellm_core_utils/redact_messages.py b/litellm/litellm_core_utils/redact_messages.py
index 9d22a5ddef5..1f9464a2a26 100644
--- a/litellm/litellm_core_utils/redact_messages.py
+++ b/litellm/litellm_core_utils/redact_messages.py
@@ -138,6 +138,8 @@ def _redact_responses_api_output(output_items):
 
         if hasattr(output_item, "type") and output_item.type == "function_call" and hasattr(output_item, "arguments"):
             output_item.arguments = REDACTED_BY_LITELLM
+        if hasattr(output_item, "type") and output_item.type == "custom_tool_call" and hasattr(output_item, "input"):
+            output_item.input = REDACTED_BY_LITELLM
 
 
 def _redact_responses_api_output_dict(output_items, redacted_str: str):
@@ -161,6 +163,8 @@ def _redact_responses_api_output_dict(output_items, redacted_str: str):
 
         if output_item.get("type") == "function_call" and "arguments" in output_item:
             output_item["arguments"] = redacted_str
+        if output_item.get("type") == "custom_tool_call" and "input" in output_item:
+            output_item["input"] = redacted_str
 
 
 def redacted_standard_logging_payload(payload: Mapping[str, object]) -> Mapping[str, object]:
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index f4a8691f72f..972c91670f8 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -738,6 +738,123 @@ def test_embedding_summary_is_absent_without_vectors_and_for_chat_data_lists():
     assert chat.embedding_output is None
 
 
+def _responses_payload(output: list[object], status: str = "completed", **response_fields: object):
+    return _sample_payload(
+        call_type="aresponses",
+        model="gpt-5.4-nano",
+        response={"id": "resp_1", "object": "response", "status": status, "output": output, **response_fields},
+    )
+
+
+_RESPONSES_TEXT_ITEM = {
+    "type": "message",
+    "role": "assistant",
+    "status": "completed",
+    "content": [{"type": "output_text", "text": "po", "annotations": []}, {"type": "output_text", "text": "ng"}],
+}
+
+
+def test_responses_output_text_becomes_one_assistant_choice_with_stop():
+    data = LLMCallSpanData.from_standard_logging_payload(
+        _responses_payload([{"type": "reasoning", "summary": []}, _RESPONSES_TEXT_ITEM]), capture_content=True
+    )
+
+    assert json.loads(json.dumps(data.choices_out)) == [
+        {
+            "message": {"role": "assistant", "content": "pong", "tool_calls": None},
+            "finish_reason": "stop",
+        }
+    ]
+    assert data.finish_reasons == ("stop",)
+    assert data.response_id == "resp_1"
+
+
+def test_responses_tool_calls_fold_into_the_assistant_message_with_tool_calls_finish_reason():
+    data = LLMCallSpanData.from_standard_logging_payload(
+        _responses_payload(
+            [
+                _RESPONSES_TEXT_ITEM,
+                {"type": "function_call", "call_id": "call_1", "name": "get_weather", "arguments": '{"city": "sf"}'},
+                {"type": "custom_tool_call", "call_id": "call_2", "name": "grep", "input": "-r TODO"},
+            ]
+        ),
+        capture_content=True,
+    )
+
+    assert len(data.choices_out) == 1
+    message = data.choices_out[0]["message"]
+    assert message["content"] == "pong"
+    assert json.loads(json.dumps(message["tool_calls"])) == [
+        {"id": "call_1", "type": "function", "function": {"name": "get_weather", "arguments": '{"city": "sf"}'}},
+        {"id": "call_2", "type": "function", "function": {"name": "grep", "arguments": "-r TODO"}},
+    ]
+    assert data.finish_reasons == ("tool_calls",)
+
+
+def test_responses_tool_call_only_output_has_no_content():
+    data = LLMCallSpanData.from_standard_logging_payload(
+        _responses_payload([{"type": "function_call", "id": "fc_1", "name": "get_weather", "arguments": "{}"}]),
+        capture_content=True,
+    )
+
+    assert data.choices_out[0]["message"]["content"] is None
+    assert data.choices_out[0]["message"]["tool_calls"][0]["id"] == "fc_1"
+
+
+@pytest.mark.parametrize(
+    ("status", "response_fields", "expected"),
+    [
+        ("incomplete", {"incomplete_details": {"reason": "max_output_tokens"}}, ("length",)),
+        ("incomplete", {"incomplete_details": {"reason": "content_filter"}}, ("content_filter",)),
+        ("incomplete", {}, ("length",)),
+        ("failed", {}, ()),
+    ],
+)
+def test_responses_status_maps_to_finish_reasons(status, response_fields, expected):
+    data = LLMCallSpanData.from_standard_logging_payload(
+        _responses_payload([_RESPONSES_TEXT_ITEM], status=status, **response_fields), capture_content=True
+    )
+
+    assert data.finish_reasons == expected
+    assert data.choices_out[0]["message"]["content"] == "pong"
+
+
+def test_responses_output_follows_the_content_capture_gate_but_finish_reasons_do_not():
+    data = LLMCallSpanData.from_standard_logging_payload(_responses_payload([_RESPONSES_TEXT_ITEM]))
+
+    assert data.choices_out == ()
+    assert data.finish_reasons == ("stop",)
+
+
+def test_responses_content_only_reads_output_text_parts():
+    item = {
+        "type": "message",
+        "role": "assistant",
+        "content": [{"type": "refusal", "refusal": "no", "text": "not output"}, {"type": "output_text", "text": "ok"}],
+    }
+    data = LLMCallSpanData.from_standard_logging_payload(_responses_payload([item]), capture_content=True)
+
+    assert data.choices_out[0]["message"]["content"] == "ok"
+
+
+def test_responses_output_without_messages_or_tool_calls_stays_empty():
+    data = LLMCallSpanData.from_standard_logging_payload(
+        _responses_payload([{"type": "reasoning", "summary": []}]), capture_content=True
+    )
+
+    assert data.choices_out == ()
+    assert data.finish_reasons == ()
+
+
+def test_chat_choices_win_over_a_responses_output_list():
+    payload = _sample_payload(response={"choices": [{"finish_reason": "stop", "message": {"content": "chat"}}]})
+    payload["response"]["output"] = [_RESPONSES_TEXT_ITEM]
+    data = LLMCallSpanData.from_standard_logging_payload(payload, capture_content=True)
+
+    assert data.choices_out[0]["message"]["content"] == "chat"
+    assert data.finish_reasons == ("stop",)
+
+
 def test_request_identity_prefers_canonical_team_keys():
     from litellm.integrations.otel.model.payloads import RequestIdentity
 
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
index c5ebc4bc53a..5b4d1e7a802 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
@@ -196,6 +196,36 @@ def test_langfuse_mapper_keeps_chat_output_when_no_embedding_summary():
     assert json.loads(attrs["langfuse.observation.output"]) == [{"role": "assistant", "content": "Sunny."}]
 
 
+def test_langfuse_mapper_renders_a_responses_api_call_from_the_standard_logging_payload():
+    payload = {
+        "call_type": "aresponses",
+        "custom_llm_provider": "openai",
+        "model": "gpt-5.4-nano",
+        "messages": [{"role": "user", "content": "weather in sf?"}],
+        "response": {
+            "id": "resp_1",
+            "status": "completed",
+            "output": [
+                {"type": "message", "role": "assistant", "content": [{"type": "output_text", "text": "Checking."}]},
+                {"type": "function_call", "call_id": "call_1", "name": "get_weather", "arguments": '{"city": "sf"}'},
+            ],
+        },
+    }
+    data = LLMCallSpanData.from_standard_logging_payload(payload, capture_content=True)
+    attrs = LangfuseMapper().map(data)
+
+    assert json.loads(attrs["langfuse.observation.output"]) == [
+        {
+            "role": "assistant",
+            "content": "Checking.",
+            "tool_calls": [
+                {"id": "call_1", "type": "function", "function": {"name": "get_weather", "arguments": '{"city": "sf"}'}}
+            ],
+        }
+    ]
+    assert attrs["langfuse.observation.type"] == "generation"
+
+
 # --------------------------------------------------------------------------- #
 #  Weave
 # --------------------------------------------------------------------------- #
diff --git a/tests/test_litellm/litellm_core_utils/test_redact_messages.py b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
index 584a3ac471c..c6c9a9dd2b7 100644
--- a/tests/test_litellm/litellm_core_utils/test_redact_messages.py
+++ b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
@@ -493,6 +493,20 @@ class TestPerformRedaction:
         assert redacted["output"][0]["arguments"] == "redacted-by-litellm"
         assert redacted["output"][0]["name"] == "get_weather"
 
+    def test_redacts_responses_api_custom_tool_call_input_dict(self):
+        result = {
+            "output": [
+                {"type": "custom_tool_call", "name": "grep", "input": "-r secret-token", "call_id": "call_1"},
+                {"type": "function_call", "name": "get_weather", "input": "not-a-custom-input", "call_id": "call_2"},
+            ]
+        }
+
+        redacted = perform_redaction({}, result)
+
+        assert redacted["output"][0]["input"] == "redacted-by-litellm"
+        assert redacted["output"][0]["name"] == "grep"
+        assert redacted["output"][1]["input"] == "not-a-custom-input"
+
     def test_redacts_every_tool_call_in_multi_element_list(self):
         result = litellm.ModelResponse(
             id="resp-multi",
@@ -563,6 +577,14 @@ class TestPerformRedaction:
         assert output_item.arguments == "redacted-by-litellm"
         assert output_item.name == "get_weather"
 
+    def test_redacts_responses_api_custom_tool_call_input_object(self):
+        output_item = SimpleNamespace(type="custom_tool_call", name="grep", input="-r secret-token", call_id="call_1")
+
+        _redact_responses_api_output([output_item])
+
+        assert output_item.input == "redacted-by-litellm"
+        assert output_item.name == "grep"
+
     def test_redacts_response_output_objects_with_top_level_text(self):
         output_items = [
             SimpleNamespace(text="top-level output"),

From d67d9984f710b90527dea9b7e1ed43b5aace0888 Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 18:38:37 +0000
Subject: [PATCH 070/162] test: expect TQ009 in the shipped quality budget

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 tests/test_litellm/test_test_quality_gate.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tests/test_litellm/test_test_quality_gate.py b/tests/test_litellm/test_test_quality_gate.py
index 6652211a828..cde33787c6c 100644
--- a/tests/test_litellm/test_test_quality_gate.py
+++ b/tests/test_litellm/test_test_quality_gate.py
@@ -136,7 +136,9 @@ def test_the_shipped_budget_covers_every_rule_the_checker_can_emit():
     import json
 
     budget = json.loads((_REPO_ROOT / "test-quality-budget.json").read_text())
-    assert set(budget) == {"TQ001", "TQ002", "TQ003", "TQ004", "TQ005", "TQ006", "TQ007", "TQ008"}
+    assert set(budget) == {
+        "TQ001", "TQ002", "TQ003", "TQ004", "TQ005", "TQ006", "TQ007", "TQ008", "TQ009"
+    }
     assert all(spec["limit"] >= 0 for spec in budget.values())
 
 

From 4d659135b65d74899e2ba7e2f29454ea5620c71b Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 19 Sep 2026 11:48:40 -0700
Subject: [PATCH 071/162] fix(router): preserve unavailable Fuse presets

---
 .../complexity_router/README.md               |  45 ----
 .../router_strategy/test_fuse_presets.py      |  32 ++-
 ...ecastClassifierConfig.integration.test.tsx |  79 +++++-
 .../add_model/ForecastClassifierConfig.tsx    |   2 +-
 .../add_model/FuseProfilePresets.tsx          | 231 ++++++++++++------
 5 files changed, 268 insertions(+), 121 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index d9159cea426..6505746bca1 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -179,51 +179,6 @@ Configure capability forecasting through YAML or the model-management API.
 The dashboard preserves its classifier and calibration on an untouched save;
 it does not provide a capability-card editor
 
-### Fuse v2 profile presets
-
-Fuse v2 accepts maintained model and runtime descriptions instead of requiring
-custom prose for both solvers and the harness. Select profiles explicitly for
-all deployments behind your configured model groups and their actual settings.
-Group names do not select profiles automatically
-
-```yaml
-complexity_router_config:
-  classifier_type: llm_v2
-  classifier_llm_config:
-    model: your-judge-group
-  tiers:
-    SIMPLE: your-efficient-group
-    REASONING: your-capable-group
-  llm_v2_config:
-    efficient_profile_preset: claude-sonnet-5-v1
-    capable_profile_preset: claude-fable-5-1-v1
-    harness_preset: claude-code-v1
-    max_quality_gap: 0.05
-```
-
-`GET /public/complexity_router/fuse_presets` returns the catalog version, model
-profiles, and runtime descriptions, including source URLs. The bundled catalog
-is loaded once per process without network requests. Sources are citations only
-
-Each of `efficient_profile`, `capable_profile`, and `harness` requires either
-nonblank custom text or its corresponding preset reference. Custom text wins
-when both are supplied, but an unknown or wrong-kind preset is still rejected.
-Explicit blank text is invalid even with a valid preset. Custom text remains
-limited to 4000 characters
-
-Saved configurations retain preset references and explicit text separately.
-Preset text is resolved when building the classifier prompt, not copied into
-stored custom fields. Existing all-custom configurations keep the same prompt.
-Versioned preset IDs identify immutable content: revised wording receives a new
-ID, and older referenced entries must remain available
-
-The runtime presets do not imply a repository, runnable tests, network access,
-additional tools, or a step, time, or spending budget. mini-SWE-agent describes
-an agent interface, not a SWE-bench task. Model descriptions summarize provider
-positioning without solve rates or guaranteed rankings. Wording is an evaluation
-input, not a calibrated quality claim. Existing Fuse licensing, policy,
-calibration, and prompt version are unchanged
-
 ### Heuristic v2
 
 Set `classifier_type: heuristic_v2` to classify with the bundled calibrated
diff --git a/tests/test_litellm/router_strategy/test_fuse_presets.py b/tests/test_litellm/router_strategy/test_fuse_presets.py
index 0b8d936383b..0cd4b1f660b 100644
--- a/tests/test_litellm/router_strategy/test_fuse_presets.py
+++ b/tests/test_litellm/router_strategy/test_fuse_presets.py
@@ -1,6 +1,7 @@
 import json
+from hashlib import sha256
 from importlib.resources import files
-from typing import Final
+from typing import Final, Literal
 
 import pytest
 from pydantic import ValidationError
@@ -19,11 +20,36 @@ def test_catalog_is_loaded_once_and_preserves_bundled_content() -> None:
     assert first.model_dump(mode="json") == bundled
     entries: Final = (*first.models, *first.harnesses)
     assert len({entry.id for entry in entries}) == len(entries)
-    assert len(first.models) == 9
-    assert len(first.harnesses) == 5
     assert all(entry.sources and all(source.startswith("https://") for source in entry.sources) for entry in entries)
 
 
+@pytest.mark.parametrize(
+    ("kind", "preset_id", "expected_digest"),
+    (
+        ("model", "gpt-6-astra-v1", "a9403b0c00ea64081b7b08b5b968850670f3a047d219a7e0668f2169146ae96e"),
+        ("model", "gpt-5.6-sol-v1", "2b91a6c43e0e93183aaaf9c355e1bbb8ed2e9817aab6b0c2f50148f53a23247b"),
+        ("model", "gpt-5.6-luna-v1", "fff94a9e01bf4519798d5be4e76a3f9d57b75a2d9966a59dc92cbfeb5cd08d07"),
+        ("model", "gpt-5.6-terra-v1", "75de040f3bea841fa4764885738303893ee7ac0804aed1e932cd3959185ff893"),
+        ("model", "claude-haiku-4-5-v1", "91c1920953073462b6b70ef810596a5325f08286b5e62630cff47938fc4157db"),
+        ("model", "claude-sonnet-5-v1", "133f4414c644a707cd8cf565a486153856f4836ca4e4f75ee0553f2b7a1e3663"),
+        ("model", "claude-opus-5-v1", "9cbfcae45d2e3a2575e44ce5adf618f56614abff4b3221d35900c647200b99ef"),
+        ("model", "claude-fable-5-v1", "25c275d7403f1572ffb4fe899d5feecd9a434ebdc37b4dd9ef601a8ecf4850fc"),
+        ("model", "claude-fable-5-1-v1", "37693107c878ab6266530395bbdc2d2813d676d179bf281d05e5a5ec1b9d4c60"),
+        ("harness", "unspecified-v1", "d9eb30b61509456f0c71ca805b33d821cab6605578d567a29ab421d8f602ce7b"),
+        ("harness", "claude-code-v1", "7ee8e9d50f1cf44a8a58461efff66d6182f245d25499702c144d1c642c101ed9"),
+        ("harness", "codex-cli-v1", "0678047e34562ef05b5e2fba099c1f9e5876304f7eaf3b0d8c3809e707eb3311"),
+        ("harness", "opencode-v1", "8b6cc240d90091ac2ef9b374b535f981a55abb91e25d4c04fdb9fc206eeb907e"),
+        ("harness", "mini-swe-agent-v1", "21e2dc4a8a2320a5a554a498b30516326dc3592ebf20b0f4db20ddb33e879a39"),
+    ),
+)
+def test_existing_preset_text_is_unchanged(
+    kind: Literal["model", "harness"], preset_id: str, expected_digest: str
+) -> None:
+    text: Final = resolve_fuse_profile(None, preset_id, kind)
+    assert text is not None
+    assert sha256(text.encode("utf-8")).hexdigest() == expected_digest
+
+
 def test_every_catalog_entry_resolves_without_changing_custom_ownership() -> None:
     catalog: Final = get_fuse_presets()
     for entry in catalog.models:
diff --git a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
index f9b0edf9508..a03ccb11456 100644
--- a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.integration.test.tsx
@@ -159,7 +159,7 @@ describe("forecast classifier form", () => {
       const effectiveText = override ?? catalog.models[0].text;
       await waitFor(() => expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(effectiveText));
       await user.click(screen.getByRole("combobox", { name: "Efficient solver profile preset" }));
-      await user.click(screen.getByRole("option", { name: "Custom", exact: true }));
+      await user.click(screen.getByRole("option", { name: "Custom" }));
       expect(screen.getByLabelText("Efficient solver profile")).not.toHaveAttribute("readonly");
       expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(effectiveText);
       fireEvent.change(screen.getByLabelText("Efficient solver profile"), { target: { value: "Custom budget" } });
@@ -219,6 +219,81 @@ describe("forecast classifier form", () => {
     },
   );
 
+  it.each([
+    ["efficient_profile", "Efficient solver profile"],
+    ["capable_profile", "Capable solver profile"],
+    ["harness", "Harness and budget"],
+  ] as const)(
+    "preserves the saved %s reference during a catalog outage until Custom text replaces it",
+    async (field, label) => {
+      const user = userEvent.setup();
+      vi.mocked(fetch).mockImplementation(async () => Response.json({ error: "unavailable" }, { status: 503 }));
+      renderWithProviders(<Form initialValue={presetInitial} />);
+      expect(await screen.findByText(/Profile presets could not be loaded/)).toBeInTheDocument();
+      const save = screen.getByRole("button", { name: "Save configuration" });
+      const output = screen.getByRole("status", { name: "Saved configuration" });
+      expect(save).toBeEnabled();
+      await user.click(save);
+      expect(JSON.parse(output.textContent!).llm_v2_config).toEqual(presetConfig);
+
+      await user.click(screen.getByRole("combobox", { name: `${label} preset` }));
+      await user.click(screen.getByRole("option", { name: "Custom" }));
+      expect(screen.getByLabelText(label)).toHaveValue("");
+      expect(screen.getByLabelText(label)).not.toHaveAttribute("readonly");
+      expect(screen.getByRole("combobox", { name: `${label} preset` })).toHaveValue("Custom");
+      expect(save).toBeEnabled();
+      await user.click(save);
+      expect(JSON.parse(output.textContent!).llm_v2_config).toEqual(presetConfig);
+
+      fireEvent.change(screen.getByLabelText(label), { target: { value: "   " } });
+      expect(save).toBeDisabled();
+      await user.click(screen.getByRole("button", { name: `Keep saved ${label.toLowerCase()} preset` }));
+      expect(screen.getByLabelText(label)).toHaveAttribute("readonly");
+      expect(save).toBeEnabled();
+      await user.click(save);
+      expect(JSON.parse(output.textContent!).llm_v2_config).toEqual(presetConfig);
+
+      await user.click(screen.getByRole("combobox", { name: `${label} preset` }));
+      await user.click(screen.getByRole("option", { name: "Custom" }));
+      const replacement = "Manually authored replacement";
+      fireEvent.change(screen.getByLabelText(label), { target: { value: replacement } });
+      expect(save).toBeEnabled();
+      await user.click(save);
+      const referenceKey = `${field}_preset` as const;
+      const { [referenceKey]: _reference, ...remaining } = presetConfig;
+      expect(JSON.parse(output.textContent!).llm_v2_config).toEqual({ ...remaining, [field]: replacement });
+    },
+  );
+
+  it.each([true, false])(
+    "keeps a reference selected as Custom while the catalog settles, success=%s",
+    async (success) => {
+      const user = userEvent.setup();
+      const response = Promise.withResolvers<Response>();
+      vi.mocked(fetch).mockReturnValue(response.promise);
+      renderWithProviders(<Form initialValue={presetInitial} />);
+      await user.click(screen.getByRole("combobox", { name: "Efficient solver profile preset" }));
+      await user.click(screen.getByRole("option", { name: "Custom" }));
+      await act(async () => response.resolve(success ? Response.json(catalog) : Response.json({}, { status: 503 })));
+      if (success) await screen.findAllByText(`Catalog version: ${catalog.version}`);
+      else await screen.findByText(/Profile presets could not be loaded/);
+      expect(screen.getByLabelText("Efficient solver profile")).toHaveValue(success ? catalog.models[0].text : "");
+      await user.click(screen.getByRole("button", { name: "Save configuration" }));
+      expect(
+        JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config,
+      ).toEqual(presetConfig);
+      fireEvent.change(screen.getByLabelText("Efficient solver profile"), { target: { value: "Replacement" } });
+      await user.click(screen.getByRole("button", { name: "Save configuration" }));
+      const { efficient_profile_preset: _reference, ...remaining } = presetConfig;
+      expect(
+        JSON.parse(screen.getByRole("status", { name: "Saved configuration" }).textContent!).llm_v2_config,
+      ).toEqual({
+        ...remaining,
+        efficient_profile: "Replacement",
+      });
+    },
+  );
+
   it("keeps unknown saved IDs visible with unavailable previews rather than replacing them", async () => {
     const settings = { ...presetConfig, efficient_profile_preset: "unavailable-v8" };
     renderWithProviders(<Form initialValue={{ ...fuseInitial, llm_v2_config: settings }} />);
@@ -330,7 +405,7 @@ describe("forecast classifier form", () => {
     fireEvent.click(screen.getByRole("tab", { name: "Complexity" }));
     fireEvent.click(screen.getByRole("radio", { name: new RegExp(`^${target}`) }));
     await user.click(screen.getByRole("combobox", { name: "Classifier Model" }));
-    await user.click(screen.getByRole("option", { name: "judge", exact: true }));
+    await user.click(screen.getByRole("option", { name: "judge" }));
     fireEvent.click(screen.getByRole("button", { name: "Save configuration" }));
     const output = screen.getByRole("status", { name: "Saved configuration" });
     expect(output).toHaveTextContent('"classification_rubric":"agentic"');
diff --git a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
index 556ba0aa1ee..c336423fe39 100644
--- a/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ForecastClassifierConfig.tsx
@@ -245,7 +245,7 @@ const ForecastClassifierConfig = ({ value, onChange, modelOptions, effortOptions
             value={fuse.max_quality_gap}
             min={0}
             max={1}
-            help="Allowed difference between capable and efficient success probabilities, from 0 to 1. This is an estimate, not a measured quality guarantee"
+            help="Allowed difference between capable and efficient success probabilities, from 0 to 1. Tune on held-out tasks from your workload; this estimate is not a measured quality guarantee. A gap of 0 still selects efficient on tied or higher forecasts. Route directly to one model to avoid judging when you do not want model selection"
             onChange={(max_quality_gap) => updateFuse({ ...fuse, max_quality_gap })}
           />
         </>
diff --git a/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx b/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx
index a8a5803b708..f9312996b0d 100644
--- a/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/FuseProfilePresets.tsx
@@ -1,9 +1,15 @@
 import React from "react";
 import { $api } from "@/lib/http/api";
 import { SearchSelect } from "@/components/shared/SearchSelect";
+import { Button } from "@/components/ui/button";
 import { Label } from "@/components/ui/label";
 import { Textarea } from "@/components/ui/textarea";
-import { fuseProfileFields, selectFuseProfile, type FuseSettings } from "./forecast_classifier_config";
+import {
+  fuseProfileFields,
+  selectFuseProfile,
+  type FuseProfileField,
+  type FuseSettings,
+} from "./forecast_classifier_config";
 
 const catalogQueryOptions = {
   staleTime: Infinity,
@@ -14,6 +20,142 @@ const catalogQueryOptions = {
   refetchOnReconnect: false,
 };
 
+const profileLabels: Readonly<Record<FuseProfileField, string>> = {
+  efficient_profile: "Efficient solver profile",
+  capable_profile: "Capable solver profile",
+  harness: "Harness and budget",
+};
+
+type FusePresetEntry = {
+  id: string;
+  label: string;
+  text: string;
+  sources: readonly string[];
+  model?: string;
+};
+
+type FieldProps = {
+  id: string;
+  field: FuseProfileField;
+  value: FuseSettings;
+  onChange: (value: FuseSettings) => void;
+  presets: readonly FusePresetEntry[] | undefined;
+  catalogVersion: string | undefined;
+  customWithoutPreview: ReadonlySet<FuseProfileField>;
+  setCustomWithoutPreview: React.Dispatch<React.SetStateAction<ReadonlySet<FuseProfileField>>>;
+};
+
+const profileSelectionLabel = (awaitingCustomText: boolean, custom: boolean): string => {
+  if (awaitingCustomText) return "Saved preset remains active until replacement text is entered";
+  if (custom) return "Custom text overrides preset";
+  return "Preset";
+};
+
+function FuseProfilePresetField({
+  id,
+  field,
+  value,
+  onChange,
+  presets,
+  catalogVersion,
+  customWithoutPreview,
+  setCustomWithoutPreview,
+}: FieldProps) {
+  const label = profileLabels[field];
+  const presetId = value[`${field}_preset`];
+  const preset = presets?.find((entry) => entry.id === presetId);
+  const awaitingCustomText = customWithoutPreview.has(field) && value[field] == null && presetId != null;
+  const custom = value[field] != null || presetId == null || awaitingCustomText;
+  const effectiveText = value[field] ?? preset?.text ?? "";
+  const selectionLabel = profileSelectionLabel(awaitingCustomText, custom);
+  const chooseProfile = (selected: string | null) => {
+    if (!selected) return;
+    const missingPreview = presetId != null && preset == null && value[field] == null;
+    if (selected === "custom" && missingPreview) {
+      setCustomWithoutPreview((fields) => new Set([...fields, field]));
+      return;
+    }
+    setCustomWithoutPreview((fields) => new Set([...fields].filter((entry) => entry !== field)));
+    onChange(selectFuseProfile(value, field, selected === "custom" ? undefined : selected, effectiveText));
+  };
+  const editProfile = (event: React.ChangeEvent<HTMLTextAreaElement>) => {
+    if (customWithoutPreview.has(field) && event.target.value.trim().length > 0) {
+      setCustomWithoutPreview((fields) => new Set([...fields].filter((entry) => entry !== field)));
+      onChange(selectFuseProfile(value, field, undefined, event.target.value));
+      return;
+    }
+    onChange({ ...value, [field]: event.target.value });
+  };
+  const keepSavedPreset = () => {
+    if (presetId == null) return;
+    setCustomWithoutPreview((fields) => new Set([...fields].filter((entry) => entry !== field)));
+    onChange(selectFuseProfile(value, field, presetId, ""));
+  };
+  const placeholder =
+    field === "harness"
+      ? "Tools, execution environment, verification, and budget available to each solver"
+      : "Describe this solver's strengths, limitations, and settings";
+
+  return (
+    <div className="space-y-2 min-w-0">
+      <Label htmlFor={`${id}-${field}-preset`}>{label} preset</Label>
+      <SearchSelect
+        inputId={`${id}-${field}-preset`}
+        aria-label={`${label} preset`}
+        value={custom ? "custom" : presetId}
+        allowClear={false}
+        options={[
+          { value: "custom", label: "Custom" },
+          ...(presets ?? []).map((entry) => ({ value: entry.id, label: entry.label, sublabel: entry.id })),
+        ]}
+        onValueChange={chooseProfile}
+      />
+      <Textarea
+        aria-label={label}
+        value={effectiveText}
+        readOnly={!custom}
+        maxLength={4000}
+        rows={4}
+        placeholder={placeholder}
+        onChange={editProfile}
+      />
+      {customWithoutPreview.has(field) && presetId != null && (
+        <Button
+          type="button"
+          variant="outline"
+          size="sm"
+          aria-label={`Keep saved ${label.toLowerCase()} preset`}
+          onClick={keepSavedPreset}
+        >
+          Keep saved preset
+        </Button>
+      )}
+      {presetId && (
+        <div className="space-y-1 text-xs text-muted-foreground break-words">
+          <p>
+            {selectionLabel}: {presetId}
+          </p>
+          {preset ? (
+            <>
+              <p>Catalog version: {catalogVersion}</p>
+              {preset.model && <p>Model: {preset.model}</p>}
+              <div className="flex flex-wrap gap-x-3 gap-y-1">
+                {preset.sources.map((source, index) => (
+                  <a key={source} href={source} target="_blank" rel="noopener noreferrer" className="underline">
+                    Source {index + 1}
+                  </a>
+                ))}
+              </div>
+            </>
+          ) : (
+            <p>Preset preview unavailable. The saved reference is preserved</p>
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
+
 export default function FuseProfilePresets({
   value,
   onChange,
@@ -22,6 +164,9 @@ export default function FuseProfilePresets({
   onChange: (value: FuseSettings) => void;
 }) {
   const id = React.useId();
+  const [customWithoutPreview, setCustomWithoutPreview] = React.useState<ReadonlySet<FuseProfileField>>(
+    () => new Set(),
+  );
   const { data, isPending, isError } = $api.useQuery(
     "get",
     "/public/complexity_router/fuse_presets",
@@ -32,7 +177,8 @@ export default function FuseProfilePresets({
     <div className="space-y-4 min-w-0">
       <p className="text-xs text-muted-foreground">
         Choose profiles that match every deployment in each solver group and its actual settings. Profile selection is
-        independent of routing model names
+        independent of routing model names. Presets describe the solvers and runtime; they do not set a quality gap or
+        calibration. Validate those separately for your workload, judge, and exact profile versions.
       </p>
       {isPending && (
         <p role="status" className="text-xs text-muted-foreground">
@@ -44,74 +190,19 @@ export default function FuseProfilePresets({
           Profile presets could not be loaded. Saved references are preserved and Custom editing is available
         </p>
       )}
-      {fuseProfileFields.map((field) => {
-        const label = {
-          efficient_profile: "Efficient solver profile",
-          capable_profile: "Capable solver profile",
-          harness: "Harness and budget",
-        }[field];
-        const presetId = value[`${field}_preset`];
-        const presets = field === "harness" ? data?.harnesses : data?.models;
-        const preset = presets?.find((entry) => entry.id === presetId);
-        const custom = value[field] != null || presetId == null;
-        const effectiveText = value[field] ?? preset?.text ?? "";
-        return (
-          <div key={field} className="space-y-2 min-w-0">
-            <Label htmlFor={`${id}-${field}-preset`}>{label} preset</Label>
-            <SearchSelect
-              inputId={`${id}-${field}-preset`}
-              aria-label={`${label} preset`}
-              value={custom ? "custom" : presetId}
-              allowClear={false}
-              options={[
-                { value: "custom", label: "Custom" },
-                ...(presets ?? []).map((entry) => ({ value: entry.id, label: entry.label, sublabel: entry.id })),
-              ]}
-              onValueChange={(selected) => {
-                if (selected)
-                  onChange(
-                    selectFuseProfile(value, field, selected === "custom" ? undefined : selected, effectiveText),
-                  );
-              }}
-            />
-            <Textarea
-              aria-label={label}
-              value={effectiveText}
-              readOnly={!custom}
-              maxLength={4000}
-              rows={4}
-              placeholder={
-                field === "harness"
-                  ? "Tools, execution environment, verification, and budget available to each solver"
-                  : "Describe this solver's strengths, limitations, and settings"
-              }
-              onChange={(event) => onChange({ ...value, [field]: event.target.value })}
-            />
-            {presetId && (
-              <div className="space-y-1 text-xs text-muted-foreground break-words">
-                <p>
-                  {custom ? "Custom text overrides preset" : "Preset"}: {presetId}
-                </p>
-                {preset ? (
-                  <>
-                    <p>Catalog version: {data?.version}</p>
-                    {"model" in preset && typeof preset.model === "string" && <p>Model: {preset.model}</p>}
-                    <div className="flex flex-wrap gap-x-3 gap-y-1">
-                      {preset.sources.map((source, index) => (
-                        <a key={source} href={source} target="_blank" rel="noopener noreferrer" className="underline">
-                          Source {index + 1}
-                        </a>
-                      ))}
-                    </div>
-                  </>
-                ) : (
-                  <p>Preset preview unavailable. The saved reference is preserved</p>
-                )}
-              </div>
-            )}
-          </div>
-        );
-      })}
+      {fuseProfileFields.map((field) => (
+        <FuseProfilePresetField
+          key={field}
+          id={id}
+          field={field}
+          value={value}
+          onChange={onChange}
+          presets={field === "harness" ? data?.harnesses : data?.models}
+          catalogVersion={data?.version}
+          customWithoutPreview={customWithoutPreview}
+          setCustomWithoutPreview={setCustomWithoutPreview}
+        />
+      ))}
     </div>
   );
 }

From e12cbb4e1357ac1143fc91d3a77060e384153e91 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 11:54:57 -0700
Subject: [PATCH 072/162] feat(ui): configure web search interception from the
 Admin UI

Web search interception could only be switched on by editing config.yaml
and restarting the proxy, so an admin had no way to turn it on, choose
which providers it covers, or pick which configured search tool runs the
searches without a redeploy.

Adds GET/PATCH /get|update/websearch_interception_settings backed by a
WebSearchInterceptionSettings model, and an Admin Settings panel that
reads and writes them. Config/database precedence comes from the existing
settings store, so a key the config file declares is still refused here.

The stored settings apply to a running proxy: the DB poll rebuilds the
WebSearchInterceptionLogger, removing the old instance before adding the
new one, because two instances with different params hash differently in
the callback dedup key and the first to short-circuit would win. A proxy
that activates interception the existing way, through
litellm_settings.callbacks with no stored params, is left untouched.
---
 litellm/proxy/proxy_server.py                 |  54 +++
 .../proxy_setting_endpoints.py                | 108 +++++-
 .../proxy/proxy_server/test_proxy_config.py   |  86 +++++
 .../test_proxy_setting_endpoints.py           |  71 ++++
 .../admin-panel/_components/AdminPanel.tsx    |   6 +
 .../useUpdateWebSearchInterceptionSettings.ts |  23 ++
 .../useWebSearchInterceptionSettings.ts       |  17 +
 .../WebSearchInterceptionSettings.test.tsx    | 169 ++++++++++
 .../WebSearchInterceptionSettings.tsx         | 307 ++++++++++++++++++
 .../src/components/networking.tsx             |  19 ++
 ui/litellm-dashboard/src/lib/http/schema.d.ts | 138 ++++++++
 11 files changed, 997 insertions(+), 1 deletion(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
 create mode 100644 ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 3c7d06268ad..8212fbe392f 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -4888,6 +4888,7 @@ class ProxyConfig:
     def __init__(self) -> None:
         self.config: Mapping[str, object] = MappingProxyType({})
         self._last_semantic_filter_config: dict[str, object] | None = None
+        self._last_websearch_interception_config: dict[str, object] | None = None
         self._last_hashicorp_vault_config: dict[str, object] | None = None
         self._last_cyberark_config: dict[str, object] | None = None  # mutable-ok: change-detection cache
         self._cyberark_boot_env: dict[str, str | None] | None = None  # mutable-ok: deployment env snapshot, set once
@@ -7697,6 +7698,9 @@ class ProxyConfig:
         if self._should_load_db_object(object_type="semantic_filter_settings"):
             await self._init_semantic_filter_settings_in_db(prisma_client=prisma_client)
 
+        if self._should_load_db_object(object_type="websearch_interception_settings"):
+            await self.init_websearch_interception_settings_in_db(prisma_client=prisma_client)
+
         if self._should_load_db_object(object_type="config_overrides"):
             await self._init_hashicorp_vault_config_override(prisma_client=prisma_client)
             await self._init_cyberark_config_override(prisma_client=prisma_client)
@@ -7775,6 +7779,56 @@ class ProxyConfig:
         except Exception as e:
             verbose_proxy_logger.exception("Error initializing semantic filter settings from DB: %s", e)
 
+    async def init_websearch_interception_settings_in_db(self, prisma_client: PrismaClient):
+        """
+        Initialize web search interception settings from database.
+        Called periodically (approximately every 10 seconds) by background task to hot-reload settings across all pods.
+        """
+        import json
+
+        import litellm
+        from litellm.integrations.websearch_interception.handler import (
+            WebSearchInterceptionLogger,
+        )
+
+        try:
+            config_record: Final = await get_config_param(prisma_client, "litellm_settings")
+
+            if config_record is None or config_record.param_value is None:
+                return
+
+            litellm_settings = config_record.param_value
+            if isinstance(litellm_settings, str):
+                litellm_settings = json.loads(litellm_settings)
+
+            websearch_config: Final = litellm_settings.get("websearch_interception_params", None)
+
+            # Absent means nobody stored params, so a callbacks-list proxy keeps its callback.
+            if websearch_config is None:
+                return
+
+            enabled: Final = bool(websearch_config.get("enabled", True))
+            registered: Final = bool(
+                litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)
+            )
+            if self._last_websearch_interception_config == websearch_config and registered == enabled:
+                return
+
+            litellm.logging_callback_manager.remove_callbacks_by_type(litellm.callbacks, WebSearchInterceptionLogger)
+
+            if enabled:
+                litellm.logging_callback_manager.add_litellm_callback(
+                    WebSearchInterceptionLogger.from_config_yaml(websearch_config)
+                )
+                verbose_proxy_logger.info("Web search interception reinitialized from DB")
+            else:
+                verbose_proxy_logger.info("Web search interception disabled")
+
+            self._last_websearch_interception_config = dict(websearch_config)
+
+        except Exception as e:
+            verbose_proxy_logger.exception("Error initializing web search interception settings from DB: %s", e)
+
     async def _init_sso_settings_in_db(self, prisma_client: PrismaClient):
         """
         Initialize SSO settings from database into the router on startup.
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index b2baef126e9..c0b2eb1daa9 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -477,6 +477,35 @@ class MCPToolSearchSettingsResponse(SettingsResponse):
     """Response model for native MCP tool search settings"""
 
 
+class WebSearchInterceptionSettings(BaseModel):
+    """Configuration for server-side web search interception"""
+
+    enabled: bool = Field(
+        default=False,
+        description="Serve web search tool calls from a configured search tool instead of passing them upstream",
+    )
+
+    enabled_providers: list[str] = Field(
+        default_factory=list,
+        description="LLM providers to intercept for (e.g. 'bedrock', 'vertex_ai'). Empty intercepts Bedrock only.",
+    )
+
+    search_tool_name: str | None = Field(
+        default=None,
+        description="Name of the configured search tool to run searches through. Empty uses the first one available.",
+    )
+
+    max_agentic_loops: int | None = Field(
+        default=None,
+        ge=1,
+        description="How many follow-up model calls one intercepted request may chain. Empty applies the default of 3.",
+    )
+
+
+class WebSearchInterceptionSettingsResponse(SettingsResponse):
+    """Response model for web search interception settings"""
+
+
 @router.get(
     "/get/allowed_ips",
     tags=["Budget & Spend Tracking"],
@@ -875,7 +904,13 @@ async def update_default_team_member_budget(teams: list[NewUserRequestTeam], use
 
 
 async def _update_litellm_setting(
-    settings: DefaultInternalUserParams | DefaultTeamSSOParams | MCPSemanticFilterSettings | MCPToolSearchSettings,
+    settings: (
+        DefaultInternalUserParams
+        | DefaultTeamSSOParams
+        | MCPSemanticFilterSettings
+        | MCPToolSearchSettings
+        | WebSearchInterceptionSettings
+    ),
     settings_key: str,
     success_message: str,
     user_api_key_dict: UserAPIKeyAuth,
@@ -1399,6 +1434,77 @@ async def update_mcp_semantic_filter_settings(
     return result
 
 
+@router.get(
+    "/get/websearch_interception_settings",
+    tags=["Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=WebSearchInterceptionSettingsResponse,
+)
+async def get_websearch_interception_settings(
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    """
+    Get web search interception configuration.
+
+    Returns the current settings plus their schema, for the Admin UI to render.
+    """
+    from litellm.proxy.proxy_server import prisma_client, proxy_config
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": "Database not connected. Please connect a database."},
+        )
+
+    config: Final = await proxy_config.get_config()
+
+    return await _get_settings_with_schema(
+        settings_key="websearch_interception_params",
+        settings_class=WebSearchInterceptionSettings,
+        config=config,
+    )
+
+
+@router.patch(
+    "/update/websearch_interception_settings",
+    tags=["Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def update_websearch_interception_settings(
+    settings: WebSearchInterceptionSettings,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    """
+    Update web search interception settings in database.
+
+    Settings will be picked up by all pods within approximately 10 seconds via background polling.
+    """
+    if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
+        raise HTTPException(
+            status_code=403,
+            detail="Only proxy admins can update web search interception settings.",
+        )
+
+    result: Final = await _update_litellm_setting(
+        settings=settings,
+        settings_key="websearch_interception_params",
+        success_message=(
+            "Web search interception settings updated successfully. "
+            "Changes will be applied across all pods within 10 seconds."
+        ),
+        user_api_key_dict=user_api_key_dict,
+    )
+    try:
+        from litellm.proxy.proxy_server import prisma_client, proxy_config
+
+        if prisma_client is not None:
+            await proxy_config.init_websearch_interception_settings_in_db(prisma_client=prisma_client)
+    except Exception as e:
+        verbose_proxy_logger.warning("Failed to reinitialize web search interception settings immediately: %s", e)
+
+    return result
+
+
 @router.get(
     "/get/mcp_tool_search_settings",
     tags=["Settings"],  # mutable-ok: FastAPI's route decorator only accepts a list
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 76e4214c35a..0d9612d2325 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -4526,3 +4526,89 @@ async def test_add_deployment_syncs_ui_settings_even_when_the_model_reconcile_fa
     await config.add_deployment(prisma_client=prisma_client, proxy_logging_obj=MagicMock())
 
     assert general_settings["allow_agents_for_team_admins"] is True
+
+
+def _websearch_logger_cls():
+    from litellm.integrations.websearch_interception.handler import (
+        WebSearchInterceptionLogger,
+    )
+
+    return WebSearchInterceptionLogger
+
+
+def _run_websearch_init(monkeypatch, stored_params, starting_callbacks):
+    pc = ProxyConfig()
+    monkeypatch.setattr(litellm, "callbacks", list(starting_callbacks))
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.get_config_param",
+        AsyncMock(return_value=SimpleNamespace(param_value={"websearch_interception_params": stored_params}))
+        if stored_params is not None
+        else AsyncMock(return_value=SimpleNamespace(param_value={})),
+    )
+    asyncio.run(pc.init_websearch_interception_settings_in_db(prisma_client=MagicMock()))
+    return pc
+
+
+def test_init_websearch_interception_absent_key_leaves_callbacks_untouched(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    config_registered = logger_cls(search_tool_name="from-config-yaml")
+
+    _run_websearch_init(monkeypatch, stored_params=None, starting_callbacks=[config_registered])
+
+    assert litellm.callbacks == [config_registered]
+
+
+def test_init_websearch_interception_enables_when_enabled_key_missing(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"search_tool_name": "stored-tool"},
+        starting_callbacks=[],
+    )
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert registered[0].search_tool_name == "stored-tool"
+
+
+def test_init_websearch_interception_disabled_removes_the_callback(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    existing = logger_cls(search_tool_name="stored-tool")
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": False, "search_tool_name": "stored-tool"},
+        starting_callbacks=[existing],
+    )
+
+    assert [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)] == []
+
+
+def test_init_websearch_interception_replaces_stale_instance_on_param_change(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    stale = logger_cls(search_tool_name="old-tool", max_agentic_loops=2)
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "search_tool_name": "new-tool", "max_agentic_loops": 7},
+        starting_callbacks=[stale],
+    )
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert (registered[0].search_tool_name, registered[0].max_agentic_loops) == ("new-tool", 7)
+
+
+def test_init_websearch_interception_honors_enabled_providers(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "enabled_providers": ["bedrock", "vertex_ai"]},
+        starting_callbacks=[],
+    )
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert registered[0].enabled_providers == ["bedrock", "vertex_ai"]
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 58201bd14ce..b1bf9f71379 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3127,6 +3127,77 @@ class TestMcpToolSearchSettingsEndpoints:
         assert mock_proxy_config["save_call_count"]() == 0
 
 
+class TestWebSearchInterceptionSettingsEndpoints:
+    @staticmethod
+    def _override_auth(role: LitellmUserRoles):
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+        app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(
+            user_id="u", api_key="hashed", user_role=role
+        )
+
+    def test_get_returns_stored_values_and_field_schema(self, mock_proxy_config, mock_auth, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
+            "enabled": True,
+            "enabled_providers": ["bedrock", "vertex_ai"],
+            "search_tool_name": "my-perplexity-search",
+        }
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"] == {
+            "enabled": True,
+            "enabled_providers": ["bedrock", "vertex_ai"],
+            "search_tool_name": "my-perplexity-search",
+            "max_agentic_loops": None,
+        }
+        assert resp.json()["field_schema"]["properties"]["enabled_providers"]["type"] == "array"
+
+    def test_update_requires_proxy_admin(self, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        self._override_auth(LitellmUserRoles.INTERNAL_USER)
+        try:
+            resp = client.patch("/update/websearch_interception_settings", json={"enabled": True})
+        finally:
+            app.dependency_overrides.clear()
+        assert resp.status_code == 403
+        assert "proxy admin" in resp.json()["detail"].lower()
+
+    def test_update_persists_settings(self, mock_proxy_config, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        payload = {
+            "enabled": True,
+            "enabled_providers": ["bedrock"],
+            "search_tool_name": "my-perplexity-search",
+            "max_agentic_loops": 5,
+        }
+        try:
+            resp = client.patch("/update/websearch_interception_settings", json=payload)
+        finally:
+            app.dependency_overrides.clear()
+
+        assert resp.status_code == 200, resp.text
+        assert mock_proxy_config["save_call_count"]() == 1
+        assert mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] == payload
+
+    def test_update_rejects_zero_max_agentic_loops(self, mock_proxy_config, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        try:
+            resp = client.patch(
+                "/update/websearch_interception_settings",
+                json={"enabled": True, "max_agentic_loops": 0},
+            )
+        finally:
+            app.dependency_overrides.clear()
+        assert resp.status_code == 422
+        assert mock_proxy_config["save_call_count"]() == 0
+
+
 def test_upload_logo_requires_proxy_admin(monkeypatch):
     """Any authenticated key could previously write a file to the server's disk here."""
     from litellm.proxy._types import UserAPIKeyAuth
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
index 1c8425251fd..386cbebd38d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
@@ -22,6 +22,7 @@ import UserBannerSettings from "@/components/Settings/AdminSettings/UserBannerSe
 import CyberArk from "@/components/Settings/AdminSettings/CyberArk/CyberArk";
 import HashicorpVault from "@/components/Settings/AdminSettings/HashicorpVault/HashicorpVault";
 import PluginSettings from "@/components/Settings/AdminSettings/PluginSettings/PluginSettings";
+import WebSearchInterceptionSettings from "@/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings";
 import SSOModals from "@/components/SSOModals";
 import {
   emptySSOSettingsFormValues,
@@ -408,6 +409,11 @@ const AdminPanel: React.FC<AdminPanelProps> = ({ proxySettings }) => {
       label: "Plugins",
       children: <PluginSettings />,
     },
+    {
+      key: "web-search-interception",
+      label: "Web Search Interception",
+      children: <WebSearchInterceptionSettings />,
+    },
   ];
 
   return (
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
new file mode 100644
index 00000000000..7de84c52310
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
@@ -0,0 +1,23 @@
+import { updateWebSearchInterceptionSettings } from "@/components/networking";
+import { useMutation, useQueryClient } from "@tanstack/react-query";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+const webSearchInterceptionSettingsKeys = createQueryKeys("webSearchInterceptionSettings");
+
+export const useUpdateWebSearchInterceptionSettings = (accessToken: string) => {
+  const queryClient = useQueryClient();
+
+  return useMutation({
+    mutationFn: async (settings: Record<string, any>) => {
+      if (!accessToken) {
+        throw new Error("Access token is required");
+      }
+      return updateWebSearchInterceptionSettings(accessToken, settings);
+    },
+    onSuccess: () => {
+      queryClient.invalidateQueries({
+        queryKey: webSearchInterceptionSettingsKeys.all,
+      });
+    },
+  });
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
new file mode 100644
index 00000000000..4c2b549209c
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
@@ -0,0 +1,17 @@
+import { getWebSearchInterceptionSettings } from "@/components/networking";
+import { useQuery } from "@tanstack/react-query";
+import { createQueryKeys } from "../common/queryKeysFactory";
+import useAuthorized from "../useAuthorized";
+
+const webSearchInterceptionSettingsKeys = createQueryKeys("webSearchInterceptionSettings");
+
+export const useWebSearchInterceptionSettings = () => {
+  const { accessToken } = useAuthorized();
+  return useQuery<Record<string, any>>({
+    queryKey: webSearchInterceptionSettingsKeys.list({}),
+    queryFn: async () => await getWebSearchInterceptionSettings(accessToken),
+    enabled: !!accessToken,
+    staleTime: 60 * 60 * 1000,
+    gcTime: 60 * 60 * 1000,
+  });
+};
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
new file mode 100644
index 00000000000..f28891a5da5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
@@ -0,0 +1,169 @@
+import React from "react";
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen, act } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import WebSearchInterceptionSettings from "./WebSearchInterceptionSettings";
+import { useWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings";
+import { useUpdateWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+vi.mock("@/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings", () => ({
+  useWebSearchInterceptionSettings: vi.fn(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings", () => ({
+  useUpdateWebSearchInterceptionSettings: vi.fn(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
+  default: vi.fn(),
+}));
+
+vi.mock("@/components/networking", () => ({
+  fetchSearchTools: vi.fn().mockResolvedValue({
+    search_tools: [{ search_tool_name: "my-perplexity-search" }, { search_tool_name: "backup-search" }],
+  }),
+}));
+
+const mockMutate = vi.fn();
+
+const ENABLED_PAYLOAD = {
+  enabled: true,
+  enabled_providers: ["bedrock"],
+  search_tool_name: "my-perplexity-search",
+  max_agentic_loops: null,
+};
+
+const storedSettings = {
+  field_schema: {
+    properties: {
+      enabled: { description: "Serve web search tool calls from a configured search tool" },
+    },
+  },
+  values: {
+    enabled: false,
+    enabled_providers: ["bedrock"],
+    search_tool_name: "my-perplexity-search",
+    max_agentic_loops: null,
+  },
+};
+
+async function renderSettings() {
+  const result = render(<WebSearchInterceptionSettings />);
+  await act(async () => {});
+  return result;
+}
+
+describe("WebSearchInterceptionSettings", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    vi.mocked(useAuthorized).mockReturnValue({ accessToken: "test-token" } as any);
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: storedSettings,
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+    vi.mocked(useUpdateWebSearchInterceptionSettings).mockReturnValue({
+      mutate: mockMutate,
+      isPending: false,
+      error: null,
+    } as any);
+  });
+
+  it("renders the settings section", async () => {
+    await renderSettings();
+    expect(screen.getByText("Web Search Interception")).toBeInTheDocument();
+  });
+
+  it("shows a login prompt when there is no access token", () => {
+    vi.mocked(useAuthorized).mockReturnValue({ accessToken: null } as any);
+    render(<WebSearchInterceptionSettings />);
+    expect(screen.getByText(/please log in/i)).toBeInTheDocument();
+  });
+
+  it("hides the settings while loading", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: undefined,
+      isLoading: true,
+      isError: false,
+      error: null,
+    } as any);
+    await renderSettings();
+    expect(screen.queryByText("Enable Web Search Interception")).not.toBeInTheDocument();
+  });
+
+  it("surfaces a load failure", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: undefined,
+      isLoading: false,
+      isError: true,
+      error: new Error("boom"),
+    } as any);
+    await renderSettings();
+    expect(screen.getByText("Could not load web search interception settings")).toBeInTheDocument();
+    expect(screen.getByText("boom")).toBeInTheDocument();
+  });
+
+  it("keeps save disabled until something changes", async () => {
+    const user = userEvent.setup();
+    await renderSettings();
+
+    const save = screen.getByRole("button", { name: /save settings/i });
+    expect(save).toBeDisabled();
+
+    await user.click(save);
+    expect(mockMutate).not.toHaveBeenCalled();
+  });
+
+  it("submits the stored values with the toggled enabled flag", async () => {
+    const user = userEvent.setup();
+    await renderSettings();
+
+    await user.click(screen.getByRole("switch"));
+    await user.click(screen.getByRole("button", { name: /save settings/i }));
+
+    expect(mockMutate).toHaveBeenCalledTimes(1);
+    expect(mockMutate.mock.calls[0][0]).toEqual(ENABLED_PAYLOAD);
+  });
+
+  it("reseeds the form when the stored settings change underneath it", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, max_agentic_loops: 3 } },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+    const { rerender } = await renderSettings();
+    expect(screen.getByRole("spinbutton")).toHaveValue(3);
+
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, max_agentic_loops: 9 } },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+    await act(async () => {
+      rerender(<WebSearchInterceptionSettings />);
+    });
+
+    expect(screen.getByRole("spinbutton")).toHaveValue(9);
+  });
+
+  it("sends null rather than a number when the loop cap is cleared", async () => {
+    const user = userEvent.setup();
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, max_agentic_loops: 5 } },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+    await renderSettings();
+
+    await user.clear(screen.getByRole("spinbutton"));
+    await user.click(screen.getByRole("button", { name: /save settings/i }));
+
+    expect(mockMutate).toHaveBeenCalledTimes(1);
+    expect(mockMutate.mock.calls[0][0].max_agentic_loops).toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
new file mode 100644
index 00000000000..ce2141253ba
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
@@ -0,0 +1,307 @@
+"use client";
+
+import { useWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings";
+import { useUpdateWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { toast } from "@/lib/toast";
+import { Skeleton } from "@/components/ui/skeleton";
+import { CircleHelp, Info, Save } from "lucide-react";
+import { Alert, AlertDescription, AlertTitle } from "@/components/shared/Alert";
+import { useEffect, useState } from "react";
+import { useForm } from "react-hook-form";
+import { FieldGroup } from "@/components/ui/field";
+import { FormField } from "@/components/shared/form/FormField";
+import { MultiSelect } from "@/components/shared/MultiSelect";
+import { SearchSelect } from "@/components/shared/SearchSelect";
+import { Button } from "@/components/ui/button";
+import { Card, CardContent } from "@/components/ui/card";
+import { Input } from "@/components/ui/input";
+import { Switch } from "@/components/ui/switch";
+import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
+import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
+import { Providers, provider_map } from "@/components/provider_info_helpers";
+import { fetchSearchTools } from "@/components/networking";
+
+interface WebSearchInterceptionStoredValues {
+  enabled?: boolean;
+  enabled_providers?: string[];
+  search_tool_name?: string | null;
+  max_agentic_loops?: number | null;
+}
+
+interface WebSearchInterceptionFieldSchema {
+  properties?: {
+    enabled?: { description?: string };
+    enabled_providers?: { description?: string };
+    search_tool_name?: { description?: string };
+    max_agentic_loops?: { description?: string };
+  };
+}
+
+interface WebSearchInterceptionFormValues {
+  enabled: boolean;
+  enabled_providers: string[];
+  search_tool_name: string | null;
+  max_agentic_loops: number | null;
+}
+
+const NO_STORED_VALUES: WebSearchInterceptionStoredValues = {};
+
+const MAX_AGENTIC_LOOPS_MIN = 1;
+
+const PROVIDER_OPTIONS = Object.entries(provider_map)
+  .map(([enumKey, providerValue]) => ({
+    label: Providers[enumKey as keyof typeof Providers] ?? providerValue,
+    value: providerValue,
+  }))
+  .sort((a, b) => a.label.localeCompare(b.label));
+
+const labelWithHint = (label: string, hint: string): React.ReactNode => (
+  <>
+    {label}
+    <Tooltip>
+      <TooltipTrigger render={<CircleHelp className="size-3.5 shrink-0 cursor-help text-muted-foreground" />} />
+      <TooltipContent>{hint}</TooltipContent>
+    </Tooltip>
+  </>
+);
+
+const parseLoops = (raw: string, rawAsNumber: number): number | null =>
+  raw === "" || Number.isNaN(rawAsNumber) ? null : rawAsNumber;
+
+const toFormValues = (values: WebSearchInterceptionStoredValues): WebSearchInterceptionFormValues => ({
+  enabled: values.enabled ?? false,
+  enabled_providers: values.enabled_providers ?? [],
+  search_tool_name: values.search_tool_name ?? null,
+  max_agentic_loops: values.max_agentic_loops ?? null,
+});
+
+const readSearchToolNames = (response: unknown): string[] => {
+  const payload = response as { search_tools?: unknown; data?: unknown } | null;
+  const tools = Array.isArray(payload?.search_tools) ? payload.search_tools : payload?.data;
+  if (!Array.isArray(tools)) {
+    return [];
+  }
+  return tools
+    .map((tool: { search_tool_name?: string }) => tool?.search_tool_name)
+    .filter((name: unknown): name is string => typeof name === "string" && name.length > 0);
+};
+
+const useSearchToolNames = (accessToken: string) => {
+  const [searchTools, setSearchTools] = useState<string[]>([]);
+  const [loadingSearchTools, setLoadingSearchTools] = useState(true);
+
+  useEffect(() => {
+    const loadSearchTools = async () => {
+      if (!accessToken) return;
+      try {
+        setSearchTools(readSearchToolNames(await fetchSearchTools(accessToken)));
+      } catch (loadError) {
+        console.error("Error fetching search tools:", loadError);
+      } finally {
+        setLoadingSearchTools(false);
+      }
+    };
+
+    loadSearchTools();
+  }, [accessToken]);
+
+  return { searchTools, loadingSearchTools };
+};
+
+interface WebSearchInterceptionFormProps {
+  accessToken: string;
+  initial: WebSearchInterceptionFormValues;
+  schema: WebSearchInterceptionFieldSchema | undefined;
+}
+
+function WebSearchInterceptionForm({ accessToken, initial, schema }: WebSearchInterceptionFormProps) {
+  const {
+    mutate: updateSettings,
+    isPending: isUpdating,
+    error: updateError,
+  } = useUpdateWebSearchInterceptionSettings(accessToken);
+  const { searchTools, loadingSearchTools } = useSearchToolNames(accessToken);
+  const form = useForm<WebSearchInterceptionFormValues>({ defaultValues: initial });
+  const isDirty = form.formState.isDirty;
+
+  const handleSave = (formValues: WebSearchInterceptionFormValues) => {
+    updateSettings(formValues, {
+      onSuccess: () => {
+        form.reset(formValues);
+        toast.success("Settings updated successfully. Changes will be applied across all pods within 10 seconds.");
+      },
+      onError: (saveError) => {
+        toast.fromError(saveError);
+      },
+    });
+  };
+
+  return (
+    <>
+      {updateError && (
+        <Alert variant="error" className="mb-4">
+          <AlertTitle>Could not update settings</AlertTitle>
+          {updateError instanceof Error && <AlertDescription>{updateError.message}</AlertDescription>}
+        </Alert>
+      )}
+
+      <TooltipProvider>
+        <form onSubmit={(event) => event.preventDefault()} noValidate>
+          <Card className="mb-4">
+            <CardContent>
+              <FieldGroup>
+                <FormField
+                  control={form.control}
+                  name="enabled"
+                  label={labelWithHint(
+                    "Enable Web Search Interception",
+                    "When enabled, web search tool calls are executed server-side through the selected search tool",
+                  )}
+                  description={schema?.properties?.enabled?.description}
+                >
+                  {({ value, onChange, onBlur, id }) => (
+                    <Switch id={id} checked={value} onCheckedChange={onChange} onBlur={onBlur} disabled={isUpdating} />
+                  )}
+                </FormField>
+
+                <FormField
+                  control={form.control}
+                  name="enabled_providers"
+                  label={labelWithHint(
+                    "Providers",
+                    "Which LLM providers to intercept for. Leave empty to intercept Bedrock only.",
+                  )}
+                  description={schema?.properties?.enabled_providers?.description}
+                >
+                  {({ value, onChange, id }) => (
+                    <MultiSelect
+                      id={id}
+                      options={PROVIDER_OPTIONS}
+                      value={value}
+                      onValueChange={onChange}
+                      placeholder="Select providers (defaults to Bedrock)"
+                      allowCustomValues
+                      disabled={isUpdating}
+                    />
+                  )}
+                </FormField>
+
+                <FormField
+                  control={form.control}
+                  name="search_tool_name"
+                  label={labelWithHint(
+                    "Search Tool",
+                    "Which configured search tool runs the searches. Leave empty to use the first one available.",
+                  )}
+                  description={schema?.properties?.search_tool_name?.description}
+                >
+                  {({ value, onChange, id }) => (
+                    <SearchSelect
+                      inputId={id}
+                      options={searchTools.map((name) => ({ label: name, value: name }))}
+                      value={value}
+                      onValueChange={onChange}
+                      placeholder="Select a search tool (defaults to the first available)"
+                      disabled={isUpdating || loadingSearchTools}
+                    />
+                  )}
+                </FormField>
+
+                <FormField
+                  control={form.control}
+                  name="max_agentic_loops"
+                  label={labelWithHint(
+                    "Max Agentic Loops",
+                    "How many follow-up model calls one intercepted request may chain. Leave empty for the default of 3.",
+                  )}
+                  description={schema?.properties?.max_agentic_loops?.description}
+                >
+                  {({ value, onChange, onBlur, id, ref }) => (
+                    <Input
+                      id={id}
+                      ref={ref}
+                      type="number"
+                      min={MAX_AGENTIC_LOOPS_MIN}
+                      value={value ?? ""}
+                      onChange={(event) => onChange(parseLoops(event.target.value, event.target.valueAsNumber))}
+                      onBlur={onBlur}
+                      disabled={isUpdating}
+                    />
+                  )}
+                </FormField>
+              </FieldGroup>
+            </CardContent>
+          </Card>
+
+          <div className="flex justify-end gap-2">
+            <Button
+              type="button"
+              onClick={() => void form.handleSubmit(handleSave)()}
+              disabled={!isDirty || isUpdating}
+            >
+              {isUpdating ? <UiLoadingSpinner className="size-4" /> : <Save />}
+              Save Settings
+            </Button>
+          </div>
+        </form>
+      </TooltipProvider>
+    </>
+  );
+}
+
+export default function WebSearchInterceptionSettings() {
+  const { accessToken } = useAuthorized();
+  const { data, isLoading, isError, error } = useWebSearchInterceptionSettings();
+
+  if (!accessToken) {
+    return (
+      <div className="p-6 text-center text-muted-foreground">
+        Please log in to configure web search interception settings.
+      </div>
+    );
+  }
+
+  if (isLoading) {
+    return (
+      <div className="flex flex-col gap-3">
+        <Skeleton className="h-4 w-2/5" />
+        <Skeleton className="h-4 w-full" />
+        <Skeleton className="h-4 w-full" />
+        <Skeleton className="h-4 w-3/5" />
+      </div>
+    );
+  }
+
+  if (isError) {
+    return (
+      <Alert variant="error" className="mb-6">
+        <AlertTitle>Could not load web search interception settings</AlertTitle>
+        {error instanceof Error && <AlertDescription>{error.message}</AlertDescription>}
+      </Alert>
+    );
+  }
+
+  const values: WebSearchInterceptionStoredValues = data?.values ?? NO_STORED_VALUES;
+
+  return (
+    <div className="w-full">
+      <Alert variant="info" className="mb-6">
+        <Info />
+        <AlertTitle>Web Search Interception</AlertTitle>
+        <AlertDescription>
+          Serve web search tool calls from a configured search tool instead of passing them upstream, so models without
+          native web search can still answer with fresh results. Click &apos;Save Settings&apos; to apply changes across
+          all pods (takes effect within 10 seconds).
+        </AlertDescription>
+      </Alert>
+
+      <WebSearchInterceptionForm
+        key={JSON.stringify(values)}
+        accessToken={accessToken}
+        initial={toFormValues(values)}
+        schema={data?.field_schema}
+      />
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 80b4a72649d..b82674f42d1 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -3667,6 +3667,25 @@ export const updateMCPSemanticFilterSettings = async (accessToken: string, setti
   }
 };
 
+export const getWebSearchInterceptionSettings = async (accessToken: string) => {
+  try {
+    const data = await apiClient.get(`/get/websearch_interception_settings`, { accessToken });
+    return data;
+  } catch (error) {
+    console.error("Failed to get web search interception settings:", error);
+    throw error;
+  }
+};
+
+export const updateWebSearchInterceptionSettings = async (accessToken: string, settings: Record<string, any>) => {
+  try {
+    return await apiClient.patch(`/update/websearch_interception_settings`, { accessToken, body: settings });
+  } catch (error) {
+    console.error("Failed to update web search interception settings:", error);
+    throw error;
+  }
+};
+
 export const testMCPSemanticFilter = async (accessToken: string, model: string, query: string) => {
   /**
    * Test MCP semantic filter by making a responses API call
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 4fe8bff3da8..051e78975b5 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -5430,6 +5430,28 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/get/websearch_interception_settings": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Websearch Interception Settings
+         * @description Get web search interception configuration.
+         *
+         *     Returns the current settings plus their schema, for the Admin UI to render.
+         */
+        get: operations["get_websearch_interception_settings_get_websearch_interception_settings_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/get_favicon": {
         parameters: {
             query?: never;
@@ -16820,6 +16842,28 @@ export interface paths {
         patch: operations["update_user_banner_update_user_banner_patch"];
         trace?: never;
     };
+    "/update/websearch_interception_settings": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        /**
+         * Update Websearch Interception Settings
+         * @description Update web search interception settings in database.
+         *
+         *     Settings will be picked up by all pods within approximately 10 seconds via background polling.
+         */
+        patch: operations["update_websearch_interception_settings_update_websearch_interception_settings_patch"];
+        trace?: never;
+    };
     "/upload/logo": {
         parameters: {
             query?: never;
@@ -41154,6 +41198,47 @@ export interface components {
             /** Vector Store Name */
             vector_store_name?: string | null;
         };
+        /**
+         * WebSearchInterceptionSettings
+         * @description Configuration for server-side web search interception
+         */
+        WebSearchInterceptionSettings: {
+            /**
+             * Enabled
+             * @description Serve web search tool calls from a configured search tool instead of passing them upstream
+             * @default false
+             */
+            enabled: boolean;
+            /**
+             * Enabled Providers
+             * @description LLM providers to intercept for (e.g. 'bedrock', 'vertex_ai'). Empty intercepts Bedrock only.
+             */
+            enabled_providers?: string[];
+            /**
+             * Max Agentic Loops
+             * @description How many follow-up model calls one intercepted request may chain. Empty applies the default of 3.
+             */
+            max_agentic_loops?: number | null;
+            /**
+             * Search Tool Name
+             * @description Name of the configured search tool to run searches through. Empty uses the first one available.
+             */
+            search_tool_name?: string | null;
+        };
+        /**
+         * WebSearchInterceptionSettingsResponse
+         * @description Response model for web search interception settings
+         */
+        WebSearchInterceptionSettingsResponse: {
+            /** Field Schema */
+            field_schema: {
+                [key: string]: unknown;
+            };
+            /** Values */
+            values: {
+                [key: string]: unknown;
+            };
+        };
         /** WorkerRegistryEntry */
         WorkerRegistryEntry: {
             /** Name */
@@ -49622,6 +49707,26 @@ export interface operations {
             };
         };
     };
+    get_websearch_interception_settings_get_websearch_interception_settings_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["WebSearchInterceptionSettingsResponse"];
+                };
+            };
+        };
+    };
     get_favicon_get_favicon_get: {
         parameters: {
             query?: never;
@@ -62749,6 +62854,39 @@ export interface operations {
             };
         };
     };
+    update_websearch_interception_settings_update_websearch_interception_settings_patch: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody: {
+            content: {
+                "application/json": components["schemas"]["WebSearchInterceptionSettings"];
+            };
+        };
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": unknown;
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     upload_logo_upload_logo_post: {
         parameters: {
             query?: never;

From 03a63db1fded5690687f2fcc24f199e9f3a11df8 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 11:54:57 -0700
Subject: [PATCH 073/162] fix(batches): keep provider timeouts as failed rows
 and move batch rows behind a repository

---
 litellm/proxy/batches_endpoints/endpoints.py  |  2 +
 .../litellm_executed_batches.py               | 73 ++++++-------------
 .../repositories/managed_batch_repository.py  | 48 ++++++++++++
 .../test_litellm_executed_batches.py          | 29 ++++++++
 4 files changed, 100 insertions(+), 52 deletions(-)
 create mode 100644 litellm/repositories/managed_batch_repository.py

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 1284690172a..3f6c9f4d6ed 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -66,6 +66,7 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
 from litellm.proxy.pass_through_endpoints.llm_provider_handlers.batch_attribution import request_tags_from_metadata
 from litellm.proxy.route_llm_request import raise_if_required_body_param_missing
 from litellm.proxy.utils import PrismaClient, ProxyLogging, handle_exception_on_proxy, is_known_model
+from litellm.repositories.managed_batch_repository import ManagedBatchRepository
 from litellm.repositories.table_repositories import ManagedFileRepository
 from litellm.router import Router
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest
@@ -98,6 +99,7 @@ def _litellm_executed_batch_runner(llm_router: Router, proxy_logging_obj: ProxyL
         llm_router=llm_router,
         prisma_client=prisma_client,
         managed_files=managed_files,
+        batches=ManagedBatchRepository(prisma_client),
         proxy_logging_obj=proxy_logging_obj,
         general_settings=general_settings,
     )
diff --git a/litellm/proxy/batches_endpoints/litellm_executed_batches.py b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
index 5a7061d9ab1..67201d99422 100644
--- a/litellm/proxy/batches_endpoints/litellm_executed_batches.py
+++ b/litellm/proxy/batches_endpoints/litellm_executed_batches.py
@@ -31,12 +31,11 @@ from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 from litellm.proxy.openai_files_endpoints.common_utils import LITELLM_EXECUTED_BATCH_ID_PREFIX
 from litellm.proxy.openai_files_endpoints.storage_backend_service import StorageBackendFileService
 from litellm.proxy.utils import PrismaClient, ProxyLogging
-from litellm.repositories.table_repositories import ManagedObjectRepository
+from litellm.repositories.managed_batch_repository import ManagedBatchRepository
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest, OpenAIFileObject, OpenAIFilesPurpose
 from litellm.types.utils import LITELLM_EXECUTED_BATCH_PROVIDERS, ExtractedFileData, LiteLLMBatch, LlmProviders
 
 if TYPE_CHECKING:
-    from prisma import models as prisma_models
     from prisma import types as prisma_types
 
     from litellm.router import Router
@@ -342,10 +341,6 @@ def _status_code_of(error: Exception) -> int:
     return status_code if isinstance(status_code, int) else 500
 
 
-def _batch_of(blob: object) -> LiteLLMBatch:
-    return LiteLLMBatch.model_validate_json(blob) if isinstance(blob, str) else LiteLLMBatch.model_validate(blob)
-
-
 def _error_body(error: Exception) -> _ErrorBody:
     body: Final[_ErrorBody] = {
         "error": {"message": str(error), "type": type(error).__name__, "param": None, "code": None}
@@ -423,6 +418,7 @@ class LiteLLMExecutedBatchRunner:
         llm_router: "Router",
         prisma_client: PrismaClient,
         managed_files: ManagedBatchStore,
+        batches: ManagedBatchRepository,
         proxy_logging_obj: ProxyLogging,
         general_settings: Mapping[str, object],
         concurrency: int = LITELLM_EXECUTED_BATCH_CONCURRENCY,
@@ -434,6 +430,7 @@ class LiteLLMExecutedBatchRunner:
         self.llm_router = llm_router
         self.prisma_client = prisma_client
         self.managed_files = managed_files
+        self.batches = batches
         self.proxy_logging_obj = proxy_logging_obj
         self.general_settings = general_settings
         self.concurrency = concurrency
@@ -502,7 +499,7 @@ class LiteLLMExecutedBatchRunner:
         return batch
 
     async def cancel(self, unified_batch_id: str, user_api_key_dict: UserAPIKeyAuth) -> LiteLLMBatch:
-        current: Final = await self._load_batch(unified_batch_id)
+        current: Final = await self.batches.load_batch(unified_batch_id)
         if current is None:
             raise batch_error(404, f"Batch {unified_batch_id} not found")
         if current.status in TERMINAL_BATCH_STATUSES:
@@ -513,7 +510,7 @@ class LiteLLMExecutedBatchRunner:
             update=MappingProxyType({"status": "cancelling", "cancelling_at": int(time.time())})
         )
         unchanged: Final[prisma_types.LiteLLM_ManagedObjectTableWhereInput] = {"status": current.status}
-        if await self._store_unless_changed(cancelling, unchanged, user_api_key_dict):
+        if await self.batches.compare_and_set(cancelling, unchanged, user_api_key_dict.user_id):
             return cancelling
         return await self.cancel(unified_batch_id, user_api_key_dict)
 
@@ -530,9 +527,9 @@ class LiteLLMExecutedBatchRunner:
             "status": batch.status,
             "updated_at": untouched,
         }
-        if await self._store_unless_changed(failed, still_abandoned, user_api_key_dict):
+        if await self.batches.compare_and_set(failed, still_abandoned, user_api_key_dict.user_id):
             return failed
-        return await self._load_batch(batch.id) or batch
+        return await self.batches.load_batch(batch.id) or batch
 
     def _body_rejection(self, model: str) -> BodyRejection:
         def reject(body: Mapping[str, object]) -> str | None:
@@ -591,14 +588,11 @@ class LiteLLMExecutedBatchRunner:
                 verbose_proxy_logger.warning("LiteLLM-executed batch %s heartbeat failed: %s", run.unified_batch_id, e)
 
     async def _touch(self, run: _BatchRun) -> None:
-        await ManagedObjectRepository(self.prisma_client).table.update_many(
-            where={"unified_object_id": run.unified_batch_id},  # mutable-ok: Prisma filter
-            data={"updated_by": run.user_api_key_dict.user_id},  # mutable-ok: Prisma payload
-        )
+        await self.batches.touch(run.unified_batch_id, run.user_api_key_dict.user_id)
 
     async def _execute(self, run: _BatchRun) -> None:
         await self._advance(run, "in_progress")
-        watch: Final = _StopWatch(lambda: self._load_status(run.unified_batch_id), _CANCEL_POLL_SECONDS)
+        watch: Final = _StopWatch(lambda: self.batches.load_status(run.unified_batch_id), _CANCEL_POLL_SECONDS)
         semaphore: Final = asyncio.Semaphore(self.concurrency)
         results: Final = await asyncio.gather(*(self._run_row(run, line, watch, semaphore) for line in run.lines))
         outcomes: Final = tuple(outcome for outcome in results if outcome is not None)
@@ -634,14 +628,18 @@ class LiteLLMExecutedBatchRunner:
             if remaining <= 0:
                 return ExpiredRow(custom_id=line.custom_id)
             try:
-                body: Final = await asyncio.wait_for(self._dispatch(run, line), timeout=remaining)
+                return await asyncio.wait_for(self._row_outcome(run, line), timeout=remaining)
             except asyncio.TimeoutError:
                 return ExpiredRow(custom_id=line.custom_id)
-            except Exception as e:  # noqa: BLE001  # a provider error becomes the row's error line, never a crashed batch
-                return RowOutcome(
-                    custom_id=line.custom_id, status_code=_status_code_of(e), body=_error_body(e), succeeded=False
-                )
-            return RowOutcome(custom_id=line.custom_id, status_code=200, body=body, succeeded=True)
+
+    async def _row_outcome(self, run: _BatchRun, line: BatchInputLine) -> RowOutcome:
+        try:
+            body: Final = await self._dispatch(run, line)
+        except Exception as e:  # noqa: BLE001  # a provider error becomes the row's error line, never a crashed batch
+            return RowOutcome(
+                custom_id=line.custom_id, status_code=_status_code_of(e), body=_error_body(e), succeeded=False
+            )
+        return RowOutcome(custom_id=line.custom_id, status_code=200, body=body, succeeded=True)
 
     async def _dispatch(self, run: _BatchRun, line: BatchInputLine) -> Mapping[str, object]:
         params: Final = MappingProxyType(
@@ -690,7 +688,7 @@ class LiteLLMExecutedBatchRunner:
     async def _advance(
         self, run: _BatchRun, requested: BatchStatus, fields: Mapping[str, object] = _NO_FIELDS
     ) -> BatchStatus | None:
-        current: Final = await self._load_batch(run.unified_batch_id)
+        current: Final = await self.batches.load_batch(run.unified_batch_id)
         if current is None:
             raise RuntimeError(f"Batch {run.unified_batch_id} is no longer stored")
         if current.status in TERMINAL_BATCH_STATUSES:
@@ -700,39 +698,10 @@ class LiteLLMExecutedBatchRunner:
             update=MappingProxyType({**fields, "status": status, f"{status}_at": int(time.time())})
         )
         unchanged: Final[prisma_types.LiteLLM_ManagedObjectTableWhereInput] = {"status": current.status}
-        if await self._store_unless_changed(updated, unchanged, run.user_api_key_dict):
+        if await self.batches.compare_and_set(updated, unchanged, run.user_api_key_dict.user_id):
             return status
         return await self._advance(run, requested, fields)
 
-    async def _store_unless_changed(
-        self,
-        batch: LiteLLMBatch,
-        guard: "prisma_types.LiteLLM_ManagedObjectTableWhereInput",
-        user_api_key_dict: UserAPIKeyAuth,
-    ) -> bool:
-        updated_rows: Final = await ManagedObjectRepository(self.prisma_client).table.update_many(
-            where={"unified_object_id": batch.id, **guard},  # mutable-ok: Prisma filter
-            data={  # mutable-ok: Prisma payload
-                "file_object": batch.model_dump_json(),
-                "status": batch.status,
-                "updated_by": user_api_key_dict.user_id,
-            },
-        )
-        return updated_rows > 0
-
-    async def _find_row(self, unified_batch_id: str) -> "prisma_models.LiteLLM_ManagedObjectTable | None":
-        return await ManagedObjectRepository(self.prisma_client).table.find_first(
-            where={"unified_object_id": unified_batch_id}  # mutable-ok: Prisma filter
-        )
-
-    async def _load_batch(self, unified_batch_id: str) -> LiteLLMBatch | None:
-        row: Final = await self._find_row(unified_batch_id)
-        return None if row is None or not row.file_object else _batch_of(row.file_object)
-
-    async def _load_status(self, unified_batch_id: str) -> str | None:
-        row: Final = await self._find_row(unified_batch_id)
-        return row.status if row is not None else None
-
 
 def _record_batch_created(model: str, provider: str, user_api_key_dict: UserAPIKeyAuth) -> None:
     prometheus_logger: Final = PrometheusLogger.get_instance()
diff --git a/litellm/repositories/managed_batch_repository.py b/litellm/repositories/managed_batch_repository.py
new file mode 100644
index 00000000000..3f85251fdbd
--- /dev/null
+++ b/litellm/repositories/managed_batch_repository.py
@@ -0,0 +1,48 @@
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Final
+
+from litellm.repositories.table_repositories import PrismaTableRepository
+from litellm.types.utils import LiteLLMBatch
+
+if TYPE_CHECKING:
+    from prisma import models as prisma_models
+
+
+def _batch_of(blob: object) -> LiteLLMBatch:
+    return LiteLLMBatch.model_validate_json(blob) if isinstance(blob, str) else LiteLLMBatch.model_validate(blob)
+
+
+class ManagedBatchRepository(PrismaTableRepository["prisma_models.LiteLLM_ManagedObjectTable"]):
+    table_name = "litellm_managedobjecttable"
+
+    async def load_batch(self, unified_batch_id: str) -> LiteLLMBatch | None:
+        row: Final = await self._find_row(unified_batch_id)
+        return None if row is None or not row.file_object else _batch_of(row.file_object)
+
+    async def load_status(self, unified_batch_id: str) -> str | None:
+        row: Final = await self._find_row(unified_batch_id)
+        return row.status if row is not None else None
+
+    async def compare_and_set(
+        self, batch: LiteLLMBatch, unchanged: Mapping[str, object], updated_by: str | None
+    ) -> bool:
+        updated_rows: Final = await self.table.update_many(
+            where={"unified_object_id": batch.id, **unchanged},  # mutable-ok: prisma filters are plain dicts
+            data={  # mutable-ok: prisma payloads are plain dicts
+                "file_object": batch.model_dump_json(),
+                "status": batch.status,
+                "updated_by": updated_by,
+            },
+        )
+        return updated_rows > 0
+
+    async def touch(self, unified_batch_id: str, updated_by: str | None) -> None:
+        await self.table.update_many(
+            where={"unified_object_id": unified_batch_id},  # mutable-ok: prisma filters are plain dicts
+            data={"updated_by": updated_by},  # mutable-ok: prisma payloads are plain dicts
+        )
+
+    async def _find_row(self, unified_batch_id: str) -> "prisma_models.LiteLLM_ManagedObjectTable | None":
+        return await self.table.find_first(
+            where={"unified_object_id": unified_batch_id}  # mutable-ok: prisma filters are plain dicts
+        )
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
index 860827e8fbd..6f2341a578c 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_litellm_executed_batches.py
@@ -35,6 +35,7 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     is_litellm_executed_batch,
 )
 from litellm.proxy.utils import PrismaClient, ProxyLogging
+from litellm.repositories.managed_batch_repository import ManagedBatchRepository
 from litellm.router import Router
 from litellm.types.llms.openai import LiteLLMBatchCreateRequest, OpenAIFileObject, OpenAIFilesPurpose
 from litellm.types.utils import EmbeddingResponse, LiteLLMBatch, ModelResponse, SpecialEnums
@@ -391,6 +392,7 @@ def make_runner(
         llm_router=cast("Router", router),
         prisma_client=cast("PrismaClient", prisma),
         managed_files=store,
+        batches=ManagedBatchRepository(prisma),
         proxy_logging_obj=MagicMock(spec=ProxyLogging),
         general_settings=general_settings,
         concurrency=concurrency,
@@ -1047,6 +1049,33 @@ async def test_batch_expires_at_the_completion_window_and_keeps_what_finished()
         assert error["code"] == "batch_expired"
 
 
+async def test_a_provider_timeout_fails_its_row_without_expiring_the_batch() -> None:
+    harness = make_runner()
+    reply = chat_response("hi 2")
+
+    def dispatch(messages: Sequence[Mapping[str, str]], **_: object) -> ModelResponse:
+        if messages[0]["content"] == "hi 1":
+            raise asyncio.TimeoutError("the provider took too long")
+        return reply
+
+    harness.router.acompletion.side_effect = dispatch
+    _, finished = await harness.create_and_finish()
+
+    assert finished.status == "completed"
+    assert finished.expired_at is None
+    assert finished.request_counts == BatchRequestCounts(completed=1, failed=1, total=2)
+    assert set(harness.uploads.calls[0].lines()) == {"row-2"}
+    error_lines = harness.uploads.calls[1].lines()
+    assert set(error_lines) == {"row-1"}
+    assert error_lines["row-1"]["error"] is None
+    response = error_lines["row-1"]["response"]
+    assert isinstance(response, dict)
+    assert response["status_code"] == 500
+    assert response["body"] == {
+        "error": {"message": "the provider took too long", "type": "TimeoutError", "param": None, "code": None}
+    }
+
+
 async def test_batch_created_past_its_window_dispatches_nothing() -> None:
     harness = make_runner(completion_window_seconds=0)
     _, finished = await harness.create_and_finish()

From 47d06d9fdd5973ea2e72daec07b1a38bae24b2bd Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 11:56:02 -0700
Subject: [PATCH 074/162] test(unified_google_tests): use the Vertex global
 endpoint and retry 429s with backoff

The google_generate_content_endpoint_testing job went red on main when us-central1 ran out of shared gemini-2.5-flash-lite capacity for a few hours. The suite's proxy config now sends the Vertex deployment to the global endpoint and retries rate limit errors 5 times with exponential backoff, and a regression test pins that the config rides out 3 consecutive 429s
---
 .../google_genai_proxy_test_config.yaml       |  5 ++
 .../test_google_genai_proxy_test_config.py    | 67 +++++++++++++++++++
 2 files changed, 72 insertions(+)
 create mode 100644 tests/unified_google_tests/test_google_genai_proxy_test_config.py

diff --git a/tests/unified_google_tests/google_genai_proxy_test_config.yaml b/tests/unified_google_tests/google_genai_proxy_test_config.yaml
index 9913c05d434..64a83ef3d81 100644
--- a/tests/unified_google_tests/google_genai_proxy_test_config.yaml
+++ b/tests/unified_google_tests/google_genai_proxy_test_config.yaml
@@ -7,6 +7,11 @@ model_list:
   - model_name: vertex-gemini-2.5-flash-lite
     litellm_params:
       model: vertex_ai/gemini-2.5-flash-lite
+      vertex_location: global
+
+router_settings:
+  retry_policy:
+    RateLimitErrorRetries: 5
 
 general_settings:
   master_key: sk-1234
diff --git a/tests/unified_google_tests/test_google_genai_proxy_test_config.py b/tests/unified_google_tests/test_google_genai_proxy_test_config.py
new file mode 100644
index 00000000000..d84eefb406b
--- /dev/null
+++ b/tests/unified_google_tests/test_google_genai_proxy_test_config.py
@@ -0,0 +1,67 @@
+import time
+from pathlib import Path
+from typing import Final, ReadOnly, TypedDict
+
+import httpx
+import pytest
+import respx
+import yaml
+from pydantic import TypeAdapter
+
+import litellm
+from litellm import Router
+
+CONFIG_PATH: Final = Path(__file__).parent / "google_genai_proxy_test_config.yaml"
+GEMINI_HOST: Final = "generativelanguage.googleapis.com"
+GEMINI_GENERATE_CONTENT_PATH: Final = "/v1beta/models/gemini-2.5-flash-lite:generateContent"
+RESOURCE_EXHAUSTED: Final = {
+    "error": {"code": 429, "message": "Resource exhausted. Please try again later.", "status": "RESOURCE_EXHAUSTED"}
+}
+PONG: Final = {
+    "candidates": [{"content": {"role": "model", "parts": [{"text": "pong"}]}, "finishReason": "STOP"}],
+    "usageMetadata": {"promptTokenCount": 8, "candidatesTokenCount": 1, "totalTokenCount": 9},
+}
+CONSECUTIVE_RATE_LIMITS: Final = 3
+MINIMUM_BACKOFF_SECONDS: Final = 0.5 + 1.0 + 2.0
+
+
+class _Deployment(TypedDict):
+    model_name: ReadOnly[str]
+    litellm_params: ReadOnly[dict[str, str]]
+
+
+class _ProxyConfig(TypedDict):
+    model_list: ReadOnly[list[_Deployment]]
+    router_settings: ReadOnly[dict[str, dict[str, int]]]
+
+
+def _router_from_ci_proxy_config() -> Router:
+    config: Final = TypeAdapter(_ProxyConfig).validate_python(yaml.safe_load(CONFIG_PATH.read_text()))
+    gemini_deployments: Final = [
+        {"model_name": deployment["model_name"], "litellm_params": {**deployment["litellm_params"], "api_key": "test"}}
+        for deployment in config["model_list"]
+        if deployment["model_name"] == "gemini-2.5-flash-lite"
+    ]
+    return Router(model_list=gemini_deployments, retry_policy=config["router_settings"]["retry_policy"])
+
+
+@pytest.mark.asyncio
+async def test_ci_proxy_config_rides_out_consecutive_429s_with_backoff(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    route: Final = respx_mock.post(host=GEMINI_HOST, path=GEMINI_GENERATE_CONTENT_PATH).mock(
+        side_effect=[httpx.Response(429, json=RESOURCE_EXHAUSTED)] * CONSECUTIVE_RATE_LIMITS
+        + [httpx.Response(200, json=PONG)]
+    )
+    started: Final = time.monotonic()
+    response: Final = await _router_from_ci_proxy_config().agenerate_content(
+        model="gemini-2.5-flash-lite",
+        contents=[{"role": "user", "parts": [{"text": "Reply with only the single word: pong"}]}],
+    )
+    elapsed: Final = time.monotonic() - started
+
+    assert response.model_dump()["candidates"][0]["content"]["parts"][0]["text"] == "pong"
+    assert route.call_count == CONSECUTIVE_RATE_LIMITS + 1
+    assert elapsed >= MINIMUM_BACKOFF_SECONDS

From 162d6225e065c771d0c30876daf76732df3f4d5f Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 12:06:35 -0700
Subject: [PATCH 075/162] fix(proxy): block project requests when max_budget is
 0

A project max_budget of 0 was treated as unbudgeted by #41354, while key budgets block at 0 and null is the unlimited value. Drop the <= 0 skip so 0 blocks and null stays unlimited
---
 litellm/proxy/auth/auth_checks.py                 |  2 +-
 tests/test_litellm/proxy/auth/test_auth_checks.py | 11 ++++++-----
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 61d2fa572a1..fbcb35d66c9 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -5680,7 +5680,7 @@ async def _project_max_budget_check(
     if project_object.litellm_budget_table is not None:
         max_budget = project_object.litellm_budget_table.max_budget
 
-    if max_budget is None or max_budget <= 0 or not math.isfinite(max_budget):
+    if max_budget is None or not math.isfinite(max_budget):
         return
 
     from litellm.proxy.proxy_server import get_current_spend
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 1ae986db23b..0a6f6d8e69b 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -7572,7 +7572,7 @@ async def test_project_allowlist_enforced_when_key_models_empty():
     assert exc_info.value.code == "403"
 
 
-def _project_with_budget(spend: float, max_budget: float):
+def _project_with_budget(spend: float, max_budget: float | None):
     from litellm.proxy._types import LiteLLM_BudgetTable, LiteLLM_ProjectTableCachedObj
 
     return LiteLLM_ProjectTableCachedObj(
@@ -7592,11 +7592,12 @@ def _project_with_budget(spend: float, max_budget: float):
         pytest.param(4.99, 0.0, 5.0, False, id="counter-under-budget-admits"),
         pytest.param(None, 5.0, 5.0, True, id="no-counter-falls-back-to-persisted-spend"),
         pytest.param(None, 0.0, 5.0, False, id="no-counter-and-no-persisted-spend-admits"),
-        pytest.param(12.5, 12.5, 0.0, False, id="zero-budget-is-unbudgeted"),
-        pytest.param(12.5, 12.5, -1.0, False, id="negative-budget-is-unbudgeted"),
+        pytest.param(None, 0.0, 0.0, True, id="zero-budget-blocks-before-any-spend"),
+        pytest.param(12.5, 12.5, 0.0, True, id="zero-budget-blocks-with-spend"),
+        pytest.param(12.5, 12.5, None, False, id="null-budget-is-unlimited"),
     ],
 )
-async def test_project_max_budget_check_blocks_only_when_live_spend_reaches_a_positive_budget(
+async def test_project_max_budget_check_blocks_when_live_spend_reaches_the_budget(
     counter_spend, db_spend, max_budget, blocks
 ):
     from litellm.caching.dual_cache import DualCache
@@ -7631,7 +7632,7 @@ async def test_project_max_budget_check_blocks_only_when_live_spend_reaches_a_po
 
     assert exc_info.value.entity_type == Litellm_EntityType.PROJECT.value
     assert exc_info.value.entity_id == "p-budget"
-    assert exc_info.value.current_cost == 5.0
+    assert exc_info.value.current_cost == (db_spend if counter_spend is None else counter_spend)
     proxy_logging_obj.budget_alerts.assert_awaited_once()
     assert proxy_logging_obj.budget_alerts.await_args.kwargs["type"] == "project_budget"
 

From 014f5cbf687b9a967bf385aaae722ad4b8d6f0b9 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:07:51 -0700
Subject: [PATCH 076/162] fix(ui): stop the interception panel from disabling a
 config-driven proxy

Self-review found four ways the new settings page could take web search
interception down instead of configuring it.

A proxy that activates interception through litellm_settings.callbacks
stores no enabled flag, so the page reported it as off while it was
serving, and saving anything on that page persisted that answer and the
next poll removed the running callback. Reads now resolve the flag from
the callbacks list, and a stored block without an explicit flag no longer
touches the callback list at all.

An empty provider list is the page's own default, but the handler reads
it as "match no provider" rather than falling back to Bedrock, so
enabling the feature without naming a provider switched it on and
intercepted nothing. The empty list is now dropped so the handler default
applies.

The replacement logger is also built before the old one is removed, so a
loop ceiling the handler refuses no longer leaves the proxy with none and
retrying every poll, and a stored "false" string now reads as off rather
than as a truthy string.
---
 litellm/proxy/proxy_server.py                 | 31 ++++++++---
 .../proxy_setting_endpoints.py                | 32 ++++++++++-
 .../proxy/proxy_server/test_proxy_config.py   | 55 ++++++++++++++++++-
 .../test_proxy_setting_endpoints.py           | 48 ++++++++++++++++
 4 files changed, 157 insertions(+), 9 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 8212fbe392f..3234f6d0a06 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -4787,6 +4787,20 @@ def _swap_in_model_cost_map(new_model_cost_map: dict) -> int:
     return adopt_model_cost_map(new_model_cost_map)
 
 
+def _websearch_handler_params(stored: Mapping[str, object]) -> dict[str, object]:
+    """
+    Translate stored web search interception settings into handler kwargs.
+
+    Drops ``enabled``, which gates the callback rather than configuring it, and
+    drops an empty ``enabled_providers`` so the handler applies its own default
+    instead of matching no provider at all.
+    """
+    params: Final = {key: value for key, value in stored.items() if key != "enabled"}
+    if not params.get("enabled_providers"):
+        params.pop("enabled_providers", None)
+    return params
+
+
 def should_load_db_object(object_type: str | SupportedDBObjectType) -> bool:
     """
     Check if an object type should be loaded from the database based on general_settings.supported_db_objects.
@@ -7803,23 +7817,26 @@ class ProxyConfig:
 
             websearch_config: Final = litellm_settings.get("websearch_interception_params", None)
 
-            # Absent means nobody stored params, so a callbacks-list proxy keeps its callback.
-            if websearch_config is None:
+            if not isinstance(websearch_config, Mapping) or "enabled" not in websearch_config:
                 return
 
-            enabled: Final = bool(websearch_config.get("enabled", True))
+            enabled: Final = bool(coerce_bool(websearch_config["enabled"]))
             registered: Final = bool(
                 litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)
             )
             if self._last_websearch_interception_config == websearch_config and registered == enabled:
                 return
 
+            replacement: Final = (
+                WebSearchInterceptionLogger.from_config_yaml(_websearch_handler_params(websearch_config))
+                if enabled
+                else None
+            )
+
             litellm.logging_callback_manager.remove_callbacks_by_type(litellm.callbacks, WebSearchInterceptionLogger)
 
-            if enabled:
-                litellm.logging_callback_manager.add_litellm_callback(
-                    WebSearchInterceptionLogger.from_config_yaml(websearch_config)
-                )
+            if replacement is not None:
+                litellm.logging_callback_manager.add_litellm_callback(replacement)
                 verbose_proxy_logger.info("Web search interception reinitialized from DB")
             else:
                 verbose_proxy_logger.info("Web search interception disabled")
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index c0b2eb1daa9..0af13fc9304 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -506,6 +506,36 @@ class WebSearchInterceptionSettingsResponse(SettingsResponse):
     """Response model for web search interception settings"""
 
 
+def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str, object]:
+    """
+    Report interception as on when the config file activates it through litellm_settings.callbacks.
+
+    Such a proxy stores no ``enabled`` flag, and reporting the field's own
+    default would tell an admin the feature is off while it is serving, then
+    persist that answer the moment they saved anything on the page.
+    """
+    litellm_settings: Final[Mapping[str, object]] = _as_settings_section(config.get("litellm_settings"))
+    stored: Final[Mapping[str, object]] = _as_settings_section(litellm_settings.get("websearch_interception_params"))
+    if "enabled" in stored:
+        return dict(config)
+
+    callbacks: Final = litellm_settings.get("callbacks")
+    resolved: Final = {
+        **stored,
+        "enabled": isinstance(callbacks, Sequence)
+        and not isinstance(callbacks, (str, bytes))
+        and "websearch_interception" in callbacks,
+    }
+    return {
+        **config,
+        "litellm_settings": {**litellm_settings, "websearch_interception_params": resolved},
+    }
+
+
+def _as_settings_section(value: object) -> Mapping[str, object]:
+    return cast("Mapping[str, object]", value) if isinstance(value, Mapping) else MappingProxyType({})
+
+
 @router.get(
     "/get/allowed_ips",
     tags=["Budget & Spend Tracking"],
@@ -1461,7 +1491,7 @@ async def get_websearch_interception_settings(
     return await _get_settings_with_schema(
         settings_key="websearch_interception_params",
         settings_class=WebSearchInterceptionSettings,
-        config=config,
+        config=_with_websearch_enabled_resolved(config),
     )
 
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 0d9612d2325..13bcfb3d872 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -4558,12 +4558,25 @@ def test_init_websearch_interception_absent_key_leaves_callbacks_untouched(monke
     assert litellm.callbacks == [config_registered]
 
 
-def test_init_websearch_interception_enables_when_enabled_key_missing(monkeypatch):
+def test_init_websearch_interception_without_enabled_key_leaves_callbacks_untouched(monkeypatch):
     logger_cls = _websearch_logger_cls()
+    config_registered = logger_cls(search_tool_name="from-config-yaml")
 
     _run_websearch_init(
         monkeypatch,
         stored_params={"search_tool_name": "stored-tool"},
+        starting_callbacks=[config_registered],
+    )
+
+    assert litellm.callbacks == [config_registered]
+
+
+def test_init_websearch_interception_registers_when_explicitly_enabled(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "search_tool_name": "stored-tool"},
         starting_callbacks=[],
     )
 
@@ -4572,6 +4585,46 @@ def test_init_websearch_interception_enables_when_enabled_key_missing(monkeypatc
     assert registered[0].search_tool_name == "stored-tool"
 
 
+def test_init_websearch_interception_treats_string_false_as_disabled(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    existing = logger_cls(search_tool_name="stored-tool")
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": "false", "search_tool_name": "stored-tool"},
+        starting_callbacks=[existing],
+    )
+
+    assert [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)] == []
+
+
+def test_init_websearch_interception_empty_providers_falls_back_to_handler_default(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "enabled_providers": [], "search_tool_name": "stored-tool"},
+        starting_callbacks=[],
+    )
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert registered[0].enabled_providers == ["bedrock"]
+
+
+def test_init_websearch_interception_keeps_working_callback_when_new_one_cannot_be_built(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    working = logger_cls(search_tool_name="stored-tool", max_agentic_loops=3)
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "search_tool_name": "stored-tool", "max_agentic_loops": 0},
+        starting_callbacks=[working],
+    )
+
+    assert litellm.callbacks == [working]
+
+
 def test_init_websearch_interception_disabled_removes_the_callback(monkeypatch):
     logger_cls = _websearch_logger_cls()
     existing = logger_cls(search_tool_name="stored-tool")
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index b1bf9f71379..448f6bd3405 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3184,6 +3184,54 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert mock_proxy_config["save_call_count"]() == 1
         assert mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] == payload
 
+    def test_get_reports_enabled_when_the_config_file_activates_the_callback(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        mock_proxy_config["config"]["litellm_settings"]["callbacks"] = ["websearch_interception"]
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
+            "enabled_providers": ["bedrock"],
+            "search_tool_name": "my-perplexity-search",
+        }
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"]["enabled"] is True
+
+    def test_get_reports_disabled_when_nothing_activates_the_callback(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        mock_proxy_config["config"]["litellm_settings"].pop("callbacks", None)
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
+            "enabled_providers": ["bedrock"],
+        }
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"]["enabled"] is False
+
+    def test_update_reapplies_settings_to_the_running_proxy(self, mock_proxy_config, monkeypatch):
+        from unittest.mock import AsyncMock
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        reapply = AsyncMock()
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.proxy_config.init_websearch_interception_settings_in_db",
+            reapply,
+        )
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        try:
+            resp = client.patch("/update/websearch_interception_settings", json={"enabled": True})
+        finally:
+            app.dependency_overrides.clear()
+
+        assert resp.status_code == 200, resp.text
+        reapply.assert_awaited_once()
+
     def test_update_rejects_zero_max_agentic_loops(self, mock_proxy_config, monkeypatch):
         monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
         self._override_auth(LitellmUserRoles.PROXY_ADMIN)

From 8f8c2e2fda909b65e41cbcf836f9cca00a306a10 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 19 Sep 2026 19:13:44 +0000
Subject: [PATCH 077/162] ci(e2e): keep the Linear OAuth chat test out of the
 stage-mirror selector

Co-Authored-By: bot_apk <apk@cognition.ai>
---
 .github/e2e-stack/select_tests.py | 1 +
 tests/e2e/CONTRIBUTING.md         | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index a9ca1f88660..183a4208286 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -6,6 +6,7 @@ SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.
 UNSUPPORTED: Final = re.compile(
     r"^tests/e2e/(ui|claude_code|load)/"
     r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
+    r"|^tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
     r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 2adac08329f..99304c50e58 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -105,7 +105,7 @@ A couple of logging destinations are configured on the proxy rather than by the
 
 ### The pull request check
 
-Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite and both JWT suites as canaries, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Keycloak, Jaeger, and TLS cluster-mode Valkey. Realm-only edits also trigger these canaries. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, and `guardrails/test_presidio_masking_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start. The Redis chaos test under `load/` needs a proxy it can pause the Redis of on the same host (`gateway/redis_chaos_ci_config.yml`), which `.github/workflows/test-e2e-redis-chaos.yml` boots, and which the Buildkite `e2e-redis-chaos` step in project-releaser runs co-located with Postgres and Valkey in one pod; it is deselected unless `E2E_REDIS_CHAOS` is set
+Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite and both JWT suites as canaries, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Keycloak, Jaeger, and TLS cluster-mode Valkey. Realm-only edits also trigger these canaries. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, `guardrails/test_presidio_masking_e2e.py`, `mcp/test_mcp_chat_completion_oauth_e2e.py`, and `mcp/test_mcp_oauth_happy_path_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start. The Redis chaos test under `load/` needs a proxy it can pause the Redis of on the same host (`gateway/redis_chaos_ci_config.yml`), which `.github/workflows/test-e2e-redis-chaos.yml` boots, and which the Buildkite `e2e-redis-chaos` step in project-releaser runs co-located with Postgres and Valkey in one pod; it is deselected unless `E2E_REDIS_CHAOS` is set. The two MCP OAuth suites need a saved Linear browser session (`E2E_LINEAR_STORAGE_STATE`) that the stage-mirror stack does not have, and the happy path runs in its own dispatch workflow `.github/workflows/test-mcp-oauth-e2e.yml`
 
 Every selected file must execute at least one passing test in each pass, and any test failure, collection error, or entirely skipped or deselected file fails the check. A file whose tests are all marked skip therefore cannot pass this check, so unskip at least one of them, or add the file to `UNSUPPORTED` in `select_tests.py` with the reason, before changing one. A failed pass stops the run. The public log prints pytest's one-line summary for each pass, including the rerun count, and names each failed or errored test as `classname::name`, so a retried network error or a failing test is visible without the raw output. The final `e2e-changed-tests` job succeeds only when no supported test files changed or the approved run completed all three passes. Fork PRs with selected tests fail this gate until a maintainer brings the reviewed change onto a same-repository branch
 

From e0b6bae5167b9fc2b716ece7116257bca8189b3b Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:14:32 -0700
Subject: [PATCH 078/162] test(mcp): cover scoped execution and OAuth
 credential isolation

---
 tests/integration/_support/mcp.py             | 19 ++--
 tests/integration/contracts.json              |  9 ++
 tests/integration/mcp/README.md               | 28 ++++++
 tests/integration/mcp/test_mcp_lifecycle.py   | 45 ++++++++++
 .../mcp/test_oauth_configuration.py           | 87 ++++++++++++++++++-
 tests/mcp_tests/mcp_e2e_upstream_server.py    | 18 ++--
 6 files changed, 184 insertions(+), 22 deletions(-)
 create mode 100644 tests/integration/mcp/README.md

diff --git a/tests/integration/_support/mcp.py b/tests/integration/_support/mcp.py
index d924ee6dad0..bdf60becbaa 100644
--- a/tests/integration/_support/mcp.py
+++ b/tests/integration/_support/mcp.py
@@ -9,7 +9,7 @@ import httpx
 from integration._support.asgi import asgi_server
 from integration._support.client import Gateway, Scenario
 from integration._support.database import read_rows
-from mcp.server.fastmcp import FastMCP
+from mcp.server.mcpserver import MCPServer
 from mcp.server.transport_security import TransportSecuritySettings
 from mcp_tests.mcp_e2e_upstream_server import add, multiply
 from starlette.requests import Request
@@ -27,12 +27,7 @@ class McpPeer:
 
 @contextmanager
 def mcp_peer() -> Iterator[McpPeer]:
-    service: Final = FastMCP(
-        "integration-math",
-        stateless_http=True,
-        json_response=True,
-        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-    )
+    service: Final = MCPServer("integration-math")
     service.add_tool(add)
     service.add_tool(multiply)
 
@@ -40,7 +35,11 @@ def mcp_peer() -> Iterator[McpPeer]:
     def fail() -> str:
         raise ValueError("synthetic tool failure")
 
-    app: Final = service.streamable_http_app()
+    app: Final = service.streamable_http_app(
+        stateless_http=True,
+        json_response=True,
+        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+    )
     observed: Final[queue.Queue[dict[str, object]]] = queue.Queue()
 
     async def capture(scope: Scope, receive: Receive, send: Send) -> None:
@@ -94,9 +93,7 @@ def tool_names(gateway: Gateway, key: str, identity: str) -> dict[str, str]:
     }
 
 
-def call_tool(
-    gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]
-) -> httpx.Response:
+def call_tool(gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]) -> httpx.Response:
     return gateway.client.post(
         "/mcp-rest/tools/call",
         headers={"x-litellm-api-key": key},
diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index 7472cde99d3..b370b577c9b 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -1320,6 +1320,15 @@
     ],
     "tests/integration/observability/test_guardrail_effects.py::test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls": [
       "other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution": [
+      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
+    ],
+    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[revoke]": [
+      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
+    ],
+    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[expire]": [
+      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
     ]
   },
   "browser": {
diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
new file mode 100644
index 00000000000..870176e8196
--- /dev/null
+++ b/tests/integration/mcp/README.md
@@ -0,0 +1,28 @@
+# MCP security regression coverage
+
+[LIT-4506](https://linear.app/litellm-ai/issue/LIT-4506) tracks ten gateway guards and the later JWT/OAuth acceptance. This inventory distinguishes executable assertions from unresolved coverage. A listed test counts as verified only when its exact commit has an executed, passing result
+
+Run the controlled gateway cases through `python tests/integration/run.py extensions`. They use real HTTP, PostgreSQL, scoped non-master keys and an SDK upstream. The existing runner supplies test entitlement; these tests do not validate licenses or external-provider consent. Canonical nodes and contract IDs live in `../contracts.json`
+
+| Requested guard | Existing or added coverage | Remaining limitation and owner |
+| --- | --- | --- |
+| 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
+| 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
+| 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
+| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies explicit calls to the other, through direct and virtual REST execution | Duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
+| 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
+| 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
+| 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
+| 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
+| 9. Permissions enforced at discovery and execution | Exact key catalog plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
+| 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
+
+## Additional JWT/OAuth acceptance
+
+[LIT-3467 / PR #41909](https://github.com/BerriAI/litellm/pull/41909) owns one shared real login/consent, immediate list/call and cold-restart implementation, with aggregate SSO and explicitly configured per-server JWT variants. Reuse that implementation and its protected login secret; do not create another browser bootstrap here. Credit its exact-commit evidence separately from these controlled credential tests
+
+The two-user/two-server cases here create non-admin users and scoped API keys through management APIs. They store synthetic upstream OAuth credentials through the real credential endpoint and assert the actual bearer at the owned upstream. This deliberately isolates credential lookup, expiry and revocation from consent. No gateway API key may replace the expected upstream token
+
+Gateway JWT precedence, invalid/expired gateway JWTs, inactive-user denial, and their MCP-specific interaction with isolated credential lookup remain unverified by these API-key cases. General JWT unit/API tests are useful existing coverage but do not substitute for those MCP outcomes. Real-provider auth failures should extend LIT-3467's settled helpers; its explicit-header case must not be described as an uninterrupted Authorization-only OAuth flow
+
+[PR #41718 / LIT-7737](https://github.com/BerriAI/litellm/pull/41718) owns dependency and public-client compatibility checks. This suite consumes the merged SDK2 API and keeps the existing dependency constraints. Its result must be reported independently of an installation-matrix pass
diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index fa0ae0ec643..0e29959bac7 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -221,3 +221,48 @@ def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gatew
         control_names = tool_names(gateway, control_key, control_id)
         control = call_tool(gateway, control_key, control_id, control_names["multiply"], {"a": 3, "b": 5})
         assert control.status_code == 200 and control.json()["content"][0]["text"] == "15", control.text
+
+
+@pytest.mark.covers("other.mcp.permissions.same_url_servers_enforce_discovery_and_execution")
+def test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution(gateway: Gateway) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        allowed: Final = register_mcp(scenario, peer, "allowed" + uuid.uuid4().hex)
+        forbidden: Final = register_mcp(scenario, peer, "forbidden" + uuid.uuid4().hex)
+        caller: Final = scenario.key(object_permission={"mcp_servers": [allowed], "mcp_tool_search_enabled": True})
+        control: Final = scenario.key(object_permission={"mcp_servers": [forbidden], "mcp_tool_search_enabled": True})
+        allowed_names: Final = tool_names(gateway, caller, allowed)
+        forbidden_names: Final = tool_names(gateway, control, forbidden)
+        catalog: Final = gateway.request("GET", "/mcp-rest/tools/list", key=caller)
+        assert catalog.status_code == 200, catalog.text
+        assert {tool["mcp_info"]["server_id"] for tool in catalog.json()["tools"]} == {allowed}
+        assert {tool["name"] for tool in catalog.json()["tools"]} == set(allowed_names.values())
+        for virtual in (False, True):
+            for server_id, names, key, expected in (
+                (allowed, allowed_names, caller, 200),
+                (forbidden, forbidden_names, caller, 403),
+                (forbidden, forbidden_names, control, 200),
+            ):
+                peer.drain()
+                response: Final = gateway.request(
+                    "POST",
+                    "/mcp-rest/tools/call",
+                    {
+                        "server_id": server_id,
+                        "name": "mcp_tool_call" if virtual else names["add"],
+                        "arguments": (
+                            {"tool_name": names["add"], "arguments": {"a": 3, "b": 5}} if virtual else {"a": 3, "b": 5}
+                        ),
+                    },
+                    key=key,
+                )
+                assert response.status_code == expected, response.text
+                calls: Final = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
+                if expected == 403:
+                    assert "access" in response.text.lower(), response.text
+                    assert calls == (), "a denied server must not execute through either route"
+                else:
+                    assert response.json()["isError"] is False, response.text
+                    assert response.json()["content"][0]["text"] == "8", response.text
+                    assert len(calls) == 1
+                    assert calls[0]["body"]["params"]["name"] == "add"
+                    assert calls[0]["body"]["params"]["arguments"] == {"a": 3, "b": 5}
diff --git a/tests/integration/mcp/test_oauth_configuration.py b/tests/integration/mcp/test_oauth_configuration.py
index 45d407f2423..fbef9e8fed9 100644
--- a/tests/integration/mcp/test_oauth_configuration.py
+++ b/tests/integration/mcp/test_oauth_configuration.py
@@ -2,14 +2,14 @@ import json
 import queue
 import uuid
 from urllib.parse import parse_qs, urlsplit
-from typing import Final
+from typing import Final, Literal
 from pathlib import Path
 
 import pytest
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
-from integration._support.mcp import McpPeer, register_mcp
+from integration._support.mcp import McpPeer, call_tool, mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -102,3 +102,86 @@ def test_partial_discovery_and_unrelated_edit_keep_actual_authorization_destinat
                     "PUT", "/v1/mcp/server", {"server_id": identity, "server_name": alias + "renamed"}
                 )
                 assert updated.status_code == 202, updated.text
+
+
+@pytest.mark.covers("other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server")
+@pytest.mark.parametrize("transition", ("revoke", "expire"))
+def test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server(
+    gateway: Gateway,
+    transition: Literal["revoke", "expire"],
+) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        servers: Final = tuple(
+            register_mcp(
+                scenario,
+                peer,
+                "oauth" + uuid.uuid4().hex,
+                auth_type="oauth2",
+                oauth2_flow="authorization_code",
+                authorization_url=peer.url + "/authorize",
+                token_url=peer.url + "/token",
+                credentials={"client_id": "synthetic-oauth-client"},
+            )
+            for _ in range(2)
+        )
+        users: Final = tuple(scenario.user(user_role="internal_user") for _ in range(2))
+        keys: Final = tuple(
+            scenario.key(user_id=user, object_permission={"mcp_servers": list(servers)}) for user in users
+        )
+        for user_index, key in enumerate(keys):
+            for server_index, server_id in enumerate(servers):
+                stored: Final = gateway.request(
+                    "POST",
+                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                    {"access_token": f"synthetic-user-{user_index}-server-{server_index}", "expires_in": 3600},
+                    key=key,
+                )
+                assert stored.status_code == 200 and stored.json()["has_credential"] is True, stored.text
+                scenario.cleanups.callback(
+                    gateway.request,
+                    "DELETE",
+                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                    key=key,
+                )
+        names: Final = tuple(tool_names(gateway, keys[0], server) for server in servers)
+        for generation in range(2):
+            for user_index, key in enumerate(keys):
+                for server_index, server_id in enumerate(servers):
+                    peer.drain()
+                    discovery: Final = gateway.request(
+                        "GET",
+                        "/mcp-rest/tools/list",
+                        key=key,
+                        params={"server_id": server_id},
+                    )
+                    call: Final = call_tool(gateway, key, server_id, names[server_index]["add"], {"a": 3, "b": 5})
+                    observed: Final = peer.drain()
+                    if generation == 1 and user_index == 0 and server_index == 0:
+                        for rejected in (discovery, call):
+                            assert rejected.status_code == 401, rejected.text
+                            assert "uthorization required" in rejected.text, rejected.text
+                        assert observed == (), "unusable credentials must not fall back to another user or server"
+                    else:
+                        assert discovery.status_code == 200, discovery.text
+                        assert {tool["name"] for tool in discovery.json()["tools"]} == set(names[server_index].values())
+                        assert call.status_code == 200 and call.json()["isError"] is False, call.text
+                        assert call.json()["content"][0]["text"] == "8", call.text
+                        calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
+                        assert len(calls) == 1
+                        expected: Final = f"Bearer synthetic-user-{user_index}-server-{server_index}".encode()
+                        assert calls[0]["headers"][b"authorization"] == expected
+                        assert all(item["headers"].get(b"authorization") == expected for item in observed)
+            if generation == 0:
+                changed: Final = gateway.request(
+                    "DELETE" if transition == "revoke" else "POST",
+                    f"/v1/mcp/server/{servers[0]}/oauth-user-credential",
+                    None
+                    if transition == "revoke"
+                    else {
+                        "access_token": "synthetic-expired-user-0-server-0",
+                        "expires_in": -60,
+                    },
+                    key=keys[0],
+                )
+                assert changed.status_code == 200, changed.text
+                assert changed.json()["has_credential"] is (transition == "expire"), changed.text
diff --git a/tests/mcp_tests/mcp_e2e_upstream_server.py b/tests/mcp_tests/mcp_e2e_upstream_server.py
index 28fb0846481..3361163badf 100644
--- a/tests/mcp_tests/mcp_e2e_upstream_server.py
+++ b/tests/mcp_tests/mcp_e2e_upstream_server.py
@@ -1,6 +1,6 @@
 """Deterministic upstream MCP server for the mcp e2e suite.
 
-A tiny FastMCP server exposing `add` and `multiply` over streamable-http so the
+A tiny MCP server exposing `add` and `multiply` over streamable-http so the
 suite has a self-hosted, offline upstream to register and exercise. DNS-rebinding
 protection is turned off because the litellm container reaches this over the
 compose network by service name (`mcp-upstream:8090`), not localhost, and the
@@ -9,15 +9,10 @@ stack is an isolated throwaway. Bind host/port come from MCP_HOST/MCP_PORT.
 
 import os
 
-from mcp.server.fastmcp import FastMCP
+from mcp.server.mcpserver import MCPServer
 from mcp.server.transport_security import TransportSecuritySettings
 
-mcp: FastMCP = FastMCP(
-    "e2e-math",
-    host=os.getenv("MCP_HOST", "0.0.0.0"),
-    port=int(os.getenv("MCP_PORT", "8090")),
-    transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-)
+mcp: MCPServer = MCPServer("e2e-math")
 
 
 @mcp.tool()
@@ -33,7 +28,12 @@ def multiply(a: int, b: int) -> int:
 
 
 def main() -> None:
-    mcp.run(transport="streamable-http")
+    mcp.run(
+        transport="streamable-http",
+        host=os.getenv("MCP_HOST", "0.0.0.0"),
+        port=int(os.getenv("MCP_PORT", "8090")),
+        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+    )
 
 
 if __name__ == "__main__":

From a7870a902a281e61a4842dbc4bd079fd621a21cf Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:15:34 -0700
Subject: [PATCH 079/162] test(unified_google_tests): import ReadOnly from
 typing_extensions and cover the Vertex global endpoint

The first commit imported ReadOnly from typing, which only exists on Python 3.13 and up. CircleCI runs this suite on 3.12, so the module failed at import and the job stopped at collection before any of its tests ran. ReadOnly and TypedDict now come from typing_extensions, like the rest of the repo

A new test resolves the Vertex deployment's location from the suite's config with VERTEXAI_LOCATION set to a region, and fails if the vertex_location line is removed

The expected minimum backoff is now derived from litellm's INITIAL_RETRY_DELAY and MAX_RETRY_DELAY, so the test holds when those are overridden through the environment
---
 .../test_google_genai_proxy_test_config.py    | 50 +++++++++++++++----
 1 file changed, 40 insertions(+), 10 deletions(-)

diff --git a/tests/unified_google_tests/test_google_genai_proxy_test_config.py b/tests/unified_google_tests/test_google_genai_proxy_test_config.py
index d84eefb406b..694ec336bac 100644
--- a/tests/unified_google_tests/test_google_genai_proxy_test_config.py
+++ b/tests/unified_google_tests/test_google_genai_proxy_test_config.py
@@ -1,19 +1,26 @@
 import time
 from pathlib import Path
-from typing import Final, ReadOnly, TypedDict
+from typing import Final
 
 import httpx
 import pytest
 import respx
 import yaml
 from pydantic import TypeAdapter
+from typing_extensions import ReadOnly, TypedDict
 
 import litellm
 from litellm import Router
+from litellm.constants import INITIAL_RETRY_DELAY, MAX_RETRY_DELAY
+from litellm.llms.vertex_ai.common_utils import get_vertex_base_url
+from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
 
 CONFIG_PATH: Final = Path(__file__).parent / "google_genai_proxy_test_config.yaml"
+GEMINI_DEPLOYMENT: Final = "gemini-2.5-flash-lite"
+VERTEX_DEPLOYMENT: Final = "vertex-gemini-2.5-flash-lite"
 GEMINI_HOST: Final = "generativelanguage.googleapis.com"
 GEMINI_GENERATE_CONTENT_PATH: Final = "/v1beta/models/gemini-2.5-flash-lite:generateContent"
+VERTEX_GLOBAL_BASE_URL: Final = "https://aiplatform.googleapis.com"
 RESOURCE_EXHAUSTED: Final = {
     "error": {"code": 429, "message": "Resource exhausted. Please try again later.", "status": "RESOURCE_EXHAUSTED"}
 }
@@ -22,7 +29,9 @@ PONG: Final = {
     "usageMetadata": {"promptTokenCount": 8, "candidatesTokenCount": 1, "totalTokenCount": 9},
 }
 CONSECUTIVE_RATE_LIMITS: Final = 3
-MINIMUM_BACKOFF_SECONDS: Final = 0.5 + 1.0 + 2.0
+MINIMUM_BACKOFF_SECONDS: Final = sum(
+    min(INITIAL_RETRY_DELAY * 2**attempt, MAX_RETRY_DELAY) for attempt in range(CONSECUTIVE_RATE_LIMITS)
+)
 
 
 class _Deployment(TypedDict):
@@ -35,14 +44,35 @@ class _ProxyConfig(TypedDict):
     router_settings: ReadOnly[dict[str, dict[str, int]]]
 
 
+def _ci_proxy_config() -> _ProxyConfig:
+    return TypeAdapter(_ProxyConfig).validate_python(yaml.safe_load(CONFIG_PATH.read_text()))
+
+
+def _litellm_params(config: _ProxyConfig, model_name: str) -> dict[str, str]:
+    return next(
+        deployment["litellm_params"] for deployment in config["model_list"] if deployment["model_name"] == model_name
+    )
+
+
 def _router_from_ci_proxy_config() -> Router:
-    config: Final = TypeAdapter(_ProxyConfig).validate_python(yaml.safe_load(CONFIG_PATH.read_text()))
-    gemini_deployments: Final = [
-        {"model_name": deployment["model_name"], "litellm_params": {**deployment["litellm_params"], "api_key": "test"}}
-        for deployment in config["model_list"]
-        if deployment["model_name"] == "gemini-2.5-flash-lite"
-    ]
-    return Router(model_list=gemini_deployments, retry_policy=config["router_settings"]["retry_policy"])
+    config: Final = _ci_proxy_config()
+    return Router(
+        model_list=[
+            {
+                "model_name": GEMINI_DEPLOYMENT,
+                "litellm_params": {**_litellm_params(config, GEMINI_DEPLOYMENT), "api_key": "test"},
+            }
+        ],
+        retry_policy=config["router_settings"]["retry_policy"],
+    )
+
+
+def test_ci_proxy_config_sends_vertex_calls_to_the_global_endpoint(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("VERTEXAI_LOCATION", "us-east5")
+    location: Final = VertexBase.safe_get_vertex_ai_location(_litellm_params(_ci_proxy_config(), VERTEX_DEPLOYMENT))
+
+    assert location == "global"
+    assert get_vertex_base_url(location) == VERTEX_GLOBAL_BASE_URL
 
 
 @pytest.mark.asyncio
@@ -57,7 +87,7 @@ async def test_ci_proxy_config_rides_out_consecutive_429s_with_backoff(
     )
     started: Final = time.monotonic()
     response: Final = await _router_from_ci_proxy_config().agenerate_content(
-        model="gemini-2.5-flash-lite",
+        model=GEMINI_DEPLOYMENT,
         contents=[{"role": "user", "parts": [{"text": "Reply with only the single word: pong"}]}],
     )
     elapsed: Final = time.monotonic() - started

From 3dff41f3696e7b62207e5e41cac72df9aef80f89 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:17:20 -0700
Subject: [PATCH 080/162] fix(proxy): close the config-ownership gaps QA found
 in the settings store

- apply_db_row only clears runtime values for keys the row actually changed, so an env-resolved DB-owned setting survives a reload
- DELETE /config/field/delete refuses a key the config file owns instead of silently rewriting the row
- GET /config/field/info reports the declared value of a config-owned key, not the env-resolved secret
- SettingsStore gains a short-circuiting __bool__ so truthiness checks stop at the first key
- _initialize_jwt_auth resolves os.environ refs into a local mapping instead of mutating the shared general_settings dict
- rejected_writes compares against the resolved value, matching what __setitem__ accepts
- a stored value identical to the config template is no longer reported as shadowed
- the enterprise email-settings and coordination-redis writers go through reject_config_owned_writes
---
 .../send_emails/endpoints.py                  |  9 ++
 .../proxy/config_resolvers/settings_store.py  | 21 +++-
 .../coordination_redis_endpoints.py           |  5 +
 litellm/proxy/proxy_server.py                 | 31 ++++--
 .../send_emails/test_endpoints.py             | 71 ++++++++++++++
 .../config_resolvers/test_settings_store.py   | 90 +++++++++++++++++
 .../test_coordination_redis_endpoints.py      | 61 ++++++++++++
 tests/test_litellm/proxy/test_proxy_server.py | 96 +++++++++++++++++++
 8 files changed, 373 insertions(+), 11 deletions(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/endpoints.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/endpoints.py
index 61681c27ee9..1ab173a915a 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/endpoints.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/endpoints.py
@@ -60,6 +60,11 @@ async def _get_email_settings(prisma_client) -> Dict[str, bool]:
 
 async def _save_email_settings(prisma_client, settings: Dict[str, bool]):
     """Helper function to save email settings to general_settings in db"""
+    from litellm.proxy.proxy_server import proxy_config
+
+    proxy_config.reject_config_owned_writes(
+        section_name="general_settings", changed_keys={"email_settings": settings}
+    )
     try:
         verbose_proxy_logger.debug(
             f"Saving email settings to general_settings: {settings}"
@@ -168,6 +173,8 @@ async def update_event_settings(
         await _save_email_settings(prisma_client, settings_dict)
 
         return {"message": "Email event settings updated successfully"}
+    except HTTPException:
+        raise
     except Exception as e:
         verbose_proxy_logger.exception(f"Error updating email settings: {str(e)}")
         raise HTTPException(status_code=500, detail=str(e))
@@ -197,6 +204,8 @@ async def reset_event_settings(
         await _save_email_settings(prisma_client, default_settings)
 
         return {"message": "Email event settings reset to defaults"}
+    except HTTPException:
+        raise
     except Exception as e:
         verbose_proxy_logger.exception(f"Error resetting email settings: {str(e)}")
         raise HTTPException(status_code=500, detail=str(e))
diff --git a/litellm/proxy/config_resolvers/settings_store.py b/litellm/proxy/config_resolvers/settings_store.py
index 90f1da76bf6..291000b3b6a 100644
--- a/litellm/proxy/config_resolvers/settings_store.py
+++ b/litellm/proxy/config_resolvers/settings_store.py
@@ -60,9 +60,7 @@ class SettingsStore(MutableMapping[str, JsonValue]):
 
     def rejected_writes(self, incoming: Mapping[str, JsonValue]) -> tuple[str, ...]:
         return tuple(
-            sorted(
-                key for key, value in incoming.items() if self.owned_by_config(key) and value != self._yaml_values[key]
-            )
+            sorted(key for key, value in incoming.items() if self.owned_by_config(key) and value != self.get(key))
         )
 
     def shadowed_db_keys(self) -> tuple[str, ...]:
@@ -74,8 +72,13 @@ class SettingsStore(MutableMapping[str, JsonValue]):
 
     def apply_db_row(self, row: DbRow, db_row: Mapping[str, JsonValue]) -> None:
         previous_row: Final = self._database_rows.get(row, _EMPTY_VALUES)
+        changed: Final = frozenset(
+            key
+            for key in (*previous_row, *db_row)
+            if previous_row.get(key, ABSENT) != db_row.get(key, ABSENT)  # pyright: ignore[reportUnknownArgumentType]  # JsonValue vs Absent compare
+        )
         self._database_rows = MappingProxyType({**self._database_rows, row: MappingProxyType(dict(db_row))})
-        self._clear_runtime_keys(frozenset((*previous_row, *db_row)))
+        self._clear_runtime_keys(changed)
 
     def resolved(self) -> Mapping[str, JsonValue]:
         return MappingProxyType(dict(self))
@@ -130,6 +133,9 @@ class SettingsStore(MutableMapping[str, JsonValue]):
     def __len__(self) -> int:
         return sum(1 for _ in self)
 
+    def __bool__(self) -> bool:
+        return any(True for _ in self)
+
     def _clear_runtime(self) -> None:
         self._runtime_values = _EMPTY_VALUES
         self._deleted_runtime_keys = frozenset()
@@ -160,7 +166,12 @@ class SettingsStore(MutableMapping[str, JsonValue]):
 
     def _db_value_is_shadowed(self, key: str) -> bool:
         db_value: Final = self._db_value(key)
-        return not isinstance(db_value, Absent) and db_value is not None and db_value != self.get(key)
+        return (
+            not isinstance(db_value, Absent)
+            and db_value is not None
+            and db_value != self.get(key)
+            and db_value != self.config_value(key)
+        )
 
     def _resolution_for(self, key: str) -> Resolved:
         yaml_value: Final[SettingValue] = self._yaml_values.get(key, ABSENT)
diff --git a/litellm/proxy/management_endpoints/coordination_redis_endpoints.py b/litellm/proxy/management_endpoints/coordination_redis_endpoints.py
index 8e64e1ea651..c59ee92f073 100644
--- a/litellm/proxy/management_endpoints/coordination_redis_endpoints.py
+++ b/litellm/proxy/management_endpoints/coordination_redis_endpoints.py
@@ -364,6 +364,11 @@ async def update_coordination_redis_settings(
     settings: Final = _merge_over_saved(request.settings, saved_settings or {})
     _validated_params(settings)
 
+    from litellm.proxy.proxy_server import proxy_config
+
+    proxy_config.reject_config_owned_writes(
+        section_name=_GENERAL_SETTINGS_PARAM_NAME, changed_keys={_COORDINATION_REDIS_KEY: settings}
+    )
     general_settings: Final = await _read_general_settings()
     before_settings: Final = general_settings.get(_COORDINATION_REDIS_KEY)
     action: Final[AUDIT_ACTIONS] = "updated" if isinstance(before_settings, dict) else "created"
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 3c7d06268ad..37c5ff2907e 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -5117,6 +5117,15 @@ class ProxyConfig:
             store.apply_db_row(cast(DbRow, section_name), wrote_section)
         await invalidate_config_param(section_name)
 
+    def reject_config_owned_deletes(self, *, section_name: str, keys: tuple[str, ...]) -> None:
+        """Refuse a delete of a setting the config file owns; unlike a write, the value never makes it allowed."""
+        store: Final = self._settings_stores.get(cast(Section, section_name))
+        if store is None:
+            return
+        owned: Final = tuple(sorted(key for key in keys if store.owned_by_config(key)))
+        if owned:
+            self._raise_config_owned(section_name=section_name, rejected=owned, store=store)
+
     def reject_config_owned_writes(self, *, section_name: str, changed_keys: Mapping[str, JsonValue]) -> None:
         """Refuse a write to a setting the config file owns, rather than storing a value that never applies."""
         store: Final = self._settings_stores.get(cast(Section, section_name))
@@ -5125,6 +5134,9 @@ class ProxyConfig:
         rejected: Final = store.rejected_writes(changed_keys)
         if not rejected:
             return
+        self._raise_config_owned(section_name=section_name, rejected=rejected, store=store)
+
+    def _raise_config_owned(self, *, section_name: str, rejected: tuple[str, ...], store: SettingsStore) -> None:
         subject: Final = (
             f"key '{rejected[0]}' is" if len(rejected) == 1 else f"keys {', '.join(repr(key) for key in rejected)} are"
         )
@@ -9684,10 +9696,12 @@ class ProxyStartupEvent:
         user_api_key_cache: UserApiKeyCache,
     ):
         """Initialize JWT auth on startup"""
-        if general_settings.get("litellm_jwtauth", None) is not None:
-            for k, v in general_settings["litellm_jwtauth"].items():
-                if isinstance(v, str) and v.startswith("os.environ/"):
-                    general_settings["litellm_jwtauth"][k] = get_secret(v)
+        declared_jwtauth: Final = general_settings.get("litellm_jwtauth", None)
+        if declared_jwtauth is not None:
+            resolved_jwtauth: Final = {
+                key: (get_secret(value) if isinstance(value, str) and value.startswith("os.environ/") else value)
+                for key, value in declared_jwtauth.items()
+            }
             # ``user_config_file_path`` is set by ``ProxyConfig._get_config_from_file``
             # during startup. Threading it through lets an operator-
             # configured ``custom_validate: s3://...`` resolve through
@@ -9695,7 +9709,7 @@ class ProxyStartupEvent:
             # file context) hit the gate and refuse remote loads.
             litellm_jwtauth = LiteLLM_JWTAuth(
                 config_file_path=user_config_file_path,
-                **general_settings["litellm_jwtauth"],
+                **resolved_jwtauth,
             )
         else:
             litellm_jwtauth = LiteLLM_JWTAuth()
@@ -17665,9 +17679,12 @@ async def get_config_general_settings(
             detail={"error": f"Field name={field_name} is not set"},
         )
 
+    declared: Final = (
+        settings.config_value(field_name) if settings.owned_by_config(field_name) else settings[field_name]
+    )
     field_value = _redact_general_setting_value(
         field_name,
-        settings[field_name],
+        declared,
         user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN,
     )
     if field_name == "plugins" and isinstance(field_value, list):
@@ -18041,6 +18058,8 @@ async def delete_config_general_settings(
             detail={"error": f"Invalid field={data.field_name} passed in."},
         )
 
+    proxy_config.reject_config_owned_deletes(section_name="general_settings", keys=(data.field_name,))
+
     ## get general settings from db
     db_general_settings: Final[_ConfigParamRow | None] = await _config_param_table(prisma_client).find_first(
         where={"param_name": "general_settings"}
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
index f0e1461c616..1e7492726ed 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
@@ -260,3 +260,74 @@ async def test_endpoint_with_no_prisma_client(mock_user_api_key_auth):
         with pytest.raises(HTTPException) as exc_info:
             await reset_event_settings(user_api_key_dict=mock_user_api_key_auth)
         assert exc_info.value.status_code == 500
+
+
+def _prisma_recording_upserts(upserts):
+    client = mock.MagicMock()
+
+    async def find_unique(*args, **kwargs):
+        return None
+
+    async def upsert(*args, **kwargs):
+        upserts.append(kwargs)
+        return None
+
+    client.db.litellm_config.find_unique = find_unique
+    client.db.litellm_config.upsert = upsert
+    return client
+
+
+def _proxy_config_owning(general_settings):
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    proxy_config = ProxyConfig()
+    proxy_config._load_yaml_settings_stores({"general_settings": general_settings})
+    return proxy_config
+
+
+@pytest.mark.asyncio
+async def test_save_email_settings_refuses_a_config_owned_email_settings():
+    upserts = []
+    client = _prisma_recording_upserts(upserts)
+    proxy_config = _proxy_config_owning({"email_settings": {EmailEvent.new_user_invitation.value: True}})
+
+    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+        with pytest.raises(HTTPException) as refused:
+            await _save_email_settings(client, {EmailEvent.new_user_invitation.value: False})
+
+    assert refused.value.status_code == 400
+    assert refused.value.detail["keys"] == ["email_settings"]
+    assert upserts == []
+
+
+@pytest.mark.asyncio
+async def test_update_event_settings_surfaces_the_config_owned_refusal(mock_user_api_key_auth):
+    upserts = []
+    client = _prisma_recording_upserts(upserts)
+    proxy_config = _proxy_config_owning({"email_settings": {EmailEvent.virtual_key_created.value: False}})
+    request = EmailEventSettingsUpdateRequest(
+        settings=[EmailEventSettings(event=EmailEvent.virtual_key_created, enabled=True)]
+    )
+
+    with mock.patch("litellm.proxy.proxy_server.prisma_client", client):
+        with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+            with pytest.raises(HTTPException) as refused:
+                await update_event_settings(request=request, user_api_key_dict=mock_user_api_key_auth)
+
+    assert refused.value.status_code == 400
+    assert refused.value.detail["keys"] == ["email_settings"]
+    assert upserts == []
+
+
+@pytest.mark.asyncio
+async def test_save_email_settings_still_writes_when_the_config_file_is_silent():
+    upserts = []
+    client = _prisma_recording_upserts(upserts)
+    proxy_config = _proxy_config_owning({})
+
+    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+        await _save_email_settings(client, {EmailEvent.new_user_invitation.value: False})
+
+    assert len(upserts) == 1
+    written = json.loads(upserts[0]["data"]["create"]["param_value"])
+    assert written["email_settings"] == {EmailEvent.new_user_invitation.value: False}
diff --git a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
index daf6609325e..c3e30341993 100644
--- a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
+++ b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
@@ -359,3 +359,93 @@ def test_settings_store_refusal_stays_quiet_about_the_database_when_nothing_is_s
     assert refused.value.shadows_db_value is False
     assert "stored in the database" not in str(refused.value)
     assert "config file" in str(refused.value)
+
+
+def test_settings_store_keeps_a_resolved_runtime_value_when_a_db_row_repeats_it() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/HDR"})
+
+    assert store["litellm_key_header_name"] == "X-Resolved-Header"
+
+
+def test_settings_store_drops_a_resolved_runtime_value_when_a_db_row_changes_it() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/OTHER"})
+
+    assert store["litellm_key_header_name"] == "os.environ/OTHER"
+
+
+def test_settings_store_accepts_the_writes_it_does_not_report_as_rejected() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.load_yaml({"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+    incoming: Final[dict[str, JsonValue]] = {"litellm_key_header_name": "X-Resolved-Header"}
+
+    assert store.rejected_writes(incoming) == ()
+    store["litellm_key_header_name"] = "X-Resolved-Header"
+    assert store["litellm_key_header_name"] == "X-Resolved-Header"
+
+
+def test_settings_store_reports_a_rejected_write_the_store_itself_refuses() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.load_yaml({"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+
+    assert store.rejected_writes({"litellm_key_header_name": "X-Other-Header"}) == ("litellm_key_header_name",)
+    with pytest.raises(ConfigOwnedKeyError):
+        store["litellm_key_header_name"] = "X-Other-Header"
+
+
+def test_settings_store_reports_no_shadowing_when_the_database_repeats_the_config_template() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.load_yaml({"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+
+    assert store.shadowed_db_keys() == ()
+    assert store.shadows_db_value("litellm_key_header_name") is False
+
+
+def test_settings_store_still_reports_shadowing_when_the_database_holds_another_template() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.load_yaml({"litellm_key_header_name": "os.environ/HDR"})
+    store.apply_db_row("general_settings", {"litellm_key_header_name": "os.environ/OTHER"})
+    store.apply_runtime_values({"litellm_key_header_name": "X-Resolved-Header"})
+
+    assert store.shadowed_db_keys() == ("litellm_key_header_name",)
+
+
+def test_settings_store_truthiness_stops_at_the_first_key() -> None:
+    store: Final = SettingsStore("general_settings")
+    store.load_yaml({f"key_{index}": index for index in range(25)})
+    resolutions: Final[list[str]] = []
+    original: Final = SettingsStore._resolution_for
+
+    def counted(self: SettingsStore, key: str):  # type: ignore[no-untyped-def]
+        resolutions.append(key)
+        return original(self, key)
+
+    with patch.object(SettingsStore, "_resolution_for", counted):
+        assert bool(store) is True
+        truthiness_resolutions: Final = len(resolutions)
+        resolutions.clear()
+        assert len(store) == 25
+
+    assert len(resolutions) == 25
+    assert truthiness_resolutions <= 1
+
+
+def test_settings_store_truthiness_matches_emptiness() -> None:
+    store: Final = SettingsStore("general_settings")
+
+    assert bool(store) is False
+    store["max_parallel_requests"] = 3
+    assert bool(store) is True
+    del store["max_parallel_requests"]
+    assert bool(store) is False
diff --git a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
index 4481a87c9e7..dc703640768 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
@@ -616,3 +616,64 @@ async def test_connection_test_rejects_proxy_admin_viewer():
             user_api_key_dict=UserAPIKeyAuth(api_key="hashed", user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY),
         )
     assert exc_info.value.status_code == 403
+
+
+def _real_proxy_config(file_general_settings: dict) -> "object":
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    proxy_config = ProxyConfig()
+    proxy_config._load_yaml_settings_stores({"general_settings": file_general_settings})
+    proxy_config.get_config_state = MagicMock(  # type: ignore[method-assign]
+        return_value={"general_settings": file_general_settings}
+    )
+    return proxy_config
+
+
+@pytest.mark.asyncio
+async def test_update_refuses_a_config_owned_coordination_redis_block(monkeypatch):
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    mock_prisma = _prisma_with_general_settings({"master_key": "sk-1234"})
+    from_file = {"coordination_redis": {"host": "yaml-redis.example.com", "port": 6379}}
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config(from_file)),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+    ):
+        with pytest.raises(HTTPException) as refused:
+            await update_coordination_redis_settings(
+                request=CoordinationRedisSettingsRequest(settings={"host": "db-redis.example.com", "port": 6380}),
+                user_api_key_dict=_admin_auth(),
+                litellm_changed_by=None,
+            )
+
+    assert refused.value.status_code == 400
+    assert refused.value.detail["keys"] == ["coordination_redis"]
+    mock_prisma.db.litellm_config.upsert.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_update_still_persists_when_the_config_file_declares_no_block(monkeypatch):
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    mock_prisma = _prisma_with_general_settings({"master_key": "sk-1234"})
+
+    async def _capture_invalidate(param_name: str) -> None:
+        return None
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config({"master_key": "sk-1234"})),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=_capture_invalidate,
+        ),
+    ):
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(settings={"host": "db-redis.example.com", "port": 6380}),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+
+    persisted = json.loads(mock_prisma.db.litellm_config.upsert.call_args.kwargs["data"]["update"]["param_value"])
+    assert persisted["coordination_redis"] == {"host": "db-redis.example.com", "port": 6380}
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 935cc6ad8b7..08a4621de24 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -14737,3 +14737,99 @@ async def test_auth_cache_invalidation_subscriber_evicts_byok_credentials_cached
         byok_credential_cache.flush_cache()
 
     assert evicted, "the subscriber does not evict the BYOK credential cache on a peer worker's broadcast"
+
+
+@pytest.mark.asyncio
+async def test_delete_config_general_settings_refuses_a_key_the_config_file_owns(monkeypatch):
+    from litellm.proxy._types import ConfigFieldDelete
+    from litellm.proxy.proxy_server import ProxyConfig, delete_config_general_settings
+
+    pc = ProxyConfig()
+    pc._load_yaml_settings_stores({"general_settings": {"max_request_size_mb": 42}})
+    monkeypatch.setattr(proxy_server_module, "proxy_config", pc)
+    monkeypatch.setattr(proxy_server_module, "prisma_client", _fake_prisma_with_config({"max_request_size_mb": 99}))
+
+    admin = UserAPIKeyAuth(api_key="hashed-admin", user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+    with pytest.raises(HTTPException) as refused:
+        await delete_config_general_settings(
+            data=ConfigFieldDelete(field_name="max_request_size_mb", config_type="general_settings"),
+            user_api_key_dict=admin,
+        )
+
+    assert refused.value.status_code == 400
+    assert refused.value.detail["keys"] == ["max_request_size_mb"]
+    assert "config file" in refused.value.detail["error"]
+    assert pc.settings["max_request_size_mb"] == 42
+
+
+@pytest.mark.asyncio
+async def test_delete_config_general_settings_still_removes_a_key_the_database_owns(monkeypatch):
+    from litellm.proxy._types import ConfigFieldDelete
+    from litellm.proxy.proxy_server import ProxyConfig, delete_config_general_settings
+
+    pc = ProxyConfig()
+    pc._load_yaml_settings_stores({"general_settings": {}})
+    pc.settings.apply_db_row("general_settings", {"max_request_size_mb": 42})
+    monkeypatch.setattr(proxy_server_module, "proxy_config", pc)
+    monkeypatch.setattr(proxy_server_module, "prisma_client", _fake_prisma_with_config({"max_request_size_mb": 42}))
+
+    admin = UserAPIKeyAuth(api_key="hashed-admin", user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+    await delete_config_general_settings(
+        data=ConfigFieldDelete(field_name="max_request_size_mb", config_type="general_settings"),
+        user_api_key_dict=admin,
+    )
+
+    assert "max_request_size_mb" not in pc.settings
+
+
+@pytest.mark.asyncio
+async def test_config_field_info_reports_the_declared_value_of_a_config_owned_secret(monkeypatch):
+    from litellm.proxy.proxy_server import ProxyConfig, get_config_general_settings
+
+    pc = ProxyConfig()
+    pc._load_yaml_settings_stores({"general_settings": {"master_key": "os.environ/PROXY_MASTER_KEY"}})
+    pc.settings.apply_runtime_values({"master_key": "sk-resolved-secret"})
+    monkeypatch.setattr(proxy_server_module, "proxy_config", pc)
+    monkeypatch.setattr(proxy_server_module, "prisma_client", _fake_prisma_with_config({}))
+
+    admin = UserAPIKeyAuth(api_key="hashed-admin", user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+    info = await get_config_general_settings(field_name="master_key", user_api_key_dict=admin)
+
+    assert info.field_value == "os.environ/PROXY_MASTER_KEY"
+    assert info.source == "config"
+    assert info.editable is False
+
+
+@pytest.mark.asyncio
+async def test_config_field_info_still_reports_a_database_owned_value(monkeypatch):
+    from litellm.proxy.proxy_server import ProxyConfig, get_config_general_settings
+
+    pc = ProxyConfig()
+    pc._load_yaml_settings_stores({"general_settings": {}})
+    pc.settings.apply_db_row("general_settings", {"max_request_size_mb": 42})
+    monkeypatch.setattr(proxy_server_module, "proxy_config", pc)
+    monkeypatch.setattr(proxy_server_module, "prisma_client", _fake_prisma_with_config({"max_request_size_mb": 42}))
+
+    admin = UserAPIKeyAuth(api_key="hashed-admin", user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+    info = await get_config_general_settings(field_name="max_request_size_mb", user_api_key_dict=admin)
+
+    assert info.field_value == 42
+    assert info.source == "db"
+
+
+@pytest.mark.asyncio
+async def test_initialize_jwt_auth_leaves_the_declared_jwtauth_mapping_unresolved(monkeypatch):
+    from litellm.proxy.proxy_server import ProxyStartupEvent
+
+    declared = {"public_key_ttl": "600", "team_id_jwt_field": "os.environ/JWT_TEAM_FIELD"}
+    general_settings = {"litellm_jwtauth": declared}
+    monkeypatch.setattr(proxy_server_module, "get_secret", lambda value: "resolved-team-field")
+
+    ProxyStartupEvent._initialize_jwt_auth(
+        general_settings=general_settings,
+        prisma_client=None,
+        user_api_key_cache=DualCache(),
+    )
+
+    assert declared["team_id_jwt_field"] == "os.environ/JWT_TEAM_FIELD"
+    assert proxy_server_module.jwt_handler.litellm_jwtauth.team_id_jwt_field == "resolved-team-field"

From 4e8a4d4b6184a7338429ce8abfbb30ba737e13e0 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:17:51 -0700
Subject: [PATCH 081/162] test(e2e): restore existing OAuth chat test to
 baseline

---
 .github/e2e-stack/select_tests.py                   |  1 -
 tests/e2e/CONTRIBUTING.md                           |  2 +-
 tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py | 13 ++++++-------
 3 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index 183a4208286..a9ca1f88660 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -6,7 +6,6 @@ SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.
 UNSUPPORTED: Final = re.compile(
     r"^tests/e2e/(ui|claude_code|load)/"
     r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
-    r"|^tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
     r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 99304c50e58..2adac08329f 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -105,7 +105,7 @@ A couple of logging destinations are configured on the proxy rather than by the
 
 ### The pull request check
 
-Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite and both JWT suites as canaries, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Keycloak, Jaeger, and TLS cluster-mode Valkey. Realm-only edits also trigger these canaries. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, `guardrails/test_presidio_masking_e2e.py`, `mcp/test_mcp_chat_completion_oauth_e2e.py`, and `mcp/test_mcp_oauth_happy_path_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start. The Redis chaos test under `load/` needs a proxy it can pause the Redis of on the same host (`gateway/redis_chaos_ci_config.yml`), which `.github/workflows/test-e2e-redis-chaos.yml` boots, and which the Buildkite `e2e-redis-chaos` step in project-releaser runs co-located with Postgres and Valkey in one pod; it is deselected unless `E2E_REDIS_CHAOS` is set. The two MCP OAuth suites need a saved Linear browser session (`E2E_LINEAR_STORAGE_STATE`) that the stage-mirror stack does not have, and the happy path runs in its own dispatch workflow `.github/workflows/test-mcp-oauth-e2e.yml`
+Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite and both JWT suites as canaries, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Keycloak, Jaeger, and TLS cluster-mode Valkey. Realm-only edits also trigger these canaries. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, and `guardrails/test_presidio_masking_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start. The Redis chaos test under `load/` needs a proxy it can pause the Redis of on the same host (`gateway/redis_chaos_ci_config.yml`), which `.github/workflows/test-e2e-redis-chaos.yml` boots, and which the Buildkite `e2e-redis-chaos` step in project-releaser runs co-located with Postgres and Valkey in one pod; it is deselected unless `E2E_REDIS_CHAOS` is set
 
 Every selected file must execute at least one passing test in each pass, and any test failure, collection error, or entirely skipped or deselected file fails the check. A file whose tests are all marked skip therefore cannot pass this check, so unskip at least one of them, or add the file to `UNSUPPORTED` in `select_tests.py` with the reason, before changing one. A failed pass stops the run. The public log prints pytest's one-line summary for each pass, including the rerun count, and names each failed or errored test as `classname::name`, so a retried network error or a failing test is visible without the raw output. The final `e2e-changed-tests` job succeeds only when no supported test files changed or the approved run completed all three passes. Fork PRs with selected tests fail this gate until a maintainer brings the reviewed change onto a same-repository branch
 
diff --git a/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py b/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
index 086ec929a17..01e94f7b86f 100644
--- a/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
+++ b/tests/e2e/mcp/test_mcp_chat_completion_oauth_e2e.py
@@ -27,13 +27,8 @@ from __future__ import annotations
 import os
 
 import pytest
-from e2e_config import (
-    CHEAP_ANTHROPIC_MODEL,
-    LINEAR_MCP_URL,
-    LINEAR_READONLY_TOOL,
-    LINEAR_STORAGE_STATE,
-    unique_marker,
-)
+
+from e2e_config import CHEAP_ANTHROPIC_MODEL, LINEAR_MCP_URL, LINEAR_STORAGE_STATE, unique_marker
 from e2e_http import AuthHeaders
 from lifecycle import ResourceManager
 from models import ChatBody, ChatMessage, KeyGenerateBody, McpChatTool, McpServerCreateBody, ObjectPermission
@@ -55,6 +50,10 @@ pytestmark = [
     ),
 ]
 
+# Pinned from a live dance during verification (never guessed); the gateway
+# prefixes every upstream tool name with the server alias. list_teams is a
+# read-only Linear tool that takes no arguments and returns the caller's teams.
+LINEAR_READONLY_TOOL = "list_teams"
 LINEAR_PROMPT = "Use the list_teams tool to list my Linear teams, then reply with the name of one of them."
 
 

From dde73968cf6b0aa01e6fb0248c6622bc28548da0 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 19 Sep 2026 12:19:43 -0700
Subject: [PATCH 082/162] fix(auto-router): show heuristic v2 score estimates
 in routing details

---
 .../complexity_router/complexity_router.py    |  21 ++-
 litellm/types/utils.py                        |   9 ++
 .../router_strategy/test_complexity_router.py | 140 +++++++++++++++++-
 .../RoutingDecisionCard.test.tsx              |  83 ++++++++++-
 .../LogDetailsDrawer/RoutingDecisionCard.tsx  |  27 ++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  14 ++
 6 files changed, 289 insertions(+), 5 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index c29f3b3a542..a3d6ccbd437 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -75,6 +75,7 @@ from litellm.types.utils import (
     AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
     ModelResponse,
     RoutingDecisionCause,
+    StandardLoggingHeuristicV2Forecast,
     StandardLoggingRoutingDecision,
     StandardLoggingRoutingDecisionTierBoundaries,
 )
@@ -1043,6 +1044,7 @@ class ClassificationOutcome(NamedTuple):
     capability_forecast: CapabilityClassifierForecast | None = None
     llm_v2_forecast: LLMV2Decision | None = None
     jev_verdict: JevVerdict | None = None
+    heuristic_v2_forecast: StandardLoggingHeuristicV2Forecast | None = None
 
 
 def _with_signal(outcome: ClassificationOutcome, signal: str | None) -> ClassificationOutcome:
@@ -1075,6 +1077,8 @@ def _with_classifier_forecast(
     decision: StandardLoggingRoutingDecision, outcome: ClassificationOutcome
 ) -> StandardLoggingRoutingDecision:
     """Attach validated forecasts and their applied policy to the routing decision."""
+    if outcome.heuristic_v2_forecast is not None:
+        return {**decision, "heuristic_v2_forecast": outcome.heuristic_v2_forecast}
     if outcome.jev_verdict is not None:
         forecasted_decision: Final[StandardLoggingRoutingDecision] = {
             **decision,
@@ -1772,6 +1776,7 @@ class ComplexityRouter(CustomLogger):
         conversation_continuing: bool = True,
         tier_litellm_params: Mapping[str, object] | None = None,
         context_escalation_original_tier: ComplexityTier | str | None = None,
+        heuristic_v2_forecast: StandardLoggingHeuristicV2Forecast | None = None,
     ) -> StandardLoggingRoutingDecision:
         """Assemble the per-request provenance record for this router's decision.
 
@@ -1831,7 +1836,9 @@ class ComplexityRouter(CustomLogger):
             masked_tier_litellm_params: Final = mask_credentials_in_payload(tier_litellm_params)
             if isinstance(masked_tier_litellm_params, Mapping):
                 decision["tier_litellm_params"] = masked_tier_litellm_params
-        return decision
+        return (
+            decision if heuristic_v2_forecast is None else {**decision, "heuristic_v2_forecast": heuristic_v2_forecast}
+        )
 
     async def aclassify(
         self,
@@ -1888,6 +1895,15 @@ class ComplexityRouter(CustomLogger):
             score=None,
             signals=(f"request-type:{request_type.value}", *probability_signals),
             cause="heuristic_v2",
+            heuristic_v2_forecast=StandardLoggingHeuristicV2Forecast(
+                probabilities={
+                    candidate.value: prediction.probabilities[index]
+                    for index, candidate in enumerate(TIER_SEVERITY_ORDER, start=1)
+                },
+                threshold=predictor.routing_threshold,
+                predicted_tier=tier.value,
+                request_type=request_type.value,
+            ),
         )
 
     async def _classify_heuristic_first(
@@ -3553,6 +3569,7 @@ class ComplexityRouter(CustomLogger):
             context_escalation_original_tier=(
                 decision.get("context_escalation_original_tier") if decision is not None else None
             ),
+            heuristic_v2_forecast=decision.get("heuristic_v2_forecast") if decision is not None else None,
         )
         from litellm.types.router import PreRoutingHookResponse as HookResponse
 
@@ -3732,6 +3749,7 @@ class ComplexityRouter(CustomLogger):
                         conversation_continuing=bool(decision.get("conversation_continuing", True)),
                         tier_litellm_params=self._litellm_params_for_model(candidate_tier, new_model),
                         context_escalation_original_tier=decision.get("context_escalation_original_tier"),
+                        heuristic_v2_forecast=decision.get("heuristic_v2_forecast"),
                     )
                     return response.model_copy(
                         update={  # mutable-ok: model_copy types update as a plain dict
@@ -3776,6 +3794,7 @@ class ComplexityRouter(CustomLogger):
             conversation_continuing=bool(decision.get("conversation_continuing", True)),
             tier_litellm_params=self._litellm_params_for_model(None, default_model),
             context_escalation_original_tier=decision.get("context_escalation_original_tier"),
+            heuristic_v2_forecast=decision.get("heuristic_v2_forecast"),
         )
         return response.model_copy(
             update={  # mutable-ok: model_copy types update as a plain dict
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index d416e2af33a..da11feff61f 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2974,6 +2974,13 @@ LLM_AS_A_JUDGE_GUARDRAIL_CALL_ORIGIN: Final[InternalCallOrigin] = "llm_as_a_judg
 BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN: Final[InternalCallOrigin] = "background_response_cost_poll"
 
 
+class StandardLoggingHeuristicV2Forecast(TypedDict):
+    probabilities: ReadOnly[Mapping[str, float]]
+    threshold: ReadOnly[float]
+    predicted_tier: ReadOnly[str]
+    request_type: ReadOnly[str]
+
+
 class StandardLoggingRoutingDecision(TypedDict, total=False):
     """Per-request provenance for a pre-routing strategy (auto-router) decision."""
 
@@ -2992,6 +2999,7 @@ class StandardLoggingRoutingDecision(TypedDict, total=False):
     classifier_cost: float
     classifier_probabilities: ReadOnly[Mapping[str, float]]
     classifier_confidence: ReadOnly[float]
+    heuristic_v2_forecast: ReadOnly[StandardLoggingHeuristicV2Forecast]
     classifier_crux: str  # writable-ok: added only when a capability verdict is available
     classifier_primary_rule: str  # writable-ok: added only when a capability verdict is available
     classifier_capability_boundary: str  # writable-ok: added only when a capability verdict is available
@@ -3037,6 +3045,7 @@ DERIVED_ROUTING_DECISION_FIELDS: Final[frozenset[str]] = frozenset(
         "classifier_cost",
         "classifier_probabilities",
         "classifier_confidence",
+        "heuristic_v2_forecast",
         "classifier_primary_rule",
         "classifier_capability_boundary",
         "classifier_p_solve",
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 9b25c869f1c..c0fdcb7c64f 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -3721,7 +3721,11 @@ class TestLLMClassifier:
         assert outcome.score is not None
 
     @pytest.mark.asyncio
-    async def test_heuristic_v2_routes_directly_to_predicted_builtin_tier(self, mock_router_instance):
+    @pytest.mark.parametrize("redact", (False, True))
+    async def test_heuristic_v2_routes_directly_to_predicted_builtin_tier(
+        self, mock_router_instance: MagicMock, redact: bool, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.setattr(litellm, "turn_off_message_logging", redact)
         router = ComplexityRouter(
             model_name="tier-router",
             litellm_router_instance=mock_router_instance,
@@ -3754,6 +3758,21 @@ class TestLLMClassifier:
             "tier-probability:complex=0.892157",
             "tier-probability:reasoning=0.980392",
         ]
+        redacted: Final = Router._redact_prompt_text_if_needed(
+            request_kwargs={}, routing_decision=response.routing_decision
+        )
+        assert ("signals" in redacted) is not redact
+        assert redacted["heuristic_v2_forecast"] == {
+            "probabilities": {
+                "SIMPLE": 11 / 102,
+                "MEDIUM": 21 / 102,
+                "COMPLEX": 91 / 102,
+                "REASONING": 100 / 102,
+            },
+            "threshold": 0.8,
+            "predicted_tier": "COMPLEX",
+            "request_type": "general",
+        }
 
     def test_heuristic_v2_needs_no_classifier_model(self):
         config = ComplexityRouterConfig(classifier_type="heuristic_v2")
@@ -8879,13 +8898,29 @@ class TestRoutingDecisionSurvivesToSpendLogOnEveryMetadataShape:
         ],
     )
     @pytest.mark.asyncio
-    async def test_decision_reaches_the_spend_log_payload(self, request_kwargs, expected_bucket):
+    @pytest.mark.parametrize("classifier_type", ("heuristic", "heuristic_v2"))
+    async def test_decision_reaches_the_spend_log_payload(self, request_kwargs, expected_bucket, classifier_type):
         import datetime
         import json
 
         from litellm.proxy.spend_tracking.spend_tracking_utils import get_logging_payload
 
-        router = Router(model_list=self.MODEL_LIST)
+        model_list: Final = [
+            {
+                **row,
+                "litellm_params": {
+                    **row["litellm_params"],
+                    "complexity_router_config": {
+                        **row["litellm_params"]["complexity_router_config"],
+                        "classifier_type": classifier_type,
+                    },
+                },
+            }
+            if row["model_name"] == "smart-router"
+            else row
+            for row in self.MODEL_LIST
+        ]
+        router = Router(model_list=model_list)
         response = await router.async_pre_routing_hook(
             model="smart-router",
             request_kwargs=request_kwargs,
@@ -8915,6 +8950,15 @@ class TestRoutingDecisionSurvivesToSpendLogOnEveryMetadataShape:
         persisted = json.loads(payload["metadata"])["routing_decision"]
         assert persisted is not None, f"routing_decision dropped for {expected_bucket}"
         assert persisted["router_model_name"] == "smart-router"
+        if classifier_type == "heuristic_v2":
+            assert persisted["heuristic_v2_forecast"] == request_kwargs[expected_bucket]["routing_decision"][
+                "heuristic_v2_forecast"
+            ]
+            assert set(persisted["heuristic_v2_forecast"]["probabilities"]) == {
+                "SIMPLE", "MEDIUM", "COMPLEX", "REASONING"
+            }
+        else:
+            assert "heuristic_v2_forecast" not in persisted
 
 
 class TestRoutingDecisionIsPerAttempt:
@@ -14104,6 +14148,33 @@ class TestModalityRouting:
     BASE_TIERS = {"SIMPLE": "text-cheap", "MEDIUM": "vision-mid", "COMPLEX": "vision-big"}
     BASE_VISION = {"text-cheap": False, "vision-mid": True, "vision-big": True, "vision-default": True}
 
+    @pytest.mark.asyncio
+    async def test_modality_escalation_preserves_the_original_heuristic_v2_forecast(
+        self, mock_router_instance: MagicMock
+    ) -> None:
+        router: Final = self._router(
+            mock_router_instance,
+            {
+                "classifier_type": "heuristic_v2",
+                "heuristic_v2_artifact": _heuristic_v2_artifact(),
+                "tiers": {"COMPLEX": "text-cheap", "REASONING": "vision-big"},
+                "modality_routing": True,
+            },
+            self.BASE_VISION,
+        )
+        original: Final = await router.aclassify("What color is this?")
+        result: Final = await router.async_pre_routing_hook(
+            model="m", request_kwargs={}, messages=self.IMAGE_MESSAGE
+        )
+
+        assert original.heuristic_v2_forecast is not None
+        assert result is not None and result.routing_decision is not None
+        assert result.model == "vision-big"
+        assert result.routing_decision["cause"] == "modality_escalation"
+        assert result.routing_decision["tier"] == "REASONING"
+        assert result.routing_decision["heuristic_v2_forecast"] == original.heuristic_v2_forecast
+        assert result.routing_decision["heuristic_v2_forecast"]["predicted_tier"] == "COMPLEX"
+
     @staticmethod
     def _router(mock_router_instance, config, vision_by_model):
         """vision_by_model: model name -> True/False (deployment model_info) or None (undeclared)."""
@@ -14479,6 +14550,69 @@ class TestModalityRouting:
 
 @pytest.mark.usefixtures("local_model_cost_map")
 class TestHealthFallbackDispatch:
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("peer", (True, False), ids=("peer_failover", "default_fallback"))
+    async def test_health_rewrites_preserve_the_original_heuristic_v2_forecast(self, peer: bool) -> None:
+        router: Final = self._router(
+            config={
+                "classifier_type": "heuristic_v2",
+                "heuristic_v2_artifact": _heuristic_v2_artifact(),
+                "tiers": {"COMPLEX": ["primary", "peer"] if peer else "primary"},
+            }
+        )
+
+        def select_primary(models: Sequence[str]) -> str:
+            return max(models)
+
+        with patch(  # test-quality-ok: force initial classification onto the failing group in a mixed tier pool
+            "litellm.router_strategy.complexity_router.complexity_router.random.choice",
+            side_effect=select_primary,
+        ):
+            original: Final = await router.async_pre_routing_hook(
+                model="health-router", request_kwargs={}, messages=[{"role": "user", "content": "Hello!"}]
+            )
+            self._unavailable(router, "primary-id", "cooldown")
+            result: Final = await router.async_pre_routing_hook(
+                model="health-router", request_kwargs={}, messages=[{"role": "user", "content": "Hello!"}]
+            )
+
+        assert original is not None and original.routing_decision is not None
+        assert original.model == "primary"
+        assert original.routing_decision["cause"] == "heuristic_v2"
+        assert result is not None and result.routing_decision is not None
+        assert result.model == ("peer" if peer else "fallback")
+        assert result.routing_decision["cause"] == ("health_failover" if peer else "health_default_fallback")
+        assert result.routing_decision["heuristic_v2_forecast"] == original.routing_decision["heuristic_v2_forecast"]
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("pinned", (False, True), ids=("keyword_bypass", "session_pin"))
+    async def test_heuristic_v2_bypasses_have_no_fabricated_forecast(self, pinned: bool) -> None:
+        router: Final = self._router(
+            session=pinned,
+            config={
+                "classifier_type": "heuristic_v2",
+                "heuristic_v2_artifact": _heuristic_v2_artifact(),
+                "tiers": {"COMPLEX": "primary"},
+                "keyword_tier_rules": [{"keywords": ["quick lookup"], "tier": "COMPLEX"}],
+            },
+        )
+        original: Final = await router.async_pre_routing_hook(
+            model="health-router",
+            request_kwargs={"metadata": {"session_id": "v2-forecast"}},
+            messages=[{"role": "user", "content": "Hello!"}],
+        )
+        result: Final = await router.async_pre_routing_hook(
+            model="health-router",
+            request_kwargs={"metadata": {"session_id": "v2-forecast"}},
+            messages=[{"role": "user", "content": "quick lookup"}],
+        )
+
+        assert original is not None and original.routing_decision is not None
+        assert "heuristic_v2_forecast" in original.routing_decision
+        assert result is not None and result.routing_decision is not None
+        assert result.routing_decision["cause"] == ("session_affinity_pin" if pinned else "literal_keyword_match")
+        assert "heuristic_v2_forecast" not in result.routing_decision
+
     @pytest.fixture(autouse=True)
     def httpx_transport(self, monkeypatch: pytest.MonkeyPatch) -> None:
         monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
index fd1777f802c..811b444a2f2 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
@@ -1,8 +1,14 @@
 import React from "react";
 import { render, screen } from "@testing-library/react";
-import { describe, it, expect } from "vitest";
+import { describe, it, expect, vi } from "vitest";
 import { RoutingDecisionCard, type RoutingDecision } from "./RoutingDecisionCard";
 
+vi.mock("@/components/ui/badge", () => ({
+  Badge: ({ children }: { children: React.ReactNode }) => <span>{children}</span>,
+}));
+
+vi.mock("lucide-react", () => ({ Waypoints: () => null }));
+
 const heuristic: RoutingDecision = {
   router_model_name: "smart-router",
   router_type: "complexity",
@@ -14,6 +20,13 @@ const heuristic: RoutingDecision = {
   tier_boundaries: { simple_medium: 0.15, medium_complex: 0.35, complex_reasoning: 0.6 },
 };
 
+const forecast = {
+  probabilities: { MEDIUM: 0.69321, SIMPLE: 0, COMPLEX: 0.81234, REASONING: 0.92345 },
+  threshold: 0.69,
+  predicted_tier: "MEDIUM",
+  request_type: "code_generation",
+};
+
 describe("RoutingDecisionCard", () => {
   it("renders nothing when the request carried no routing decision", () => {
     const { container } = render(<RoutingDecisionCard decision={undefined} />);
@@ -30,8 +43,76 @@ describe("RoutingDecisionCard", () => {
     expect(screen.getByText("(at or above 0.6, REASONING)")).toBeInTheDocument();
     expect(screen.getByText("claude-sonnet")).toBeInTheDocument();
     expect(screen.getByText("long (900 tokens)")).toBeInTheDocument();
+    expect(screen.queryByText("Heuristic v2 estimates")).not.toBeInTheDocument();
   });
 
+  it("shows recorded v2 success estimates, including zero, when signals were redacted", () => {
+    render(
+      <RoutingDecisionCard
+        decision={{
+          cause: "heuristic_v2",
+          tier: "MEDIUM",
+          tier_label: "Balanced",
+          heuristic_v2_forecast: forecast,
+        }}
+      />,
+    );
+
+    expect(screen.getByText("Heuristic v2 estimates")).toBeInTheDocument();
+    expect(screen.getByText("Success by tier")).toBeInTheDocument();
+    expect(
+      screen.getAllByText(/^(SIMPLE|MEDIUM|COMPLEX|REASONING) \d+\.\d%$/).map((badge) => badge.textContent),
+    ).toEqual(["SIMPLE 0.0%", "MEDIUM 69.3%", "COMPLEX 81.2%", "REASONING 92.3%"]);
+    expect(screen.getByText("Threshold")).toBeInTheDocument();
+    expect(screen.getByText("69.0%")).toBeInTheDocument();
+    expect(screen.getByText("Predicted tier")).toBeInTheDocument();
+    expect(screen.getByText("MEDIUM")).toBeInTheDocument();
+    expect(screen.getByText("Balanced")).toBeInTheDocument();
+    expect(screen.getByText("code_generation")).toBeInTheDocument();
+    expect(screen.queryByText("Score")).not.toBeInTheDocument();
+  });
+
+  it.each([
+    { threshold: 0, predicted_tier: "SIMPLE", expectedThreshold: "0.0%" },
+    { threshold: 0.99, predicted_tier: "REASONING", expectedThreshold: "99.0%" },
+  ])("keeps the prediction separate from an overridden tier at threshold $threshold", (scenario) => {
+    render(
+      <RoutingDecisionCard
+        decision={{
+          cause: "modality_escalation",
+          tier: "REASONING",
+          tier_label: "Vision",
+          signals: ["modality:image"],
+          heuristic_v2_forecast: {
+            ...forecast,
+            threshold: scenario.threshold,
+            predicted_tier: scenario.predicted_tier,
+          },
+        }}
+      />,
+    );
+
+    expect(screen.getByText("Vision")).toBeInTheDocument();
+    expect(screen.getByText("Escalated for image input")).toBeInTheDocument();
+    expect(screen.getByText("Predicted tier")).toBeInTheDocument();
+    expect(screen.getByText(scenario.predicted_tier)).toBeInTheDocument();
+    expect(screen.getByText(scenario.expectedThreshold)).toBeInTheDocument();
+    expect(screen.getByText("modality:image")).toBeInTheDocument();
+  });
+
+  it.each([undefined, ["request-type:code_generation", "tier-probability:simple=0.100000"]])(
+    "preserves legacy v2 rows without inventing a forecast when signals are %j",
+    (signals) => {
+      render(<RoutingDecisionCard decision={{ cause: "heuristic_v2", tier: "SIMPLE", signals }} />);
+
+      expect(screen.getByText("Heuristic v2")).toBeInTheDocument();
+      expect(screen.getByText("SIMPLE")).toBeInTheDocument();
+      expect(screen.queryByText("Heuristic v2 estimates")).not.toBeInTheDocument();
+      expect(screen.queryByText("Threshold")).not.toBeInTheDocument();
+      for (const signal of signals ?? []) expect(screen.getByText(signal)).toBeInTheDocument();
+    },
+  );
+
   it("uses the persisted boundary snapshot, not today's defaults", () => {
     // Same score, boundaries the operator had configured lower: it lands in a
     // different band, and the card must say so.
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
index cf2c71e64c6..78dc25119d7 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
@@ -27,6 +27,12 @@ export interface RoutingDecision {
   escalated?: boolean;
   tier_boundaries?: RoutingDecisionTierBoundaries;
   reasoning_override_min_score?: number;
+  heuristic_v2_forecast?: {
+    probabilities: Record<string, number>;
+    threshold: number;
+    predicted_tier: string;
+    request_type: string;
+  };
 }
 
 const ROUTER_TYPE_LABELS: Record<string, string> = {
@@ -171,6 +177,7 @@ export function RoutingDecisionCard({
     escalated,
     escalation_keyword: escalationKeyword,
     tier_boundaries: tierBoundaries,
+    heuristic_v2_forecast: forecast,
   } = decision;
 
   // On an override row the score did not decide the tier, so showing it against a
@@ -220,6 +227,26 @@ export function RoutingDecisionCard({
 
         {escalated !== undefined && <Row label="Escalated">{describeEscalation(escalated, escalationKeyword)}</Row>}
 
+        {forecast && (
+          <div className="mt-3 border-t pt-3">
+            <div className="mb-1 text-sm font-medium">Heuristic v2 estimates</div>
+            <Row label="Success by tier">
+              <span className="flex flex-wrap gap-1">
+                {["SIMPLE", "MEDIUM", "COMPLEX", "REASONING"].map((predictedTier) => (
+                  <Badge key={predictedTier} variant="outline" className="font-normal tabular-nums">
+                    {predictedTier} {(forecast.probabilities[predictedTier] * 100).toFixed(1)}%
+                  </Badge>
+                ))}
+              </span>
+            </Row>
+            <Row label="Threshold">
+              <span className="tabular-nums">{(forecast.threshold * 100).toFixed(1)}%</span>
+            </Row>
+            <Row label="Predicted tier">{forecast.predicted_tier}</Row>
+            <Row label="Request type">{forecast.request_type}</Row>
+          </div>
+        )}
+
         {signals && signals.length > 0 && (
           <Row label="Signals">
             <span className="flex flex-wrap gap-1">
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 7aa34c5752c..eb02028c417 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -37811,6 +37811,19 @@ export interface components {
              */
             total_tokens: number;
         };
+        /** StandardLoggingHeuristicV2Forecast */
+        StandardLoggingHeuristicV2Forecast: {
+            /** Predicted Tier */
+            predicted_tier: string;
+            /** Probabilities */
+            probabilities: {
+                [key: string]: number;
+            };
+            /** Request Type */
+            request_type: string;
+            /** Threshold */
+            threshold: number;
+        };
         /**
          * StandardLoggingRoutingDecision
          * @description Per-request provenance for a pre-routing strategy (auto-router) decision.
@@ -37867,6 +37880,7 @@ export interface components {
             escalated?: boolean;
             /** Escalation Keyword */
             escalation_keyword?: string;
+            heuristic_v2_forecast?: components["schemas"]["StandardLoggingHeuristicV2Forecast"];
             /** Matched Keyword */
             matched_keyword?: string;
             /** Reasoning Override Min Score */

From 0243d268bcabaf087a770b1494ea7fc37eebae50 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:22:44 -0700
Subject: [PATCH 083/162] fix(ui): report interception as the proxy is actually
 running it

A second review pass found two more ways a write through the generic
config endpoint, which validates nothing, could strand the feature.

Dropping the enabled flag from a settings block the proxy had already
applied stopped the poller from reconciling it ever again, so the
callback served the old search tool forever. The poller now yields to
litellm_settings.callbacks only while it has applied nothing itself;
once it owns the callback it keeps reconciling.

A provider list written as a bare string was iterated one character at a
time, so interception matched no real provider - the same failure the
empty list already had. Anything that is not a non-empty list is now
dropped so the handler default applies.

The page also derives its toggle from whether the callback is registered
rather than from a stored flag, because a block can be live with no flag
in it at all, and the toggle is what an admin saves back.
---
 litellm/proxy/proxy_server.py                 | 19 +++++++---
 .../proxy_setting_endpoints.py                | 22 ++++++------
 .../proxy/proxy_server/test_proxy_config.py   | 35 +++++++++++++++++++
 .../test_proxy_setting_endpoints.py           | 24 +++++++++----
 4 files changed, 78 insertions(+), 22 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 3234f6d0a06..9579807d01c 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -4792,11 +4792,13 @@ def _websearch_handler_params(stored: Mapping[str, object]) -> dict[str, object]
     Translate stored web search interception settings into handler kwargs.
 
     Drops ``enabled``, which gates the callback rather than configuring it, and
-    drops an empty ``enabled_providers`` so the handler applies its own default
-    instead of matching no provider at all.
+    drops an ``enabled_providers`` that is not a non-empty list so the handler
+    applies its own default. An empty list otherwise matches no provider at all,
+    and a bare string is iterated one character at a time.
     """
     params: Final = {key: value for key, value in stored.items() if key != "enabled"}
-    if not params.get("enabled_providers"):
+    providers: Final = params.get("enabled_providers")
+    if not isinstance(providers, list) or not providers:
         params.pop("enabled_providers", None)
     return params
 
@@ -7817,10 +7819,17 @@ class ProxyConfig:
 
             websearch_config: Final = litellm_settings.get("websearch_interception_params", None)
 
-            if not isinstance(websearch_config, Mapping) or "enabled" not in websearch_config:
+            if not isinstance(websearch_config, Mapping):
                 return
 
-            enabled: Final = bool(coerce_bool(websearch_config["enabled"]))
+            if "enabled" not in websearch_config and self._last_websearch_interception_config is None:
+                verbose_proxy_logger.debug(
+                    "Web search interception: stored settings carry no 'enabled' flag and none were applied "
+                    "before, so litellm_settings.callbacks keeps ownership of the callback."
+                )
+                return
+
+            enabled: Final = bool(coerce_bool(websearch_config.get("enabled", True)))
             registered: Final = bool(
                 litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)
             )
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index 0af13fc9304..36b90d37da8 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -508,23 +508,23 @@ class WebSearchInterceptionSettingsResponse(SettingsResponse):
 
 def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str, object]:
     """
-    Report interception as on when the config file activates it through litellm_settings.callbacks.
+    Report whether interception is actually running, rather than what a stored flag claims.
 
-    Such a proxy stores no ``enabled`` flag, and reporting the field's own
-    default would tell an admin the feature is off while it is serving, then
-    persist that answer the moment they saved anything on the page.
+    A proxy can activate it through litellm_settings.callbacks, which stores no
+    flag at all, and a write through the generic config endpoint can drop the
+    flag from a block that is still live. Either way the field's own default
+    would tell an admin the feature is off while it is serving, and saving the
+    page would then persist that answer.
     """
+    from litellm.integrations.websearch_interception.handler import (
+        WebSearchInterceptionLogger,
+    )
+
     litellm_settings: Final[Mapping[str, object]] = _as_settings_section(config.get("litellm_settings"))
     stored: Final[Mapping[str, object]] = _as_settings_section(litellm_settings.get("websearch_interception_params"))
-    if "enabled" in stored:
-        return dict(config)
-
-    callbacks: Final = litellm_settings.get("callbacks")
     resolved: Final = {
         **stored,
-        "enabled": isinstance(callbacks, Sequence)
-        and not isinstance(callbacks, (str, bytes))
-        and "websearch_interception" in callbacks,
+        "enabled": bool(litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)),
     }
     return {
         **config,
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 13bcfb3d872..5606ffda02d 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -4549,6 +4549,41 @@ def _run_websearch_init(monkeypatch, stored_params, starting_callbacks):
     return pc
 
 
+def _poll_websearch_init(pc, monkeypatch, stored_params):
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.get_config_param",
+        AsyncMock(return_value=SimpleNamespace(param_value={"websearch_interception_params": stored_params})),
+    )
+    asyncio.run(pc.init_websearch_interception_settings_in_db(prisma_client=MagicMock()))
+
+
+def test_init_websearch_interception_resyncs_after_a_write_drops_the_enabled_flag(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+    pc = ProxyConfig()
+    monkeypatch.setattr(litellm, "callbacks", [])
+
+    _poll_websearch_init(pc, monkeypatch, {"enabled": True, "search_tool_name": "old-tool"})
+    _poll_websearch_init(pc, monkeypatch, {"search_tool_name": "new-tool"})
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert registered[0].search_tool_name == "new-tool"
+
+
+def test_init_websearch_interception_ignores_a_non_list_providers_value(monkeypatch):
+    logger_cls = _websearch_logger_cls()
+
+    _run_websearch_init(
+        monkeypatch,
+        stored_params={"enabled": True, "enabled_providers": "bedrock", "search_tool_name": "stored-tool"},
+        starting_callbacks=[],
+    )
+
+    registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
+    assert len(registered) == 1
+    assert registered[0].enabled_providers == ["bedrock"]
+
+
 def test_init_websearch_interception_absent_key_leaves_callbacks_untouched(monkeypatch):
     logger_cls = _websearch_logger_cls()
     config_registered = logger_cls(search_tool_name="from-config-yaml")
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 448f6bd3405..3288966e1e3 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3138,7 +3138,13 @@ class TestWebSearchInterceptionSettingsEndpoints:
         )
 
     def test_get_returns_stored_values_and_field_schema(self, mock_proxy_config, mock_auth, monkeypatch):
+        import litellm
+        from litellm.integrations.websearch_interception.handler import (
+            WebSearchInterceptionLogger,
+        )
+
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [WebSearchInterceptionLogger(search_tool_name="running")])
         mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
             "enabled": True,
             "enabled_providers": ["bedrock", "vertex_ai"],
@@ -3184,11 +3190,16 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert mock_proxy_config["save_call_count"]() == 1
         assert mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] == payload
 
-    def test_get_reports_enabled_when_the_config_file_activates_the_callback(
+    def test_get_reports_enabled_while_the_callback_is_running_without_a_stored_flag(
         self, mock_proxy_config, mock_auth, monkeypatch
     ):
+        import litellm
+        from litellm.integrations.websearch_interception.handler import (
+            WebSearchInterceptionLogger,
+        )
+
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
-        mock_proxy_config["config"]["litellm_settings"]["callbacks"] = ["websearch_interception"]
+        monkeypatch.setattr(litellm, "callbacks", [WebSearchInterceptionLogger(search_tool_name="from-config")])
         mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
             "enabled_providers": ["bedrock"],
             "search_tool_name": "my-perplexity-search",
@@ -3199,12 +3210,13 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         assert resp.json()["values"]["enabled"] is True
 
-    def test_get_reports_disabled_when_nothing_activates_the_callback(
-        self, mock_proxy_config, mock_auth, monkeypatch
-    ):
+    def test_get_reports_disabled_when_the_callback_is_not_running(self, mock_proxy_config, mock_auth, monkeypatch):
+        import litellm
+
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
-        mock_proxy_config["config"]["litellm_settings"].pop("callbacks", None)
+        monkeypatch.setattr(litellm, "callbacks", [])
         mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
+            "enabled": True,
             "enabled_providers": ["bedrock"],
         }
 

From 9f0eb5082ae4e2360f68b7cba19478023fc1ccbb Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:26:11 -0700
Subject: [PATCH 084/162] fix(batches): authorize executed upload targets
 before the files api probe

A batch upload naming a model on a LiteLLM-executed provider now checks
that the key may call that model before the upstream server is probed for
a Files API, matching the order batch create already uses. Only targets on
an executed provider are checked here, so provider-model uploads keep
their existing behavior.

File content reads and writes move out of the storage backend into
ManagedFileContentRepository, so the backend no longer queries Prisma
directly.
---
 .../files/litellm_db_storage_backend.py       | 39 ++++---------------
 .../openai_files_endpoints/files_endpoints.py | 23 +++++++++--
 .../managed_file_content_repository.py        | 30 ++++++++++++++
 .../files/test_storage_backend_factory.py     | 14 +++++--
 .../test_files_endpoint.py                    | 24 ++++++++++++
 5 files changed, 91 insertions(+), 39 deletions(-)
 create mode 100644 litellm/repositories/managed_file_content_repository.py

diff --git a/litellm/llms/base_llm/files/litellm_db_storage_backend.py b/litellm/llms/base_llm/files/litellm_db_storage_backend.py
index bca4b8f4c6f..a686062b2f7 100644
--- a/litellm/llms/base_llm/files/litellm_db_storage_backend.py
+++ b/litellm/llms/base_llm/files/litellm_db_storage_backend.py
@@ -1,13 +1,9 @@
-from collections.abc import Mapping
 from typing import TYPE_CHECKING, Final
 
 from litellm.llms.base_llm.files.storage_backend import BaseFileStorageBackend
-from litellm.repositories.prisma_protocols import TableActions
-from litellm.repositories.table_repositories import PrismaTableRepository
+from litellm.repositories.managed_file_content_repository import ManagedFileContentRepository
 
 if TYPE_CHECKING:
-    from prisma import models as prisma_models
-
     from litellm.proxy.utils import PrismaClient
 
 LITELLM_DB_STORAGE_BACKEND_NAME: Final = "litellm_db"
@@ -20,21 +16,9 @@ def storage_url_to_row_id(storage_url: str) -> str:
     return storage_url.removeprefix(LITELLM_DB_STORAGE_URL_PREFIX)
 
 
-def _where_id(storage_url: str) -> Mapping[str, str]:
-    return {"id": storage_url_to_row_id(storage_url)}  # mutable-ok: Prisma filter
-
-
-class ManagedFileContentRepository(PrismaTableRepository["prisma_models.LiteLLM_ManagedFileContentTable"]):
-    table_name = "litellm_managedfilecontenttable"
-
-
 class LiteLLMDbStorageBackend(BaseFileStorageBackend):
     def __init__(self, prisma_client: "PrismaClient") -> None:
-        self._prisma_client = prisma_client
-
-    @property
-    def _table(self) -> "TableActions[prisma_models.LiteLLM_ManagedFileContentTable]":
-        return ManagedFileContentRepository(self._prisma_client).table
+        self._contents = ManagedFileContentRepository(prisma_client)
 
     async def upload_file(
         self,
@@ -44,22 +28,13 @@ class LiteLLMDbStorageBackend(BaseFileStorageBackend):
         path_prefix: str | None = None,
         file_naming_strategy: str = "uuid",
     ) -> str:
-        from prisma import Base64
-
-        data: Final = {"content": Base64.encode(file_content)}  # mutable-ok: Prisma payload
-        row: Final = await self._table.create(data=data)
-        return f"{LITELLM_DB_STORAGE_URL_PREFIX}{row.id}"
+        return f"{LITELLM_DB_STORAGE_URL_PREFIX}{await self._contents.store(file_content)}"
 
     async def download_file(self, storage_url: str) -> bytes:
-        row: Final = await self._table.find_unique(where=_where_id(storage_url))
-        if row is None:
+        content: Final = await self._contents.load(storage_url_to_row_id(storage_url))
+        if content is None:
             raise ValueError(f"No stored file content for {storage_url}")
-        return row.content.decode()
+        return content
 
     async def delete_file(self, storage_url: str) -> None:
-        from prisma.errors import RecordNotFoundError
-
-        try:
-            await self._table.delete(where=_where_id(storage_url))
-        except RecordNotFoundError:
-            return
+        await self._contents.delete(storage_url_to_row_id(storage_url))
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index 6d60bc3fda5..a5921cc6380 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -37,7 +37,10 @@ from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
 from litellm.llms.base_llm.managed_resources.isolation import build_list_page
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
-from litellm.proxy.batches_endpoints.litellm_executed_batches import resolve_litellm_executed_provider
+from litellm.proxy.batches_endpoints.litellm_executed_batches import (
+    litellm_executed_provider_of,
+    resolve_litellm_executed_provider,
+)
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 from litellm.proxy.common_utils.http_parsing_utils import (
     _read_request_body,
@@ -69,6 +72,7 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     _is_base64_encoded_unified_file_id,
     add_internal_model_credentials,
     apply_team_provider_credentials,
+    authorize_model_for_key,
     encode_file_id_with_model,
     extract_file_creation_params,
     get_authorized_credentials_for_model,
@@ -102,16 +106,29 @@ from litellm.types.llms.openai import (
 router: Final = APIRouter()
 
 
+def _names_a_litellm_executed_provider(llm_router: Router, candidate: str, team_id: str | None) -> bool:
+    credentials: Final = llm_router.get_deployment_credentials_with_provider(model_id=candidate, team_id=team_id)
+    return credentials is not None and litellm_executed_provider_of(credentials) is not None
+
+
 async def _litellm_executed_batch_input_model(
     llm_router: Router | None,
     purpose: OpenAIFilesPurpose,
     model: str | None,
     target_model_names_list: Sequence[str],
-    team_id: str | None,
+    user_api_key_dict: UserAPIKeyAuth,
 ) -> str | None:
     if llm_router is None:
         return None
     candidates: Final = (model,) if model is not None else tuple(target_model_names_list)
+    team_id: Final = user_api_key_dict.team_id
+    await asyncio.gather(
+        *(
+            authorize_model_for_key(model_id=candidate, llm_router=llm_router, user_api_key_dict=user_api_key_dict)
+            for candidate in candidates
+            if _names_a_litellm_executed_provider(llm_router, candidate, team_id)
+        )
+    )
     providers: Final = await asyncio.gather(
         *(resolve_litellm_executed_provider(llm_router, candidate, team_id) for candidate in candidates)
     )
@@ -289,7 +306,7 @@ async def route_create_file(
     """
 
     executed_model: Final = await _litellm_executed_batch_input_model(
-        llm_router, purpose, model, target_model_names_list, user_api_key_dict.team_id
+        llm_router, purpose, model, target_model_names_list, user_api_key_dict
     )
     explicit_storage: Final = target_storage if target_storage and target_storage != "default" else None
     storage: Final = explicit_storage or (LITELLM_DB_STORAGE_BACKEND_NAME if executed_model is not None else None)
diff --git a/litellm/repositories/managed_file_content_repository.py b/litellm/repositories/managed_file_content_repository.py
new file mode 100644
index 00000000000..8810269279c
--- /dev/null
+++ b/litellm/repositories/managed_file_content_repository.py
@@ -0,0 +1,30 @@
+from typing import TYPE_CHECKING, Final
+
+from litellm.repositories.table_repositories import PrismaTableRepository
+
+if TYPE_CHECKING:
+    from prisma import models as prisma_models  # noqa: F401  # used by the quoted base-class subscript
+
+
+class ManagedFileContentRepository(PrismaTableRepository["prisma_models.LiteLLM_ManagedFileContentTable"]):
+    table_name = "litellm_managedfilecontenttable"
+
+    async def store(self, content: bytes) -> str:
+        from prisma import Base64
+
+        row: Final = await self.table.create(
+            data={"content": Base64.encode(content)}  # mutable-ok: prisma payloads are plain dicts
+        )
+        return row.id
+
+    async def load(self, row_id: str) -> bytes | None:
+        row: Final = await self.table.find_unique(where={"id": row_id})  # mutable-ok: prisma filters are plain dicts
+        return None if row is None else row.content.decode()
+
+    async def delete(self, row_id: str) -> None:
+        from prisma.errors import RecordNotFoundError
+
+        try:
+            await self.table.delete(where={"id": row_id})  # mutable-ok: prisma filters are plain dicts
+        except RecordNotFoundError:
+            return
diff --git a/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py b/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
index 39b0adb56fc..945691c5b98 100644
--- a/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
+++ b/tests/test_litellm/llms/base_llm/files/test_storage_backend_factory.py
@@ -1,21 +1,27 @@
-from unittest.mock import MagicMock
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 
 from litellm.llms.base_llm.files.litellm_db_storage_backend import (
     LITELLM_DB_STORAGE_BACKEND_NAME,
+    LITELLM_DB_STORAGE_URL_PREFIX,
     LiteLLMDbStorageBackend,
 )
 from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
 
 
-def test_litellm_db_backend_is_built_on_the_given_prisma_client():
-    prisma_client = MagicMock()
+@pytest.mark.asyncio
+async def test_litellm_db_backend_stores_through_the_given_prisma_client():
+    table = MagicMock(create=AsyncMock(return_value=SimpleNamespace(id="row-1")))
+    prisma_client = MagicMock(db=MagicMock(litellm_managedfilecontenttable=table))
 
     backend = get_storage_backend(LITELLM_DB_STORAGE_BACKEND_NAME, prisma_client=prisma_client)
 
     assert isinstance(backend, LiteLLMDbStorageBackend)
-    assert backend._table is prisma_client.db.litellm_managedfilecontenttable
+    stored_at = await backend.upload_file(file_content=b"line\n", filename="input.jsonl", content_type="text/plain")
+    assert stored_at == f"{LITELLM_DB_STORAGE_URL_PREFIX}row-1"
+    table.create.assert_awaited_once()
 
 
 def test_litellm_db_backend_without_a_database_is_rejected():
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 6c0f4c012ba..6787aaa3525 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -706,6 +706,30 @@ def test_batch_upload_for_a_litellm_executed_model_is_kept_by_litellm(
     assert kwargs["purpose"] == "batch"
 
 
+@pytest.mark.parametrize(
+    "headers, form",
+    [({"x-litellm-model": "my-vllm"}, {}), ({}, {"target_model_names": "my-vllm"})],
+    ids=["x-litellm-model header", "target_model_names form field"],
+)
+def test_batch_upload_for_a_litellm_executed_model_the_key_cannot_call_is_refused_before_the_server_is_probed(
+    batch_upload_seams, headers: dict[str, str], form: dict[str, str]
+):
+    import litellm.proxy.proxy_server as ps
+
+    stored, provider_upload, upstream_files_route = batch_upload_seams
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_id="restricted-user", models=["gemini-2.0-flash"]
+    )
+
+    response = _upload_batch_file(headers, form)
+
+    assert response.status_code == 403, response.text
+    assert "my-vllm" in response.text
+    assert upstream_files_route.call_count == 0
+    stored.assert_not_awaited()
+    provider_upload.assert_not_awaited()
+
+
 def test_batch_upload_naming_an_executed_and_a_provider_model_is_rejected(batch_upload_seams):
     stored, provider_upload, _ = batch_upload_seams
 

From d15ceab174790908ccaeb861d6e67f2bcbeadf00 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:30:39 -0700
Subject: [PATCH 085/162] fix(proxy): declare the web search settings auth
 dependency with Annotated

---
 litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index 36b90d37da8..a86b7732bcf 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -6,6 +6,7 @@ from collections import Counter
 from collections.abc import Mapping, MutableMapping, Sequence
 from types import MappingProxyType
 from typing import (
+    Annotated,
     Final,
     NamedTuple,
     Protocol,
@@ -1471,7 +1472,7 @@ async def update_mcp_semantic_filter_settings(
     response_model=WebSearchInterceptionSettingsResponse,
 )
 async def get_websearch_interception_settings(
-    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
 ):
     """
     Get web search interception configuration.
@@ -1502,7 +1503,7 @@ async def get_websearch_interception_settings(
 )
 async def update_websearch_interception_settings(
     settings: WebSearchInterceptionSettings,
-    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
 ):
     """
     Update web search interception settings in database.

From 7d93821e415bca477f3041b6f20b878d68de227f Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 19:30:57 +0000
Subject: [PATCH 086/162] fix(otel v2): keep Responses refusal text on the
 folded assistant message

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/integrations/otel/model/payloads.py   | 19 +++++++++++--------
 .../otel/test_otel_v2_sources_of_truth.py     | 19 ++++++++++++++++++-
 .../otel/test_otel_v2_vendor_mappers.py       |  1 +
 3 files changed, 30 insertions(+), 9 deletions(-)

diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index 484f4a4c294..c23b3291365 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -720,6 +720,7 @@ class _ToolCall(TypedDict):
 class _AssistantMessage(TypedDict):
     role: ReadOnly[str]
     content: ReadOnly[str | None]
+    refusal: ReadOnly[str | None]
     tool_calls: ReadOnly[tuple[_ToolCall, ...] | None]
 
 
@@ -735,13 +736,7 @@ def _responses_choices(response: Mapping[str, object]) -> tuple[_Choice, ...]:
     """A Responses API ``output`` folded into one chat-shaped assistant choice."""
     items: Final = _dicts(response.get("output"))
     messages: Final = tuple(item for item in items if item.get("type") == "message")
-    content: Final = "".join(
-        text
-        for item in messages
-        for part in _dicts(item.get("content"))
-        if part.get("type") == "output_text"
-        if (text := as_str(part.get("text"))) is not None
-    )
+    parts: Final = tuple(part for item in messages for part in _dicts(item.get("content")))
     tool_calls: Final = tuple(
         _responses_tool_call(item) for item in items if item.get("type") in _RESPONSES_TOOL_CALL_TYPES
     )
@@ -749,13 +744,21 @@ def _responses_choices(response: Mapping[str, object]) -> tuple[_Choice, ...]:
         return ()
     message: Final[_AssistantMessage] = {
         "role": next((role for item in messages if (role := as_str(item.get("role")))), "assistant"),
-        "content": content if messages else None,
+        "content": _responses_parts_text(parts, "output_text", "text"),
+        "refusal": _responses_parts_text(parts, "refusal", "refusal"),
         "tool_calls": tool_calls or None,
     }
     choice: Final[_Choice] = {"message": message, "finish_reason": _responses_finish_reason(response, bool(tool_calls))}
     return (choice,)
 
 
+def _responses_parts_text(parts: tuple[Mapping[str, object], ...], part_type: str, field: str) -> str | None:
+    texts: Final = tuple(
+        text for part in parts if part.get("type") == part_type if (text := as_str(part.get(field))) is not None
+    )
+    return "".join(texts) if texts else None
+
+
 def _responses_tool_call(item: Mapping[str, object]) -> _ToolCall:
     custom: Final = item.get("type") == "custom_tool_call"
     function: Final[_ToolFunction] = {
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index 972c91670f8..17de3cf1e8a 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -761,7 +761,7 @@ def test_responses_output_text_becomes_one_assistant_choice_with_stop():
 
     assert json.loads(json.dumps(data.choices_out)) == [
         {
-            "message": {"role": "assistant", "content": "pong", "tool_calls": None},
+            "message": {"role": "assistant", "content": "pong", "refusal": None, "tool_calls": None},
             "finish_reason": "stop",
         }
     ]
@@ -835,6 +835,23 @@ def test_responses_content_only_reads_output_text_parts():
     data = LLMCallSpanData.from_standard_logging_payload(_responses_payload([item]), capture_content=True)
 
     assert data.choices_out[0]["message"]["content"] == "ok"
+    assert data.choices_out[0]["message"]["refusal"] == "no"
+
+
+def test_responses_refusal_only_output_keeps_the_refusal_text():
+    item = {
+        "type": "message",
+        "role": "assistant",
+        "content": [{"type": "refusal", "refusal": "I can't "}, {"type": "refusal", "refusal": "help with that."}],
+    }
+    data = LLMCallSpanData.from_standard_logging_payload(_responses_payload([item]), capture_content=True)
+
+    assert json.loads(json.dumps(data.choices_out)) == [
+        {
+            "message": {"role": "assistant", "content": None, "refusal": "I can't help with that.", "tool_calls": None},
+            "finish_reason": "stop",
+        }
+    ]
 
 
 def test_responses_output_without_messages_or_tool_calls_stays_empty():
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
index 5b4d1e7a802..4e375de0494 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
@@ -218,6 +218,7 @@ def test_langfuse_mapper_renders_a_responses_api_call_from_the_standard_logging_
         {
             "role": "assistant",
             "content": "Checking.",
+            "refusal": None,
             "tool_calls": [
                 {"id": "call_1", "type": "function", "function": {"name": "get_weather", "arguments": '{"city": "sf"}'}}
             ],

From e8f2ee82002683b1e7f37c6d24f4281676145e6e Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 19:35:08 +0000
Subject: [PATCH 087/162] fix(redaction): redact Responses refusal parts under
 turn_off_message_logging

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/litellm_core_utils/redact_messages.py |  4 +++
 .../test_redact_messages.py                   | 29 +++++++++++++++++++
 2 files changed, 33 insertions(+)

diff --git a/litellm/litellm_core_utils/redact_messages.py b/litellm/litellm_core_utils/redact_messages.py
index 1f9464a2a26..b409b181a79 100644
--- a/litellm/litellm_core_utils/redact_messages.py
+++ b/litellm/litellm_core_utils/redact_messages.py
@@ -128,6 +128,8 @@ def _redact_responses_api_output(output_items):
             for content_part in output_item.content:
                 if getattr(content_part, "text", None) is not None:
                     content_part.text = REDACTED_BY_LITELLM
+                if getattr(content_part, "refusal", None) is not None:
+                    content_part.refusal = REDACTED_BY_LITELLM
 
         # Redact reasoning items in output array
         if hasattr(output_item, "type") and output_item.type == "reasoning":
@@ -155,6 +157,8 @@ def _redact_responses_api_output_dict(output_items, redacted_str: str):
             for content_item in output_item["content"]:
                 if isinstance(content_item, dict) and content_item.get("text") is not None:
                     content_item["text"] = redacted_str
+                if isinstance(content_item, dict) and content_item.get("refusal") is not None:
+                    content_item["refusal"] = redacted_str
 
         if output_item.get("type") == "reasoning" and isinstance(output_item.get("summary"), list):
             for summary_item in output_item["summary"]:
diff --git a/tests/test_litellm/litellm_core_utils/test_redact_messages.py b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
index c6c9a9dd2b7..276a67e0bd4 100644
--- a/tests/test_litellm/litellm_core_utils/test_redact_messages.py
+++ b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
@@ -507,6 +507,26 @@ class TestPerformRedaction:
         assert redacted["output"][0]["name"] == "grep"
         assert redacted["output"][1]["input"] == "not-a-custom-input"
 
+    def test_redacts_responses_api_refusal_parts_dict(self):
+        result = {
+            "output": [
+                {
+                    "type": "message",
+                    "role": "assistant",
+                    "content": [
+                        {"type": "refusal", "refusal": "I cannot share the secret"},
+                        {"type": "output_text", "text": "ok"},
+                    ],
+                }
+            ]
+        }
+
+        redacted = perform_redaction({}, result)
+
+        assert redacted["output"][0]["content"][0]["refusal"] == "redacted-by-litellm"
+        assert redacted["output"][0]["content"][0]["type"] == "refusal"
+        assert redacted["output"][0]["content"][1]["text"] == "redacted-by-litellm"
+
     def test_redacts_every_tool_call_in_multi_element_list(self):
         result = litellm.ModelResponse(
             id="resp-multi",
@@ -585,6 +605,15 @@ class TestPerformRedaction:
         assert output_item.input == "redacted-by-litellm"
         assert output_item.name == "grep"
 
+    def test_redacts_responses_api_refusal_parts_object(self):
+        refusal = SimpleNamespace(type="refusal", refusal="I cannot share the secret")
+        output_item = SimpleNamespace(type="message", role="assistant", content=[refusal])
+
+        _redact_responses_api_output([output_item])
+
+        assert refusal.refusal == "redacted-by-litellm"
+        assert refusal.type == "refusal"
+
     def test_redacts_response_output_objects_with_top_level_text(self):
         output_items = [
             SimpleNamespace(text="top-level output"),

From 020cbba4ddc4c336b4fd6a39de146aa1392f1e2d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:39:44 -0700
Subject: [PATCH 088/162] refactor(batches): annotate the stored file row so
 its model import is a real use

---
 litellm/repositories/managed_file_content_repository.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/repositories/managed_file_content_repository.py b/litellm/repositories/managed_file_content_repository.py
index 8810269279c..c55d0060080 100644
--- a/litellm/repositories/managed_file_content_repository.py
+++ b/litellm/repositories/managed_file_content_repository.py
@@ -3,7 +3,7 @@ from typing import TYPE_CHECKING, Final
 from litellm.repositories.table_repositories import PrismaTableRepository
 
 if TYPE_CHECKING:
-    from prisma import models as prisma_models  # noqa: F401  # used by the quoted base-class subscript
+    from prisma import models as prisma_models
 
 
 class ManagedFileContentRepository(PrismaTableRepository["prisma_models.LiteLLM_ManagedFileContentTable"]):
@@ -18,7 +18,9 @@ class ManagedFileContentRepository(PrismaTableRepository["prisma_models.LiteLLM_
         return row.id
 
     async def load(self, row_id: str) -> bytes | None:
-        row: Final = await self.table.find_unique(where={"id": row_id})  # mutable-ok: prisma filters are plain dicts
+        row: Final[prisma_models.LiteLLM_ManagedFileContentTable | None] = await self.table.find_unique(
+            where={"id": row_id}  # mutable-ok: prisma filters are plain dicts
+        )
         return None if row is None else row.content.decode()
 
     async def delete(self, row_id: str) -> None:

From ed40241d26f6a23048c51d39bbb862a5e3a92de0 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Mon, 14 Sep 2026 20:16:05 -0700
Subject: [PATCH 089/162] fix(proxy): estimate auto-router baseline costs from
 durable cache history

---
 .../migration.sql                             |   5 +
 .../migration.sql                             |  36 +
 .../litellm_proxy_extras/schema.prisma        |  34 +
 litellm/litellm_core_utils/litellm_logging.py |  81 ++-
 litellm/llms/anthropic/chat/handler.py        |  11 +-
 .../llms/anthropic/count_tokens/handler.py    |  20 +-
 .../anthropic/count_tokens/transformation.py  |  56 +-
 .../llms/anthropic/prompt_cache_prediction.py | 462 +++++++++++--
 litellm/llms/custom_httpx/llm_http_handler.py |   2 +
 ...odel_prices_and_context_window_backup.json |  10 +
 litellm/models/autorouter_session.py          |  15 +-
 litellm/proxy/_types.py                       |   5 +-
 .../client/cli/commands/statusline_script.py  |  67 +-
 litellm/proxy/common_request_processing.py    |   8 +
 litellm/proxy/db/autorouter_session_rollup.py |  43 +-
 litellm/proxy/db/baseline_accounting.py       | 640 ++++++++++++++++++
 litellm/proxy/db/daily_spend_bulk_upsert.py   |  32 +
 litellm/proxy/db/db_spend_update_writer.py    | 146 +++-
 .../db_transaction_queue/spend_log_cleanup.py |  11 +
 litellm/proxy/hooks/__init__.py               |   2 +
 .../proxy/hooks/autorouter_baseline_cache.py  | 344 ++++++++++
 .../auto_router_endpoints.py                  |  42 +-
 litellm/proxy/schema.prisma                   |  34 +
 .../spend_tracking/baseline_accounting.py     | 348 ++++++++++
 litellm/proxy/spend_tracking/savings.py       | 266 ++++----
 .../spend_tracking/spend_tracking_utils.py    |  34 +-
 litellm/proxy/utils.py                        |  28 +-
 litellm/router.py                             |  14 +
 .../auto_router_endpoints.py                  |  38 +-
 litellm/types/router.py                       |   7 +
 litellm/types/utils.py                        |   5 +-
 litellm/utils.py                              |  11 +
 model_prices_and_context_window.json          |  10 +
 model_prices_and_context_window.schema.json   |   3 +
 schema.prisma                                 |  34 +
 .../spend/test_autorouter_session_rollup.py   |  34 +
 .../spend/test_baseline_accounting.py         | 263 +++++++
 .../test_autorouter_baseline_state.py         | 103 +++
 tests/proxy_unit_tests/test_update_spend.py   |   9 +-
 .../test_anthropic_chat_transformation.py     |  24 +-
 .../test_anthropic_prompt_cache_prediction.py | 235 +++++++
 .../custom_httpx/test_llm_http_handler.py     |   8 +-
 tests/test_litellm/models/test_models.py      |   8 +-
 .../client/cli/test_statusline_script.py      |  40 +-
 .../db/test_autorouter_session_rollup.py      |  26 +-
 .../proxy/db/test_db_spend_update_writer.py   |  22 +-
 .../hooks/test_autorouter_baseline_cache.py   | 326 +++++++++
 .../test_auto_router_endpoints.py             |  76 ++-
 .../test_baseline_accounting.py               | 199 ++++++
 .../proxy/spend_tracking/test_savings.py      | 415 +++++-------
 .../test_spend_management_endpoints.py        |   6 +-
 .../test_spend_tracking_utils.py              |  15 +
 .../test_post_call_failure_hook.py            |  20 +-
 .../repositories/test_repositories.py         |   7 +
 .../router_strategy/test_complexity_router.py |  13 +-
 tests/test_litellm/test_utils.py              |   1 +
 .../AutoRouterBenchmarksTab.test.tsx          |  37 +
 .../_components/AutoRouterBenchmarksTab.tsx   |  56 +-
 .../_components/TierTurnsChart.test.tsx       |   2 +
 .../_components/autoRouterBenchmarks.test.ts  |   2 +
 .../src/components/shared/SavingsTiles.tsx    |   8 +-
 ...KeyAutoRouterUsageTab.integration.test.tsx |   2 +
 .../KeySavingsTab.integration.test.tsx        |   3 +-
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  85 ++-
 64 files changed, 4297 insertions(+), 652 deletions(-)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260915000000_add_autorouter_savings_estimate_coverage/migration.sql
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260915010000_add_autorouter_baseline_state/migration.sql
 create mode 100644 litellm/proxy/db/baseline_accounting.py
 create mode 100644 litellm/proxy/hooks/autorouter_baseline_cache.py
 create mode 100644 litellm/proxy/spend_tracking/baseline_accounting.py
 create mode 100644 tests/proxy_behavior/spend/test_baseline_accounting.py
 create mode 100644 tests/proxy_migration_tests/test_autorouter_baseline_state.py
 create mode 100644 tests/test_litellm/proxy/hooks/test_autorouter_baseline_cache.py
 create mode 100644 tests/test_litellm/proxy/spend_tracking/test_baseline_accounting.py

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915000000_add_autorouter_savings_estimate_coverage/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915000000_add_autorouter_savings_estimate_coverage/migration.sql
new file mode 100644
index 00000000000..88e404b189d
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915000000_add_autorouter_savings_estimate_coverage/migration.sql
@@ -0,0 +1,5 @@
+ALTER TABLE "LiteLLM_AutoRouterSession"
+ADD COLUMN IF NOT EXISTS "savings_estimated_turns" INTEGER NOT NULL DEFAULT 0,
+ADD COLUMN IF NOT EXISTS "savings_estimated_actual_spend" DOUBLE PRECISION NOT NULL DEFAULT 0,
+ADD COLUMN IF NOT EXISTS "savings_estimated_saved_spend" DOUBLE PRECISION NOT NULL DEFAULT 0,
+ADD COLUMN IF NOT EXISTS "savings_estimated_baseline_models" JSONB NOT NULL DEFAULT '{}';
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915010000_add_autorouter_baseline_state/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915010000_add_autorouter_baseline_state/migration.sql
new file mode 100644
index 00000000000..1720ee03843
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260915010000_add_autorouter_baseline_state/migration.sql
@@ -0,0 +1,36 @@
+CREATE TABLE IF NOT EXISTS "LiteLLM_AutoRouterBaselineComparison" (
+    "scope" TEXT PRIMARY KEY,
+    "api_key" TEXT NOT NULL,
+    "session_id" TEXT NOT NULL,
+    "router_name" TEXT NOT NULL,
+    "initial_equivalent" BOOLEAN NOT NULL,
+    "revision" BIGINT NOT NULL DEFAULT 0,
+    "published_revision" BIGINT NOT NULL DEFAULT 0,
+    "history" TEXT,
+    "attempted_at" TIMESTAMP(3),
+    "retired" BOOLEAN NOT NULL DEFAULT FALSE,
+    "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
+);
+
+CREATE INDEX IF NOT EXISTS "idx_autorouter_baseline_scope"
+    ON "LiteLLM_AutoRouterBaselineComparison" ("api_key", "session_id", "router_name");
+CREATE INDEX IF NOT EXISTS "idx_autorouter_baseline_updated"
+    ON "LiteLLM_AutoRouterBaselineComparison" ("updated_at");
+CREATE INDEX IF NOT EXISTS "idx_autorouter_baseline_dirty"
+    ON "LiteLLM_AutoRouterBaselineComparison" ("attempted_at", "updated_at", "scope")
+    WHERE NOT "retired" AND "revision" <> "published_revision";
+
+CREATE TABLE IF NOT EXISTS "LiteLLM_AutoRouterBaselineObservation" (
+    "request_id" TEXT PRIMARY KEY,
+    "scope" TEXT NOT NULL,
+    "started_at" DOUBLE PRECISION NOT NULL,
+    "revision" BIGINT NOT NULL,
+    "data" TEXT NOT NULL,
+    "publication" TEXT,
+    "conflicted" BOOLEAN NOT NULL DEFAULT FALSE
+);
+
+CREATE INDEX IF NOT EXISTS "idx_autorouter_baseline_event_order"
+    ON "LiteLLM_AutoRouterBaselineObservation" ("scope", "started_at", "request_id");
+CREATE INDEX IF NOT EXISTS "idx_autorouter_baseline_event_revision"
+    ON "LiteLLM_AutoRouterBaselineObservation" ("scope", "revision", "started_at");
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 91b59e56906..82e55fe53ec 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -1545,6 +1545,36 @@ model LiteLLM_AdaptiveRouterSession {
   @@index([last_activity_at], map: "idx_adaptive_router_session_activity")
 }
 
+model LiteLLM_AutoRouterBaselineComparison {
+  scope               String   @id
+  api_key             String
+  session_id          String
+  router_name         String
+  initial_equivalent  Boolean
+  revision            BigInt   @default(0)
+  published_revision  BigInt   @default(0)
+  history             String?
+  attempted_at        DateTime?
+  retired             Boolean  @default(false)
+  updated_at          DateTime @default(now())
+
+  @@index([api_key, session_id, router_name], map: "idx_autorouter_baseline_scope")
+  @@index([updated_at], map: "idx_autorouter_baseline_updated")
+}
+
+model LiteLLM_AutoRouterBaselineObservation {
+  request_id  String  @id
+  scope       String
+  started_at  Float
+  revision    BigInt
+  data        String
+  publication String?
+  conflicted  Boolean @default(false)
+
+  @@index([scope, started_at, request_id], map: "idx_autorouter_baseline_event_order")
+  @@index([scope, revision, started_at], map: "idx_autorouter_baseline_event_revision")
+}
+
 model LiteLLM_AutoRouterSession {
   api_key               String
   session_id            String
@@ -1571,6 +1601,10 @@ model LiteLLM_AutoRouterSession {
   total_tokens          BigInt   @default(0)
   spend                 Float    @default(0)
   saved_spend           Float    @default(0)
+  savings_estimated_turns Int    @default(0)
+  savings_estimated_actual_spend Float @default(0)
+  savings_estimated_saved_spend Float @default(0)
+  savings_estimated_baseline_models Json @default("{}")
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index f7679b31f69..8488de382cd 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -212,6 +212,7 @@ if TYPE_CHECKING:
     from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config
     from litellm.litellm_core_utils.llm_cost_calc.utils import BilledTokenRates
     from litellm.llms.base_llm.passthrough.transformation import PassthroughStreamCollector
+    from litellm.proxy.hooks.autorouter_baseline_cache import BaselineCacheContext, CapturedBaselineObservation
 try:
     from litellm_enterprise.enterprise_callbacks.callback_controls import (
         EnterpriseCallbackControls,
@@ -501,6 +502,8 @@ class Logging(LiteLLMLoggingBaseClass):
     litellm_request_debug: bool = False
     streamed_anthropic_message_id: str | None = None
     classifier_input: Mapping[str, JsonValue] | None = None
+    baseline_cache_context: "BaselineCacheContext | None" = None
+    baseline_observation: "CapturedBaselineObservation | None" = None
 
     def __init__(
         self,
@@ -508,7 +511,7 @@ class Logging(LiteLLMLoggingBaseClass):
         messages,
         stream,
         call_type,
-        start_time,
+        start_time: datetime.datetime,
         litellm_call_id: str,
         function_id: str,
         litellm_trace_id: str | None = None,
@@ -2181,6 +2184,7 @@ class Logging(LiteLLMLoggingBaseClass):
         logging_result,
         start_time,
         end_time,
+        build_logging_payload: bool = True,
     ):
         """Resolve hidden params, compute response cost, and emit the standard logging payload."""
         hidden_params: Final = getattr(logging_result, "_hidden_params", {})
@@ -2205,6 +2209,9 @@ class Logging(LiteLLMLoggingBaseClass):
         else:
             self.model_call_details["response_cost"] = self._response_cost_calculator(result=logging_result)
 
+        if not build_logging_payload:
+            return
+
         self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
             logging_result, start_time, end_time
         )
@@ -2215,6 +2222,19 @@ class Logging(LiteLLMLoggingBaseClass):
         if standard_logging_payload is not None:
             emit_standard_logging_payload(standard_logging_payload)
 
+    async def _prepare_baseline_cache_estimate(self, response_obj: object) -> None:
+        if self.baseline_cache_context is None:
+            return
+        from litellm.proxy.hooks.autorouter_baseline_cache import finalize_baseline_cache
+
+        await finalize_baseline_cache(self, response_obj)
+
+    async def invalidate_baseline_cache_estimate(self, reason: str, *, completed: bool = False) -> None:
+        """Invalidate uncertain attempts; retire the reservation at logical completion."""
+        from litellm.proxy.hooks.autorouter_baseline_cache import invalidate_baseline_cache
+
+        await invalidate_baseline_cache(self, reason, completed=completed)
+
     def _build_standard_logging_payload(
         self, init_response_obj: object, start_time: Any, end_time: Any
     ) -> StandardLoggingPayload | None:
@@ -2266,6 +2286,7 @@ class Logging(LiteLLMLoggingBaseClass):
         end_time=None,
         cache_hit=None,
         standard_logging_object: StandardLoggingPayload | None = None,
+        build_logging_payload: bool = True,
     ):
         try:
             if start_time is None:
@@ -2303,6 +2324,7 @@ class Logging(LiteLLMLoggingBaseClass):
                         logging_result=logging_result,
                         start_time=start_time,
                         end_time=end_time,
+                        build_logging_payload=build_logging_payload,
                     )
             elif standard_logging_object is not None:
                 self.model_call_details["standard_logging_object"] = standard_logging_object
@@ -3051,8 +3073,17 @@ class Logging(LiteLLMLoggingBaseClass):
             result=result,
             cache_hit=cache_hit,
             standard_logging_object=kwargs.get("standard_logging_object", None),
+            build_logging_payload=self.baseline_cache_context is None,
         )
 
+        if self.stream is not True and self.baseline_cache_context is not None:
+            await self._prepare_baseline_cache_estimate(result)
+            self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
+                result, start_time, end_time
+            )
+            if (prepared_payload := self.model_call_details.get("standard_logging_object")) is not None:
+                emit_standard_logging_payload(prepared_payload)
+
         ## BUILD COMPLETE STREAMED RESPONSE
         if "async_complete_streaming_response" in self.model_call_details:
             return  # break out of this.
@@ -3097,6 +3128,8 @@ class Logging(LiteLLMLoggingBaseClass):
 
             self._merge_hidden_params_from_response_into_metadata(complete_streaming_response)
 
+            await self._prepare_baseline_cache_estimate(complete_streaming_response)
+
             ## STANDARDIZED LOGGING PAYLOAD
             try:
                 self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
@@ -3125,6 +3158,7 @@ class Logging(LiteLLMLoggingBaseClass):
             # Only build standard_logging_object if not already built by
             # _success_handler_helper_fn
             if self.model_call_details.get("standard_logging_object") is None:
+                await self._prepare_baseline_cache_estimate(result)
                 ## STANDARDIZED LOGGING PAYLOAD
                 self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
                     result, start_time, end_time
@@ -3631,6 +3665,8 @@ class Logging(LiteLLMLoggingBaseClass):
         """
         Implementing async callbacks, to handle asyncio event loop issues when custom integrations need to use async functions.
         """
+        if self.baseline_cache_context is not None:
+            await self.invalidate_baseline_cache_estimate("failed_request")
         await self.special_failure_handlers(exception=exception)
         if not self.should_run_logging(event_type="async_failure"):  # prevent double logging
             return
@@ -6149,6 +6185,8 @@ def _autorouter_savings_for_payload(
     model_id: str | None,
     usage_object: Mapping[str, object] | None,
     cost_breakdown: Mapping[str, object] | None,
+    baseline_usage: Usage | None = None,
+    baseline_provenance: Literal["observed_initial", "modeled"] | None = None,
 ) -> float | None:
     """The auto-router savings figure for the payload, or ``None`` when there is none.
 
@@ -6167,6 +6205,8 @@ def _autorouter_savings_for_payload(
             model_id=model_id,
             usage_object=usage_object,
             cost_breakdown=cost_breakdown,
+            baseline_usage=baseline_usage,
+            baseline_provenance=baseline_provenance,
         )
     except Exception as e:  # noqa: BLE001  # a savings figure must never fail request logging
         verbose_logger.debug("autorouter savings skipped on logging payload: %s", e)
@@ -6343,13 +6383,18 @@ def get_standard_logging_object_payload(
             model_name = response_model_name
 
         request_cost_breakdown: Final = cost_breakdown_with_guardrail(logging_obj.cost_breakdown, guardrail_cost)
-        autorouter_savings: Final = _autorouter_savings_for_payload(
-            request_metadata=metadata,
-            model=model_name,
-            custom_llm_provider=custom_llm_provider,
-            model_id=_model_id,
-            usage_object=usage_dict,
-            cost_breakdown=request_cost_breakdown,
+        captured_baseline: Final = logging_obj.baseline_observation
+        autorouter_savings: Final = (
+            None
+            if status != "success" or cache_hit or logging_obj.baseline_cache_context is not None
+            else _autorouter_savings_for_payload(
+                request_metadata=metadata,
+                model=model_name,
+                custom_llm_provider=custom_llm_provider,
+                model_id=_model_id,
+                usage_object=usage_dict,
+                cost_breakdown=request_cost_breakdown,
+            )
         )
 
         payload: Final[StandardLoggingPayload] = StandardLoggingPayload(
@@ -6396,6 +6441,26 @@ def get_standard_logging_object_payload(
             response_cost=response_cost,
             cost_breakdown=request_cost_breakdown,
             autorouter_savings=autorouter_savings,
+            autorouter_savings_estimate=(
+                {
+                    "version": 3,
+                    "status": "unknown",
+                    "reason": "pending_projection",
+                }  # mutable-ok: spend-log JSON serialization requires plain mappings
+                if captured_baseline is not None
+                else (
+                    {  # mutable-ok: spend-log JSON serialization requires plain mappings
+                        "version": 1,
+                        "status": "estimated" if autorouter_savings is not None else "unknown",
+                        "reason": "uncached_usage" if autorouter_savings is not None else "baseline_unavailable",
+                    }
+                    if metadata.get("routing_decision")
+                    else None
+                )
+            ),
+            autorouter_baseline_observation=(
+                captured_baseline.model_dump_json() if captured_baseline is not None else None
+            ),
             total_tokens=usage_dict.get("total_tokens", 0),
             prompt_tokens=usage_dict.get("prompt_tokens", 0),
             completion_tokens=usage_dict.get("completion_tokens", 0),
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index dc8bbc9edac..359b8bb08c9 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -4,7 +4,8 @@ Calling + translation logic for anthropic's `/v1/messages` endpoint
 
 import copy
 import json
-from collections.abc import Callable
+from collections.abc import Callable, Mapping
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Union, cast
 
 import httpx
@@ -31,7 +32,6 @@ from litellm.types.llms.anthropic import (
     ContentBlockStop,
     MessageBlockDelta,
     MessageStartBlock,
-    UsageDelta,
 )
 from litellm.types.llms.openai import (
     ChatCompletionRedactedThinkingBlock,
@@ -557,6 +557,7 @@ class ModelResponseIterator:
         self.tool_index = -1
         self.json_mode = json_mode
         self.speed = speed
+        self._cumulative_usage: Mapping[str, object] = MappingProxyType({})
         # rewritten-name -> caller's original. Built per-request from the
         # forward map in AnthropicConfig._build_request_tool_name_maps; only
         # contains entries we actually rewrote, so a tool legitimately named
@@ -631,10 +632,12 @@ class ModelResponseIterator:
             return True
         return False
 
-    def _handle_usage(self, anthropic_usage_chunk: dict | UsageDelta) -> Usage:
+    def _handle_usage(self, anthropic_usage_chunk: Mapping[str, object]) -> Usage:
+        # message_delta usage is cumulative but may omit fields reported at message_start.
+        self._cumulative_usage = MappingProxyType({**self._cumulative_usage, **anthropic_usage_chunk})
         reasoning_content: Final = "".join(self.reasoning_content_chunks) if self.reasoning_content_chunks else None
         usage: Final = AnthropicConfig().calculate_usage(
-            usage_object=cast(dict, anthropic_usage_chunk),
+            usage_object=self._cumulative_usage,
             reasoning_content=reasoning_content,
             speed=self.speed,
         )
diff --git a/litellm/llms/anthropic/count_tokens/handler.py b/litellm/llms/anthropic/count_tokens/handler.py
index 38cd429d99a..dd2135f4918 100644
--- a/litellm/llms/anthropic/count_tokens/handler.py
+++ b/litellm/llms/anthropic/count_tokens/handler.py
@@ -4,9 +4,11 @@ Anthropic CountTokens API handler.
 Uses httpx for HTTP requests instead of the Anthropic SDK.
 """
 
-from typing import Any, Final
+from collections.abc import Mapping
+from typing import Final
 
 import httpx
+from pydantic import JsonValue, TypeAdapter
 
 import litellm
 from litellm._logging import verbose_logger
@@ -16,6 +18,8 @@ from litellm.llms.anthropic.count_tokens.transformation import (
 )
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 
+_COUNT_RESPONSE: Final = TypeAdapter(dict[str, JsonValue])
+
 
 class AnthropicCountTokensHandler(AnthropicCountTokensConfig):
     """
@@ -27,13 +31,14 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig):
     async def handle_count_tokens_request(
         self,
         model: str,
-        messages: list[dict[str, Any]],
+        messages: list[dict[str, JsonValue]],
         api_key: str,
         api_base: str | None = None,
         timeout: float | httpx.Timeout | None = None,
-        tools: list[dict[str, Any]] | None = None,
-        system: Any | None = None,
-    ) -> dict[str, Any]:
+        tools: list[dict[str, JsonValue]] | None = None,
+        system: JsonValue = None,
+        optional_params: Mapping[str, JsonValue] | None = None,
+    ) -> dict[str, JsonValue]:
         """
         Handle a CountTokens request using httpx.
 
@@ -52,7 +57,7 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig):
         """
         try:
             # Validate the request
-            self.validate_request(model, messages)
+            self.validate_request(model, messages, system=system, tools=tools)
 
             verbose_logger.debug("Processing Anthropic CountTokens request for model: %s", model)
 
@@ -62,6 +67,7 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig):
                 messages=messages,
                 tools=tools,
                 system=system,
+                optional_params=optional_params,
             )
 
             verbose_logger.debug("Transformed request: %s", request_body)
@@ -97,7 +103,7 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig):
                     message=error_text,
                 )
 
-            anthropic_response: Final = response.json()
+            anthropic_response: Final = _COUNT_RESPONSE.validate_json(response.content)
 
             verbose_logger.debug("Anthropic response: %s", anthropic_response)
 
diff --git a/litellm/llms/anthropic/count_tokens/transformation.py b/litellm/llms/anthropic/count_tokens/transformation.py
index 12581b9f658..fb12747cec0 100644
--- a/litellm/llms/anthropic/count_tokens/transformation.py
+++ b/litellm/llms/anthropic/count_tokens/transformation.py
@@ -4,10 +4,17 @@ Anthropic CountTokens API transformation logic.
 This module handles the transformation of requests to Anthropic's CountTokens API format.
 """
 
-from typing import Any, Final
+from collections.abc import Mapping, Sequence
+from types import MappingProxyType
+from typing import Final
+
+from pydantic import JsonValue, TypeAdapter
 
 from litellm.constants import ANTHROPIC_TOKEN_COUNTING_BETA_VERSION
 
+_COUNT_REQUEST: Final = TypeAdapter(dict[str, JsonValue])
+COUNT_TOKEN_OPTION_NAMES: Final = ("thinking", "tool_choice", "output_config")
+
 
 class AnthropicCountTokensConfig:
     """
@@ -31,27 +38,31 @@ class AnthropicCountTokensConfig:
     def transform_request_to_count_tokens(
         self,
         model: str,
-        messages: list[dict[str, Any]],
-        tools: list[dict[str, Any]] | None = None,
-        system: Any | None = None,
-    ) -> dict[str, Any]:
+        messages: list[dict[str, JsonValue]],
+        tools: list[dict[str, JsonValue]] | None = None,
+        system: JsonValue = None,
+        optional_params: Mapping[str, JsonValue] | None = None,
+    ) -> dict[str, JsonValue]:  # mutable-ok: provider transport requires JSON dictionaries
         """
         Transform request to Anthropic CountTokens format.
 
         Includes optional system and tools fields for accurate token counting.
         """
-        request: Final[dict[str, Any]] = {
-            "model": model,
-            "messages": messages,
-        }
-
-        if system is not None:
-            request["system"] = system
-
-        if tools is not None:
-            request["tools"] = tools
-
-        return request
+        options: Final[Mapping[str, JsonValue]] = optional_params or MappingProxyType({})
+        return _COUNT_REQUEST.validate_python(
+            MappingProxyType(
+                {
+                    "model": model,
+                    "messages": messages,
+                    **MappingProxyType(
+                        {key: value for key, value in (("system", system), ("tools", tools)) if value is not None}
+                    ),
+                    **MappingProxyType(
+                        {key: value for key, value in options.items() if key in COUNT_TOKEN_OPTION_NAMES}
+                    ),
+                }
+            )
+        )
 
     def get_required_headers(self, api_key: str) -> dict[str, str]:
         """
@@ -76,7 +87,14 @@ class AnthropicCountTokensConfig:
         headers, _ = optionally_handle_anthropic_oauth(headers=headers, api_key=api_key)
         return headers
 
-    def validate_request(self, model: str, messages: list[dict[str, Any]]) -> None:
+    def validate_request(
+        self,
+        model: str,
+        messages: Sequence[Mapping[str, JsonValue]],
+        *,
+        system: JsonValue = None,
+        tools: list[dict[str, JsonValue]] | None = None,
+    ) -> None:
         """
         Validate the incoming count tokens request.
 
@@ -90,7 +108,7 @@ class AnthropicCountTokensConfig:
         if not model:
             raise ValueError("model parameter is required")
 
-        if not messages:
+        if not messages and not system and not tools:
             raise ValueError("messages parameter is required")
 
         if not isinstance(messages, list):
diff --git a/litellm/llms/anthropic/prompt_cache_prediction.py b/litellm/llms/anthropic/prompt_cache_prediction.py
index e69a02bd93a..447cefb1c45 100644
--- a/litellm/llms/anthropic/prompt_cache_prediction.py
+++ b/litellm/llms/anthropic/prompt_cache_prediction.py
@@ -1,10 +1,11 @@
 from __future__ import annotations
 
+import asyncio
 import hashlib
 import json
 from collections.abc import Mapping, Sequence
-from dataclasses import dataclass
-from itertools import accumulate
+from dataclasses import dataclass, field
+from itertools import accumulate, groupby
 from types import MappingProxyType
 from typing import Annotated, Final, Literal, Protocol, TypeAlias
 
@@ -14,9 +15,14 @@ from pydantic import BaseModel, ConfigDict, Field, JsonValue, StrictInt, TypeAda
 import litellm
 from litellm.llms.anthropic.common_utils import AnthropicModelInfo, is_anthropic_oauth_key
 from litellm.llms.anthropic.count_tokens.handler import AnthropicCountTokensHandler
-from litellm.llms.anthropic.experimental_pass_through.messages.transformation import DEFAULT_ANTHROPIC_API_VERSION
+from litellm.llms.anthropic.count_tokens.transformation import COUNT_TOKEN_OPTION_NAMES
+from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+    DEFAULT_ANTHROPIC_API_VERSION,
+    AnthropicMessagesConfig,
+)
 from litellm.types.router import LiteLLM_Params
 from litellm.types.utils import ModelResponse
+from litellm.utils import supports_thinking_cache_preservation
 
 _JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue])
 _HEADERS: Final = TypeAdapter(dict[str, str])
@@ -100,10 +106,7 @@ _Block: TypeAlias = Annotated[_Text | _ToolUse | _ToolResult, Field(discriminato
 
 class _Message(_StrictModel):
     role: Literal["user", "assistant"]
-    content: str | Annotated[tuple[_Block, ...], Field(strict=False)]
-
-    def blocks(self) -> tuple[_Text | _ToolUse | _ToolResult, ...]:
-        return (_Text(type="text", text=self.content),) if isinstance(self.content, str) else tuple(self.content)
+    content: Annotated[str, Field(min_length=1, pattern=r"\S")] | Annotated[tuple[_Block, ...], Field(strict=False)]
 
 
 class _Tool(_StrictModel):
@@ -113,10 +116,7 @@ class _Tool(_StrictModel):
     type: Literal["custom"] | None = None
 
 
-class _Request(_StrictModel):
-    messages: tuple[_Message, ...] = Field(min_length=1, strict=False)
-    system: str | Annotated[tuple[_ResultText, ...], Field(strict=False)] | None = None
-    tools: Annotated[tuple[_Tool, ...], Field(strict=False)] | None = None
+class _RequestOptions(_StrictModel):
     model: str | None = None
     max_tokens: int | None = None
     stream: bool | None = None
@@ -127,6 +127,289 @@ class _Request(_StrictModel):
     metadata: Mapping[str, JsonValue] | None = None
 
 
+class _Request(_RequestOptions):
+    messages: tuple[_Message, ...] = Field(min_length=1, strict=False)
+    system: str | Annotated[tuple[_ResultText, ...], Field(strict=False)] | None = None
+    tools: Annotated[tuple[_Tool, ...], Field(strict=False)] | None = None
+
+
+class _Thinking(_StrictModel):
+    type: Literal["thinking"]
+    thinking: str
+    signature: str = Field(min_length=1)
+
+
+_PlanBlock: TypeAlias = Annotated[_Text | _ToolUse | _ToolResult | _Thinking, Field(discriminator="type")]
+
+
+class _PlanMessage(_StrictModel):
+    role: Literal["user", "assistant", "system"]
+    content: str | Annotated[tuple[_PlanBlock, ...], Field(strict=False)]
+
+
+class _PlanTool(_Tool):
+    cache_control: _CacheControl | None = None
+
+
+class _PlanRequest(_RequestOptions):
+    messages: tuple[_PlanMessage, ...] = Field(min_length=1, strict=False)
+    system: str | Annotated[tuple[_Text, ...], Field(strict=False)] | None = None
+    tools: Annotated[tuple[_PlanTool, ...], Field(strict=False)] | None = None
+    cache_control: _CacheControl | None = None
+    thinking: Mapping[str, JsonValue] | None = None
+    tool_choice: Mapping[str, JsonValue] | None = None
+    output_config: Mapping[str, JsonValue] | None = None
+    speed: Literal["fast", "standard"] | None = None
+    service_tier: Literal["auto", "standard_only"] | None = None
+
+
+@dataclass(frozen=True, slots=True)
+class CacheBoundary:
+    fingerprint: str
+    prefix_body: Mapping[str, JsonValue] = field(repr=False)
+    ttl_seconds: int
+    lookback_fingerprints: tuple[str, ...]
+    content_fingerprint: str = ""
+    lookback_content_fingerprints: tuple[str, ...] = ()
+
+
+@dataclass(frozen=True, slots=True)
+class PromptCachePlan:
+    full_body: Mapping[str, JsonValue] = field(repr=False)
+    breakpoints: tuple[CacheBoundary, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class UnsupportedCachePlan:
+    reason: Literal[
+        "unsupported_prompt_shape",
+        "conflicting_cache_ttl",
+        "too_many_cache_breakpoints",
+        "invalid_cache_ttl_order",
+        "unsupported_thinking_cache_semantics",
+        "token_count_unavailable",
+        "inconsistent_prefix_token_count",
+    ]
+
+
+@dataclass(frozen=True, slots=True)
+class CountedBreakpoint:
+    fingerprint: str
+    ttl_seconds: int
+    prefix_tokens: int
+    lookback_fingerprints: tuple[str, ...]
+    content_fingerprint: str = ""
+    lookback_content_fingerprints: tuple[str, ...] = ()
+
+
+@dataclass(frozen=True, slots=True)
+class CountedPromptCachePlan:
+    total_tokens: int
+    breakpoints: tuple[CountedBreakpoint, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class _Position:
+    section: Literal["tools", "system", "messages"]
+    message_index: int
+    role: str
+    block: Mapping[str, JsonValue]
+    marker: _CacheControl | None
+
+
+def _content_blocks(content: JsonValue) -> tuple[Mapping[str, JsonValue], ...]:
+    if isinstance(content, str):
+        return (MappingProxyType({"type": "text", "text": content}),)
+    return tuple(_JSON_OBJECT.validate_python(block) for block in content) if isinstance(content, list) else ()
+
+
+def _position(
+    section: Literal["tools", "system", "messages"],
+    message_index: int,
+    role: str,
+    block: Mapping[str, JsonValue],
+) -> _Position:
+    control: Final = block.get("cache_control")
+    return _Position(
+        section,
+        message_index,
+        role,
+        MappingProxyType({key: value for key, value in block.items() if key != "cache_control"}),
+        _CacheControl.model_validate(control) if control is not None else None,
+    )
+
+
+def _positions(body: Mapping[str, JsonValue]) -> tuple[_Position, ...]:
+    tools: Final = body.get("tools")
+    messages: Final = body.get("messages")
+    return (
+        *tuple(
+            _position("tools", -1, "", _JSON_OBJECT.validate_python(tool))
+            for tool in (tools if isinstance(tools, list) else ())
+        ),
+        *tuple(_position("system", -1, "", block) for block in _content_blocks(body.get("system"))),
+        *tuple(
+            _position("messages", message_index, str(message.get("role")), block)
+            for message_index, raw_message in enumerate(messages if isinstance(messages, list) else ())
+            for message in (_JSON_OBJECT.validate_python(raw_message),)
+            for block in _content_blocks(message.get("content"))
+        ),
+    )
+
+
+def _prefix_body(
+    body: Mapping[str, JsonValue],
+    positions: tuple[_Position, ...],
+    last_index: int,
+) -> Mapping[str, JsonValue]:
+    prefix: Final = positions[: last_index + 1]
+    sections: Final = MappingProxyType(
+        {
+            section: _count_objects(tuple(position.block for position in prefix if position.section == section))
+            for section in ("tools", "system")
+            if any(position.section == section for position in prefix)
+        }
+    )
+    messages: Final = tuple(
+        MappingProxyType(
+            _JSON_OBJECT.validate_python(
+                MappingProxyType(
+                    {"role": group[0].role, "content": _count_objects(tuple(position.block for position in group))}
+                )
+            )
+        )
+        for _, values in groupby(
+            (position for position in prefix if position.section == "messages"),
+            key=lambda position: position.message_index,
+        )
+        for group in (tuple(values),)
+    )
+    return MappingProxyType(
+        _JSON_OBJECT.validate_python(
+            MappingProxyType(
+                {
+                    **MappingProxyType({key: body[key] for key in COUNT_TOKEN_OPTION_NAMES if key in body}),
+                    **sections,
+                    "messages": _count_objects(messages),
+                }
+            )
+        )
+    )
+
+
+def _position_group(position: _Position, index: int) -> tuple[str, int, str | int]:
+    block_type: Final = position.block.get("type")
+    return (
+        position.section,
+        position.message_index,
+        block_type if isinstance(block_type, str) and block_type in ("tool_use", "tool_result") else index,
+    )
+
+
+def _chain_digest(previous: str, current: str) -> str:
+    return _digest((previous, current))
+
+
+def _cacheable_position(position: _Position) -> bool:
+    block_type: Final = position.block.get("type")
+    if block_type == "thinking":
+        return False
+    text: Final = position.block.get("text")
+    return block_type != "text" or (isinstance(text, str) and bool(text.strip()))
+
+
+def _entry_fingerprint(fingerprint: str, ttl_seconds: int) -> str:
+    return _digest(("native-cache-prefix-v2", fingerprint, ttl_seconds))
+
+
+def parse_cache_plan(body: Mapping[str, JsonValue]) -> PromptCachePlan | UnsupportedCachePlan:
+    try:
+        request: Final = _PlanRequest.model_validate(body)
+        positions: Final = _positions(body)
+    except ValidationError:
+        return UnsupportedCachePlan("unsupported_prompt_shape")
+    explicit: Final = tuple(
+        (index, position.marker) for index, position in enumerate(positions) if position.marker is not None
+    )
+    automatic_index: Final = next(
+        (index for index in reversed(range(len(positions))) if _cacheable_position(positions[index])), None
+    )
+    automatic_existing: Final = next((marker for index, marker in explicit if index == automatic_index), None)
+    if (
+        request.cache_control is not None
+        and automatic_existing is not None
+        and automatic_existing != request.cache_control
+    ):
+        return UnsupportedCachePlan("conflicting_cache_ttl")
+    automatic: Final = (
+        ((automatic_index, request.cache_control),)
+        if (request.cache_control is not None and automatic_index is not None and automatic_existing is None)
+        else ()
+    )
+    markers: Final = tuple(sorted((*explicit, *automatic), key=lambda value: value[0]))
+    if len(markers) > 4:
+        return UnsupportedCachePlan("too_many_cache_breakpoints")
+    ttls: Final = tuple(3600 if marker.ttl == "1h" else 300 for _, marker in markers)
+    if any(first < second for first, second in zip(ttls, ttls[1:])):
+        return UnsupportedCachePlan("invalid_cache_ttl_order")
+    settings: Final = MappingProxyType(
+        {
+            key: body[key]
+            for key in ("thinking", "output_config", "speed")
+            if key in body and not (key == "speed" and body[key] == "standard")
+        }
+    )
+    hashes: Final = tuple(
+        accumulate(
+            (
+                _digest(
+                    (
+                        position.section,
+                        position.message_index,
+                        position.role,
+                        position.block,
+                        body.get("tool_choice") if position.section == "messages" else None,
+                    )
+                )
+                for position in positions
+            ),
+            _chain_digest,
+            initial=_digest(settings),
+        )
+    )[1:]
+    groups: Final = tuple(
+        tuple(index for index, _ in values)
+        for _, values in groupby(
+            enumerate(positions),
+            key=lambda item: _position_group(item[1], item[0]),
+        )
+    )
+    return PromptCachePlan(
+        full_body=MappingProxyType(dict(body)),
+        breakpoints=tuple(
+            CacheBoundary(
+                fingerprint=_entry_fingerprint(hashes[index], ttl),
+                prefix_body=_prefix_body(body, positions, index),
+                ttl_seconds=ttl,
+                lookback_fingerprints=tuple(
+                    _entry_fingerprint(hashes[earlier], ttl)
+                    for group in reversed(tuple(group for group in groups if group[0] <= index)[-20:])
+                    for earlier in reversed(group)
+                    if earlier <= index
+                ),
+                content_fingerprint=hashes[index],
+                lookback_content_fingerprints=tuple(
+                    hashes[earlier]
+                    for group in reversed(tuple(group for group in groups if group[0] <= index)[-20:])
+                    for earlier in reversed(group)
+                    if earlier <= index
+                ),
+            )
+            for (index, _), ttl in zip(markers, ttls)
+        ),
+    )
+
+
 @dataclass(frozen=True, slots=True)
 class PromptPrefix:
     prefix_body: Mapping[str, JsonValue]
@@ -137,68 +420,28 @@ class PromptPrefix:
 
 def _digest(value: object) -> str:
     return hashlib.sha256(
-        json.dumps(value, sort_keys=True, separators=(",", ":"), ensure_ascii=False).encode()
+        json.dumps(value, default=_json_object, separators=(",", ":"), ensure_ascii=False).encode()
     ).hexdigest()
 
 
-def _next_digest(previous: str, boundary: tuple[int, str, Mapping[str, JsonValue]]) -> str:
-    return _digest((previous, boundary))
+def _json_object(value: object) -> dict[str, JsonValue]:  # mutable-ok: JSON serialization requires a dictionary
+    return _JSON_OBJECT.validate_python(value)
 
 
 def parse_prompt(body: Mapping[str, JsonValue]) -> PromptPrefix | None:
     try:
-        request: Final = _Request.model_validate(body)
-        blocks: Final = tuple(message.blocks() for message in request.messages)
+        _Request.model_validate(body)
     except ValidationError:
         return None
-    markers: Final = tuple(
-        (message_index, block_index, block.cache_control)
-        for message_index, message_blocks in enumerate(blocks)
-        for block_index, block in enumerate(message_blocks)
-        if block.cache_control is not None
-    )
-    if len(markers) != 1:
+    plan: Final = parse_cache_plan(body)
+    if isinstance(plan, UnsupportedCachePlan) or len(plan.breakpoints) != 1:
         return None
-    message_end, block_end, marker = markers[0]
-    normalized: Final = _JSON_OBJECT.validate_python(request.model_dump(mode="json", exclude_none=True))
-    context: Final = MappingProxyType({key: normalized[key] for key in ("system", "tools") if key in normalized})
-    boundaries: Final = tuple(
-        (
-            message_index,
-            request.messages[message_index].role,
-            _JSON_OBJECT.validate_python(
-                block.model_dump(mode="json", exclude=MappingProxyType({"cache_control": True}), exclude_none=True)
-            ),
-        )
-        for message_index, message_blocks in enumerate(blocks[: message_end + 1])
-        for block_index, block in enumerate(message_blocks)
-        if message_index < message_end or block_index <= block_end
-    )
-    hashes: Final = tuple(
-        accumulate(boundaries, _next_digest, initial=_digest((_JSON_OBJECT.validate_python(context), marker.ttl)))
-    )[1:]
-    prefix_messages: Final = tuple(
-        _Message(
-            role=request.messages[message_index].role,
-            content=tuple(
-                block
-                for block_index, block in enumerate(message_blocks)
-                if message_index < message_end or block_index <= block_end
-            ),
-        )
-        for message_index, message_blocks in enumerate(blocks[: message_end + 1])
-    )
+    prefix: Final = plan.breakpoints[0]
     return PromptPrefix(
-        prefix_body=MappingProxyType(
-            _JSON_OBJECT.validate_python(
-                _Request(messages=prefix_messages, system=request.system, tools=request.tools).model_dump(
-                    mode="json", exclude_none=True
-                )
-            )
-        ),
-        fingerprint=hashes[-1],
-        fingerprints=tuple(reversed(hashes[-20:])),
-        ttl_seconds=3600 if marker.ttl == "1h" else 300,
+        prefix_body=prefix.prefix_body,
+        fingerprint=prefix.fingerprint,
+        fingerprints=prefix.lookback_fingerprints,
+        ttl_seconds=prefix.ttl_seconds,
     )
 
 
@@ -246,6 +489,9 @@ class _CountBody(BaseModel):
     messages: Sequence[Mapping[str, JsonValue]]
     tools: Sequence[Mapping[str, JsonValue]] | None = None
     system: str | Sequence[Mapping[str, JsonValue]] | None = None
+    thinking: Mapping[str, JsonValue] | None = None
+    tool_choice: Mapping[str, JsonValue] | None = None
+    output_config: Mapping[str, JsonValue] | None = None
 
 
 class _CountResult(BaseModel):
@@ -262,16 +508,36 @@ def _count_objects(
     return [dict(value) for value in values]  # mutable-ok: serialize read-only inputs at the provider API boundary
 
 
-async def count_prompt_tokens(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int | None:
-    native: Final = _CountBody.model_validate(body)
+def _messages_url(model: str, api_key: str, api_base: str | None) -> str:
+    return AnthropicMessagesConfig().get_complete_url(  # pyright: ignore[reportUnknownMemberType]  # canonical native URL owner takes legacy JSON arguments
+        api_base=api_base,
+        api_key=api_key,
+        model=model,
+        optional_params=_JSON_OBJECT.validate_python(MappingProxyType({})),
+        litellm_params=_JSON_OBJECT.validate_python(MappingProxyType({})),
+    )
+
+
+async def count_prompt_tokens(
+    model: str,
+    api_key: str,
+    body: Mapping[str, JsonValue],
+    api_base: str | None = None,
+) -> int | None:
     try:
+        native: Final = _CountBody.model_validate(body)
+        count_url: Final = _messages_url(model, api_key, api_base) + "/count_tokens"
         result: Final = _CountResult.model_validate(
             await _counter.handle_count_tokens_request(
                 model=model,
                 messages=_count_objects(native.messages),
                 tools=_count_objects(native.tools) if native.tools is not None else None,
-                system=native.system,
+                system=_JSON_OBJECT.validate_python(MappingProxyType({"system": native.system}))["system"],
                 api_key=api_key,
+                api_base=count_url,
+                optional_params=_JSON_OBJECT.validate_python(
+                    MappingProxyType({key: body[key] for key in COUNT_TOKEN_OPTION_NAMES if key in body})
+                ),
                 timeout=15.0,
             )
         )
@@ -280,10 +546,55 @@ async def count_prompt_tokens(model: str, api_key: str, body: Mapping[str, JsonV
     return result.input_tokens
 
 
+async def count_cache_plan(
+    model: str,
+    api_key: str,
+    plan: PromptCachePlan,
+    token_counter: TokenCounter = count_prompt_tokens,
+) -> CountedPromptCachePlan | UnsupportedCachePlan:
+    if any(position.block.get("type") == "thinking" for position in _positions(plan.full_body)):
+        if not supports_thinking_cache_preservation(model, "anthropic"):
+            return UnsupportedCachePlan("unsupported_thinking_cache_semantics")
+    total: Final = await token_counter(model, api_key, plan.full_body)
+    if total is None:
+        return UnsupportedCachePlan("token_count_unavailable")
+    counts: Final = tuple(
+        await asyncio.gather(*(token_counter(model, api_key, marker.prefix_body) for marker in plan.breakpoints))
+    )
+    if any(value is None for value in counts):
+        return UnsupportedCachePlan("token_count_unavailable")
+    known: Final = tuple(value for value in counts if value is not None)
+    if any(value < 0 for value in (total, *known)) or any(
+        first > second for first, second in zip(known, (*known[1:], total))
+    ):
+        return UnsupportedCachePlan("inconsistent_prefix_token_count")
+    return CountedPromptCachePlan(
+        total,
+        tuple(
+            CountedBreakpoint(
+                marker.fingerprint,
+                marker.ttl_seconds,
+                count,
+                marker.lookback_fingerprints,
+                marker.content_fingerprint,
+                marker.lookback_content_fingerprints,
+            )
+            for marker, count in zip(plan.breakpoints, known)
+        ),
+    )
+
+
 @dataclass(frozen=True, slots=True)
 class NativePredictionTarget:
     model: str
-    api_key: str
+    api_key: str = field(repr=False)
+    api_base: str | None = None
+
+
+def supported_baseline_recipient(target: NativePredictionTarget, wire: httpx.Request) -> bool:
+    return wire.headers.get("x-api-key") == target.api_key and wire.url == httpx.URL(
+        _messages_url(target.model, target.api_key, target.api_base)
+    )
 
 
 @dataclass(frozen=True, slots=True)
@@ -297,11 +608,26 @@ class UnsupportedPredictionTarget:
 
 
 def resolve_prediction_target(params: LiteLLM_Params) -> NativePredictionTarget | UnsupportedPredictionTarget:
+    return _resolve_prediction_target(params, allow_configured_endpoint=False)
+
+
+def resolve_baseline_prediction_target(params: LiteLLM_Params) -> NativePredictionTarget | UnsupportedPredictionTarget:
+    return _resolve_prediction_target(params, allow_configured_endpoint=True)
+
+
+def _resolve_prediction_target(
+    params: LiteLLM_Params,
+    *,
+    allow_configured_endpoint: bool,
+) -> NativePredictionTarget | UnsupportedPredictionTarget:
     configured_options: Final = frozenset(params.model_dump(exclude_defaults=True, exclude_none=True))
     if configured_options - _DEPLOYMENT_OPTIONS:
         return UnsupportedPredictionTarget("unsupported_deployment_configuration")
     api_base: Final = AnthropicModelInfo.get_api_base(params.api_base)
-    if api_base not in ("https://api.anthropic.com", "https://api.anthropic.com/v1/messages"):
+    if not allow_configured_endpoint and api_base not in (
+        "https://api.anthropic.com",
+        "https://api.anthropic.com/v1/messages",
+    ):
         return UnsupportedPredictionTarget("unsupported_provider_endpoint")
     try:
         model, provider, _, _ = litellm.get_llm_provider(
@@ -314,7 +640,7 @@ def resolve_prediction_target(params: LiteLLM_Params) -> NativePredictionTarget
     api_key: Final = AnthropicModelInfo.get_api_key(params.api_key)
     if api_key is None or not _supported_provider_key(api_key):
         return UnsupportedPredictionTarget("unsupported_provider_credentials")
-    return NativePredictionTarget(model=model, api_key=api_key)
+    return NativePredictionTarget(model=model, api_key=api_key, api_base=api_base)
 
 
 def _supported_provider_key(api_key: str) -> bool:
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 8e0cdf547a2..49a332e62bb 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -2163,6 +2163,8 @@ class BaseLLMHTTPHandler:
                     e=e, litellm_params=litellm_params_dict
                 )
                 if should_retry and not hit_max_attempt:
+                    if logging_obj.baseline_cache_context is not None:
+                        await logging_obj.invalidate_baseline_cache_estimate("retried_request")
                     verbose_logger.debug(
                         "Anthropic /v1/messages: invalid thinking signature; "
                         "stripping thinking blocks and retrying (attempt %s/%s).",
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 7cf858ed9ff..4b0f5e8b49a 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -14510,6 +14510,7 @@
         "supports_native_structured_output": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_sampling_params": false,
@@ -14547,6 +14548,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14698,6 +14700,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14727,6 +14730,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14759,6 +14763,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14796,6 +14801,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14831,6 +14837,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14869,6 +14876,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14986,6 +14994,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -15027,6 +15036,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
diff --git a/litellm/models/autorouter_session.py b/litellm/models/autorouter_session.py
index c7126236ec3..ddce2b5ef81 100644
--- a/litellm/models/autorouter_session.py
+++ b/litellm/models/autorouter_session.py
@@ -8,6 +8,8 @@ maintains per (api_key, session_id, router_name).
 from collections.abc import Mapping
 from datetime import datetime
 
+from pydantic import Field
+
 from litellm.types.llms.base import LiteLLMPydanticObjectBase
 
 
@@ -22,18 +24,25 @@ class LiteLLM_AutoRouterSession(LiteLLMPydanticObjectBase):
     turns: int
     spend: float
     saved_spend: float
+    savings_estimated_turns: int = 0
+    savings_estimated_actual_spend: float = 0.0
+    savings_estimated_saved_spend: float = 0.0
+    savings_estimated_baseline_models: Mapping[str, int] = Field(default_factory=dict)
     classifier_cost: float
     tier_turns: Mapping[str, int]
     baseline_models: Mapping[str, int]
 
     @property
     def baseline_model(self) -> str | None:
-        """The baseline most of this session's turns were priced against, or None when no turn recorded one.
+        """The baseline most covered turns were priced against, or None when none were estimated.
 
         A router reconfigured mid-session leaves turns priced against two baselines; the row keeps both
         counts, and the label is the one that priced the most money-carrying turns rather than whatever the
         router is configured with now.
         """
-        if not self.baseline_models:
+        if not self.savings_estimated_baseline_models:
             return None
-        return max(self.baseline_models, key=lambda model: (self.baseline_models[model], model))
+        return max(
+            self.savings_estimated_baseline_models,
+            key=lambda model: (self.savings_estimated_baseline_models[model], model),
+        )
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6322a1212fe..ea2d4562514 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -13,6 +13,7 @@ from pydantic import (
     ConfigDict,
     Field,
     Json,
+    JsonValue,
     PositiveInt,
     field_validator,
     model_validator,
@@ -3940,6 +3941,7 @@ class SpendLogsRouterMetadata(TypedDict):
 
 
 class SpendLogsMetadata(TypedDict):
+    autorouter_baseline_observation: ReadOnly[str | None]
     """
     Specific metadata k,v pairs logged to spendlogs for easier cost tracking
     """
@@ -3980,7 +3982,8 @@ class SpendLogsMetadata(TypedDict):
     original_model_group: ReadOnly[str | None]  # Model group requested before any fallbacks
     cost_breakdown: CostBreakdown | None  # Detailed cost breakdown (input_cost, output_cost, margin, discount, etc.)
     compression_savings: CompressionSavingsMetadata | None
-    autorouter_savings: ReadOnly[float | None]  # stamped by the logging payload; None = not auto-routed
+    autorouter_savings: ReadOnly[float | None]
+    autorouter_savings_estimate: ReadOnly[Mapping[str, JsonValue] | None]
     litellm_gateway_injected_cache: ReadOnly[str | None]
     router_metadata: ReadOnly[SpendLogsRouterMetadata | None]  # None = deployment not flagged internal_router_model
     azure_spillover: ReadOnly[AzureSpillover | None]  # None = Azure did not report spillover
diff --git a/litellm/proxy/client/cli/commands/statusline_script.py b/litellm/proxy/client/cli/commands/statusline_script.py
index 47be3888a58..09dd062c888 100644
--- a/litellm/proxy/client/cli/commands/statusline_script.py
+++ b/litellm/proxy/client/cli/commands/statusline_script.py
@@ -32,6 +32,7 @@ import unicodedata
 import urllib.error
 import urllib.request
 from collections.abc import Callable, Mapping
+from math import isfinite
 from pathlib import Path
 from types import MappingProxyType
 from typing import IO, Final, NamedTuple, Protocol
@@ -43,6 +44,7 @@ FETCH_TIMEOUT_SECONDS: Final = 3
 BAR_WIDTH: Final = 24
 BAR_FULL: Final = "\u2588"
 BAR_EMPTY: Final = "\u2591"
+SEPARATOR: Final = " \u00b7 "
 TRANSCRIPT_SCAN_LIMIT_BYTES: Final = 4 * 1024 * 1024
 CLAUDE_BASE_URL_ENV_KEYS: Final = ("ANTHROPIC_BASE_URL",)
 CLAUDE_API_KEY_ENV_KEYS: Final = ("ANTHROPIC_AUTH_TOKEN", "ANTHROPIC_API_KEY")
@@ -63,8 +65,11 @@ class Session(NamedTuple):
     router_name: str
     last_model: str
     spend: float
-    baseline_spend: float
+    baseline_spend: float | None
     baseline_model: str | None
+    turns: int | None = None
+    savings_estimated_turns: int | None = None
+    savings_estimated_actual_spend: float | None = None
 
 
 class Credentials(NamedTuple):
@@ -205,17 +210,38 @@ def _session_from_payload(payload: Mapping[str, object]) -> Session | None:
     router_name: Final = printable(payload.get("router_name"))
     last_model: Final = printable(payload.get("last_model"))
     spend: Final = payload.get("spend")
-    baseline_spend: Final = payload.get("baseline_spend")
+    baseline_spend: Final = payload.get("savings_estimated_baseline_spend", payload.get("baseline_spend"))
+    turns: Final = payload.get("turns")
+    estimated_turns: Final = payload.get("savings_estimated_turns")
+    estimated_actual: Final = payload.get("savings_estimated_actual_spend")
     if not router_name or not last_model:
         return None
-    if not isinstance(spend, (int, float)) or not isinstance(baseline_spend, (int, float)):
+    if not isinstance(spend, (int, float)) or isinstance(spend, bool) or not isfinite(spend):
+        return None
+    if baseline_spend is not None and (
+        not isinstance(baseline_spend, (int, float)) or isinstance(baseline_spend, bool) or not isfinite(baseline_spend)
+    ):
         return None
     return Session(
         router_name=router_name,
         last_model=last_model,
         spend=float(spend),
-        baseline_spend=float(baseline_spend),
+        baseline_spend=float(baseline_spend) if baseline_spend is not None else None,
         baseline_model=printable(payload.get("baseline_model")) or None,
+        turns=turns if isinstance(turns, int) and not isinstance(turns, bool) and turns >= 0 else None,
+        savings_estimated_turns=(
+            estimated_turns
+            if isinstance(estimated_turns, int) and not isinstance(estimated_turns, bool) and estimated_turns >= 0
+            else (0 if estimated_turns is not None else None)
+        ),
+        savings_estimated_actual_spend=(
+            float(estimated_actual)
+            if isinstance(estimated_actual, (int, float))
+            and not isinstance(estimated_actual, bool)
+            and isfinite(estimated_actual)
+            and estimated_actual >= 0
+            else None
+        ),
     )
 
 
@@ -314,15 +340,36 @@ def render(model: str, session: Session | None, config_dir: Path, use_color: boo
         return f"{code}{text}{RESET}" if use_color else text
 
     routed: Final = paint(BOLD, f"Routed to: {model}")
-    if session is None or session.baseline_model is None or session.baseline_spend <= 0:
+    if session is None:
         return routed
+    if session.savings_estimated_turns == 0 or session.baseline_spend is None:
+        return f"{routed}{SEPARATOR}Savings unavailable"
+    if session.baseline_model is None or session.baseline_spend <= 0:
+        return routed
+    if session.savings_estimated_turns is not None and (
+        session.savings_estimated_actual_spend is None
+        or session.turns is None
+        or session.savings_estimated_turns > session.turns
+    ):
+        return f"{routed}{SEPARATOR}Savings unavailable"
+    compared_spend: Final = (
+        session.savings_estimated_actual_spend
+        if session.savings_estimated_turns is not None and session.savings_estimated_actual_spend is not None
+        else session.spend
+    )
+    coverage: Final = (
+        f"{SEPARATOR}{session.savings_estimated_turns} of {session.turns} turns estimated"
+        if session.savings_estimated_turns is not None
+        else ""
+    )
     reference: Final = baseline_label(session.baseline_model, config_dir)
-    pct: Final = (session.baseline_spend - session.spend) / session.baseline_spend * 100
-    delta: Final = paint(LITELLM_COLOR, f"{'-' if pct >= 0 else '+'}{abs(round(pct))}% vs {reference}")
-    peak: Final = max(session.spend, session.baseline_spend)
+    pct: Final = round((session.baseline_spend - compared_spend) / session.baseline_spend * 100)
+    sign: Final = "-" if pct > 0 else "+" if pct < 0 else ""
+    delta: Final = paint(LITELLM_COLOR, f"{sign}{abs(pct)}% vs {reference}")
+    peak: Final = max(compared_spend, session.baseline_spend)
     label_width: Final = max(_display_width(session.router_name), _display_width(reference))
     rows: Final = (
-        (session.router_name, session.spend, LITELLM_COLOR),
+        (session.router_name, compared_spend, LITELLM_COLOR),
         (reference, session.baseline_spend, BASELINE_COLOR),
     )
     lines: Final = (
@@ -331,7 +378,7 @@ def render(model: str, session: Session | None, config_dir: Path, use_color: boo
         f"{paint(DIM, f'${amount:.2f}')}"
         for label, amount, color in rows
     )
-    return "\n".join((f"{routed}  {delta}", *lines))
+    return "\n".join((f"{routed}  {delta}{coverage}", *lines))
 
 
 def color_enabled(env: Mapping[str, str]) -> bool:
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 6f769e6971a..9484fd7c723 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -3749,6 +3749,14 @@ class ProxyBaseLLMRequestProcessing:
                         "async_streaming_data_generator: error closing response stream: %s",
                         e,
                     )
+            logging_obj: Final = request_data.get("litellm_logging_obj")
+            if (
+                not stream_completed
+                and isinstance(logging_obj, LiteLLMLoggingObj)
+                and logging_obj.baseline_cache_context is not None
+                and logging_obj.model_call_details.get("prompt_cache_response_complete") is not True
+            ):
+                await logging_obj.invalidate_baseline_cache_estimate("incomplete_response", completed=True)
 
     @staticmethod
     async def async_streaming_data_generator(
diff --git a/litellm/proxy/db/autorouter_session_rollup.py b/litellm/proxy/db/autorouter_session_rollup.py
index 3a61da164d0..0d812ee812a 100644
--- a/litellm/proxy/db/autorouter_session_rollup.py
+++ b/litellm/proxy/db/autorouter_session_rollup.py
@@ -26,6 +26,7 @@ from typing import TYPE_CHECKING, Final, NamedTuple
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
 from litellm.proxy._types import DB_RETRY_SAFE_ERROR_TYPES
+from litellm.proxy.db.create_views import SupportsExecuteRaw
 
 if TYPE_CHECKING:
     from litellm.proxy._types import SpendLogsPayload
@@ -75,6 +76,9 @@ SELECT
     COALESCE(SUM(total_tokens), 0)::bigint AS total_tokens,
     COALESCE(SUM(spend), 0)::float8 AS spend,
     COALESCE(SUM(saved_spend), 0)::float8 AS saved_spend,
+    COALESCE(SUM(savings_estimated_turns), 0)::int AS savings_estimated_turns,
+    COALESCE(SUM(savings_estimated_actual_spend), 0)::float8 AS savings_estimated_actual_spend,
+    COALESCE(SUM(savings_estimated_saved_spend), 0)::float8 AS savings_estimated_saved_spend,
     COALESCE(SUM(classifier_cost), 0)::float8 AS classifier_cost,
     COALESCE(SUM(classifier_cost_recorded_turns), 0)::int AS classifier_cost_recorded_turns,
     COALESCE(SUM(EXTRACT(EPOCH FROM (last_turn_at - first_turn_at))), 0)::float8 AS session_seconds
@@ -104,6 +108,9 @@ class AutoRouterTurnTransaction:
     cache_touched: bool
     tier: str | None = None
     baseline_model: str | None = None
+    savings_estimated_turns: int = 0
+    savings_estimated_actual_spend: float = 0.0
+    savings_estimated_saved_spend: float = 0.0
 
 
 class TurnCacheFacts(NamedTuple):
@@ -215,13 +222,18 @@ def build_autorouter_turn_transaction(
     turn_at: Final = _turn_time_utc(str(payload.get("startTime") or ""))
     if turn_at is None:
         return None
-    from litellm.proxy.spend_tracking.savings import classifier_cost_from_decision
+    from litellm.proxy.spend_tracking.savings import (
+        classifier_cost_from_decision,
+        recorded_estimated_autorouter_savings,
+    )
 
     usage_object_raw: Final = metadata.get("usage_object")
     cache: Final = turn_cache_facts(usage_object_raw if isinstance(usage_object_raw, Mapping) else None)
     tier_raw: Final = routing_decision.get("tier")
     baseline_raw: Final = routing_decision.get("savings_baseline_model")
     classifier_cost: Final = classifier_cost_from_decision(routing_decision)
+    actual_spend: Final = float(payload.get("spend") or 0.0) + (classifier_cost or 0.0)
+    estimated_savings: Final = recorded_estimated_autorouter_savings(metadata)
     return AutoRouterTurnTransaction(
         api_key=api_key,
         session_id=bounded_session_id(session_id),
@@ -232,13 +244,16 @@ def build_autorouter_turn_transaction(
         model=model,
         turn_at=turn_at,
         total_tokens=int(payload.get("prompt_tokens") or 0) + int(payload.get("completion_tokens") or 0),
-        spend=float(payload.get("spend") or 0.0) + (classifier_cost or 0.0),
+        spend=actual_spend,
         saved_spend=saved_spend,
         classifier_cost=classifier_cost or 0.0,
         covered=cache.covered,
         cache_hit=cache.read_tokens > 0,
         cache_ttl_seconds=cache.write_ttl_seconds,
         cache_touched=cache.touched,
+        savings_estimated_turns=int(estimated_savings is not None),
+        savings_estimated_actual_spend=actual_spend if estimated_savings is not None else 0.0,
+        savings_estimated_saved_spend=estimated_savings if estimated_savings is not None else 0.0,
     )
 
 
@@ -263,6 +278,10 @@ _BASELINE: Final = f"{_p('baseline_model')}::text"
 _BASELINE_DELTA: Final = (
     f"(CASE WHEN {_BASELINE} IS NULL THEN '{{}}'::jsonb ELSE jsonb_build_object({_BASELINE}, 1) END)"
 )
+_ESTIMATED_BASELINE: Final = f"{_p('savings_estimated_turns')}::int = 1 AND {_BASELINE} IS NOT NULL"
+_ESTIMATED_BASELINE_DELTA: Final = (
+    f"(CASE WHEN {_ESTIMATED_BASELINE} THEN jsonb_build_object({_BASELINE}, 1) ELSE '{{}}'::jsonb END)"
+)
 
 _IN_ORDER: Final = f"{_TURN_AT}::timestamp >= t.last_turn_at"
 _SAME: Final = f"{_IN_ORDER} AND t.last_model = {_MODEL}"
@@ -281,7 +300,8 @@ INSERT INTO "LiteLLM_AutoRouterSession" AS t (
     same_model_turns, same_model_hits, first_visit_turns, first_visit_hits,
     return_turns, return_hits, return_expired_misses, return_within_ttl_misses,
     ttl_5m_turns, ttl_1h_turns, total_tokens, spend, saved_spend, classifier_cost, classifier_cost_recorded_turns, tier_turns,
-    baseline_models
+    baseline_models, savings_estimated_turns, savings_estimated_actual_spend, savings_estimated_saved_spend,
+    savings_estimated_baseline_models
 )
 VALUES (
     {_p("api_key")}, {_p("session_id")}, {_p("router_name")}, {_p("router_type")}, {_TURN_AT}::timestamp, {_TURN_AT}::timestamp,
@@ -292,13 +312,18 @@ VALUES (
     (CASE WHEN {_CACHE_TTL}::int = {CACHE_TTL_5M_SECONDS} THEN 1 ELSE 0 END),
     (CASE WHEN {_CACHE_TTL}::int = {CACHE_TTL_1H_SECONDS} THEN 1 ELSE 0 END),
     {_p("total_tokens")}::bigint, {_p("spend")}::float8, {_p("saved_spend")}::float8,
-    {_p("classifier_cost")}::float8, 1, {_TIER_DELTA}, {_BASELINE_DELTA}
+    {_p("classifier_cost")}::float8, 1, {_TIER_DELTA}, {_BASELINE_DELTA},
+    {_p("savings_estimated_turns")}::int, {_p("savings_estimated_actual_spend")}::float8,
+    {_p("savings_estimated_saved_spend")}::float8, {_ESTIMATED_BASELINE_DELTA}
 )
 ON CONFLICT (api_key, session_id, router_name) DO UPDATE SET
     turns = t.turns + 1,
     total_tokens = t.total_tokens + EXCLUDED.total_tokens,
     spend = t.spend + EXCLUDED.spend,
     saved_spend = t.saved_spend + EXCLUDED.saved_spend,
+    savings_estimated_turns = t.savings_estimated_turns + EXCLUDED.savings_estimated_turns,
+    savings_estimated_actual_spend = t.savings_estimated_actual_spend + EXCLUDED.savings_estimated_actual_spend,
+    savings_estimated_saved_spend = t.savings_estimated_saved_spend + EXCLUDED.savings_estimated_saved_spend,
     classifier_cost = t.classifier_cost + EXCLUDED.classifier_cost,
     classifier_cost_recorded_turns = t.classifier_cost_recorded_turns + 1,
     covered_turns = t.covered_turns + EXCLUDED.covered_turns,
@@ -331,6 +356,10 @@ ON CONFLICT (api_key, session_id, router_name) DO UPDATE SET
     baseline_models = (CASE WHEN {_BASELINE} IS NOT NULL
         THEN t.baseline_models || jsonb_build_object({_BASELINE}, COALESCE((t.baseline_models ->> {_BASELINE})::int, 0) + 1)
         ELSE t.baseline_models END),
+    savings_estimated_baseline_models = (CASE WHEN {_ESTIMATED_BASELINE}
+        THEN t.savings_estimated_baseline_models || jsonb_build_object(
+            {_BASELINE}, COALESCE((t.savings_estimated_baseline_models ->> {_BASELINE})::int, 0) + 1)
+        ELSE t.savings_estimated_baseline_models END),
     first_turn_at = LEAST(t.first_turn_at, EXCLUDED.first_turn_at),
     last_turn_at = GREATEST(t.last_turn_at, EXCLUDED.last_turn_at)
 """
@@ -348,6 +377,10 @@ def _upsert_params(transaction: AutoRouterTurnTransaction) -> tuple[str | float
     return tuple(_as_sql_param(getattr(transaction, name)) for name in _UPSERT_PARAM_FIELDS)
 
 
+async def write_autorouter_turn(db: SupportsExecuteRaw, transaction: AutoRouterTurnTransaction) -> None:
+    await db.execute_raw(UPSERT_AUTOROUTER_SESSION_SQL, *_upsert_params(transaction))
+
+
 async def _upsert_turn_with_retry(
     prisma_client: PrismaClient,
     transaction: AutoRouterTurnTransaction,
@@ -355,7 +388,7 @@ async def _upsert_turn_with_retry(
 ) -> None:
     for attempt in range(n_retry_times + 1):
         try:
-            await prisma_client.db.execute_raw(UPSERT_AUTOROUTER_SESSION_SQL, *_upsert_params(transaction))
+            await write_autorouter_turn(prisma_client.db, transaction)
         except DB_RETRY_SAFE_ERROR_TYPES:
             if attempt >= n_retry_times:
                 raise
diff --git a/litellm/proxy/db/baseline_accounting.py b/litellm/proxy/db/baseline_accounting.py
new file mode 100644
index 00000000000..8622cb9e481
--- /dev/null
+++ b/litellm/proxy/db/baseline_accounting.py
@@ -0,0 +1,640 @@
+from __future__ import annotations
+
+import asyncio
+import json
+from collections.abc import AsyncIterator, Callable, Sequence
+from datetime import datetime, timedelta
+from functools import reduce
+from itertools import groupby
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Literal, Protocol, cast
+
+from pydantic import BaseModel, ConfigDict, Field, TypeAdapter, model_validator
+from typing_extensions import Self
+
+from litellm._logging import verbose_proxy_logger
+from litellm.proxy.db.autorouter_session_rollup import (
+    AutoRouterTurnTransaction,
+    write_autorouter_turn,
+)
+from litellm.proxy.db.create_views import SupportsRawQueries
+from litellm.proxy.db.daily_spend_bulk_upsert import (
+    DAILY_SPEND_TABLES,
+    DailySpendEntity,
+    SpendRow,
+    build_bulk_upsert,
+    merge_by_conflict_key,
+)
+from litellm.proxy.db.routing_prisma_wrapper import writer_wrapper
+from litellm.proxy.spend_tracking.baseline_accounting import (
+    BaselineEstimate,
+    BaselineHistory,
+    BaselineObservation,
+    advance_baseline_history,
+)
+from litellm.proxy.spend_tracking.savings import BaselineCosts, BaselineCostSnapshot, price_baseline_comparison
+
+if TYPE_CHECKING:
+    from litellm.proxy.utils import PrismaClient
+
+
+class DailyBaselineTarget(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    entity: DailySpendEntity
+    entity_id: str | None
+
+
+class DailyBaselineAttribution(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    date: str
+    api_key: str
+    model: str | None = None
+    custom_llm_provider: str | None = None
+    model_group: str | None = None
+    endpoint: str | None = None
+    mcp_namespaced_tool_name: str | None = None
+    targets: tuple[DailyBaselineTarget, ...] = ()
+
+    def adjustment(self, target: DailyBaselineTarget, savings_delta: float, request_id: str) -> SpendRow:
+        table: Final = DAILY_SPEND_TABLES[target.entity]
+        return MappingProxyType(
+            {
+                "date": self.date,
+                "api_key": self.api_key,
+                "model": self.model,
+                "custom_llm_provider": self.custom_llm_provider,
+                "model_group": self.model_group,
+                "endpoint": self.endpoint,
+                "mcp_namespaced_tool_name": self.mcp_namespaced_tool_name,
+                table.entity_id_column: target.entity_id,
+                "request_id": request_id,
+                "autorouter_savings_spend": savings_delta,
+            }
+        )
+
+
+class BaselineAccountingRecord(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    scope: str = Field(pattern=r"^autorouter-baseline:v3:[a-f0-9]{64}$")
+    api_key: str = Field(min_length=1)
+    session_id: str = Field(min_length=1, max_length=256)
+    router_name: str = Field(min_length=1)
+    baseline_model: str = Field(min_length=1)
+    observation: BaselineObservation
+    pricing: BaselineCostSnapshot
+    turn: AutoRouterTurnTransaction | None
+    daily: DailyBaselineAttribution | None
+
+    @model_validator(mode="after")
+    def consistent_turn(self) -> Self:
+        turn: Final = self.turn
+        if turn is not None and (
+            (turn.api_key, turn.session_id, turn.router_name, turn.baseline_model)
+            != (self.api_key, self.session_id, self.router_name, self.baseline_model)
+            or turn.spend != self.pricing.actual_spend + self.pricing.classifier_cost
+            or any(
+                (
+                    turn.saved_spend,
+                    turn.savings_estimated_turns,
+                    turn.savings_estimated_actual_spend,
+                    turn.savings_estimated_saved_spend,
+                )
+            )
+        ):
+            raise ValueError("Baseline observation must own an unestimated turn with matching scope and actual cost")
+        return self
+
+
+class BaselinePublication(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    version: Literal[3] = 3
+    comparison_id: str
+    comparison_started_at: float
+    status: Literal["estimated", "unknown"]
+    reason: str
+    provenance: Literal["observed_identical", "modeled"] | None = None
+    actual_spend: float | None = None
+    baseline_spend: float | None = None
+    input_tokens: int | None = None
+    cache_read_input_tokens: int | None = None
+    cache_creation_5m_input_tokens: int | None = None
+    cache_creation_1h_input_tokens: int | None = None
+
+    @property
+    def costs(self) -> BaselineCosts | None:
+        if self.status != "estimated" or self.actual_spend is None or self.baseline_spend is None:
+            return None
+        return BaselineCosts(self.actual_spend, self.baseline_spend)
+
+
+def baseline_publication(
+    record: BaselineAccountingRecord, estimate: BaselineEstimate, first_at: float
+) -> BaselinePublication:
+    costs: Final = price_baseline_comparison(record.pricing, estimate.usage, estimate.provenance)
+    details: Final = estimate.usage.prompt_tokens_details if estimate.usage is not None else None
+    writes: Final = details.cache_creation_token_details if details is not None else None
+    return BaselinePublication(
+        comparison_id=record.scope,
+        comparison_started_at=first_at,
+        status="estimated" if costs is not None else "unknown",
+        reason=estimate.reason if costs is not None or estimate.usage is None else "pricing_unavailable",
+        provenance=estimate.provenance if costs is not None else None,
+        actual_spend=costs.actual if costs is not None else None,
+        baseline_spend=costs.baseline if costs is not None else None,
+        input_tokens=details.text_tokens if details is not None else None,
+        cache_read_input_tokens=details.cached_tokens if details is not None else None,
+        cache_creation_5m_input_tokens=writes.ephemeral_5m_input_tokens if writes is not None else None,
+        cache_creation_1h_input_tokens=writes.ephemeral_1h_input_tokens if writes is not None else None,
+    )
+
+
+class _Comparison(BaseModel):
+    revision: int
+    published_revision: int
+    initial_equivalent: bool
+    retired: bool
+    history: str | None
+
+
+class _StoredRecord(BaseModel):
+    data: str
+    publication: str | None
+    conflicted: bool
+    started_at: float
+
+
+class _Change(BaseModel):
+    request_id: str
+    publication: BaselinePublication
+    api_key: str
+    session_id: str
+    router_name: str
+    baseline_model: str
+    covered_delta: int
+    actual_delta: float
+    savings_delta: float
+    daily: DailyBaselineAttribution | None
+
+
+class _TransactionManager(Protocol):
+    async def __aenter__(self) -> SupportsRawQueries: ...
+
+    async def __aexit__(self, exc_type: object, exc_value: object, traceback: object) -> bool | None: ...
+
+
+class _TransactionalDatabase(Protocol):
+    def tx(self, *, timeout: timedelta) -> _TransactionManager: ...
+
+
+_COMPARISONS: Final = TypeAdapter(tuple[_Comparison, ...])
+_RECORDS: Final = TypeAdapter(tuple[_StoredRecord, ...])
+_HISTORY: Final = TypeAdapter(BaselineHistory)
+_PAGE_TIMESTAMPS: Final = 128
+_TRANSACTION_TIMEOUT: Final = timedelta(seconds=10)
+
+_CREATE_COMPARISON: Final = """
+INSERT INTO "LiteLLM_AutoRouterBaselineComparison"
+    (scope, api_key, session_id, router_name, initial_equivalent)
+VALUES ($1, $2, $3, $4, NOT EXISTS (
+    SELECT 1 FROM "LiteLLM_AutoRouterSession"
+    WHERE api_key = $2 AND session_id = $3 AND router_name = $4
+)) ON CONFLICT (scope) DO NOTHING
+"""
+_LOCK_COMPARISON: Final = """
+SELECT revision, published_revision, initial_equivalent, retired, history
+FROM "LiteLLM_AutoRouterBaselineComparison" WHERE scope = $1 FOR UPDATE
+"""
+_INSERT_RECORD: Final = """
+INSERT INTO "LiteLLM_AutoRouterBaselineObservation"
+    (request_id, scope, started_at, revision, data)
+VALUES ($1, $2, $3::float8, $4::bigint, $5)
+ON CONFLICT (request_id) DO NOTHING
+"""
+_MARK_CONFLICT: Final = """
+UPDATE "LiteLLM_AutoRouterBaselineObservation"
+SET conflicted = TRUE, revision = $4::bigint
+WHERE request_id = $1 AND scope = $2 AND data <> $3 AND NOT conflicted
+"""
+_READ_PAGE: Final = """
+WITH times AS (
+    SELECT DISTINCT started_at FROM "LiteLLM_AutoRouterBaselineObservation"
+    WHERE scope = $1 AND revision > $2::bigint
+      AND ($3::float8 IS NULL OR started_at > $3::float8)
+      AND ($5::float8 IS NULL OR (
+          started_at >= $5::float8 AND publication::jsonb->>'status' = 'estimated'
+      ))
+    ORDER BY started_at LIMIT $4::int
+)
+SELECT data, publication, conflicted, started_at
+FROM "LiteLLM_AutoRouterBaselineObservation"
+WHERE scope = $1 AND revision > $2::bigint
+  AND started_at IN (SELECT started_at FROM times)
+  AND ($5::float8 IS NULL OR publication::jsonb->>'status' = 'estimated')
+ORDER BY started_at, request_id
+"""
+_UPDATE_LOGS: Final = """
+WITH changes AS (
+    SELECT request_id, publication::jsonb AS publication
+    FROM jsonb_to_recordset($1::jsonb) AS x(request_id text, publication jsonb)
+)
+UPDATE "LiteLLM_SpendLogs" AS logs
+SET metadata = (COALESCE(logs.metadata::jsonb, '{}'::jsonb) - 'autorouter_baseline_observation') || jsonb_build_object(
+    'autorouter_savings_estimate', changes.publication,
+    'autorouter_savings', CASE WHEN changes.publication->>'status' = 'estimated' THEN
+        (changes.publication->>'baseline_spend')::float8 - (changes.publication->>'actual_spend')::float8
+        ELSE NULL END
+)
+FROM changes WHERE logs.request_id = changes.request_id
+"""
+_UPDATE_PUBLICATIONS: Final = """
+UPDATE "LiteLLM_AutoRouterBaselineObservation" AS observations
+SET publication = x.publication::text
+FROM jsonb_to_recordset($1::jsonb) AS x(request_id text, publication jsonb)
+WHERE observations.request_id = x.request_id
+"""
+_UPDATE_SESSIONS: Final = """
+WITH changes AS (
+    SELECT * FROM jsonb_to_recordset($1::jsonb) AS x(
+        api_key text, session_id text, router_name text, baseline_model text,
+        covered_delta int, actual_delta float8, savings_delta float8
+    )
+), totals AS (
+    SELECT api_key, session_id, router_name, SUM(covered_delta)::int AS covered_delta,
+        SUM(actual_delta) AS actual_delta, SUM(savings_delta) AS savings_delta
+    FROM changes GROUP BY api_key, session_id, router_name
+), models AS (
+    SELECT api_key, session_id, router_name, jsonb_object_agg(baseline_model, delta) AS deltas
+    FROM (
+        SELECT api_key, session_id, router_name, baseline_model, SUM(covered_delta)::int AS delta
+        FROM changes GROUP BY api_key, session_id, router_name, baseline_model
+    ) grouped GROUP BY api_key, session_id, router_name
+)
+UPDATE "LiteLLM_AutoRouterSession" AS session
+SET saved_spend = session.saved_spend + totals.savings_delta,
+    savings_estimated_turns = session.savings_estimated_turns + totals.covered_delta,
+    savings_estimated_actual_spend = session.savings_estimated_actual_spend + totals.actual_delta,
+    savings_estimated_saved_spend = session.savings_estimated_saved_spend + totals.savings_delta,
+    savings_estimated_baseline_models = (
+        SELECT COALESCE(jsonb_object_agg(key, value), '{}'::jsonb) FROM (
+            SELECT key, SUM(value::int)::int AS value FROM (
+                SELECT * FROM jsonb_each_text(session.savings_estimated_baseline_models)
+                UNION ALL SELECT * FROM jsonb_each_text(models.deltas)
+            ) combined GROUP BY key HAVING SUM(value::int) > 0
+        ) counts
+    )
+FROM totals JOIN models USING (api_key, session_id, router_name)
+WHERE session.api_key = totals.api_key AND session.session_id = totals.session_id
+    AND session.router_name = totals.router_name
+"""
+
+
+def _primary_transaction(client: PrismaClient) -> _TransactionManager:
+    primary: Final = cast(_TransactionalDatabase, writer_wrapper(client.db))
+    return primary.tx(timeout=_TRANSACTION_TIMEOUT)
+
+
+def _serialized(model: BaseModel) -> str:
+    return json.dumps(model.model_dump(mode="json"), sort_keys=True, separators=(",", ":"))
+
+
+def _change(record: BaselineAccountingRecord, old: BaselinePublication | None, new: BaselinePublication) -> _Change:
+    previous: Final = old.costs if old is not None else None
+    current: Final = new.costs
+    return _Change(
+        request_id=record.observation.request_id,
+        publication=new,
+        api_key=record.api_key,
+        session_id=record.session_id,
+        router_name=record.router_name,
+        baseline_model=record.baseline_model,
+        covered_delta=int(current is not None) - int(previous is not None),
+        actual_delta=(current.actual if current is not None else 0.0)
+        - (previous.actual if previous is not None else 0.0),
+        savings_delta=(current.savings if current is not None else 0.0)
+        - (previous.savings if previous is not None else 0.0),
+        daily=record.daily,
+    )
+
+
+def _project_group(
+    previous: tuple[BaselineHistory, tuple[_Change, ...]], stored: Sequence[_StoredRecord]
+) -> tuple[BaselineHistory, tuple[_Change, ...]]:
+    history, prior_changes = previous
+    records: Final = tuple(BaselineAccountingRecord.model_validate_json(item.data) for item in stored)
+    observations: Final = tuple(
+        record.observation.model_copy(
+            update=MappingProxyType(
+                {"outcome": "uncertain", "baseline_equivalent": False, "reason": "conflicting_observation"}
+            )
+        )
+        if row.conflicted
+        else record.observation
+        for record, row in zip(records, stored)
+    )
+    advanced, estimates = advance_baseline_history(history, observations)
+    publications: Final = tuple(
+        baseline_publication(
+            record, estimate, advanced.first_at if advanced.first_at is not None else observations[0].started_at
+        )
+        for record, estimate in zip(records, estimates)
+    )
+    changes: Final = tuple(
+        _change(record, old, publication)
+        for record, row, publication in zip(records, stored, publications)
+        for old in (BaselinePublication.model_validate_json(row.publication) if row.publication else None,)
+        if publication != old
+    )
+    return advanced, (*prior_changes, *changes)
+
+
+async def _publish(db: SupportsRawQueries, changes: Sequence[_Change]) -> None:
+    if not changes:
+        return
+    serialized: Final = json.dumps(tuple(change.model_dump(mode="json") for change in changes), separators=(",", ":"))
+    await db.execute_raw(_UPDATE_LOGS, serialized)
+    await db.execute_raw(_UPDATE_SESSIONS, serialized)
+    for entity, table in DAILY_SPEND_TABLES.items():
+        if adjustments := tuple(
+            change.daily.adjustment(target, change.savings_delta, change.request_id)
+            for change in changes
+            if change.daily is not None and change.savings_delta != 0
+            for target in change.daily.targets
+            if target.entity == entity
+        ):
+            statement, values = build_bulk_upsert(table, merge_by_conflict_key(table, adjustments))
+            await db.execute_raw(statement, *values)
+    await db.execute_raw(_UPDATE_PUBLICATIONS, serialized)
+
+
+class BaselineAccountingStore:
+    def __init__(self, transaction: Callable[[], _TransactionManager]) -> None:
+        self.transaction: Final = transaction
+
+    @classmethod
+    def for_client(cls, client: PrismaClient) -> BaselineAccountingStore:
+        def transaction() -> _TransactionManager:
+            return _primary_transaction(client)
+
+        return cls(transaction)
+
+    async def append(
+        self, record: BaselineAccountingRecord
+    ) -> Literal["recorded", "retired", "conflict", "unavailable"]:
+        try:
+            async with self.transaction() as db:
+                await db.execute_raw("SET LOCAL statement_timeout = 5000")
+                await db.execute_raw("SET LOCAL lock_timeout = 1000")
+                await db.execute_raw(
+                    _CREATE_COMPARISON, record.scope, record.api_key, record.session_id, record.router_name
+                )
+                rows: Final = _COMPARISONS.validate_python(tuple(await db.query_raw(_LOCK_COMPARISON, record.scope)))
+                if not rows:
+                    return "unavailable"
+                revision: Final = rows[0].revision + 1
+                data: Final = _serialized(record)
+                inserted: Final = await db.execute_raw(
+                    _INSERT_RECORD,
+                    record.observation.request_id,
+                    record.scope,
+                    record.observation.started_at,
+                    revision,
+                    data,
+                )
+                if inserted and record.turn is not None:
+                    await write_autorouter_turn(db, record.turn)
+                conflicted: Final = (
+                    0
+                    if inserted
+                    else await db.execute_raw(
+                        _MARK_CONFLICT, record.observation.request_id, record.scope, data, revision
+                    )
+                )
+                canonical: Final = (
+                    _RECORDS.validate_python(
+                        tuple(
+                            await db.query_raw(
+                                'SELECT data, publication, conflicted, started_at FROM "LiteLLM_AutoRouterBaselineObservation" '
+                                "WHERE request_id=$1 AND scope=$2",
+                                record.observation.request_id,
+                                record.scope,
+                            )
+                        )
+                    )
+                    if not inserted
+                    else ()
+                )
+                if not inserted and not canonical:
+                    return "conflict"
+                if rows[0].retired:
+                    await _publish(
+                        db,
+                        (
+                            _change(
+                                BaselineAccountingRecord.model_validate_json(canonical[0].data)
+                                if canonical
+                                else record,
+                                BaselinePublication.model_validate_json(canonical[0].publication)
+                                if canonical and canonical[0].publication is not None
+                                else None,
+                                BaselinePublication(
+                                    comparison_id=record.scope,
+                                    comparison_started_at=canonical[0].started_at
+                                    if canonical
+                                    else record.observation.started_at,
+                                    status="unknown",
+                                    reason="comparison_retired",
+                                ),
+                            ),
+                        ),
+                    )
+                    return "retired"
+                if inserted or conflicted:
+                    await self._withdraw(
+                        db, record.scope, canonical[0].started_at if canonical else record.observation.started_at
+                    )
+                    await db.execute_raw(
+                        'UPDATE "LiteLLM_AutoRouterBaselineComparison" SET revision = $2::bigint, '
+                        "updated_at = CURRENT_TIMESTAMP, attempted_at = NULL WHERE scope = $1",
+                        record.scope,
+                        revision,
+                    )
+            return "recorded"
+        except Exception:  # noqa: BLE001  # accounting failure must not change inference or actual billing
+            verbose_proxy_logger.warning("Auto-router baseline observation could not be persisted")
+            return "unavailable"
+
+    async def _pages(
+        self, db: SupportsRawQueries, scope: str, after_revision: int, withdraw_from: float | None = None
+    ) -> AsyncIterator[tuple[_StoredRecord, ...]]:
+        cursor: float | None = None
+        while page := _RECORDS.validate_python(
+            tuple(await db.query_raw(_READ_PAGE, scope, after_revision, cursor, _PAGE_TIMESTAMPS, withdraw_from))
+        ):
+            yield page
+            cursor = page[-1].started_at  # rebind-ok: keyset pagination advances after each complete timestamp group
+
+    async def _withdraw(self, db: SupportsRawQueries, scope: str, started_at: float) -> None:
+        async for page in self._pages(db, scope, 0, withdraw_from=started_at):
+            await _publish(
+                db,
+                tuple(
+                    _change(
+                        BaselineAccountingRecord.model_validate_json(row.data),
+                        previous,
+                        BaselinePublication(
+                            comparison_id=scope,
+                            comparison_started_at=min(previous.comparison_started_at, started_at),
+                            status="unknown",
+                            reason="pending_projection",
+                        ),
+                    )
+                    for row in page
+                    if row.publication is not None
+                    for previous in (BaselinePublication.model_validate_json(row.publication),)
+                ),
+            )
+
+    async def retire_before(self, cutoff: datetime, batch_size: int, timeout_ms: int) -> None:
+        async with self.transaction() as db:
+            await db.execute_raw(f"SET LOCAL statement_timeout = {max(1, timeout_ms)}")
+            await db.execute_raw(f"SET LOCAL lock_timeout = {max(1, timeout_ms)}")
+            await db.execute_raw(
+                'WITH expired AS (SELECT scope FROM "LiteLLM_AutoRouterBaselineComparison" '
+                "WHERE NOT retired AND updated_at < $1::timestamptz ORDER BY updated_at "
+                "LIMIT $2::int FOR UPDATE SKIP LOCKED) "
+                'UPDATE "LiteLLM_AutoRouterBaselineComparison" AS comparison '
+                "SET retired=TRUE, history=NULL FROM expired WHERE comparison.scope=expired.scope",
+                cutoff,
+                batch_size,
+            )
+            await db.execute_raw(
+                'DELETE FROM "LiteLLM_AutoRouterBaselineObservation" WHERE request_id IN ('
+                'SELECT event.request_id FROM "LiteLLM_AutoRouterBaselineObservation" AS event '
+                'JOIN "LiteLLM_AutoRouterBaselineComparison" AS comparison USING (scope) '
+                "WHERE comparison.retired AND comparison.updated_at < $1::timestamptz "
+                "LIMIT $2::int)",
+                cutoff,
+                batch_size,
+            )
+
+    async def project(self, scope: str) -> Literal["published", "unchanged", "unavailable"]:
+        try:
+            async with self.transaction() as db:
+                await db.execute_raw("SET LOCAL statement_timeout = 5000")
+                await db.execute_raw("SET LOCAL lock_timeout = 1000")
+                rows: Final = _COMPARISONS.validate_python(tuple(await db.query_raw(_LOCK_COMPARISON, scope)))
+                if not rows or rows[0].retired or rows[0].revision == rows[0].published_revision:
+                    return "unchanged"
+                missing_log: Final = await db.query_raw(
+                    'SELECT 1 FROM "LiteLLM_AutoRouterBaselineObservation" AS observation '
+                    'WHERE scope=$1 AND publication IS NULL AND NOT EXISTS (SELECT 1 FROM "LiteLLM_SpendLogs" AS log '
+                    "WHERE log.request_id=observation.request_id) LIMIT 1",
+                    scope,
+                )
+                if missing_log:
+                    return "unavailable"
+                state: Final = rows[0]
+                checkpoint: Final = (
+                    _HISTORY.validate_json(state.history)
+                    if state.history is not None
+                    else BaselineHistory(equivalent=state.initial_equivalent)
+                )
+                changed: Final = await db.query_raw(
+                    'SELECT 1 FROM "LiteLLM_AutoRouterBaselineObservation" '
+                    "WHERE scope = $1 AND revision > $2::bigint AND started_at <= $3::float8 LIMIT 1",
+                    scope,
+                    state.published_revision,
+                    checkpoint.last_at,
+                )
+                history = BaselineHistory(equivalent=state.initial_equivalent) if changed else checkpoint
+                async for page in self._pages(db, scope, 0 if changed else state.published_revision):
+                    history, updates = reduce(
+                        _project_group,
+                        (tuple(group) for _, group in groupby(page, key=lambda item: item.started_at)),
+                        (history, ()),
+                    )
+                    await _publish(db, updates)
+                await db.execute_raw(
+                    'UPDATE "LiteLLM_AutoRouterBaselineComparison" '
+                    "SET published_revision = revision, history = $2 WHERE scope = $1",
+                    scope,
+                    _HISTORY.dump_json(history).decode(),
+                )
+            return "published"
+        except Exception:  # noqa: BLE001  # rollback leaves the durable revision dirty for a later flush
+            verbose_proxy_logger.warning("Auto-router baseline projection remains pending")
+            return "unavailable"
+
+
+class _Scope(BaseModel):
+    scope: str
+
+
+_SCOPES: Final = TypeAdapter(tuple[_Scope, ...])
+_CLAIM_DIRTY: Final = """
+WITH candidates AS (
+    SELECT scope FROM "LiteLLM_AutoRouterBaselineComparison"
+    WHERE NOT retired AND revision <> published_revision
+      AND (attempted_at IS NULL OR attempted_at < CURRENT_TIMESTAMP - INTERVAL '30 seconds')
+    ORDER BY attempted_at NULLS FIRST, updated_at, scope LIMIT 32 FOR UPDATE SKIP LOCKED
+)
+UPDATE "LiteLLM_AutoRouterBaselineComparison" AS comparison
+SET attempted_at = CURRENT_TIMESTAMP FROM candidates
+WHERE comparison.scope = candidates.scope RETURNING comparison.scope
+"""
+
+
+async def _flush_records(
+    store: BaselineAccountingStore, records: Sequence[BaselineAccountingRecord]
+) -> tuple[BaselineAccountingRecord, ...]:
+    slots: Final = asyncio.Semaphore(4)
+
+    async def append(record: BaselineAccountingRecord) -> bool:
+        async with slots:
+            return await store.append(record) == "unavailable"
+
+    failed: Final = await asyncio.gather(*(append(record) for record in records))
+    return tuple(record for record, retry in zip(records, failed) if retry)
+
+
+async def flush_baseline_accounting(client: PrismaClient) -> None:
+    from litellm.proxy.utils import request_spend_log_flush
+
+    store: Final = BaselineAccountingStore.for_client(client)
+    async with client.baseline_accounting_lock:
+        batch: Final = tuple(client.baseline_accounting_transactions[:32])
+        client.baseline_accounting_transactions = client.baseline_accounting_transactions[
+            32:
+        ]  # rebind-ok: drain under lock
+        more_queued: Final = bool(client.baseline_accounting_transactions)
+    try:
+        remaining: Final = await asyncio.wait_for(_flush_records(store, batch), timeout=5)
+    except (Exception, asyncio.CancelledError) as error:  # noqa: BLE001  # unknown acknowledgements can be replayed safely
+        async with client.baseline_accounting_lock:
+            client.baseline_accounting_transactions.extend(batch)
+        if isinstance(error, asyncio.CancelledError):
+            raise
+        return
+    async with client.baseline_accounting_lock:
+        client.baseline_accounting_transactions.extend(remaining)
+    if more_queued and len(remaining) < len(batch):
+        request_spend_log_flush(client)
+    try:
+        async with store.transaction() as db:
+            await db.execute_raw("SET LOCAL statement_timeout = 1000")
+            scopes: Final = _SCOPES.validate_python(tuple(await db.query_raw(_CLAIM_DIRTY)))
+        slots: Final = asyncio.Semaphore(4)
+
+        async def project(item: _Scope) -> str:
+            async with slots:
+                return await store.project(item.scope)
+
+        outcomes: Final = await asyncio.wait_for(asyncio.gather(*(project(item) for item in scopes)), timeout=5)
+        if len(scopes) == 32 and "published" in outcomes:
+            request_spend_log_flush(client)
+    except Exception:  # noqa: BLE001  # durable dirty comparisons remain eligible after the retry interval
+        verbose_proxy_logger.warning("Auto-router baseline projection will retry on a later spend flush")
diff --git a/litellm/proxy/db/daily_spend_bulk_upsert.py b/litellm/proxy/db/daily_spend_bulk_upsert.py
index 108b0e884ba..eb130a5196f 100644
--- a/litellm/proxy/db/daily_spend_bulk_upsert.py
+++ b/litellm/proxy/db/daily_spend_bulk_upsert.py
@@ -14,6 +14,8 @@ from itertools import groupby
 from types import MappingProxyType
 from typing import Final, Literal
 
+from pydantic import TypeAdapter
+
 DailySpendEntity = Literal["user", "team", "org", "tag", "end_user", "agent"]
 
 SqlValue = str | int | float | None
@@ -43,6 +45,36 @@ DAILY_SPEND_TABLES: Final[Mapping[DailySpendEntity, DailySpendTable]] = MappingP
     }
 )
 
+_ENTITY_INPUT_KEYS: Final[Mapping[DailySpendEntity, str]] = MappingProxyType(
+    {
+        "user": "user",
+        "team": "team_id",
+        "org": "organization_id",
+        "end_user": "end_user",
+        "agent": "agent_id",
+        "tag": "request_tags",
+    }
+)
+_TAGS: Final = TypeAdapter(tuple[str, ...])
+
+
+def daily_spend_entity_ids(payload: Mapping[str, object], entity: DailySpendEntity) -> tuple[str | None, ...]:
+    key: Final = _ENTITY_INPUT_KEYS[entity]
+    if key not in payload:
+        return ()
+    value: Final = payload[key]
+    if entity == "tag":
+        if value is None:
+            return ()
+        tags: Final = _TAGS.validate_json(value) if isinstance(value, str) else _TAGS.validate_python(value)
+        return tuple(dict.fromkeys(tags))
+    if value is None:
+        return (None,) if entity == "user" else ()
+    if not isinstance(value, str) or (entity == "end_user" and not value):
+        return ()
+    return (value,)
+
+
 # The unique constraint's columns after the entity id, in constraint order. A NULL can
 # never match itself in a unique index, so every one of these is normalized to '': the
 # conflict target has to be NULL-free or the row is re-inserted on every single flush.
diff --git a/litellm/proxy/db/db_spend_update_writer.py b/litellm/proxy/db/db_spend_update_writer.py
index 165486a4669..ba92c1e4f65 100644
--- a/litellm/proxy/db/db_spend_update_writer.py
+++ b/litellm/proxy/db/db_spend_update_writer.py
@@ -18,6 +18,7 @@ from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Protocol, TypeVar, cast, overload
 from urllib.parse import quote, unquote
 
+from pydantic import TypeAdapter
 from typing_extensions import LiteralString, ReadOnly, TypedDict
 
 import litellm
@@ -51,6 +52,7 @@ from litellm.proxy.common_utils.user_api_key_cache import project_cache_key
 from litellm.proxy.db.daily_spend_bulk_upsert import (
     DAILY_SPEND_TABLES,
     build_bulk_upsert,
+    daily_spend_entity_ids,
     merge_by_conflict_key,
 )
 from litellm.proxy.db.db_transaction_queue.daily_spend_update_queue import (
@@ -82,6 +84,8 @@ from litellm.repositories.prisma_protocols import BatchTable
 from litellm.types.utils import CallTypes
 
 if TYPE_CHECKING:
+    from litellm.proxy.db.autorouter_session_rollup import AutoRouterTurnTransaction
+    from litellm.proxy.db.baseline_accounting import DailyBaselineAttribution
     from litellm.proxy.utils import PrismaClient, ProxyLogging
 else:
     PrismaClient = Any
@@ -89,6 +93,7 @@ else:
 
 
 RESPONSES_SESSION_CALL_TYPES: Final = frozenset({CallTypes.responses.value, CallTypes.aresponses.value})
+_SPEND_METADATA_ADAPTER: Final = TypeAdapter(Mapping[str, object])
 
 
 def _org_member_transaction_key(org_id: str, user_id: str) -> str:
@@ -579,25 +584,31 @@ class DBSpendUpdateWriter:
             metadata_raw: Final = payload.get("metadata")
             if not metadata_raw:
                 return
-            metadata: Final = json.loads(metadata_raw)
-            if not isinstance(metadata, dict) or not metadata.get("routing_decision"):
+            metadata: Final = _SPEND_METADATA_ADAPTER.validate_json(metadata_raw)
+            routing_decision: Final = metadata.get("routing_decision")
+            if not isinstance(routing_decision, Mapping) or not routing_decision:
                 return
             from litellm.proxy.db.autorouter_session_rollup import (
                 build_autorouter_turn_transaction,
             )
 
             usage_object_raw: Final = metadata.get("usage_object")
+            cost_breakdown: Final = metadata.get("cost_breakdown")
+            savings_estimate: Final = metadata.get("autorouter_savings_estimate")
             savings_spend: Final = compute_savings_spend(
                 model=payload.get("model"),
                 custom_llm_provider=payload.get("custom_llm_provider"),
                 compression_saved_tokens=0,
                 gateway_injected_cache=marks_gateway_injection(metadata, payload.get("model_id")),
-                routing_decision=metadata.get("routing_decision"),
+                routing_decision=routing_decision,
                 usage_object=usage_object_raw if isinstance(usage_object_raw, dict) else None,
                 model_id=payload.get("model_id"),
                 llm_router=get_llm_router,
-                cost_breakdown=metadata.get("cost_breakdown"),
+                cost_breakdown=cost_breakdown if isinstance(cost_breakdown, Mapping) else None,
                 recorded_autorouter_savings=metadata.get("autorouter_savings"),
+                recorded_autorouter_savings_estimate=(
+                    savings_estimate if isinstance(savings_estimate, Mapping) else None
+                ),
                 billed_at=payload.get("endTime"),
             )
             transaction: Final = build_autorouter_turn_transaction(
@@ -605,6 +616,11 @@ class DBSpendUpdateWriter:
                 metadata=metadata,
                 saved_spend=savings_spend.autorouter,
             )
+            try:
+                if await self._enqueue_baseline_accounting(payload, metadata, transaction, prisma_client):
+                    return
+            except Exception:  # noqa: BLE001  # optional baseline capture must preserve the original actual-spend rollup
+                verbose_proxy_logger.warning("Auto-router baseline observation was unavailable; actual turn retained")
             if transaction is None:
                 return
             async with prisma_client._autorouter_turn_transactions_lock:
@@ -612,6 +628,95 @@ class DBSpendUpdateWriter:
         except Exception as e:  # noqa: BLE001  # a metrics enqueue must never fail the spend write
             verbose_proxy_logger.debug("_enqueue_autorouter_turn_transaction error (non-blocking): %s", e)
 
+    async def _enqueue_baseline_accounting(
+        self,
+        payload: SpendLogsPayload,
+        metadata: Mapping[str, object],
+        turn: "AutoRouterTurnTransaction | None",
+        prisma_client: "PrismaClient",
+    ) -> bool:
+        from litellm.proxy.db.baseline_accounting import (
+            BaselineAccountingRecord,
+        )
+        from litellm.proxy.hooks.autorouter_baseline_cache import CapturedBaselineObservation
+        from litellm.proxy.spend_tracking.savings import baseline_cost_snapshot
+
+        serialized: Final = metadata.get("autorouter_baseline_observation")
+        if not isinstance(serialized, str):
+            return False
+        captured: Final = CapturedBaselineObservation.model_validate_json(serialized)
+        if captured.api_key != payload["api_key"] or captured.session_id != payload["session_id"]:
+            return False
+        decision: Final = _SPEND_METADATA_ADAPTER.validate_python(
+            metadata.get("routing_decision") or MappingProxyType({})
+        )
+        breakdown: Final = _SPEND_METADATA_ADAPTER.validate_python(
+            metadata.get("cost_breakdown") or MappingProxyType({})
+        )
+        daily: Final = await self._baseline_daily_attribution(payload, prisma_client)
+        record: Final = BaselineAccountingRecord(
+            scope=captured.scope,
+            api_key=captured.api_key,
+            session_id=captured.session_id,
+            router_name=captured.router_name,
+            baseline_model=captured.baseline_model,
+            observation=captured.observation.model_copy(update=MappingProxyType({"request_id": payload["request_id"]})),
+            pricing=baseline_cost_snapshot(captured.model, captured.prices, payload["spend"], breakdown, decision),
+            turn=turn,
+            daily=daily,
+        )
+        async with prisma_client.baseline_accounting_lock:
+            if len(prisma_client.baseline_accounting_transactions) >= 10000:
+                verbose_proxy_logger.warning("Auto-router baseline observation queue is full")
+                return False
+            prisma_client.baseline_accounting_transactions.append(record)
+        from litellm.proxy.utils import request_spend_log_flush
+
+        request_spend_log_flush(prisma_client)
+        return True
+
+    async def _baseline_daily_attribution(
+        self,
+        payload: SpendLogsPayload,
+        prisma_client: "PrismaClient",
+    ) -> "DailyBaselineAttribution | None":
+        from litellm.proxy.db.baseline_accounting import DailyBaselineAttribution, DailyBaselineTarget
+
+        normalized: Final = cast(SpendLogsPayload, MappingProxyType({**payload, "end_user_id": payload["end_user"]}))
+        bases: Final = tuple(
+            zip(
+                DAILY_SPEND_TABLES,
+                await asyncio.gather(
+                    *(
+                        self._common_add_spend_log_transaction_to_daily_transaction(  # pyright: ignore[reportUnknownMemberType]  # legacy payload union; this caller supplies a validated spend payload
+                            normalized,
+                            prisma_client,
+                            "request_tags" if entity == "tag" else entity,
+                        )
+                        for entity in DAILY_SPEND_TABLES
+                    )
+                ),
+            )
+        )
+        base: Final = next((base for _, base in bases if base is not None), None)
+        if base is None:
+            return None
+        return DailyBaselineAttribution(
+            date=base["date"],
+            api_key=base["api_key"],
+            model=base.get("model"),
+            custom_llm_provider=base.get("custom_llm_provider"),
+            model_group=base.get("model_group"),
+            endpoint=base.get("endpoint"),
+            mcp_namespaced_tool_name=base.get("mcp_namespaced_tool_name"),
+            targets=tuple(
+                DailyBaselineTarget(entity=entity, entity_id=identity)
+                for entity, values in bases
+                if values is not None
+                for identity in daily_spend_entity_ids(payload, entity)
+            ),
+        )
+
     def _enqueue_tool_registry_upsert(
         self,
         kwargs: dict | None,
@@ -2322,21 +2427,13 @@ class DBSpendUpdateWriter:
         prisma_client: PrismaClient,
         type: Literal["user", "team", "org", "request_tags", "end_user", "agent"] = "user",
     ) -> BaseDailySpendTransaction | None:
-        common_expected_keys: Final = ["startTime", "api_key"]
-        if type == "user":
-            expected_keys = ["user", *common_expected_keys]
-        elif type == "team":
-            expected_keys = ["team_id", *common_expected_keys]
-        elif type == "org":
-            expected_keys = ["organization_id", *common_expected_keys]
-        elif type == "request_tags":
-            expected_keys = ["request_tags", *common_expected_keys]
-        elif type == "end_user":
-            expected_keys = ["end_user_id", *common_expected_keys]
-        elif type == "agent":
-            expected_keys = ["agent_id", *common_expected_keys]
-        else:
-            raise ValueError(f"Invalid type: {type}")
+        entity: Final = "tag" if type == "request_tags" else type
+        identity_payload: Final = (
+            MappingProxyType({**payload, "end_user": payload.get("end_user_id")}) if type == "end_user" else payload
+        )
+        if not daily_spend_entity_ids(identity_payload, entity):
+            return None
+        expected_keys: Final = ("startTime", "api_key")
         if not all(key in payload for key in expected_keys):
             verbose_proxy_logger.debug(
                 "Missing expected keys: %s, in payload, skipping from daily_user_spend_transactions", expected_keys
@@ -2399,6 +2496,7 @@ class DBSpendUpdateWriter:
                 usage_object=usage_obj,
                 cost_breakdown=_metadata.get("cost_breakdown"),
                 recorded_autorouter_savings=_metadata.get("autorouter_savings"),
+                recorded_autorouter_savings_estimate=_metadata.get("autorouter_savings_estimate"),
                 billed_at=payload.get("endTime"),
             )
             timed_duration_ms: Final = _timed_request_duration_ms(payload, request_status, is_internal_call)
@@ -2597,14 +2695,10 @@ class DBSpendUpdateWriter:
             verbose_proxy_logger.debug("request_tags is None for request. Skipping incrementing tag spend.")
             return
 
-        request_tags: Sequence[str] = []
-        if isinstance(payload["request_tags"], str):
-            request_tags = json.loads(payload["request_tags"])
-        elif isinstance(payload["request_tags"], list):
-            request_tags = payload["request_tags"]
-        else:
-            raise ValueError(f"Invalid request_tags: {payload['request_tags']}")
+        request_tags: Final = daily_spend_entity_ids(payload, "tag")
         for tag in request_tags:
+            if tag is None:
+                continue
             endpoint_str = base_daily_transaction.get("endpoint") or ""
             daily_transaction_key = f"{tag}_{base_daily_transaction['date']}_{payload['api_key']}_{payload['model']}_{payload['custom_llm_provider']}_{endpoint_str}"
             daily_transaction = DailyTagSpendTransaction(
diff --git a/litellm/proxy/db/db_transaction_queue/spend_log_cleanup.py b/litellm/proxy/db/db_transaction_queue/spend_log_cleanup.py
index e97e9f6e683..b28a653c9aa 100644
--- a/litellm/proxy/db/db_transaction_queue/spend_log_cleanup.py
+++ b/litellm/proxy/db/db_transaction_queue/spend_log_cleanup.py
@@ -549,6 +549,17 @@ class SpendLogCleanup:
         Prune auto-router session rollup rows, which carry their own retention horizon.
         """
         session_cutoff: Final = datetime.now(timezone.utc) - timedelta(seconds=float(retention_seconds))
+        from litellm.proxy.db.baseline_accounting import BaselineAccountingStore
+
+        if remaining_ms := self._remaining_timeout_ms(deadline)():
+            try:
+                await BaselineAccountingStore.for_client(prisma_client).retire_before(
+                    session_cutoff,
+                    self.batch_size,
+                    remaining_ms,
+                )
+            except Exception:  # noqa: BLE001  # retained observations are retried by the next cleanup job
+                verbose_proxy_logger.warning("Auto-router baseline retention remains pending")
         sessions_result: Final = await self._delete_old_autorouter_session_rows(prisma_client, session_cutoff, deadline)
         verbose_proxy_logger.info("Deleted %s expired auto-router session rollup rows", sessions_result.rows_deleted)
         return (sessions_result,)
diff --git a/litellm/proxy/hooks/__init__.py b/litellm/proxy/hooks/__init__.py
index a504c2ba102..0e78a0843cd 100644
--- a/litellm/proxy/hooks/__init__.py
+++ b/litellm/proxy/hooks/__init__.py
@@ -2,6 +2,7 @@ import os
 from typing import Final, Literal
 
 from . import *
+from .autorouter_baseline_cache import AutoRouterBaselineCache
 from .cache_control_check import _PROXY_CacheControlCheck
 from .litellm_skills import SkillsInjectionHook
 from .max_budget_per_session_limiter import _PROXY_MaxBudgetPerSessionHandler
@@ -25,6 +26,7 @@ PROXY_HOOKS: Final = {
     "max_budget_per_session_limiter": _PROXY_MaxBudgetPerSessionHandler,
     "sensitive_data_routing": _PROXY_SensitiveDataRoutingHandler,
     "prompt_cache_prediction": PromptCacheObserver,
+    "autorouter_baseline_cache": AutoRouterBaselineCache,
 }
 
 ## FEATURE FLAG HOOKS ##
diff --git a/litellm/proxy/hooks/autorouter_baseline_cache.py b/litellm/proxy/hooks/autorouter_baseline_cache.py
new file mode 100644
index 00000000000..8cea7d0e364
--- /dev/null
+++ b/litellm/proxy/hooks/autorouter_baseline_cache.py
@@ -0,0 +1,344 @@
+from __future__ import annotations
+
+import asyncio
+import hashlib
+import json
+import time
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass, replace
+from datetime import datetime
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final
+
+import httpx
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, TypeAdapter
+
+from litellm._logging import verbose_proxy_logger
+from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.core_helpers import (
+    get_litellm_metadata_from_kwargs,  # pyright: ignore[reportUnknownVariableType]  # legacy metadata boundary validated below
+)
+from litellm.llms.anthropic.prompt_cache_prediction import (
+    CountedPromptCachePlan,
+    NativePredictionTarget,
+    TokenCounter,
+    UnsupportedCachePlan,
+    UnsupportedPredictionTarget,
+    count_cache_plan,
+    count_prompt_tokens,
+    parse_cache_plan,
+    resolve_baseline_prediction_target,
+    supported_baseline_recipient,
+    supported_prediction_headers,
+)
+from litellm.proxy.spend_tracking.baseline_accounting import BaselineObservation
+from litellm.proxy.spend_tracking.savings import (
+    _effective_model_info,  # pyright: ignore[reportPrivateUsage]  # existing deployment-price owner
+    _proxy_llm_router,  # pyright: ignore[reportPrivateUsage]  # existing optional proxy-router owner
+)
+from litellm.types.router import BaselineRouteStamp
+from litellm.types.utils import CallTypes, ModelInfo, Usage
+from litellm.utils import get_prompt_cache_min_tokens
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging
+    from litellm.proxy.utils import PrismaClient
+    from litellm.router import Router
+
+_METADATA: Final = TypeAdapter(Mapping[str, object])
+_PRICES: Final[TypeAdapter[ModelInfo | None]] = TypeAdapter(ModelInfo | None)
+_JSON_BODY: Final = TypeAdapter(dict[str, JsonValue])
+_COUNT_TIMEOUT: Final = 3.0
+_MAX_COUNTS: Final = 4096
+
+
+class CapturedBaselineObservation(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    scope: str
+    api_key: str
+    session_id: str
+    router_name: str
+    baseline_model: str
+    model: str
+    prices: ModelInfo | None
+    observation: BaselineObservation
+
+
+@dataclass(frozen=True, slots=True)
+class BaselineCacheContext:
+    collector: AutoRouterBaselineCache
+    capture: CapturedBaselineObservation
+    target: NativePredictionTarget | UnsupportedPredictionTarget
+    baseline_deployment_id: str
+    invalidated: str | None = None
+
+
+class _Metadata(BaseModel):
+    model_config = ConfigDict(strict=True, arbitrary_types_allowed=True)
+    route: BaselineRouteStamp = Field(alias="_autorouter_baseline_route")
+    user_api_key_hash: str = Field(min_length=1)
+    session_id: str | None = None
+
+
+class _WireEvent(BaseModel):
+    model_config = ConfigDict(strict=True, arbitrary_types_allowed=True)
+    httpx_response: httpx.Response
+    api_call_start_time: datetime
+    completion_start_time: datetime
+    custom_llm_provider: str
+    stream: bool = False
+    prompt_cache_response_complete: bool = False
+
+
+class _ResponseUsage(BaseModel):
+    model_config = ConfigDict(strict=True, from_attributes=True)
+    usage: Usage | None = None
+
+
+def _digest(value: object) -> str:
+    return hashlib.sha256(json.dumps(value, sort_keys=True, separators=(",", ":")).encode()).hexdigest()
+
+
+class AutoRouterBaselineCache(CustomLogger):
+    def __init__(
+        self,
+        prisma_client: PrismaClient | None,
+        router: Callable[[], Router | None] = _proxy_llm_router,
+        token_counter: TokenCounter | None = None,
+        clock: Callable[[], float] = time.time,
+    ) -> None:
+        super().__init__()  # pyright: ignore[reportUnknownMemberType]  # legacy callback constructor
+        self.router: Final = router
+        self.token_counter: Final = token_counter
+        self.clock: Final = clock
+        self.count_slots: Final = asyncio.Semaphore(8)
+        self.counts: Mapping[str, tuple[int, float]] = MappingProxyType({})
+
+    async def async_pre_call_deployment_hook(self, kwargs: Mapping[str, object], call_type: CallTypes | None) -> None:
+        from litellm.litellm_core_utils.litellm_logging import Logging
+
+        logging_obj: Final = kwargs.get("litellm_logging_obj")
+        if not isinstance(logging_obj, Logging) or call_type != CallTypes.anthropic_messages:
+            return
+        try:
+            metadata: Final = _METADATA.validate_python(
+                get_litellm_metadata_from_kwargs(
+                    {"litellm_params": kwargs}  # mutable-ok: legacy metadata owner requires a dictionary
+                )
+            )
+            if metadata.get(INTERNAL_CALL_ORIGIN_METADATA_KEY):
+                return
+            if logging_obj.baseline_cache_context is not None:
+                await invalidate_baseline_cache(logging_obj, "retried_request")
+                return
+            request: Final = _Metadata.model_validate(metadata)
+            session: Final = kwargs.get("litellm_session_id") or request.session_id or logging_obj.litellm_session_id
+            if not isinstance(session, str) or not session or len(session) > 256:
+                return
+            router: Final = self.router()
+            deployment: Final = router.get_deployment(request.route.baseline_deployment_id) if router else None
+            if deployment is None:
+                return
+            target: Final = resolve_baseline_prediction_target(deployment.litellm_params)
+            prices: Final = _PRICES.validate_python(
+                _effective_model_info(router, request.route.baseline_deployment_id, request.route.baseline_model)
+            )
+            scope: Final = "autorouter-baseline:v3:" + _digest(
+                (
+                    request.user_api_key_hash,
+                    session,
+                    request.route.router_name,
+                    request.route.baseline_deployment_id,
+                    deployment.litellm_params.model_dump(mode="json"),
+                    prices,
+                )
+            )
+            started: Final = logging_obj.start_time.timestamp()
+            capture: Final = CapturedBaselineObservation(
+                scope=scope,
+                api_key=request.user_api_key_hash,
+                session_id=session,
+                router_name=request.route.router_name,
+                baseline_model=request.route.baseline_model,
+                model=target.model if isinstance(target, NativePredictionTarget) else request.route.baseline_model,
+                prices=prices,
+                observation=BaselineObservation(
+                    request_id=logging_obj.litellm_call_id,
+                    started_at=started,
+                    available_at=started,
+                    outcome="uncertain",
+                    baseline_equivalent=False,
+                    reason="incomplete_response",
+                ),
+            )
+            logging_obj.baseline_cache_context = BaselineCacheContext(
+                self, capture, target, request.route.baseline_deployment_id
+            )
+        except Exception:  # noqa: BLE001  # optional observation cannot fail inference
+            verbose_proxy_logger.warning("Auto-router baseline observation could not be initialized")
+
+    async def _count(self, target: NativePredictionTarget, body: Mapping[str, JsonValue]) -> int | None:
+        key: Final = _digest((target.model, target.api_key, target.api_base, _JSON_BODY.validate_python(body)))
+        now: Final = self.clock()
+        cached: Final = self.counts.get(key)
+        if cached is not None and cached[1] > now:
+            return cached[0]
+        async with self.count_slots:
+            tokens: Final = (
+                await self.token_counter(target.model, target.api_key, body)
+                if self.token_counter is not None
+                else await count_prompt_tokens(target.model, target.api_key, body, api_base=target.api_base)
+            )
+        if tokens is None or tokens < 0:
+            return None
+        retained: Final = tuple((k, v) for k, v in self.counts.items() if v[1] > now and k != key)[-(_MAX_COUNTS - 1) :]
+        self.counts = MappingProxyType(dict((*retained, (key, (tokens, now + 3600)))))
+        return tokens
+
+    async def plan(
+        self, target: NativePredictionTarget, wire: httpx.Request, body: Mapping[str, JsonValue], usage: Usage | None
+    ) -> tuple[CountedPromptCachePlan | None, str | None]:
+        if not supported_prediction_headers(wire.headers):
+            return None, "unsupported_request_headers"
+        plan: Final = parse_cache_plan(body)
+        if isinstance(plan, UnsupportedCachePlan):
+            return None, plan.reason
+        details: Final = usage.prompt_tokens_details if usage is not None else None
+        if (
+            not plan.breakpoints
+            and details is not None
+            and ((details.cached_tokens or 0) + (details.cache_creation_tokens or 0))
+        ):
+            return None, "implicit_cache_without_breakpoints"
+
+        async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int | None:
+            return await self._count(target, body)
+
+        try:
+            counted: Final = await asyncio.wait_for(
+                count_cache_plan(target.model, target.api_key, plan, token_counter=count), timeout=_COUNT_TIMEOUT
+            )
+            return (None, counted.reason) if isinstance(counted, UnsupportedCachePlan) else (counted, None)
+        except TimeoutError:
+            return None, "token_count_timeout"
+        except Exception:  # noqa: BLE001  # token counting cannot fail a completed request
+            return None, "token_count_unavailable"
+
+
+async def invalidate_baseline_cache(logging_obj: Logging, reason: str, *, completed: bool = False) -> None:
+    context: Final = logging_obj.baseline_cache_context
+    if context is not None:
+        logging_obj.baseline_cache_context = replace(
+            context, invalidated=reason
+        )  # rebind-ok: request-owned retry marker
+        logging_obj.baseline_observation = context.capture.model_copy(
+            update=MappingProxyType(
+                {  # rebind-ok: capture uncertainty for failure logging
+                    "observation": context.capture.observation.model_copy(
+                        update=MappingProxyType(
+                            {
+                                "available_at": max(context.capture.observation.started_at, context.collector.clock()),
+                                "reason": reason,
+                            }
+                        )
+                    ),
+                }
+            )
+        )
+
+
+async def finalize_baseline_cache(logging_obj: Logging, response_obj: object) -> None:
+    context: Final = logging_obj.baseline_cache_context
+    if context is None:
+        return
+    try:
+        capture: Final = await _capture(context, logging_obj, response_obj)
+        if logging_obj.baseline_cache_context is context:
+            logging_obj.baseline_observation = capture  # rebind-ok: attach only to the captured request owner
+    except Exception:  # noqa: BLE001  # observation failures must preserve inference and billing
+        await invalidate_baseline_cache(logging_obj, "observation_unavailable")
+
+
+async def _capture(
+    context: BaselineCacheContext, logging_obj: Logging, response_obj: object
+) -> CapturedBaselineObservation:
+    original: Final = context.capture.observation
+    details: Final = _METADATA.validate_python(logging_obj.model_call_details)
+    if details.get("cache_hit") is True:
+        return context.capture.model_copy(
+            update=MappingProxyType(
+                {
+                    "observation": original.model_copy(
+                        update=MappingProxyType({"outcome": "response_cache", "reason": "response_cache_hit"})
+                    )
+                }
+            )
+        )
+    event: Final = _WireEvent.model_validate(details)
+    wire: Final = event.httpx_response.request
+    usage: Final = _ResponseUsage.model_validate(response_obj).usage
+    complete: Final = (
+        event.custom_llm_provider == "anthropic"
+        and event.httpx_response.status_code == 200
+        and (not event.stream or event.prompt_cache_response_complete)
+    )
+    started: Final = original.started_at
+    available: Final = event.completion_start_time.timestamp()
+    if context.invalidated or not complete or not started <= available <= context.collector.clock():
+        return context.capture.model_copy(
+            update=MappingProxyType(
+                {
+                    "observation": original.model_copy(
+                        update=MappingProxyType(
+                            {
+                                "available_at": max(started, context.collector.clock()),
+                                "reason": context.invalidated or "incomplete_response",
+                            }
+                        )
+                    )
+                }
+            )
+        )
+    target: Final = context.target
+    if isinstance(target, UnsupportedPredictionTarget) or not supported_baseline_recipient(target, wire):
+        return context.capture.model_copy(
+            update=MappingProxyType(
+                {
+                    "observation": original.model_copy(
+                        update=MappingProxyType(
+                            {
+                                "available_at": available,
+                                "reason": target.reason
+                                if isinstance(target, UnsupportedPredictionTarget)
+                                else "unsupported_baseline_recipient",
+                            }
+                        )
+                    )
+                }
+            )
+        )
+    body: Final = _JSON_BODY.validate_json(wire.content)
+    same: Final = (
+        logging_obj.get_router_model_id() == context.baseline_deployment_id and body.get("model") == target.model
+    )
+    plan, reason = await context.collector.plan(target, wire, body, usage)
+    minimum: Final = get_prompt_cache_min_tokens(target.model)
+    return context.capture.model_copy(
+        update=MappingProxyType(
+            {
+                "observation": BaselineObservation(
+                    request_id=original.request_id,
+                    started_at=started,
+                    available_at=available,
+                    outcome="complete",
+                    baseline_equivalent=same,
+                    usage=usage,
+                    plan=plan,
+                    minimum_cache_tokens=minimum,
+                    reason=reason,
+                )
+            }
+        )
+    )
diff --git a/litellm/proxy/management_endpoints/auto_router_endpoints.py b/litellm/proxy/management_endpoints/auto_router_endpoints.py
index 200ed6c3bf3..a6d5a17d73e 100644
--- a/litellm/proxy/management_endpoints/auto_router_endpoints.py
+++ b/litellm/proxy/management_endpoints/auto_router_endpoints.py
@@ -556,6 +556,9 @@ class _SessionAggRow(BaseModel):
     total_tokens: int
     spend: float
     saved_spend: float
+    savings_estimated_turns: int = 0
+    savings_estimated_actual_spend: float = 0.0
+    savings_estimated_saved_spend: float = 0.0
     classifier_cost: float
     classifier_cost_recorded_turns: int
     session_seconds: float
@@ -582,9 +585,19 @@ def _cache_bucket(turns: int, hits: int) -> AutoRouterCacheBucket:
     return AutoRouterCacheBucket(turns=turns, hits=hits, hit_rate_pct=_pct(hits, turns))
 
 
+def _savings_cohort(
+    turns: int, estimated_turns: int, actual_spend: float, saved_spend: float
+) -> tuple[float | None, float | None]:
+    if turns > 0 and estimated_turns == 0:
+        return None, None
+    return saved_spend, actual_spend + saved_spend
+
+
 def _benchmark_totals(row: _SessionAggRow) -> AutoRouterBenchmarkTotals:
     return_misses: Final = row.return_turns - row.return_hits
-    baseline_spend: Final = row.spend + row.saved_spend
+    saved_spend, baseline_spend = _savings_cohort(
+        row.turns, row.savings_estimated_turns, row.savings_estimated_actual_spend, row.savings_estimated_saved_spend
+    )
     sessions: Final = row.sessions
     return AutoRouterBenchmarkTotals(
         sessions=sessions,
@@ -593,11 +606,15 @@ def _benchmark_totals(row: _SessionAggRow) -> AutoRouterBenchmarkTotals:
         avg_session_seconds=row.session_seconds / sessions if sessions else 0.0,
         avg_tokens_per_session=row.total_tokens / sessions if sessions else 0.0,
         spend=row.spend,
-        saved_spend=row.saved_spend,
+        savings_estimated_turns=row.savings_estimated_turns,
+        savings_estimated_actual_spend=row.savings_estimated_actual_spend,
+        saved_spend=saved_spend,
         classifier_cost=row.classifier_cost if row.classifier_cost_recorded_turns == row.turns else None,
         baseline_spend=baseline_spend,
-        saved_pct=_pct(row.saved_spend, baseline_spend),
-        saved_per_session=row.saved_spend / sessions if sessions else 0.0,
+        saved_pct=_pct(saved_spend, baseline_spend) if saved_spend is not None and baseline_spend is not None else None,
+        saved_per_session=(row.savings_estimated_saved_spend / sessions if sessions else 0.0)
+        if row.savings_estimated_turns == row.turns
+        else None,
         cache=AutoRouterCacheStats(
             coverage_pct=_pct(row.covered_turns, row.turns),
             hit_rate_pct=_pct(row.cache_hits, row.covered_turns),
@@ -627,6 +644,8 @@ def _benchmark_group(row: _SessionAggRow) -> AutoRouterBenchmarkGroup:
         avg_tokens_per_session=totals.avg_tokens_per_session,
         spend=totals.spend,
         saved_spend=totals.saved_spend,
+        savings_estimated_turns=totals.savings_estimated_turns,
+        savings_estimated_actual_spend=totals.savings_estimated_actual_spend,
         classifier_cost=totals.classifier_cost,
         baseline_spend=totals.baseline_spend,
         saved_pct=totals.saved_pct,
@@ -658,6 +677,9 @@ def _summed_agg_row(rows: Sequence[_SessionAggRow]) -> _SessionAggRow:
         total_tokens=sum(row.total_tokens for row in rows),
         spend=sum(row.spend for row in rows),
         saved_spend=sum(row.saved_spend for row in rows),
+        savings_estimated_turns=sum(row.savings_estimated_turns for row in rows),
+        savings_estimated_actual_spend=sum(row.savings_estimated_actual_spend for row in rows),
+        savings_estimated_saved_spend=sum(row.savings_estimated_saved_spend for row in rows),
         classifier_cost=sum(row.classifier_cost for row in rows),
         classifier_cost_recorded_turns=sum(row.classifier_cost_recorded_turns for row in rows),
         session_seconds=sum(row.session_seconds for row in rows),
@@ -807,6 +829,9 @@ async def get_auto_router_session(
         raise HTTPException(
             status_code=404, detail=f"No auto-routed turns recorded for session {session_id!r} under this key"
         )
+    saved_spend, baseline_spend = _savings_cohort(
+        row.turns, row.savings_estimated_turns, row.savings_estimated_actual_spend, row.savings_estimated_saved_spend
+    )
     return AutoRouterSessionResponse(
         session_id=session_id,
         router_name=row.router_name,
@@ -814,10 +839,13 @@ async def get_auto_router_session(
         turns=row.turns,
         last_model=row.last_model,
         spend=row.spend,
-        saved_spend=row.saved_spend,
-        baseline_spend=row.spend + row.saved_spend,
+        savings_estimated_turns=row.savings_estimated_turns,
+        savings_estimated_actual_spend=row.savings_estimated_actual_spend,
+        saved_spend=saved_spend,
+        baseline_spend=baseline_spend if row.savings_estimated_turns == row.turns else None,
+        savings_estimated_baseline_spend=baseline_spend,
         baseline_model=row.baseline_model,
-        baseline_models=row.baseline_models,
+        baseline_models=row.savings_estimated_baseline_models,
     )
 
 
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 91b59e56906..82e55fe53ec 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -1545,6 +1545,36 @@ model LiteLLM_AdaptiveRouterSession {
   @@index([last_activity_at], map: "idx_adaptive_router_session_activity")
 }
 
+model LiteLLM_AutoRouterBaselineComparison {
+  scope               String   @id
+  api_key             String
+  session_id          String
+  router_name         String
+  initial_equivalent  Boolean
+  revision            BigInt   @default(0)
+  published_revision  BigInt   @default(0)
+  history             String?
+  attempted_at        DateTime?
+  retired             Boolean  @default(false)
+  updated_at          DateTime @default(now())
+
+  @@index([api_key, session_id, router_name], map: "idx_autorouter_baseline_scope")
+  @@index([updated_at], map: "idx_autorouter_baseline_updated")
+}
+
+model LiteLLM_AutoRouterBaselineObservation {
+  request_id  String  @id
+  scope       String
+  started_at  Float
+  revision    BigInt
+  data        String
+  publication String?
+  conflicted  Boolean @default(false)
+
+  @@index([scope, started_at, request_id], map: "idx_autorouter_baseline_event_order")
+  @@index([scope, revision, started_at], map: "idx_autorouter_baseline_event_revision")
+}
+
 model LiteLLM_AutoRouterSession {
   api_key               String
   session_id            String
@@ -1571,6 +1601,10 @@ model LiteLLM_AutoRouterSession {
   total_tokens          BigInt   @default(0)
   spend                 Float    @default(0)
   saved_spend           Float    @default(0)
+  savings_estimated_turns Int    @default(0)
+  savings_estimated_actual_spend Float @default(0)
+  savings_estimated_saved_spend Float @default(0)
+  savings_estimated_baseline_models Json @default("{}")
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
diff --git a/litellm/proxy/spend_tracking/baseline_accounting.py b/litellm/proxy/spend_tracking/baseline_accounting.py
new file mode 100644
index 00000000000..5980fb66211
--- /dev/null
+++ b/litellm/proxy/spend_tracking/baseline_accounting.py
@@ -0,0 +1,348 @@
+"""Pure, chronological cache accounting for the recorded baseline comparison.
+
+Observation collection, pricing and durable publication belong to their existing
+owners. Replaying these values in event order is independent of callback order.
+"""
+
+from __future__ import annotations
+
+from collections.abc import Sequence
+from dataclasses import dataclass
+from itertools import groupby
+from math import isfinite
+from types import MappingProxyType
+from typing import Final, Literal
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from litellm.llms.anthropic.prompt_cache_prediction import CountedBreakpoint, CountedPromptCachePlan
+from litellm.types.utils import CacheCreationTokenDetails, PromptTokensDetailsWrapper, Usage
+
+MAX_CACHE_TTL: Final = 3600
+MAX_CACHE_ENTRIES: Final = 1024
+
+
+class BaselineObservation(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    version: Literal[3] = 3
+    request_id: str = Field(min_length=1)
+    started_at: float = Field(allow_inf_nan=False, ge=0)
+    available_at: float = Field(allow_inf_nan=False, ge=0)
+    outcome: Literal["complete", "uncertain", "response_cache"]
+    baseline_equivalent: bool
+    usage: Usage | None = None
+    plan: CountedPromptCachePlan | None = None
+    minimum_cache_tokens: int = Field(default=0, ge=0)
+    reason: str | None = None
+
+
+@dataclass(frozen=True, slots=True)
+class BaselineEstimate:
+    request_id: str
+    reason: str
+    provenance: Literal["observed_identical", "modeled"] | None = None
+    usage: Usage | None = None
+
+
+@dataclass(frozen=True, slots=True)
+class CacheEntry:
+    fingerprint: str
+    content_fingerprint: str
+    tokens: int
+    ttl_seconds: int
+    available_at: float
+    expires_at: float
+    uncertain: bool = False
+
+
+@dataclass(frozen=True, slots=True)
+class BaselineHistory:
+    first_at: float | None = None
+    last_at: float | None = None
+    equivalent: bool = True
+    uncertain_before: float = 0.0
+    entries: tuple[CacheEntry, ...] = ()
+    blocked_until: float = 0.0
+
+
+def _complete_usage(usage: Usage | None) -> bool:
+    if usage is None or usage.prompt_tokens < 0 or usage.completion_tokens < 0:
+        return False
+    details: Final = usage.prompt_tokens_details
+    if details is None:
+        return False
+    values: Final = (details.text_tokens, details.cached_tokens, details.cache_creation_tokens)
+    if any(value is None or value < 0 for value in values):
+        return False
+    split: Final = details.cache_creation_token_details
+    writes: Final = details.cache_creation_tokens or 0
+    return (
+        usage.total_tokens == usage.prompt_tokens + usage.completion_tokens
+        and sum(value or 0 for value in values) == usage.prompt_tokens
+        and (
+            writes == 0
+            or (
+                split is not None
+                and split.ephemeral_5m_input_tokens is not None
+                and split.ephemeral_1h_input_tokens is not None
+                and min(split.ephemeral_5m_input_tokens, split.ephemeral_1h_input_tokens) >= 0
+                and split.ephemeral_5m_input_tokens + split.ephemeral_1h_input_tokens == writes
+            )
+        )
+    )
+
+
+def _valid_plan(plan: CountedPromptCachePlan | None) -> bool:
+    if plan is None or plan.total_tokens < 0 or len(plan.breakpoints) > 4:
+        return False
+    return all(
+        marker.fingerprint
+        and marker.content_fingerprint
+        and marker.fingerprint in marker.lookback_fingerprints
+        and marker.content_fingerprint in marker.lookback_content_fingerprints
+        and marker.ttl_seconds in (300, 3600)
+        and 0 <= marker.prefix_tokens <= plan.total_tokens
+        for marker in plan.breakpoints
+    ) and all(
+        left.prefix_tokens <= right.prefix_tokens and left.ttl_seconds >= right.ttl_seconds
+        for left, right in zip(plan.breakpoints, plan.breakpoints[1:])
+    )
+
+
+def _markers(observation: BaselineObservation) -> tuple[CountedBreakpoint, ...]:
+    return (
+        tuple(
+            marker
+            for marker in observation.plan.breakpoints
+            if marker.prefix_tokens >= observation.minimum_cache_tokens
+        )
+        if observation.plan is not None
+        else ()
+    )
+
+
+def _matches(entry: CacheEntry, markers: tuple[CountedBreakpoint, ...], started: float) -> bool:
+    return entry.available_at <= started < entry.expires_at and any(
+        entry.fingerprint in marker.lookback_fingerprints
+        and entry.tokens <= marker.prefix_tokens
+        and entry.ttl_seconds == marker.ttl_seconds
+        for marker in markers
+    )
+
+
+def _ambiguous(entry: CacheEntry, markers: tuple[CountedBreakpoint, ...], started: float) -> bool:
+    return entry.available_at <= started < entry.expires_at and any(
+        entry.content_fingerprint in marker.lookback_content_fingerprints
+        and (entry.uncertain or entry.ttl_seconds != marker.ttl_seconds)
+        for marker in markers
+    )
+
+
+def _usage_with_cache(usage: Usage, total: int, read: int, write_5m: int, write_1h: int) -> Usage:
+    writes: Final = write_5m + write_1h
+    original_details: Final = usage.prompt_tokens_details or PromptTokensDetailsWrapper()
+    details: Final = original_details.model_copy(
+        deep=True,
+        update=MappingProxyType(
+            {
+                "text_tokens": total - read - writes,
+                "cached_tokens": read,
+                "cache_creation_tokens": writes,
+                "cache_write_tokens": writes,
+                "cache_creation_token_details": CacheCreationTokenDetails(
+                    ephemeral_5m_input_tokens=write_5m,
+                    ephemeral_1h_input_tokens=write_1h,
+                ),
+            }
+        ),
+    )
+    return Usage.model_validate(
+        {  # mutable-ok: Usage only runs its normalizing constructor for a plain dictionary
+            **usage.model_dump(),
+            "prompt_tokens": total,
+            "total_tokens": total + usage.completion_tokens,
+            "prompt_tokens_details": details,
+            "cache_read_input_tokens": read,
+            "cache_creation_input_tokens": writes,
+        },
+    )
+
+
+def _estimate(history: BaselineHistory, observation: BaselineObservation, equivalent: bool) -> BaselineEstimate:
+    if observation.outcome != "complete" or not _complete_usage(observation.usage):
+        return BaselineEstimate(observation.request_id, observation.reason or observation.outcome)
+    usage: Final = observation.usage
+    if usage is None:
+        return BaselineEstimate(observation.request_id, "missing_usage")
+    if equivalent and observation.baseline_equivalent:
+        return BaselineEstimate(
+            observation.request_id, "identical_baseline_path", "observed_identical", usage.model_copy(deep=True)
+        )
+    if observation.started_at < history.blocked_until:
+        return BaselineEstimate(observation.request_id, "concurrent_uncertainty")
+    plan: Final = observation.plan
+    if not _valid_plan(plan) or plan is None:
+        return BaselineEstimate(observation.request_id, observation.reason or "unsupported_cache_plan")
+    markers: Final = _markers(observation)
+    if any(_ambiguous(entry, markers, observation.started_at) for entry in history.entries):
+        return BaselineEstimate(observation.request_id, "cache_ttl_changed")
+    read: Final = max(
+        (
+            entry.tokens
+            for entry in history.entries
+            if not entry.uncertain and _matches(entry, markers, observation.started_at)
+        ),
+        default=0,
+    )
+    end: Final = markers[-1].prefix_tokens if markers else 0
+    if read < end and observation.started_at < history.uncertain_before + max(marker.ttl_seconds for marker in markers):
+        return BaselineEstimate(observation.request_id, "history_unavailable")
+    one_hour: Final = max(
+        (marker.prefix_tokens for marker in markers if marker.ttl_seconds == 3600 and marker.prefix_tokens > read),
+        default=read,
+    )
+    expired: Final = any(
+        entry.expires_at <= observation.started_at
+        and any(entry.fingerprint in marker.lookback_fingerprints for marker in markers)
+        for entry in history.entries
+    )
+    reason: Final = (
+        "cache_prefix_available"
+        if read
+        else "cache_prefix_expired"
+        if expired
+        else "cache_prefix_cold"
+        if markers
+        else "below_cache_minimum"
+        if plan.breakpoints
+        else "no_cache_breakpoints"
+    )
+    return BaselineEstimate(
+        observation.request_id,
+        reason,
+        "modeled",
+        _usage_with_cache(usage, plan.total_tokens, read, end - one_hour, one_hour - read),
+    )
+
+
+def _writes(history: BaselineHistory, observation: BaselineObservation) -> tuple[CacheEntry, ...]:
+    if (
+        observation.outcome != "complete"
+        or observation.started_at < history.blocked_until
+        or not _complete_usage(observation.usage)
+        or not _valid_plan(observation.plan)
+    ):
+        return ()
+    markers: Final = _markers(observation)
+    ambiguous: Final = tuple(entry for entry in history.entries if _ambiguous(entry, markers, observation.started_at))
+    hit: Final = (
+        max(
+            (
+                entry
+                for entry in history.entries
+                if not entry.uncertain and _matches(entry, markers, observation.started_at)
+            ),
+            key=lambda entry: entry.tokens,
+            default=None,
+        )
+        if not ambiguous
+        else None
+    )
+    refresh: Final = (
+        (
+            CacheEntry(
+                hit.fingerprint,
+                hit.content_fingerprint,
+                hit.tokens,
+                hit.ttl_seconds,
+                observation.available_at,
+                observation.started_at + hit.ttl_seconds,
+            ),
+        )
+        if hit is not None and all(marker.fingerprint != hit.fingerprint for marker in markers)
+        else ()
+    )
+    return (
+        *refresh,
+        *(
+            CacheEntry(
+                marker.fingerprint,
+                marker.content_fingerprint,
+                marker.prefix_tokens,
+                marker.ttl_seconds,
+                observation.available_at,
+                observation.started_at + max((marker.ttl_seconds, *(entry.ttl_seconds for entry in ambiguous))),
+                uncertain=bool(ambiguous),
+            )
+            for marker in markers
+        ),
+    )
+
+
+def _entry_key(entry: CacheEntry) -> tuple[str, str, int, int, bool]:
+    return entry.fingerprint, entry.content_fingerprint, entry.tokens, entry.ttl_seconds, entry.uncertain
+
+
+def _compact_entries(entries: tuple[CacheEntry, ...], started: float) -> tuple[CacheEntry, ...]:
+    ordered: Final = sorted((entry for entry in entries if entry.expires_at >= started - MAX_CACHE_TTL), key=_entry_key)
+    return tuple(
+        retained
+        for _, values in groupby(ordered, key=_entry_key)
+        for group in (tuple(values),)
+        for retained in (
+            max(
+                (entry for entry in group if entry.available_at <= started),
+                key=lambda entry: entry.expires_at,
+                default=None,
+            ),
+            *(entry for entry in group if entry.available_at > started),
+        )
+        if retained is not None
+    )
+
+
+def advance_baseline_history(
+    history: BaselineHistory,
+    simultaneous: Sequence[BaselineObservation],
+) -> tuple[BaselineHistory, tuple[BaselineEstimate, ...]]:
+    """Apply one request-start timestamp; ties cannot manufacture initial equality.
+
+    The storage owner groups and orders observations before calling this function.
+    Equal timestamps are evaluated against the same preceding cache snapshot.
+    """
+    if not simultaneous:
+        return history, ()
+    started: Final = simultaneous[0].started_at
+    valid_order: Final = (
+        isfinite(started)
+        and all(item.started_at == started and item.available_at >= started for item in simultaneous)
+        and (history.last_at is None or started > history.last_at)
+    )
+    if not valid_order:
+        return history, tuple(BaselineEstimate(item.request_id, "invalid_observation_order") for item in simultaneous)
+    first: Final = started if history.first_at is None else history.first_at
+    uncertain: Final = max(history.uncertain_before, first)
+    relevant: Final = tuple(item for item in simultaneous if item.outcome != "response_cache")
+    equivalent: Final = history.equivalent and all(item.baseline_equivalent for item in relevant)
+    before: Final = BaselineHistory(
+        first, history.last_at, equivalent, uncertain, history.entries, history.blocked_until
+    )
+    estimates: Final = tuple(_estimate(before, item, equivalent) for item in simultaneous)
+    invalidated: Final = any(
+        item.outcome != "complete" or not _complete_usage(item.usage) or not _valid_plan(item.plan) for item in relevant
+    )
+    blocked: Final = max((history.blocked_until, *(item.available_at for item in relevant if invalidated)))
+    entries: Final = _compact_entries(
+        () if invalidated else (*history.entries, *(entry for item in relevant for entry in _writes(before, item))),
+        started,
+    )
+    overflow: Final = len(entries) > MAX_CACHE_ENTRIES
+    return BaselineHistory(
+        first_at=first,
+        last_at=started,
+        equivalent=equivalent,
+        uncertain_before=max(started, blocked) if invalidated or overflow else uncertain,
+        entries=() if overflow else entries,
+        blocked_until=blocked,
+    ), estimates
diff --git a/litellm/proxy/spend_tracking/savings.py b/litellm/proxy/spend_tracking/savings.py
index 7d9b6514a34..b7a2ac62844 100644
--- a/litellm/proxy/spend_tracking/savings.py
+++ b/litellm/proxy/spend_tracking/savings.py
@@ -10,7 +10,11 @@ have been aggregated across models.
 
 from collections.abc import Callable, Mapping
 from datetime import datetime
-from typing import TYPE_CHECKING, Final, NamedTuple
+from math import isclose, isfinite
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Literal, NamedTuple
+
+from pydantic import BaseModel, ConfigDict, Field
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -65,7 +69,7 @@ def _resolve_model(model: str | None, custom_llm_provider: str | None) -> _Model
         return None
     try:
         resolved_model, provider, _, _ = litellm.get_llm_provider(model=model, custom_llm_provider=custom_llm_provider)
-    except Exception as e:  # noqa: BLE001  # get_llm_provider raises for unroutable names; degrade to zero savings
+    except Exception as e:  # noqa: BLE001  # get_llm_provider raises for unroutable names; degrade to an unavailable estimate
         verbose_proxy_logger.debug(
             "savings: cannot resolve provider for model=%s custom_llm_provider=%s (%s)", model, custom_llm_provider, e
         )
@@ -118,6 +122,68 @@ class PricingBasis(NamedTuple):
 _STANDARD_RATES: Final = PricingBasis()
 
 
+class BaselineCostSnapshot(BaseModel):
+    model_config = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+    model: str
+    provider: str
+    prices: ModelInfo | None
+    basis: PricingBasis = _STANDARD_RATES
+    actual_spend: float = Field(allow_inf_nan=False, ge=0)
+    actual_token_cost: float | None = Field(default=None, allow_inf_nan=False, ge=0)
+    classifier_cost: float = Field(default=0.0, allow_inf_nan=False, ge=0)
+
+
+def baseline_cost_snapshot(
+    model: str,
+    prices: ModelInfo | None,
+    actual_spend: float,
+    cost_breakdown: Mapping[str, object] | None,
+    routing_decision: Mapping[str, object] | None,
+) -> BaselineCostSnapshot:
+    return BaselineCostSnapshot(
+        model=model,
+        provider="anthropic",
+        prices=prices,
+        actual_spend=actual_spend,
+        basis=_pricing_basis(cost_breakdown),
+        actual_token_cost=_recorded_token_cost(cost_breakdown),
+        classifier_cost=classifier_cost_from_decision(routing_decision) or 0.0,
+    )
+
+
+class BaselineCosts(NamedTuple):
+    actual: float
+    baseline: float
+
+    @property
+    def savings(self) -> float:
+        return self.baseline - self.actual
+
+
+def price_baseline_comparison(
+    snapshot: BaselineCostSnapshot,
+    baseline_usage: Usage | None,
+    provenance: Literal["observed_identical", "modeled"] | None,
+) -> BaselineCosts | None:
+    if baseline_usage is None or provenance is None:
+        return None
+    actual: Final = snapshot.actual_spend + snapshot.classifier_cost
+    if provenance == "observed_identical":
+        return BaselineCosts(actual=actual, baseline=snapshot.actual_spend)
+    if snapshot.prices is None or snapshot.actual_token_cost is None:
+        return None
+    token_cost: Final = _cost_of_usage(
+        _ModelIdentity(snapshot.model, snapshot.provider), baseline_usage, snapshot.prices, snapshot.basis
+    )
+    if token_cost is None or not isfinite(token_cost) or token_cost < 0:
+        return None
+    baseline: Final = snapshot.actual_spend + token_cost - snapshot.actual_token_cost
+    if not isfinite(baseline) or baseline < 0:
+        return None
+    return BaselineCosts(actual=actual, baseline=baseline)
+
+
 def _pricing_basis(cost_breakdown: Mapping[str, object] | None) -> PricingBasis:
     """The basis recorded on a request, defaulting to standard rates when absent.
 
@@ -225,56 +291,16 @@ def _baseline_cache_rate_keys(baseline_info: ModelInfo | None) -> tuple[bool, bo
     )
 
 
-def _baseline_usage(usage: Usage, conversation_continuing: bool, baseline_info: ModelInfo | None = None) -> Usage:
-    """The same request as a single-model baseline would have met it.
-
-    The baseline is one model serving every turn, so whether it had this prompt cached
-    is simply whether the conversation was already underway. On a continuing
-    conversation it wrote the prompt on an earlier turn and would only read it now, so
-    the cache tokens move into the read bucket and whatever this request paid to write
-    counts against the saving; that write is what switching models costs.
-
-    On a conversation's first turn nothing was cached anywhere, for any model. The
-    baseline would have written the same prompt, so the cache buckets stay where they are
-    and both arms carry the write at their own rates, unless the baseline has no rate for
-    a bucket, in which case those tokens are its plain input. Charging the write to this case
-    too, which is all a single rollup row can support, understates a first turn to a
-    few percent of its value and can render a profitable route as a loss.
-
-    A continuing turn that mostly read from cache is the third case: the selected model
-    was already warm, so it is the one that has been serving this conversation and the
-    baseline's cache holds exactly what its does. The tokens written are the turn's own
-    growth, new to every model, and the baseline would have paid to write them too.
-    Moving them would forgive the baseline a write it really owes and shrink the
-    reported saving. "Mostly read" rather than "read anything" on purpose: a switch onto
-    a model holding a small prefix of this prompt still writes most of it, and must keep
-    counting that write against the saving.
-
-    Only the cache buckets move. Every other field the request was priced on travels
-    through untouched, audio and image and video counts among them, because the baseline
-    is this same request served by a model that happened to be warm; naming the fields to
-    keep instead would price the baseline on a request that never ran, and would go stale
-    the next time a priced field is added.
-    """
+def _baseline_usage(usage: Usage, baseline_info: ModelInfo | None = None) -> Usage:
     cache_read, cache_creation = _cache_token_split(usage)
     details: Final = usage.prompt_tokens_details
     if details is None or (cache_read <= 0 and cache_creation <= 0):
         return usage
-
-    # The tokens this request paid to write move into the cached count and the creation
-    # charge is dropped: on one model that cache was already warm, so the baseline would
-    # have read them rather than paying to create them. The 5m/1h breakdown goes with
-    # them; left behind it re-charges the write.
-    warm: Final = conversation_continuing and cache_creation > 0 and cache_read <= cache_creation
-    reads = cache_read + cache_creation if warm else cache_read
-    writes = 0 if warm else cache_creation
-
     prices_reads, prices_writes = _baseline_cache_rate_keys(baseline_info)
-    reads = reads if prices_reads else 0
-    writes = writes if prices_writes else 0
+    reads: Final = cache_read if prices_reads else 0
+    writes: Final = cache_creation if prices_writes else 0
     if (reads, writes) == (cache_read, cache_creation):
         return usage
-
     other_modalities: Final = sum(
         (getattr(details, field, 0) or 0) for field in ("audio_tokens", "image_tokens", "video_tokens")
     )
@@ -309,64 +335,47 @@ def compute_autorouter_savings(
     cost_breakdown: Mapping[str, object] | None = None,
     baseline_deployment_id: str | None = None,
     selected_deployment_id: str | None = None,
-) -> float:
-    """Net dollars the router saved, or cost, by serving this request on ``selected_model``.
-
-    Signed on purpose. Switching models leaves the new one with a cold cache, so the
-    request pays a cache-creation charge that staying on one model would not have
-    incurred; when that charge outweighs the cheaper rates, routing lost money and the
-    dashboard has to be able to say so. Zero when both sides resolve to the same
-    deployment, or when either cannot be resolved or priced.
-
-    Only one side of this subtraction is a counterfactual. What the request cost on the
-    model that served it is a number the operator was actually billed, and the cost
-    calculator already wrote it down, so ``cost_breakdown`` is read rather than
-    re-derived. Recomputing it means restating every pricing dimension the biller
-    applied, and each one omitted is a silent disagreement with the ``spend`` column
-    beside it; a request billed at a priority tier recomputed at standard rates reads as
-    half its real cost.
-
-    The baseline has no such record, since it never ran, so it is priced through the same
-    cost engine on the basis the biller used for this request. An operator running that
-    one model instead of the router would have sent this request to the same tier and the
-    same region, because both are properties of the request and the deployment's
-    contract, not of which model the router happened to pick.
-
-    ``conversation_continuing`` says whether the baseline would already have had this
-    prompt cached. It defaults to True because that is the conservative reading: a
-    request whose shape the router could not determine is charged the write and
-    under-claims rather than inflating a savings figure.
-    """
-    # No provider argument for the baseline on purpose: it arrives from the routing
-    # metadata as a single self-describing string, already qualified by the auto-router,
-    # so there is no second field that could disagree with it.
+    baseline_usage: Usage | None = None,
+    baseline_provenance: Literal["observed_initial", "modeled"] | None = None,
+) -> float | None:
+    """Price established baseline usage; conversation shape cannot establish cache warmth."""
     baseline: Final = _resolve_model(baseline_model, None)
     selected: Final = _resolve_model(selected_model, selected_provider)
     if baseline is None or selected is None:
-        return 0.0
-    same_target: Final = (
-        baseline_deployment_id == selected_deployment_id
-        if baseline_deployment_id and selected_deployment_id
-        else baseline == selected
-    )
-    if same_target:
-        return 0.0
+        return None
+    if baseline_usage is None and any(_cache_token_split(usage)):
+        return None
     basis: Final = _pricing_basis(cost_breakdown)
     effective_baseline_info: Final = baseline_info if baseline_info is not None else _model_info(baseline)
+    modeled_usage: Final = baseline_usage if baseline_usage is not None else usage
     baseline_cost: Final = _cost_of_usage(
-        baseline,
-        _baseline_usage(usage, conversation_continuing, effective_baseline_info),
-        effective_baseline_info,
-        basis,
+        baseline, _baseline_usage(modeled_usage, effective_baseline_info), effective_baseline_info, basis
+    )
+    recorded_selected_cost: Final = _recorded_token_cost(cost_breakdown)
+    selected_cost: Final = (
+        recorded_selected_cost
+        if recorded_selected_cost is not None
+        else _cost_of_usage(selected, usage, selected_info, basis)
     )
-    # Falls back to pricing the request only when the biller recorded nothing, which is
-    # every row written before the breakdown carried its basis.
-    selected_cost = _recorded_token_cost(cost_breakdown)
-    if selected_cost is None:
-        selected_cost = _cost_of_usage(selected, usage, selected_info, basis)
     if baseline_cost is None or selected_cost is None:
-        return 0.0
-    return baseline_cost - selected_cost
+        return None
+    if baseline_provenance == "observed_initial":
+        same_prices: Final = effective_baseline_info == (
+            selected_info if selected_info is not None else _model_info(selected)
+        )
+        equivalent: Final = (
+            baseline_usage is not None
+            and baseline_usage == usage
+            and baseline == selected
+            and bool(baseline_deployment_id)
+            and baseline_deployment_id == selected_deployment_id
+            and same_prices
+            and recorded_selected_cost is not None
+            and isclose(baseline_cost, recorded_selected_cost, rel_tol=1e-9, abs_tol=1e-12)
+        )
+        return 0.0 if equivalent else None
+    difference: Final = baseline_cost - selected_cost
+    return difference if isfinite(difference) else None
 
 
 def _usage_from_spend_log(usage_object: Mapping[str, object] | None) -> Usage | None:
@@ -463,11 +472,23 @@ def _proxy_llm_router() -> "Router | None":
 
 def _numeric_savings(value: object) -> float | None:
     """``value`` as a recorded savings figure, or ``None`` when it is not one."""
-    if isinstance(value, bool) or not isinstance(value, (int, float)):
+    if isinstance(value, bool) or not isinstance(value, (int, float)) or not isfinite(value):
         return None
     return float(value)
 
 
+def recorded_estimated_autorouter_savings(metadata: Mapping[str, object]) -> float | None:
+    estimate: Final = metadata.get("autorouter_savings_estimate")
+    if (
+        not isinstance(estimate, Mapping)
+        or type(estimate.get("version")) is not int
+        or estimate.get("version") not in (1, 2, 3)
+        or estimate.get("status") != "estimated"
+    ):
+        return None
+    return _numeric_savings(metadata.get("autorouter_savings"))
+
+
 def classifier_cost_from_decision(routing_decision: Mapping[str, object] | None) -> float | None:
     """The LLM-classifier cost a routing decision recorded, or ``None`` when it holds none.
 
@@ -490,22 +511,10 @@ def autorouter_savings_for_request(
     model_id: str | None = None,
     llm_router: "Callable[[], Router | None] | None" = None,
     cost_breakdown: Mapping[str, object] | None = None,
+    baseline_usage: Usage | None = None,
+    baseline_provenance: Literal["observed_initial", "modeled"] | None = None,
 ) -> float | None:
-    """Auto-router savings for one request, net of the classifier call that routed it,
-    or ``None`` when the driver is off.
-
-    ``None`` and ``0.0`` are different facts: ``None`` means this request cannot carry a
-    figure at all (no routing decision, no baseline, unusable usage), while ``0.0`` is a
-    real figure for a routed request whose baseline resolved to the served deployment.
-    Never raises: pricing failures inside degrade to zero, and the driver-off cases
-    return ``None``, so this is safe on the logging path where a raise would fail the
-    request's logging.
-
-    The classifier deduction lives here, at the figure's one computation owner, rather
-    than in any reader: the stamped ``autorouter_savings`` is then already net, so the
-    session rollup, the daily tables and every logging consumer agree without each
-    re-deriving the deduction, and the recorded-figure-wins path cannot deduct twice.
-    """
+    """Return net savings for established usage, or None when the estimate is unavailable."""
     usage: Final = _usage_from_spend_log(usage_object)
     if usage is None or not model:
         return None
@@ -522,15 +531,16 @@ def autorouter_savings_for_request(
         selected_model=model,
         selected_provider=custom_llm_provider,
         usage=usage,
-        # Absent means the router never recorded a shape, which is the conservative
-        # reading: charge the cache write rather than claim a first turn's saving.
-        conversation_continuing=decision.get("conversation_continuing") is not False,
         selected_info=_effective_model_info(router_instance, model_id, model or ""),
         baseline_info=_effective_model_info(router_instance, baseline_id, baseline_model or ""),
         cost_breakdown=cost_breakdown,
         baseline_deployment_id=baseline_id,
         selected_deployment_id=model_id,
+        baseline_usage=baseline_usage,
+        baseline_provenance=baseline_provenance,
     )
+    if gross is None:
+        return None
     classifier_cost: Final = classifier_cost_from_decision(decision)
     return gross if classifier_cost is None else gross - classifier_cost
 
@@ -542,6 +552,8 @@ def autorouter_savings_for_logging_payload(
     model_id: str | None,
     usage_object: Mapping[str, object] | None,
     cost_breakdown: Mapping[str, object] | None,
+    baseline_usage: Usage | None = None,
+    baseline_provenance: Literal["observed_initial", "modeled"] | None = None,
 ) -> float | None:
     """The figure the logging payload records for a request, or ``None`` when none should be.
 
@@ -561,6 +573,8 @@ def autorouter_savings_for_logging_payload(
         model_id=model_id,
         llm_router=_proxy_llm_router,
         cost_breakdown=cost_breakdown,
+        baseline_usage=baseline_usage,
+        baseline_provenance=baseline_provenance,
     )
 
 
@@ -575,6 +589,7 @@ def compute_savings_spend(
     llm_router: "Callable[[], Router | None] | None" = None,
     cost_breakdown: Mapping[str, object] | None = None,
     recorded_autorouter_savings: object = None,
+    recorded_autorouter_savings_estimate: Mapping[str, object] | None = None,
     billed_at: datetime | str | None = None,
 ) -> SavingsSpend:
     """
@@ -604,11 +619,9 @@ def compute_savings_spend(
     figure is normally the smaller of the two, being a subset of the same requests, but
     not always: a request that only writes cache and never reads it has negative net
     savings, and dropping such a request from the attributed figure can lift it above
-    the total. Auto-router savings compare the
-    served ``model`` against the counterfactual baseline the router recorded on
-    its ``routing_decision``, and are zero unless the two differ. That record
-    also says whether the conversation was already underway, which is what tells
-    a mid-conversation switch from a first turn.
+    the total. Auto-router savings compare established baseline usage against the
+    recorded selected-model cost. Versioned unknown estimates contribute no dollars
+    to this subtotal and are excluded from the separately reported coverage cohort.
 
     ``llm_router`` is passed as a provider rather than a router because every spend write
     calls this and only auto-routed ones need one, so looking it up eagerly at the call
@@ -653,10 +666,21 @@ def compute_savings_spend(
 
     # The figure the logging path recorded wins, before the usage gate on purpose: a row
     # whose usage no longer parses still carries the number computed when it did.
-    recorded_savings: Final = _numeric_savings(recorded_autorouter_savings)
+    recorded_savings: Final = (
+        recorded_estimated_autorouter_savings(
+            MappingProxyType(
+                {
+                    "autorouter_savings": recorded_autorouter_savings,
+                    "autorouter_savings_estimate": recorded_autorouter_savings_estimate,
+                }
+            )
+        )
+        if recorded_autorouter_savings_estimate is not None
+        else _numeric_savings(recorded_autorouter_savings)
+    )
     autorouter: Final = (
         recorded_savings
-        if recorded_savings is not None
+        if recorded_savings is not None or recorded_autorouter_savings_estimate is not None
         else autorouter_savings_for_request(
             model=model,
             custom_llm_provider=custom_llm_provider,
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index 9756844b587..8f85ecdd480 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -9,7 +9,7 @@ from functools import reduce
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, Literal, Protocol, cast, runtime_checkable
 
-from pydantic import BaseModel
+from pydantic import BaseModel, JsonValue
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -137,7 +137,15 @@ def _get_router_metadata_for_spend_log(
     )
 
 
-_STAMPED_METADATA_KEYS: Final = frozenset(("router_metadata", "azure_spillover"))
+_STAMPED_METADATA_KEYS: Final = frozenset(
+    (
+        "router_metadata",
+        "azure_spillover",
+        "autorouter_savings",
+        "autorouter_savings_estimate",
+        "autorouter_baseline_observation",
+    )
+)
 
 
 def _get_spend_logs_metadata(
@@ -156,6 +164,8 @@ def _get_spend_logs_metadata(
     cost_breakdown: CostBreakdown | None = None,
     litellm_call_id: str | None = None,
     autorouter_savings: float | None = None,
+    autorouter_savings_estimate: Mapping[str, JsonValue] | None = None,
+    autorouter_baseline_observation: str | None = None,
     router_metadata: SpendLogsRouterMetadata | None = None,
     azure_spillover: AzureSpillover | None = None,
 ) -> SpendLogsMetadata:
@@ -196,6 +206,8 @@ def _get_spend_logs_metadata(
             cost_breakdown=None,
             compression_savings=None,
             autorouter_savings=autorouter_savings,
+            autorouter_savings_estimate=autorouter_savings_estimate,
+            autorouter_baseline_observation=autorouter_baseline_observation,
             litellm_gateway_injected_cache=None,
             litellm_call_id=litellm_call_id,
             router_metadata=router_metadata,
@@ -207,7 +219,12 @@ def _get_spend_logs_metadata(
 
     # Filter the metadata dictionary to include only the specified keys
     clean_metadata: Final = SpendLogsMetadata(
-        **{key: metadata.get(key) for key in SpendLogsMetadata.__annotations__ if key not in _STAMPED_METADATA_KEYS},
+        **MappingProxyType(
+            {key: metadata.get(key) for key in SpendLogsMetadata.__annotations__ if key not in _STAMPED_METADATA_KEYS}
+        ),
+        autorouter_savings=autorouter_savings,
+        autorouter_savings_estimate=autorouter_savings_estimate,
+        autorouter_baseline_observation=autorouter_baseline_observation,
         router_metadata=router_metadata,
         azure_spillover=azure_spillover,
     )
@@ -231,7 +248,6 @@ def _get_spend_logs_metadata(
     clean_metadata["cold_storage_object_key"] = cold_storage_object_key
     clean_metadata["litellm_overhead_time_ms"] = litellm_overhead_time_ms
     clean_metadata["cost_breakdown"] = cost_breakdown
-    clean_metadata["autorouter_savings"] = autorouter_savings
     clean_metadata["litellm_call_id"] = litellm_call_id
 
     return clean_metadata
@@ -660,6 +676,16 @@ def get_logging_payload(
         autorouter_savings=(
             standard_logging_payload.get("autorouter_savings", None) if standard_logging_payload is not None else None
         ),
+        autorouter_savings_estimate=(
+            standard_logging_payload.get("autorouter_savings_estimate")
+            if standard_logging_payload is not None
+            else None
+        ),
+        autorouter_baseline_observation=(
+            standard_logging_payload.get("autorouter_baseline_observation")
+            if standard_logging_payload is not None
+            else None
+        ),
         litellm_call_id=litellm_call_id,
         router_metadata=_get_router_metadata_for_spend_log(
             metadata=metadata,
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index b078a65759e..b3473807222 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -248,6 +248,7 @@ if TYPE_CHECKING:
     from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
     from litellm.models.team import LiteLLM_TeamTableCachedObj
     from litellm.proxy.db.autorouter_session_rollup import AutoRouterTurnTransaction
+    from litellm.proxy.db.baseline_accounting import BaselineAccountingRecord
     from litellm.proxy.db.spend_log_tool_index import ToolUsageTransaction
     from litellm.repositories.prisma_protocols import TableActions
     from litellm.types.proxy.policy_engine.pipeline_types import GuardrailPipeline
@@ -3036,6 +3037,10 @@ class ProxyLogging:
                                       Otherwise, returns None and the original exception is used.
         """
 
+        logging_obj: Final[object] = request_data.get("litellm_logging_obj")  # pyright: ignore[reportUnknownVariableType, reportUnknownMemberType]  # legacy request data is narrowed to Logging below
+        if isinstance(logging_obj, Logging) and logging_obj.baseline_cache_context is not None:
+            await logging_obj.invalidate_baseline_cache_estimate("failed_request", completed=True)
+
         ### ALERTING ###
         await self.update_request_status(litellm_call_id=request_data.get("litellm_call_id", ""), status="fail")
         if AlertType.llm_exceptions in self.alert_types and not _is_client_error_exception(original_exception):
@@ -4188,6 +4193,10 @@ class PrismaClient:
         http_client: "HttpConfig | None" = None,
     ):
         ## init logging object
+        self.baseline_accounting_transactions: list[
+            BaselineAccountingRecord
+        ] = []  # mutable-ok: locked background queue
+        self.baseline_accounting_lock: Final = asyncio.Lock()
         self.proxy_logging_obj = proxy_logging_obj
         self.token_auth: DatabaseTokenAuth | None = resolve_database_token_auth()
         verbose_proxy_logger.debug("Creating Prisma Client..")
@@ -7156,7 +7165,15 @@ async def _total_queued_spend_transactions(prisma_client: PrismaClient) -> int:
         autorouter_queue_size: Final = len(prisma_client.autorouter_turn_transactions)
     from litellm.proxy.db.shadow_eval_funnel import pending_shadow_eval_funnel_events
 
-    return spend_queue_size + tool_queue_size + autorouter_queue_size + pending_shadow_eval_funnel_events()
+    async with prisma_client.baseline_accounting_lock:
+        baseline_queue_size: Final = len(prisma_client.baseline_accounting_transactions)
+    return (
+        spend_queue_size
+        + tool_queue_size
+        + autorouter_queue_size
+        + baseline_queue_size
+        + pending_shadow_eval_funnel_events()
+    )
 
 
 async def update_daily_tag_spend(
@@ -7221,7 +7238,10 @@ async def update_spend_logs_job(
     # Atomically pop batch from queue. The tool usage queue counts toward the
     # emptiness check: a spend-log write failure aborts a run before the tool
     # drain below, and those entries must not strand once the spend queue drains.
+    from litellm.proxy.db.baseline_accounting import flush_baseline_accounting
+
     if await _total_queued_spend_transactions(prisma_client) == 0:
+        await flush_baseline_accounting(prisma_client)
         return
 
     logs_to_process: Final = await dequeue_spend_logs(prisma_client, MAX_LOGS_PER_INTERVAL)
@@ -7278,6 +7298,8 @@ async def update_spend_logs_job(
             tool_tracking_err,
         )
 
+    await flush_baseline_accounting(prisma_client)
+
     async with prisma_client._autorouter_turn_transactions_lock:
         autorouter_turns_to_process: Final = prisma_client.autorouter_turn_transactions[:MAX_LOGS_PER_INTERVAL]
         remaining_autorouter_turns: Final = prisma_client.autorouter_turn_transactions[
@@ -7400,7 +7422,9 @@ async def _monitor_spend_logs_queue(
                     proxy_logging_obj=proxy_logging_obj,
                 )
             else:
-                # Exponential backoff when no logs to process
+                from litellm.proxy.db.baseline_accounting import flush_baseline_accounting
+
+                await flush_baseline_accounting(prisma_client)
                 current_interval = min(current_interval * backoff_multiplier, max_backoff)
 
             if await _wait_for_spend_log_flush_request(flush_requested, current_interval):
diff --git a/litellm/router.py b/litellm/router.py
index 3f3daaf2eae..300b069a464 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -13723,6 +13723,20 @@ class Router:
         to the deployment that actually served the request. Every attempt therefore
         writes or clears, never just writes.
         """
+        from litellm.types.router import BaselineRouteStamp
+
+        baseline_model: Final = routing_decision.get("savings_baseline_model") if routing_decision else None
+        baseline_id: Final = routing_decision.get("savings_baseline_deployment_id") if routing_decision else None
+        router_name: Final = routing_decision.get("router_model_name") if routing_decision else None
+        Router._stamp_or_clear_metadata_key(
+            request_kwargs=request_kwargs,
+            key="_autorouter_baseline_route",
+            value=(
+                BaselineRouteStamp(router_name, baseline_model, baseline_id)
+                if router_name and baseline_model and baseline_id
+                else None
+            ),
+        )
         Router._stamp_or_clear_metadata_key(
             request_kwargs=request_kwargs,
             key="routing_decision",
diff --git a/litellm/types/management_endpoints/auto_router_endpoints.py b/litellm/types/management_endpoints/auto_router_endpoints.py
index 9f29f27e41d..fd2202a1156 100644
--- a/litellm/types/management_endpoints/auto_router_endpoints.py
+++ b/litellm/types/management_endpoints/auto_router_endpoints.py
@@ -199,13 +199,20 @@ class AutoRouterBenchmarkTotals(BaseModel):
         description="Recorded LLM classifier cost already included in spend; null when any session turns predate "
         "subtotal recording, and zero for an empty window"
     )
-    saved_spend: float = Field(
-        description="Signed dollars saved versus each router's savings baseline (derived from its hardest "
-        "tier, or the configured override), from the same per-request savings record the usage tab reads"
+    savings_estimated_turns: int = Field(
+        description="Turns covered by the current savings estimator; legacy estimates are excluded"
+    )
+    savings_estimated_actual_spend: float = Field(
+        description="Actual spend, including classifier cost, for covered turns only"
+    )
+    saved_spend: float | None = Field(
+        description="Signed savings for covered turns only; null when traffic has no current estimates"
+    )
+    baseline_spend: float | None = Field(description="Estimated single-model cost for covered turns only")
+    saved_pct: float | None = Field(description="Covered savings over covered baseline spend, as a percentage")
+    saved_per_session: float | None = Field(
+        description="Average session savings; unavailable unless every turn is covered"
     )
-    baseline_spend: float = Field(description="spend plus saved_spend: the estimated single-model cost")
-    saved_pct: float = Field(description="saved_spend over baseline_spend, as a percentage")
-    saved_per_session: float
     cache: AutoRouterCacheStats
 
 
@@ -236,16 +243,27 @@ class AutoRouterSessionResponse(BaseModel):
     turns: int = Field(description="Auto-routed turns the rollup has recorded for this session so far")
     last_model: str = Field(description="The deployment model the most recent turn was routed to")
     spend: float = Field(description="What the session's routed traffic actually cost, classifier calls included")
-    saved_spend: float = Field(description="Estimated savings against the baseline, net of classifier cost")
-    baseline_spend: float = Field(description="spend plus saved_spend: the estimated single-model cost")
+    savings_estimated_turns: int = Field(
+        description="Turns covered by the current savings estimator; legacy estimates are excluded"
+    )
+    savings_estimated_actual_spend: float = Field(
+        description="Actual spend, including classifier cost, for covered turns only"
+    )
+    saved_spend: float | None = Field(description="Estimated savings for covered turns only, net of classifier cost")
+    baseline_spend: float | None = Field(
+        description="Estimated single-model cost; unavailable unless every turn is covered"
+    )
+    savings_estimated_baseline_spend: float | None = Field(
+        description="Estimated single-model cost for covered turns only"
+    )
     baseline_model: str | None = Field(
-        description="The savings baseline most of this session's turns were priced against, recorded turn by "
+        description="The savings baseline most covered turns were priced against, recorded turn by "
         "turn, so it still names the counterfactual after the router is reconfigured or removed. None when no "
         "turn recorded one: rows from before the baseline was recorded, and adaptive and quality routers, "
         "which derive no baseline and so report no savings"
     )
     baseline_models: Mapping[str, int] = Field(
-        description="Turns priced against each baseline model; more than one entry means the router's "
+        description="Covered turns priced against each baseline model; more than one entry means the router's "
         "baseline changed mid-session and baseline_spend mixes both"
     )
 
diff --git a/litellm/types/router.py b/litellm/types/router.py
index adadb053ab2..aef64c09417 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -1057,6 +1057,13 @@ class TaggedPreRoutingStrategy(Generic[_PreRoutingStrategyT_co]):
     strategy: _PreRoutingStrategyT_co
 
 
+@dataclass(frozen=True, slots=True)
+class BaselineRouteStamp:
+    router_name: str
+    baseline_model: str
+    baseline_deployment_id: str
+
+
 @dataclass(frozen=True, slots=True)
 class ConsumedRequestTagsStamp:
     """The model group a tagged router rewrote to, plus the request tags spent selecting it."""
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index d416e2af33a..a6e11894d14 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -146,6 +146,7 @@ class ProviderSpecificModelInfo(TypedDict, total=False):
     supports_assistant_prefill: bool | None
     supports_prompt_caching: bool | None
     supports_prompt_cache_breakpoint: ReadOnly[bool | None]
+    supports_thinking_cache_preservation: ReadOnly[bool | None]
     supports_computer_use: bool | None
     supports_audio_input: bool | None
     supports_embedding_image_input: bool | None
@@ -3450,7 +3451,9 @@ class StandardLoggingPayload(ClassifierAudit):
     stream: bool | None
     response_cost: float
     cost_breakdown: CostBreakdown | None  # Detailed cost breakdown
-    autorouter_savings: ReadOnly[float | None]  # None = not an auto-routed caller request; 0.0 is a real figure
+    autorouter_savings: ReadOnly[float | None]
+    autorouter_savings_estimate: ReadOnly[Mapping[str, JsonValue] | None]
+    autorouter_baseline_observation: ReadOnly[str | None]
     response_cost_failure_debug_info: StandardLoggingModelCostFailureDebugInformation | None
     status: StandardLoggingPayloadStatus
     status_fields: StandardLoggingPayloadStatusFields
diff --git a/litellm/utils.py b/litellm/utils.py
index 48d13bc16af..b724313641f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -1881,6 +1881,7 @@ def client(original_function):
             # Type assertion: logging_obj is guaranteed to be non-None after function_setup
             assert logging_obj is not None, "logging_obj should not be None after function_setup"
 
+            kwargs["litellm_logging_obj"] = logging_obj
             modified_kwargs: Final = await async_pre_call_deployment_hook(kwargs, call_type)
             if modified_kwargs is not None:
                 kwargs = modified_kwargs
@@ -2848,6 +2849,14 @@ def supports_prompt_cache_breakpoint(model: str, custom_llm_provider: str | None
     )
 
 
+def supports_thinking_cache_preservation(model: str, custom_llm_provider: str | None = None) -> bool:
+    return _supports_factory(
+        model=model,
+        custom_llm_provider=custom_llm_provider,
+        key="supports_thinking_cache_preservation",
+    )
+
+
 def supports_computer_use(model: str, custom_llm_provider: str | None = None) -> bool:
     """
     Check if the given model supports computer use and return a boolean value.
@@ -5822,6 +5831,7 @@ def _get_model_info_helper(
                 supports_assistant_prefill=None,
                 supports_prompt_caching=None,
                 supports_prompt_cache_breakpoint=None,
+                supports_thinking_cache_preservation=None,
                 supports_computer_use=None,
                 supports_pdf_input=None,
             )
@@ -6094,6 +6104,7 @@ def _get_model_info_helper(
                 supports_assistant_prefill=_model_info.get("supports_assistant_prefill", None),
                 supports_prompt_caching=_model_info.get("supports_prompt_caching", None),
                 supports_prompt_cache_breakpoint=_model_info.get("supports_prompt_cache_breakpoint", None),
+                supports_thinking_cache_preservation=_model_info.get("supports_thinking_cache_preservation", None),
                 supports_audio_input=_model_info.get("supports_audio_input", None),
                 supports_audio_output=_model_info.get("supports_audio_output", None),
                 supports_pdf_input=_model_info.get("supports_pdf_input", None),
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 7cf858ed9ff..4b0f5e8b49a 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -14510,6 +14510,7 @@
         "supports_native_structured_output": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_sampling_params": false,
@@ -14547,6 +14548,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14698,6 +14700,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14727,6 +14730,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14759,6 +14763,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14796,6 +14801,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14831,6 +14837,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14869,6 +14876,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -14986,6 +14994,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
@@ -15027,6 +15036,7 @@
         "supports_function_calling": true,
         "supports_pdf_input": true,
         "supports_prompt_caching": true,
+        "supports_thinking_cache_preservation": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_native_structured_output": true,
diff --git a/model_prices_and_context_window.schema.json b/model_prices_and_context_window.schema.json
index 44b2569defd..509f957b8d1 100644
--- a/model_prices_and_context_window.schema.json
+++ b/model_prices_and_context_window.schema.json
@@ -911,6 +911,9 @@
         "supports_system_messages": {
           "type": "boolean"
         },
+        "supports_thinking_cache_preservation": {
+          "type": "boolean"
+        },
         "supports_tool_choice": {
           "type": "boolean"
         },
diff --git a/schema.prisma b/schema.prisma
index 91b59e56906..82e55fe53ec 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -1545,6 +1545,36 @@ model LiteLLM_AdaptiveRouterSession {
   @@index([last_activity_at], map: "idx_adaptive_router_session_activity")
 }
 
+model LiteLLM_AutoRouterBaselineComparison {
+  scope               String   @id
+  api_key             String
+  session_id          String
+  router_name         String
+  initial_equivalent  Boolean
+  revision            BigInt   @default(0)
+  published_revision  BigInt   @default(0)
+  history             String?
+  attempted_at        DateTime?
+  retired             Boolean  @default(false)
+  updated_at          DateTime @default(now())
+
+  @@index([api_key, session_id, router_name], map: "idx_autorouter_baseline_scope")
+  @@index([updated_at], map: "idx_autorouter_baseline_updated")
+}
+
+model LiteLLM_AutoRouterBaselineObservation {
+  request_id  String  @id
+  scope       String
+  started_at  Float
+  revision    BigInt
+  data        String
+  publication String?
+  conflicted  Boolean @default(false)
+
+  @@index([scope, started_at, request_id], map: "idx_autorouter_baseline_event_order")
+  @@index([scope, revision, started_at], map: "idx_autorouter_baseline_event_revision")
+}
+
 model LiteLLM_AutoRouterSession {
   api_key               String
   session_id            String
@@ -1571,6 +1601,10 @@ model LiteLLM_AutoRouterSession {
   total_tokens          BigInt   @default(0)
   spend                 Float    @default(0)
   saved_spend           Float    @default(0)
+  savings_estimated_turns Int    @default(0)
+  savings_estimated_actual_spend Float @default(0)
+  savings_estimated_saved_spend Float @default(0)
+  savings_estimated_baseline_models Json @default("{}")
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
diff --git a/tests/proxy_behavior/spend/test_autorouter_session_rollup.py b/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
index e8caa241a53..f3c68b489a5 100644
--- a/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
+++ b/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
@@ -11,6 +11,7 @@ from datetime import datetime, timedelta, timezone
 from typing import Final
 
 import pytest
+from prisma import Prisma
 
 from litellm.proxy.db.autorouter_session_rollup import (
     AUTOROUTER_BENCHMARKS_SQL,
@@ -43,6 +44,7 @@ async def _turn(
     classifier_cost: float = 0.0,
     tier: "str | None" = None,
     baseline: "str | None" = None,
+    estimated: bool = True,
 ) -> None:
     touched: Final = 1 if (hit or ttl is not None or not covered) else 0
     await db.execute_raw(
@@ -63,6 +65,9 @@ async def _turn(
         touched,
         tier,
         baseline,
+        int(estimated),
+        spend if estimated else 0.0,
+        saved if estimated else 0.0,
     )
 
 
@@ -208,6 +213,9 @@ async def test_subtotal_coverage_survives_legacy_and_rolling_writers(db, writers
     assert row["saved_spend"] == pytest.approx(0.02 * len(writers))
     assert row["classifier_cost"] == pytest.approx(0.004 * sum(writers))
     assert row["classifier_cost_recorded_turns"] == sum(writers)
+    assert row["savings_estimated_turns"] == sum(writers)
+    assert row["savings_estimated_actual_spend"] == pytest.approx(0.01 * sum(writers))
+    assert row["savings_estimated_saved_spend"] == pytest.approx(0.02 * sum(writers))
     groups: Final = await db.query_raw(
         AUTOROUTER_BENCHMARKS_SQL, T0.isoformat(), (T0 + timedelta(days=1)).isoformat(), key
     )
@@ -217,6 +225,32 @@ async def test_subtotal_coverage_survives_legacy_and_rolling_writers(db, writers
     assert groups[0]["turns"] == len(writers)
     assert groups[0]["spend"] == row["spend"]
     assert groups[0]["saved_spend"] == row["saved_spend"]
+    assert groups[0]["savings_estimated_turns"] == sum(writers)
+    assert groups[0]["savings_estimated_actual_spend"] == row["savings_estimated_actual_spend"]
+    assert groups[0]["savings_estimated_saved_spend"] == row["savings_estimated_saved_spend"]
+
+
+async def test_unknown_and_legacy_turns_preserve_actual_spend_without_entering_the_estimated_cohort(db: Prisma) -> None:
+    key: Final = f"k-{uuid.uuid4()}"
+    await _turn(db, key, "A", T0, spend=0.25, saved=-0.05, baseline="opus")
+    await _turn(
+        db, key, "B", T0 + timedelta(seconds=1), spend=0.7, saved=0, baseline="sonnet", estimated=False
+    )
+    await _legacy_turn(db, key, T0 + timedelta(seconds=2))
+
+    row: Final = await _row(db, key)
+    assert row["saved_spend"] == pytest.approx(-0.03)
+    assert row["savings_estimated_baseline_models"] == {"opus": 1}
+    groups: Final = await db.query_raw(
+        AUTOROUTER_BENCHMARKS_SQL, T0.isoformat(), (T0 + timedelta(days=1)).isoformat(), key
+    )
+    assert len(groups) == 1
+    for actual in (row, groups[0]):
+        assert actual["turns"] == 3
+        assert actual["spend"] == pytest.approx(0.96)
+        assert actual["savings_estimated_turns"] == 1
+        assert actual["savings_estimated_actual_spend"] == pytest.approx(0.25)
+        assert actual["savings_estimated_saved_spend"] == pytest.approx(-0.05)
 
 
 async def test_the_benchmarks_aggregate_reads_only_overlapping_sessions(db):
diff --git a/tests/proxy_behavior/spend/test_baseline_accounting.py b/tests/proxy_behavior/spend/test_baseline_accounting.py
new file mode 100644
index 00000000000..e187a44c29d
--- /dev/null
+++ b/tests/proxy_behavior/spend/test_baseline_accounting.py
@@ -0,0 +1,263 @@
+import asyncio
+import json
+import uuid
+from collections.abc import AsyncIterator, Callable
+from contextlib import asynccontextmanager
+from datetime import datetime, timezone
+from typing import Final
+
+import pytest
+from prisma import Prisma
+
+import litellm
+from litellm.llms.anthropic.prompt_cache_prediction import CountedBreakpoint, CountedPromptCachePlan
+from litellm.proxy.db.autorouter_session_rollup import AutoRouterTurnTransaction
+from litellm.proxy.db.baseline_accounting import (
+    BaselineAccountingRecord,
+    BaselineAccountingStore,
+    DailyBaselineAttribution,
+    DailyBaselineTarget,
+)
+from litellm.proxy.db.create_views import SupportsRawQueries
+from litellm.proxy.spend_tracking.baseline_accounting import BaselineObservation
+from litellm.proxy.spend_tracking.savings import BaselineCostSnapshot
+from litellm.types.utils import Usage
+
+pytestmark = pytest.mark.asyncio(loop_scope="session")
+
+
+@asynccontextmanager
+async def _transaction(db: Prisma, *, before_commit: bool = False, after_commit: bool = False) -> AsyncIterator[SupportsRawQueries]:
+    async with db.tx() as tx:
+        yield tx
+        if before_commit:
+            raise RuntimeError("injected pre-commit interruption")
+    if after_commit:
+        raise RuntimeError("injected lost commit acknowledgement")
+
+
+def _store(db: Prisma, **faults: bool) -> BaselineAccountingStore:
+    def transaction():
+        return _transaction(db, **faults)
+
+    return BaselineAccountingStore(transaction)
+
+
+@pytest.fixture
+def record() -> Callable[..., BaselineAccountingRecord]:
+    run: Final = uuid.uuid4().hex
+    marker: Final = CountedBreakpoint("prefix", 3600, 6000, ("prefix",), "content", ("content",))
+    usage: Final = Usage(
+        prompt_tokens=6200, completion_tokens=30, total_tokens=6230,
+        cache_creation_input_tokens=6000, cache_read_input_tokens=0,
+        prompt_tokens_details={
+            "text_tokens": 200, "cached_tokens": 0, "cache_creation_tokens": 6000,
+            "cache_creation_token_details": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 6000},
+        },
+    )
+
+    def create(label: str = "first", started: float = 10000.0, identical: bool = True) -> BaselineAccountingRecord:
+        return BaselineAccountingRecord(
+            scope="autorouter-baseline:v3:" + run * 2, api_key=run, session_id=run,
+            router_name="test-router", baseline_model="anthropic/claude-opus-5",
+            observation=BaselineObservation(
+                request_id=run + label, started_at=started, available_at=started + 0.1,
+                outcome="complete", baseline_equivalent=identical, usage=usage,
+                plan=CountedPromptCachePlan(6200, (marker,)), minimum_cache_tokens=4096,
+            ),
+            pricing=BaselineCostSnapshot(
+                model="claude-opus-5", provider="anthropic",
+                prices=litellm.get_model_info("claude-opus-5", custom_llm_provider="anthropic"),
+                actual_spend=0.17, actual_token_cost=0.17,
+            ),
+            turn=AutoRouterTurnTransaction(
+                api_key=run, session_id=run, router_name="test-router", router_type="heuristic",
+                model="claude-opus-5", turn_at=datetime.fromtimestamp(started, timezone.utc),
+                total_tokens=6230, spend=0.17, saved_spend=0.0, classifier_cost=0.0,
+                covered=True, cache_hit=False, cache_ttl_seconds=3600, cache_touched=True,
+                baseline_model="anthropic/claude-opus-5",
+            ),
+            daily=DailyBaselineAttribution(
+                date="2026-09-15", api_key=run, model="claude-opus-5", custom_llm_provider="anthropic",
+                targets=tuple(DailyBaselineTarget(entity=entity, entity_id=run) for entity in ("user", "team", "org", "end_user", "agent", "tag")),
+            ),
+        )
+
+    return create
+
+
+async def _log(db: Prisma, record: BaselineAccountingRecord) -> None:
+    await db.execute_raw(
+        'INSERT INTO "LiteLLM_SpendLogs" (request_id,call_type,api_key,spend,"startTime","endTime") '
+        "VALUES ($1, 'anthropic_messages', $2, 0.17, to_timestamp($3::float8), to_timestamp($3::float8))",
+        record.observation.request_id, record.api_key, record.observation.started_at,
+    )
+
+
+async def _session(db: Prisma, record: BaselineAccountingRecord):
+    rows: Final = await db.query_raw('SELECT * FROM "LiteLLM_AutoRouterSession" WHERE api_key=$1', record.api_key)
+    return rows[0]
+
+
+async def test_late_replay_updates_all_projections_without_rebilling(db: Prisma, record: Callable[..., BaselineAccountingRecord]) -> None:
+    store: Final = _store(db)
+    late: Final = record("late", 10001.0)
+    early: Final = record("early", identical=False)
+    await _log(db, late)
+    assert await store.append(late) == "recorded"
+    assert await store.project(late.scope) == "published"
+    before: Final = await _session(db, late)
+    assert before["savings_estimated_actual_spend"] == before["spend"] == 0.17
+    assert before["saved_spend"] == 0.0
+    await _log(db, early)
+    assert await store.append(early) == "recorded"
+    pending: Final = await _session(db, late)
+    assert pending["spend"] == 0.34 and pending["savings_estimated_turns"] == 0
+    assert pending["saved_spend"] == pending["savings_estimated_actual_spend"] == 0.0
+    waiting: Final = await db.query_raw('SELECT metadata FROM "LiteLLM_SpendLogs" WHERE request_id=$1', late.observation.request_id)
+    assert waiting[0]["metadata"]["autorouter_savings"] is None
+    assert waiting[0]["metadata"]["autorouter_savings_estimate"]["reason"] == "pending_projection"
+    assert await store.project(early.scope) == "published"
+    after: Final = await _session(db, late)
+    assert after["spend"] == 0.34 and after["turns"] == 2
+    assert after["savings_estimated_actual_spend"] == 0.17 and after["savings_estimated_turns"] == 1
+    logs: Final = await db.query_raw('SELECT spend, metadata FROM "LiteLLM_SpendLogs" WHERE request_id=$1', late.observation.request_id)
+    assert logs[0]["spend"] == 0.17
+    assert logs[0]["metadata"]["autorouter_savings_estimate"]["provenance"] == "modeled"
+    assert after["saved_spend"] == pytest.approx(logs[0]["metadata"]["autorouter_savings"])
+    for table in ("DailyUserSpend", "DailyTeamSpend", "DailyOrganizationSpend", "DailyEndUserSpend", "DailyAgentSpend", "DailyTagSpend"):
+        rows: Final = await db.query_raw(f'SELECT spend,api_requests,autorouter_savings_spend FROM "LiteLLM_{table}" WHERE api_key=$1', late.api_key)
+        assert rows[0]["spend"] == rows[0]["api_requests"] == 0
+        assert rows[0]["autorouter_savings_spend"] == pytest.approx(after["saved_spend"])
+
+
+async def test_commit_ack_loss_and_concurrent_duplicate_delivery_are_idempotent(db: Prisma, record: Callable[..., BaselineAccountingRecord]) -> None:
+    event: Final = record()
+    await _log(db, event)
+    assert await _store(db, after_commit=True).append(event) == "unavailable"
+    store: Final = _store(db)
+    assert set(await asyncio.gather(*(store.append(event) for _ in range(4)))) == {"recorded"}
+    assert await store.project(event.scope) == "published"
+    assert await store.project(event.scope) == "unchanged"
+    session: Final = await _session(db, event)
+    assert session["turns"] == session["savings_estimated_turns"] == 1
+    assert session["spend"] == session["savings_estimated_actual_spend"] == 0.17
+
+
+async def test_publication_rollback_keeps_dirty_revision_for_retry(db: Prisma, record: Callable[..., BaselineAccountingRecord]) -> None:
+    event: Final = record()
+    await _log(db, event)
+    store: Final = _store(db)
+    assert await store.append(event) == "recorded"
+    assert await _store(db, before_commit=True).project(event.scope) == "unavailable"
+    session: Final = await _session(db, event)
+    assert session["spend"] == 0.17 and session["savings_estimated_turns"] == 0
+    revisions: Final = await db.query_raw('SELECT revision,published_revision FROM "LiteLLM_AutoRouterBaselineComparison" WHERE scope=$1', event.scope)
+    assert revisions[0]["revision"] > revisions[0]["published_revision"]
+    assert await store.project(event.scope) == "published"
+    assert (await _session(db, event))["savings_estimated_turns"] == 1
+
+
+async def test_conflicting_duplicate_cannot_restore_an_observed_estimate(db: Prisma, record: Callable[..., BaselineAccountingRecord]) -> None:
+    event: Final = record()
+    await _log(db, event)
+    store: Final = _store(db)
+    assert await store.append(event) == "recorded"
+    assert await store.project(event.scope) == "published"
+    conflict: Final = event.model_copy(update={"observation": event.observation.model_copy(update={"baseline_equivalent": False, "started_at": 20000.0, "available_at": 20001.0})})
+    assert await store.append(conflict) == "recorded"
+    assert (await _session(db, event))["savings_estimated_turns"] == 0
+    assert await store.append(event) == "recorded"
+    assert await store.project(event.scope) == "published"
+    session: Final = await _session(db, event)
+    assert session["turns"] == 1 and session["savings_estimated_turns"] == 0
+    rows: Final = await db.query_raw('SELECT publication FROM "LiteLLM_AutoRouterBaselineObservation" WHERE request_id=$1', event.observation.request_id)
+    assert json.loads(rows[0]["publication"])["reason"] == "conflicting_observation"
+
+
+async def test_retired_history_never_recreates_an_initial_zero(db: Prisma, record: Callable[..., BaselineAccountingRecord]) -> None:
+    original: Final = record()
+    await _log(db, original)
+    store: Final = _store(db)
+    assert await store.append(original) == "recorded"
+    assert await store.project(original.scope) == "published"
+    await db.execute_raw('UPDATE "LiteLLM_AutoRouterBaselineComparison" SET updated_at=to_timestamp(0) WHERE scope=$1', original.scope)
+    await store.retire_before(datetime(2000, 1, 1, tzinfo=timezone.utc), 1000, 1000)
+    next_turn: Final = record("after-retention", 20000.0)
+    await _log(db, next_turn)
+    assert await store.append(next_turn) == "retired"
+    assert await store.project(original.scope) == "unchanged"
+    after: Final = await _session(db, original)
+    assert after["turns"] == 2 and after["spend"] == 0.34
+    assert after["savings_estimated_turns"] == 1 and after["savings_estimated_actual_spend"] == 0.17
+
+
+async def test_native_observation_enters_spend_pipeline_once_with_shared_daily_attribution(
+    db: Prisma, record: Callable[..., BaselineAccountingRecord], monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    import os
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.db.db_spend_update_writer import DBSpendUpdateWriter
+    from litellm.proxy.hooks.autorouter_baseline_cache import CapturedBaselineObservation
+    from litellm.proxy.utils import PrismaClient, ProxyLogging
+
+    event: Final = record("routed", identical=False)
+    capture: Final = CapturedBaselineObservation(
+        scope=event.scope, api_key=event.api_key, session_id=event.session_id,
+        router_name=event.router_name, baseline_model=event.baseline_model,
+        model=event.pricing.model, prices=event.pricing.prices, observation=event.observation,
+    )
+    metadata: Final = {
+        "routing_decision": {"router_model_name": event.router_name, "savings_baseline_model": event.baseline_model},
+        "usage_object": event.observation.usage.model_dump(),
+        "cost_breakdown": {"input_cost": 0.16, "output_cost": 0.01},
+        "autorouter_savings": None, "autorouter_savings_estimate": {"version": 3, "status": "unknown", "reason": "pending_projection"},
+        "autorouter_baseline_observation": capture.model_dump_json(),
+    }
+    payload: Final = {
+        "request_id": event.observation.request_id, "api_key": event.api_key, "session_id": event.session_id,
+        "startTime": datetime.fromtimestamp(event.observation.started_at, timezone.utc).isoformat(),
+        "endTime": datetime.fromtimestamp(event.observation.available_at, timezone.utc).isoformat(),
+        "spend": 0.17, "prompt_tokens": 6200, "completion_tokens": 30, "model": event.pricing.model,
+        "model_group": event.router_name, "model_id": "baseline", "custom_llm_provider": "anthropic",
+        "call_type": "anthropic_messages", "status": "success", "metadata": json.dumps(metadata),
+        "user": None, "team_id": "", "organization_id": "org", "agent_id": None,
+        "end_user": "", "request_tags": '["tag","tag"]',
+    }
+    monkeypatch.delenv("DATABASE_URL_READ_REPLICA", raising=False)
+    client: Final = PrismaClient(os.environ["DATABASE_URL"], ProxyLogging(UserApiKeyCache()))
+    writer: Final = DBSpendUpdateWriter()
+    try:
+        await client.db.connect()
+        await _log(db, event)
+        await writer._enqueue_autorouter_turn_transaction(payload, client)
+        assert len(client.baseline_accounting_transactions) == 1
+        queued: Final = client.baseline_accounting_transactions[0]
+        assert queued.daily is not None
+        assert [(target.entity, target.entity_id) for target in queued.daily.targets] == [
+            ("user", None), ("team", ""), ("org", "org"), ("tag", "tag"),
+        ]
+        await writer.add_spend_log_transaction_to_daily_tag_transaction(payload, client)
+        actual_tags: Final = await writer.daily_tag_spend_update_queue.flush_and_get_aggregated_daily_spend_update_transactions()
+        assert len(actual_tags) == 1
+        assert next(iter(actual_tags.values()))["spend"] == 0.17
+        durable: Final = BaselineAccountingStore.for_client(client)
+        anchor: Final = record("anchor", 9999.0)
+        await _log(db, anchor)
+        assert await durable.append(anchor) == "recorded"
+        assert await durable.append(queued) == "recorded"
+        assert await durable.append(queued) == "recorded"
+        assert await durable.project(queued.scope) == "published"
+        session: Final = await _session(db, queued)
+        assert session["turns"] == session["savings_estimated_turns"] == 2
+        assert session["spend"] == session["savings_estimated_actual_spend"] == 0.34
+        tag_rows: Final = await db.query_raw(
+            'SELECT spend, api_requests, autorouter_savings_spend FROM "LiteLLM_DailyTagSpend" WHERE api_key=$1 AND tag=$2',
+            queued.api_key, "tag",
+        )
+        assert session["saved_spend"] < 0
+        assert len(tag_rows) == 1
+        assert tag_rows[0]["autorouter_savings_spend"] == pytest.approx(session["saved_spend"])
+        assert tag_rows[0]["spend"] == tag_rows[0]["api_requests"] == 0
+    finally:
+        await client.db.disconnect()
diff --git a/tests/proxy_migration_tests/test_autorouter_baseline_state.py b/tests/proxy_migration_tests/test_autorouter_baseline_state.py
new file mode 100644
index 00000000000..d9021414bc4
--- /dev/null
+++ b/tests/proxy_migration_tests/test_autorouter_baseline_state.py
@@ -0,0 +1,103 @@
+"""Idempotent journal migration and primary transactional ownership."""
+
+import asyncio
+import os
+import time
+from collections.abc import AsyncGenerator, Iterator
+from contextlib import asynccontextmanager
+from datetime import timedelta
+from pathlib import Path
+from typing import Final
+from uuid import uuid4
+
+import psycopg
+import pytest
+from psycopg import sql
+
+from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+from litellm.proxy.db.baseline_accounting import BaselineAccountingStore
+from litellm.proxy.db.routing_prisma_wrapper import RoutingPrismaWrapper
+from litellm.proxy.utils import PrismaClient, ProxyLogging
+
+_MIGRATION: Final = Path(__file__).parents[2] / (
+    "litellm-proxy-extras/litellm_proxy_extras/migrations/20260915010000_add_autorouter_baseline_state/migration.sql"
+)
+
+
+@pytest.fixture
+def database() -> Iterator[tuple[str, psycopg.Connection[tuple[object, ...]]]]:
+    base: Final = os.environ["DATABASE_URL"].split("?")[0]
+    schema: Final = f"baseline_{uuid4().hex}"
+    with psycopg.connect(base, autocommit=True) as connection:
+        connection.execute(sql.SQL("CREATE SCHEMA {}").format(sql.Identifier(schema)))
+        connection.execute(sql.SQL("SET search_path TO {}").format(sql.Identifier(schema)))
+        try:
+            connection.execute(_MIGRATION.read_bytes())
+            connection.execute(_MIGRATION.read_bytes())
+            yield f"{base}?schema={schema}", connection
+        finally:
+            connection.execute(sql.SQL("DROP SCHEMA {} CASCADE").format(sql.Identifier(schema)))
+
+
+@asynccontextmanager
+async def _client(env: pytest.MonkeyPatch, url: str, replica: str | None = None) -> AsyncGenerator[PrismaClient]:
+    with env.context() as context:
+        context.setenv("DATABASE_URL", url)
+        context.delenv("DATABASE_URL_READ_REPLICA", raising=False)
+        if replica is not None:
+            context.setenv("DATABASE_URL_READ_REPLICA", replica)
+        client: Final = PrismaClient(url, ProxyLogging(UserApiKeyCache()))
+        try:
+            await client.db.connect(timeout=timedelta(seconds=1))
+            yield client
+        finally:
+            await client.db.disconnect()
+
+
+@pytest.mark.asyncio
+async def test_migration_and_projector_use_the_primary_across_clients(
+    database: tuple[str, psycopg.Connection[tuple[object, ...]]], monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    url, connection = database
+    connection.execute('CREATE TABLE "LiteLLM_SpendLogs" (request_id TEXT PRIMARY KEY)')
+    connection.execute('INSERT INTO "LiteLLM_AutoRouterBaselineComparison" '
+        '(scope,api_key,session_id,router_name,initial_equivalent,revision) '
+        "VALUES ('test','key','session','router',TRUE,1)")
+    async with _client(monkeypatch, url, url.split("?")[0]) as first:
+        assert await BaselineAccountingStore.for_client(first).project("test") == "published"
+    async with _client(monkeypatch, url) as restarted:
+        assert await BaselineAccountingStore.for_client(restarted).project("test") == "unchanged"
+    assert connection.execute('SELECT revision=published_revision FROM "LiteLLM_AutoRouterBaselineComparison"').fetchone() == (True,)
+
+
+@pytest.mark.asyncio
+async def test_primary_outage_and_missing_table_are_unavailable(
+    database: tuple[str, psycopg.Connection[tuple[object, ...]]], monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    url, connection = database
+    async with _client(monkeypatch, "postgresql://unused:unused@127.0.0.1:1/unreachable", url) as degraded:
+        assert isinstance(degraded.db, RoutingPrismaWrapper) and degraded.db.writer_unavailable
+        assert await BaselineAccountingStore.for_client(degraded).project("scope") == "unavailable"
+    connection.execute('DROP TABLE "LiteLLM_AutoRouterBaselineComparison"')
+    async with _client(monkeypatch, url) as missing:
+        assert await BaselineAccountingStore.for_client(missing).project("scope") == "unavailable"
+
+
+@pytest.mark.asyncio
+async def test_locked_projection_is_bounded_and_cancellation_propagates(
+    database: tuple[str, psycopg.Connection[tuple[object, ...]]], monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    url, connection = database
+    async with _client(monkeypatch, url) as client:
+        store: Final = BaselineAccountingStore.for_client(client)
+        with connection.transaction():
+            connection.execute('LOCK TABLE "LiteLLM_AutoRouterBaselineComparison" IN ACCESS EXCLUSIVE MODE')
+            started: Final = time.monotonic()
+            assert await store.project("scope") == "unavailable"
+            assert time.monotonic() - started < 2
+            pending: Final = asyncio.create_task(store.project("scope"))
+            await asyncio.sleep(0.01)
+            pending.cancel()
+            with pytest.raises(asyncio.CancelledError):
+                await pending
+        assert await store.project("scope") == "unchanged"
diff --git a/tests/proxy_unit_tests/test_update_spend.py b/tests/proxy_unit_tests/test_update_spend.py
index a28a78cc4a1..0b158c33c73 100644
--- a/tests/proxy_unit_tests/test_update_spend.py
+++ b/tests/proxy_unit_tests/test_update_spend.py
@@ -37,10 +37,15 @@ class MockPrismaClient:
         self.daily_user_spend_transactions = {}
         self.tool_usage_transactions = []
         self.autorouter_turn_transactions = []
+        self.baseline_accounting_transactions = []
+        self.baseline_accounting_lock = asyncio.Lock()
+        self.spend_log_flush_requested = None
+        self.db.tx = MagicMock()
+        self.db.tx.return_value.__aenter__ = AsyncMock(return_value=self.db)
+        self.db.tx.return_value.__aexit__ = AsyncMock(return_value=None)
+        self.db.query_raw.return_value = []
 
         # Add locks for the transaction queues (matches real PrismaClient)
-        import asyncio
-
         self._spend_log_transactions_lock = asyncio.Lock()
         self._tool_usage_transactions_lock = asyncio.Lock()
         self._autorouter_turn_transactions_lock = asyncio.Lock()
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
index 5e179f950a0..633dd1d9460 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
@@ -124,22 +124,32 @@ def test_calculate_usage_prefers_served_speed_from_response_usage():
     assert no_response_speed.speed == "fast"
 
 
-def test_streaming_iterator_persists_served_speed_across_usage_chunks():
+@pytest.mark.parametrize("input_update, expected_fresh", [({}, 1000), ({"input_tokens": 0}, 0), ({"input_tokens": 2000}, 2000)])
+def test_streaming_iterator_persists_cumulative_usage_across_partial_chunks(input_update, expected_fresh):
     """
-    Only ``message_start`` usage carries the served speed; the final
-    ``message_delta`` usage does not. The iterator must remember the served
-    value so the last usage chunk, which wins in the stream chunk builder, does
-    not fall back to the requested speed.
+    Omitted input/cache/pricing fields retain their last cumulative values;
+    explicit input updates, including zero, replace them.
     """
     from litellm.llms.anthropic.chat.handler import ModelResponseIterator
 
     iterator = ModelResponseIterator(None, sync_stream=True, speed="fast")
 
-    start_usage = iterator._handle_usage({"input_tokens": 12, "output_tokens": 1, "speed": "standard"})
-    delta_usage = iterator._handle_usage({"output_tokens": 5})
+    start_usage = iterator._handle_usage({
+        "input_tokens": 1000, "output_tokens": 1, "speed": "standard", "inference_geo": "us",
+        "cache_creation_input_tokens": 3000, "cache_read_input_tokens": 2000,
+        "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 3000},
+    })
+    delta_usage = iterator._handle_usage({"output_tokens": 5, **input_update})
 
     assert start_usage.speed == "standard"
     assert delta_usage.speed == "standard"
+    assert delta_usage.inference_geo == "us"
+    assert delta_usage.prompt_tokens == expected_fresh + 5000
+    assert delta_usage.completion_tokens == 5
+    details = delta_usage.prompt_tokens_details
+    assert (details.text_tokens, details.cached_tokens, details.cache_creation_tokens) == (expected_fresh, 2000, 3000)
+    assert details.cache_creation_token_details.ephemeral_1h_input_tokens == 3000
+    assert start_usage.prompt_tokens_details.text_tokens == 1000
 
 
 def test_calculate_usage_aggregates_cache_creation_split_across_iterations():
diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_prompt_cache_prediction.py b/tests/test_litellm/llms/anthropic/test_anthropic_prompt_cache_prediction.py
index 2b36866a1a0..62099f97b71 100644
--- a/tests/test_litellm/llms/anthropic/test_anthropic_prompt_cache_prediction.py
+++ b/tests/test_litellm/llms/anthropic/test_anthropic_prompt_cache_prediction.py
@@ -15,11 +15,17 @@ from litellm.caching.llm_caching_handler import LLMClientCache
 from litellm.llms.anthropic.count_tokens import handler as count_handler
 from litellm.llms.anthropic.experimental_pass_through.messages.transformation import DEFAULT_ANTHROPIC_API_VERSION
 from litellm.llms.anthropic.prompt_cache_prediction import (
+    CountedPromptCachePlan,
     NativePredictionTarget,
+    PromptCachePlan,
+    UnsupportedCachePlan,
     cache_scope,
+    count_cache_plan,
     count_prompt_tokens,
+    parse_cache_plan,
     parse_observed_cache,
     parse_prompt,
+    resolve_baseline_prediction_target,
     resolve_prediction_target,
     supported_prediction_headers,
 )
@@ -207,3 +213,232 @@ async def test_named_credential_is_explicitly_unsupported_before_count(
     assert arm.cache_state == "unknown"
     assert arm.reason == "unsupported_deployment_configuration"
     assert arm.estimate is None and arm.cold is None and arm.warm is None
+
+
+def _cache_plan(body: Mapping[str, JsonValue]) -> PromptCachePlan:
+    plan: Final = parse_cache_plan(body)
+    assert isinstance(plan, PromptCachePlan)
+    return plan
+
+
+def _text(text: str, ttl: str | None = None) -> dict[str, JsonValue]:
+    return {"type": "text", "text": text,
+            **({"cache_control": {"type": "ephemeral", "ttl": ttl}} if ttl else {})}
+
+
+def _prompt(*blocks: dict[str, JsonValue], role: str = "user", **options: JsonValue) -> dict[str, JsonValue]:
+    return {**options, "messages": [{"role": role, "content": list(blocks)}]}
+
+
+@pytest.mark.parametrize("text, supported", [("", False), (" \t", False), ("Context", True)])
+def test_public_predictor_preserves_string_message_policy(text: str, supported: bool) -> None:
+    body: Final = _body()
+    messages: Final = body["messages"]
+    assert isinstance(messages, list)
+    request: Final[dict[str, JsonValue]] = {**body, "messages": [{"role": "user", "content": text}, *messages]}
+    assert (parse_prompt(request) is not None) is supported
+
+
+def test_cache_plan_preserves_hierarchical_prefixes_and_public_policy() -> None:
+    body: Final = _prompt(
+        _text("First turn", "5m"), system=[_text("Stable instructions", "1h")],
+        tools=[{"name": "lookup", "input_schema": {"type": "object"},
+                "cache_control": {"type": "ephemeral", "ttl": "1h"}}],
+    )
+    plan: Final = _cache_plan(body)
+    changed: Final = _cache_plan({**body, "system": [_text("Changed instructions", "1h")]})
+    assert tuple(marker.ttl_seconds for marker in plan.breakpoints) == (3600, 3600, 300)
+    assert plan.breakpoints[0].fingerprint == changed.breakpoints[0].fingerprint
+    assert all(left.fingerprint != right.fingerprint for left, right
+               in zip(plan.breakpoints[1:], changed.breakpoints[1:]))
+    assert plan.breakpoints[0].prefix_body == {
+        "tools": [{"name": "lookup", "input_schema": {"type": "object"}}],
+        "messages": [],
+    }
+    assert parse_prompt(body) is None
+
+
+@pytest.mark.parametrize("kind, added, matches", [
+    ("text", 19, True), ("text", 20, False), ("tool_use", 30, True),
+    ("tool_result", 30, True),
+])
+def test_cache_plan_lookback_counts_native_positions(
+    kind: str, added: int, matches: bool,
+) -> None:
+    previous: Final = _cache_plan(_body())
+    appended: Final[list[dict[str, JsonValue]]] = [
+        {"type": "tool_use", "id": f"tool_{index}", "name": "lookup", "input": {}}
+        if kind == "tool_use" else
+        {"type": "tool_result", "tool_use_id": f"tool_{index}", "content": "done"}
+        if kind == "tool_result" else
+        {"type": "text", "text": f"Added {index}"}
+        for index in range(added)
+    ]
+    current: Final = _cache_plan({**_body(), **_prompt(
+        _text("A cacheable prefix"), *appended[:-1],
+        {**appended[-1], "cache_control": {"type": "ephemeral"}},
+    )})
+    assert (previous.breakpoints[0].fingerprint
+            in current.breakpoints[0].lookback_fingerprints) is matches
+
+
+@pytest.mark.parametrize("change, same_prefix, same_content", [
+    ("tool_order", False, False), ("effort", False, False),
+    ("standard_speed", True, True), ("ttl", False, True),
+])
+def test_cache_plan_identity_respects_settings_and_preserves_content(
+    change: str, same_prefix: bool, same_content: bool,
+) -> None:
+    tool_input: Final[dict[str, JsonValue]] = {"a": 1, "b": 2, "cache_control": {"ttl": "user-data"}}
+    block: Final[dict[str, JsonValue]] = {
+        "type": "tool_use", "id": "tool_1", "name": "lookup", "input": tool_input,
+        "cache_control": {"type": "ephemeral", "ttl": "5m"},
+    }
+    changed_block: Final = (
+        {**block, "input": dict(reversed(tool_input.items()))} if change == "tool_order" else
+        {**block, "cache_control": {"type": "ephemeral", "ttl": "1h"}} if change == "ttl" else block
+    )
+    before: Final = _cache_plan(_prompt(block, role="assistant", output_config={"effort": "low"})).breakpoints[0]
+    after: Final = _cache_plan(_prompt(
+        changed_block, role="assistant", output_config={"effort": "high" if change == "effort" else "low"},
+        **({"speed": "standard"} if change == "standard_speed" else {}),
+    )).breakpoints[0]
+    assert (before.fingerprint == after.fingerprint) is same_prefix
+    assert (before.fingerprint in after.lookback_fingerprints) is same_prefix
+    assert (before.content_fingerprint == after.content_fingerprint) is same_content
+    assert (before.content_fingerprint in after.lookback_content_fingerprints) is same_content
+    assert "user-data" in json.dumps(dict(before.prefix_body))
+    assert not supported_prediction_headers({"anthropic-beta": "fast-mode-2026-02-01"})
+
+
+def test_cache_plan_automatic_cache_and_thinking_use_last_cacheable_block() -> None:
+    body: Final = _prompt(
+        _text("A stable answer"), {"type": "thinking", "thinking": "Thinking", "signature": "signature"},
+        role="assistant", thinking={"type": "adaptive"}, cache_control={"type": "ephemeral", "ttl": "1h"},
+    )
+    plan: Final = _cache_plan(body)
+    assert len(plan.breakpoints) == 1
+    assert plan.breakpoints[0].ttl_seconds == 3600
+    assert plan.breakpoints[0].prefix_body == {
+        "thinking": {"type": "adaptive"},
+        "messages": [{"role": "assistant", "content": [
+            {"type": "text", "text": "A stable answer"},
+        ]}],
+    }
+    assert parse_prompt(body) is None
+
+
+@pytest.mark.parametrize("body, reason", [
+    (_prompt({"type": "image"}), "unsupported_prompt_shape"),
+    ({**_body(), "unknown_native_setting": True}, "unsupported_prompt_shape"),
+    ({**_body(), "cache_control": {"type": "ephemeral", "ttl": "1h"}},
+     "conflicting_cache_ttl"),
+    (_prompt(_text("five", "5m"), _text("hour", "1h")), "invalid_cache_ttl_order"),
+])
+def test_cache_plan_unsupported_is_explicit(
+    body: Mapping[str, JsonValue], reason: str,
+) -> None:
+    result: Final = parse_cache_plan(body)
+    assert isinstance(result, UnsupportedCachePlan)
+    assert result.reason == reason
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model, counts, reason", [
+    (None, (100, 150, 200), None),
+    (None, (100, 201, 200), "inconsistent_prefix_token_count"),
+    (None, (151, 150, 200), "inconsistent_prefix_token_count"),
+    (None, (None, 150, 200), "token_count_unavailable"),
+    ("claude-opus-5", (100, 150, 200), None),
+    ("claude-sonnet-5", (100, 150, 200), None),
+    ("declared-cache-model", (100, 150, 200), None),
+    ("unknown-cache-model", (100, 150, 200), "unsupported_thinking_cache_semantics"),
+    ("claude-haiku-4-5", (100, 150, 200), "unsupported_thinking_cache_semantics"),
+    ("claude-sonnet-4-5", (100, 150, 200), "unsupported_thinking_cache_semantics"),
+])
+async def test_cache_plan_count_conserves_total_and_rejects_unknown(
+    model: str | None, counts: tuple[int | None, int | None, int], reason: str | None,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setitem(litellm.model_cost, "declared-cache-model", {
+        "litellm_provider": "anthropic", "mode": "chat", "supports_thinking_cache_preservation": True,
+    })
+    plan: Final = _cache_plan(_prompt(
+        {"type": "thinking", "thinking": "Retained thought", "signature": "signature"}
+        if model else _text("first", "5m"),
+        _text("second", "5m"), _text("uncached"), role="assistant" if model else "user",
+    ))
+
+    async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int | None:
+        assert reason != "unsupported_thinking_cache_semantics", "Unverified thinking retention must skip counting"
+        if body is plan.full_body:
+            return counts[2]
+        return counts[0] if body is plan.breakpoints[0].prefix_body else counts[1]
+
+    result: Final = await count_cache_plan(model or _MODEL, _KEY, plan, count)
+    if reason is not None:
+        assert isinstance(result, UnsupportedCachePlan)
+        assert result.reason == reason
+    else:
+        assert isinstance(result, CountedPromptCachePlan)
+        assert result.total_tokens == 200
+        assert tuple(marker.prefix_tokens for marker in result.breakpoints) == ((100,) if model else (100, 150))
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("section", ["system", "tools"])
+@pytest.mark.parametrize("rejects_prefix", (False, True))
+async def test_native_count_preserves_settings_and_requires_every_prefix(
+    section: str, rejects_prefix: bool, monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setattr(litellm, "in_memory_llm_clients_cache", LLMClientCache())
+    params: Final = LiteLLM_Params(
+        model=f"anthropic/{_MODEL}", api_key=_KEY,
+        api_base="https://gateway.example/v1/messages",
+    )
+    target: Final = resolve_baseline_prediction_target(params)
+    assert isinstance(target, NativePredictionTarget)
+    assert target.api_base == params.api_base
+    assert not isinstance(resolve_prediction_target(params), NativePredictionTarget)
+    body: Final = _body()
+    marker: Final[dict[str, JsonValue]] = {"type": "ephemeral", "ttl": "1h"}
+    body[section] = ([_text("A cached system", "1h")] if section == "system" else [{
+        "name": "lookup", "input_schema": {"type": "object"}, "cache_control": marker,
+    }])
+    plan: Final = _cache_plan({**body, **_prompt(
+        _text("A later prefix", "5m"), _text("An uncached suffix"),
+        thinking={"type": "adaptive"}, tool_choice={"type": "auto"}, output_config={"effort": "high"},
+    )})
+    assert len(plan.breakpoints) == 2
+    assert plan.breakpoints[0].prefix_body["messages"] == []
+
+    async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int | None:
+        return await count_prompt_tokens(
+            model, api_key, {**body, "max_tokens": 100}, api_base=target.api_base,
+        )
+
+    with respx.mock(assert_all_called=False) as upstream:
+        endpoint: Final = "https://gateway.example/v1/messages/count_tokens"
+        routes: Final = tuple(
+            upstream.post(endpoint, json={**body, "model": _MODEL}).respond(
+                400 if rejects_prefix and index == 1 else 200,
+                json={"detail": {"error": "messages parameter is required"}}
+                if rejects_prefix and index == 1 else {"input_tokens": tokens},
+            )
+            for index, (body, tokens) in enumerate((
+                (plan.full_body, 6000), (plan.breakpoints[0].prefix_body, 5000),
+                (plan.breakpoints[1].prefix_body, 5800),
+            ))
+        )
+        unexpected: Final = upstream.post(endpoint).respond(200, json={"input_tokens": 1})
+        result: Final = await count_cache_plan(target.model, target.api_key, plan, count)
+
+    if rejects_prefix:
+        assert result == UnsupportedCachePlan("token_count_unavailable")
+    else:
+        assert isinstance(result, CountedPromptCachePlan)
+        assert result.total_tokens == 6000
+        assert tuple(marker.prefix_tokens for marker in result.breakpoints) == (5000, 5800)
+    assert tuple(route.call_count for route in routes) == (1, 1, 1)
+    assert unexpected.call_count == 0
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index fff1372f271..420adc9338e 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -1552,7 +1552,7 @@ async def test_anthropic_post_uses_prebuilt_body_without_redumping():
     provider_config = Mock()
     provider_config.max_retry_on_anthropic_messages_http_error = 2
 
-    logging_obj = Mock()
+    logging_obj: Final = Mock(baseline_cache_context=None)
     logging_obj.model_call_details = {}
 
     out = await handler._async_post_anthropic_messages_with_http_error_retry(
@@ -1592,7 +1592,7 @@ async def test_anthropic_post_falls_back_to_json_dumps_when_unsigned_none():
 
     provider_config = Mock()
     provider_config.max_retry_on_anthropic_messages_http_error = 1
-    logging_obj = Mock()
+    logging_obj: Final = Mock(baseline_cache_context=None)
     logging_obj.model_call_details = {}
 
     await handler._async_post_anthropic_messages_with_http_error_retry(
@@ -1640,7 +1640,7 @@ async def test_anthropic_post_retry_reserializes_mutated_body():
     # Re-sign returns no signed body (native anthropic path) -> must re-dump.
     provider_config.sign_request = Mock(return_value=({}, None))
 
-    logging_obj = Mock()
+    logging_obj: Final = Mock(baseline_cache_context=None)
     logging_obj.model_call_details = {}
 
     await handler._async_post_anthropic_messages_with_http_error_retry(
@@ -2579,7 +2579,7 @@ async def test_anthropic_invalid_thinking_signature_retry_resigns_bedrock_reques
             posts.append({"headers": dict(headers), "data": data})
             return invalid_signature_response if len(posts) == 1 else ok_response
 
-    logging_obj = Mock()
+    logging_obj: Final = Mock(baseline_cache_context=None)
     logging_obj.model_call_details = {}
 
     response = await handler._async_post_anthropic_messages_with_http_error_retry(
diff --git a/tests/test_litellm/models/test_models.py b/tests/test_litellm/models/test_models.py
index 7774f6b543d..777b4a265ac 100644
--- a/tests/test_litellm/models/test_models.py
+++ b/tests/test_litellm/models/test_models.py
@@ -629,7 +629,7 @@ class TestManagedTables:
 
 class TestAutoRouterSession:
     @staticmethod
-    def _row(baseline_models: dict) -> LiteLLM_AutoRouterSession:
+    def _row(estimated_baseline_models: dict[str, int]) -> LiteLLM_AutoRouterSession:
         return LiteLLM_AutoRouterSession(
             api_key="k",
             session_id="s",
@@ -643,7 +643,9 @@ class TestAutoRouterSession:
             saved_spend=0.24,
             classifier_cost=0.0,
             tier_turns={},
-            baseline_models=baseline_models,
+            baseline_models={"legacy-baseline": 100},
+            savings_estimated_turns=sum(estimated_baseline_models.values()),
+            savings_estimated_baseline_models=estimated_baseline_models,
         )
 
     def test_the_baseline_label_is_the_one_most_turns_were_priced_against(self):
@@ -655,5 +657,5 @@ class TestAutoRouterSession:
         assert self._row({"b-model": 1, "a-model": 1}).baseline_model == "b-model"
         assert self._row({"a-model": 1, "b-model": 1}).baseline_model == "b-model"
 
-    def test_a_row_whose_turns_recorded_no_baseline_has_no_label(self):
+    def test_a_row_without_current_estimates_has_no_baseline_label(self) -> None:
         assert self._row({}).baseline_model is None
diff --git a/tests/test_litellm/proxy/client/cli/test_statusline_script.py b/tests/test_litellm/proxy/client/cli/test_statusline_script.py
index 39d0e24d7b0..0cbeec86ee8 100644
--- a/tests/test_litellm/proxy/client/cli/test_statusline_script.py
+++ b/tests/test_litellm/proxy/client/cli/test_statusline_script.py
@@ -325,9 +325,12 @@ class TestRender:
             use_color=False,
         )
 
-    def test_a_session_that_cost_more_than_its_baseline_reads_as_a_plus(self, config_dir):
-        dearer = RECORDED._replace(spend=0.50, baseline_spend=0.40)
-        assert "+25% vs Claude Opus 5" in render("m", dearer, config_dir, use_color=False)
+    @pytest.mark.parametrize("spend,delta", ((0.50, "+25%"), (0.40, "0%"), (0.4001, "0%"), (0.3999, "0%"), (0.30, "-25%")))
+    def test_rounded_cost_delta_uses_a_sign_only_for_nonzero_percentages(
+        self, config_dir: Path, spend: float, delta: str,
+    ) -> None:
+        session: Final = RECORDED._replace(spend=spend, baseline_spend=0.40)
+        assert render("m", session, config_dir, use_color=False).splitlines()[0] == f"Routed to: m  {delta} vs Claude Opus 5"
 
     def test_without_a_baseline_only_the_routed_line_shows(self, config_dir):
         assert render("m", RECORDED._replace(baseline_model=None), config_dir, False) == "Routed to: m"
@@ -339,6 +342,37 @@ class TestRender:
 
 
 class TestClaudeCodeMode:
+    @pytest.mark.parametrize("estimated_turns", (0, 1))
+    def test_current_estimates_keep_the_routed_model_and_compare_only_covered_turns(
+        self, tmp_path: Path, transcript: Path, config_dir: Path, estimated_turns: int
+    ) -> None:
+        session: Final = statusline_script._session_from_payload(
+            {
+                **RECORDED._asdict(),
+                "spend": 10.0,
+                "baseline_spend": None,
+                "savings_estimated_baseline_spend": 1.5 if estimated_turns else None,
+                "turns": 3,
+                "savings_estimated_turns": estimated_turns,
+                "savings_estimated_actual_spend": 2.0 if estimated_turns else 0.0,
+            }
+        )
+        assert session is not None
+
+        def fetch(credentials: Credentials, session_id: str) -> Fetched:
+            return Fetched(session, True)
+
+        first: Final = _run(_payload(transcript), _env(tmp_path, config_dir), fetch)
+        assert first == _run(_payload(transcript), _env(tmp_path, config_dir), fetch)
+        assert first.startswith("Routed to: claude-sonnet-5")
+        if estimated_turns:
+            assert "+33% vs Claude Opus 5 · 1 of 3 turns estimated" in first
+            assert "$2.00" in first and "$1.50" in first
+            assert "$10.00" not in first and "+567%" not in first
+        else:
+            assert "Savings unavailable" in first
+            assert "%" not in first and "$" not in first
+
     @pytest.mark.parametrize("transcript_model", ("claude-auto", "anthropic/claude-opus-5"))
     def test_the_session_names_the_routed_model_even_when_the_transcript_differs(
         self, tmp_path: Path, config_dir: Path, transcript_model: str
diff --git a/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py b/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
index 271751a3ff8..acd3dc18b54 100644
--- a/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
+++ b/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
@@ -281,6 +281,9 @@ class TestFlush:
             0,
             "medium",
             "anthropic/claude-opus-5",
+            0,
+            0.0,
+            0.0,
         )
 
     def test_a_connect_error_retries_the_same_statement(self):
@@ -307,7 +310,20 @@ class TestFlush:
 class TestEnqueueSeam:
     @pytest.mark.asyncio
     @pytest.mark.parametrize("classifier_cost", [0.005, 0.0, None])
-    async def test_update_database_seam_enqueues_only_auto_routed_success(self, classifier_cost: float | None):
+    @pytest.mark.parametrize("estimate, covered, saved", [
+        ({"version": 1, "status": "estimated"}, 1, -0.003),
+        ({"version": 1, "status": "estimated"}, 1, 0.0),
+        ({"version": 2, "status": "estimated"}, 1, 0.0),
+        ({"version": 3, "status": "estimated"}, 1, -0.003),
+        ({"version": 1, "status": "unknown"}, 0, 0.0),
+        ({"version": 0, "status": "estimated"}, 0, 0.0),
+        ({"version": 4, "status": "estimated"}, 0, 0.0),
+        ({"version": True, "status": "estimated"}, 0, 0.0),
+        (None, 0, -0.003),
+    ])
+    async def test_update_database_seam_enqueues_only_auto_routed_success(
+        self, classifier_cost: float | None, estimate: dict[str, object] | None, covered: int, saved: float,
+    ) -> None:
         from litellm.proxy.db.db_spend_update_writer import DBSpendUpdateWriter
 
         writer: Final = DBSpendUpdateWriter()
@@ -315,7 +331,8 @@ class TestEnqueueSeam:
             _autorouter_turn_transactions_lock=asyncio.Lock(), autorouter_turn_transactions=[]
         )
         metadata: Final = _metadata(
-            routing_decision={**ROUTING_DECISION, "classifier_cost": classifier_cost}, autorouter_savings=-0.003
+            routing_decision={**ROUTING_DECISION, "classifier_cost": classifier_cost},
+            autorouter_savings=saved if covered else -0.003, autorouter_savings_estimate=estimate,
         )
         for payload in (
             _payload(metadata=json.dumps(metadata)),
@@ -330,7 +347,10 @@ class TestEnqueueSeam:
         assert transaction.router_name == "live-auto"
         assert transaction.spend == pytest.approx(0.01 + (classifier_cost or 0.0))
         assert transaction.classifier_cost == (classifier_cost or 0.0)
-        assert transaction.saved_spend == -0.003
+        assert transaction.saved_spend == saved
+        assert transaction.savings_estimated_turns == covered
+        assert transaction.savings_estimated_actual_spend == pytest.approx(transaction.spend if covered else 0.0)
+        assert transaction.savings_estimated_saved_spend == (saved if covered else 0.0)
 
 
 def test_every_drain_trigger_reads_the_one_queue_census_owner():
diff --git a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
index d08ff77f364..2ed5f263775 100644
--- a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
+++ b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
@@ -2758,7 +2758,18 @@ async def test_daily_transaction_carries_compression_saved_tokens():
 
 
 @pytest.mark.asyncio
-async def test_daily_transaction_compression_saved_tokens_zero_when_absent():
+@pytest.mark.parametrize("estimate, recorded_savings, expected", [
+    pytest.param(None, None, -0.005, id="plain-classifier-cost"),
+    pytest.param({"version": 1, "status": "unknown"}, None, 0.0, id="unknown"),
+    pytest.param({"version": 2, "status": "unknown"}, None, 0.0, id="unknown-v2"),
+    pytest.param({"version": 1, "status": "unknown"}, -0.003, 0.0, id="unknown-stale-value"),
+    pytest.param({"version": 0, "status": "estimated"}, -0.003, 0.0, id="unsupported-version"),
+    pytest.param({"version": 1, "status": "estimated"}, -0.003, -0.003, id="estimated"),
+    pytest.param(None, -0.003, -0.003, id="legacy"),
+])
+async def test_daily_transaction_compression_saved_tokens_zero_when_absent(
+    estimate: dict[str, object] | None, recorded_savings: float | None, expected: float,
+) -> None:
     """Requests without any compression metadata produce a zero count."""
     writer = DBSpendUpdateWriter()
     mock_prisma = MagicMock()
@@ -2776,7 +2787,12 @@ async def test_daily_transaction_compression_saved_tokens_zero_when_absent():
         "prompt_tokens": 100,
         "completion_tokens": 10,
         "spend": 0.01,
-        "metadata": json.dumps({"usage_object": {}}),
+        "metadata": json.dumps({
+            "usage_object": {"prompt_tokens": 100, "completion_tokens": 10},
+            "routing_decision": {"savings_baseline_model": "anthropic/claude-sonnet-5", "classifier_cost": 0.005},
+            "autorouter_savings": recorded_savings,
+            "autorouter_savings_estimate": estimate,
+        }),
     }
 
     transaction = await writer._common_add_spend_log_transaction_to_daily_transaction(
@@ -2789,6 +2805,8 @@ async def test_daily_transaction_compression_saved_tokens_zero_when_absent():
     assert transaction["compression_saved_tokens"] == 0
     assert transaction["compression_savings_spend"] == 0
     assert transaction["prompt_caching_savings_spend"] == 0
+    assert transaction["spend"] == 0.01
+    assert transaction["autorouter_savings_spend"] == expected
 
 
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/proxy/hooks/test_autorouter_baseline_cache.py b/tests/test_litellm/proxy/hooks/test_autorouter_baseline_cache.py
new file mode 100644
index 00000000000..c6bb7833310
--- /dev/null
+++ b/tests/test_litellm/proxy/hooks/test_autorouter_baseline_cache.py
@@ -0,0 +1,326 @@
+import asyncio
+import json
+from collections.abc import AsyncIterator, Callable, Generator, Mapping
+from contextlib import contextmanager
+from datetime import datetime
+from types import MappingProxyType
+from typing import Final, cast
+from uuid import uuid4
+
+import httpx
+import pytest
+import respx
+from pydantic import JsonValue, TypeAdapter
+from typing_extensions import NotRequired, ReadOnly, TypedDict
+
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging
+from litellm.llms.anthropic.prompt_cache_prediction import NativePredictionTarget, TokenCounter
+from litellm.proxy.hooks.autorouter_baseline_cache import AutoRouterBaselineCache, CapturedBaselineObservation
+from litellm.router import Router
+from litellm.types.router import RetryPolicy
+from litellm.types.utils import CallTypes, StandardLoggingRoutingDecision
+
+pytestmark: Final = pytest.mark.asyncio
+
+
+_JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue])
+
+
+_OBJECTS: Final = TypeAdapter(dict[str, object])
+
+
+_MESSAGES: Final = TypeAdapter(list[dict[str, JsonValue]])
+
+
+_MESSAGES_JSON: Final = """[{"role":"user","content":[
+    {"type":"text","text":"stable","cache_control":{"type":"ephemeral","ttl":"1h"}},
+    {"type":"text","text":"question"}]}]"""
+
+
+_MODELS: Final = _MESSAGES.validate_json("""[
+    {"model_name":"test-router","litellm_params":{"model":"auto_router/complexity_router",
+      "complexity_router_config":{"tiers":{"SIMPLE":"sonnet","MEDIUM":"sonnet","COMPLEX":"sonnet",
+      "REASONING":"opus"},"session_affinity":false,
+      "keyword_tier_rules":[{"keywords":["USE_OPUS"],"tier":"REASONING"}]}}},
+    {"model_name":"sonnet","litellm_params":{"model":"anthropic/claude-sonnet-5","api_key":"test-selected"},
+      "model_info":{"id":"selected"}},
+    {"model_name":"opus","litellm_params":{"model":"anthropic/claude-opus-5","api_key":"test-selected"},
+      "model_info":{"id":"baseline"}}]""")
+
+
+def _message(completed: bool, model: str) -> Mapping[str, JsonValue]:
+    return _JSON_OBJECT.validate_json(f"""{{
+        "id":"msg_baseline_test","type":"message","role":"assistant","model":{json.dumps(model)},
+        "content":{'[{"type":"text","text":"OK"}]' if completed else "[]"},
+        "stop_reason":{'"end_turn"' if completed else "null"},"stop_sequence":null,
+        "usage":{{"input_tokens":1000,"output_tokens":{10 if completed else 0},
+          "cache_creation_input_tokens":5000,"cache_read_input_tokens":0,
+          "cache_creation":{{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":5000}}}}}}""")
+
+
+_EVENTS: Final = _MESSAGES.validate_json("""[
+    {"type":"content_block_start","index":0,"content_block":{"type":"text","text":""}},
+    {"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"OK"}},
+    {"type":"content_block_stop","index":0},
+    {"type":"message_delta","delta":{"stop_reason":"end_turn"},"usage":{"output_tokens":10}},
+    {"type":"message_stop"}
+]""")
+
+
+async def _count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int:
+    assert model == "claude-opus-5"
+    return 6000 if "question" in json.dumps(_JSON_OBJECT.validate_python(body)) else 5000
+
+
+class _CallContext(TypedDict):
+    litellm_logging_obj: NotRequired[ReadOnly[Logging]]
+    litellm_call_id: ReadOnly[str]
+    litellm_metadata: ReadOnly[Mapping[str, object]]
+    litellm_session_id: ReadOnly[str]
+
+
+def _kwargs(logging_obj: Logging, trusted: bool = True, *, explicit_logging: bool = True) -> _CallContext:
+    context: Final = _OBJECTS.validate_json('{"litellm_metadata":{"user_api_key_hash":"test-caller-hash"}}')
+    Router._record_routing_decision(  # pyright: ignore[reportUnknownMemberType, reportPrivateUsage]  # production trusted stamp owner
+        context,
+        StandardLoggingRoutingDecision(
+            router_model_name="test-router",
+            router_type="complexity",
+            routed_model="sonnet",
+            cause="heuristic_scorer",
+            conversation_continuing=True,
+            savings_baseline_model="anthropic/claude-opus-5",
+            savings_baseline_deployment_id="baseline",
+        ),
+    )
+    metadata: Final = _OBJECTS.validate_python(context["litellm_metadata"])
+    if not trusted:
+        metadata["_autorouter_baseline_route"] = _JSON_OBJECT.validate_json(
+            '{"router_name":"test-router","baseline_model":"anthropic/claude-opus-5","baseline_deployment_id":"baseline"}'
+        )
+    envelope: Final[_CallContext] = {
+        "litellm_call_id": logging_obj.litellm_call_id,
+        "litellm_session_id": "baseline-session",
+        "litellm_metadata": metadata,
+    }
+    supplied: Final[_CallContext] = {**envelope, "litellm_logging_obj": logging_obj}
+    return supplied if explicit_logging else envelope
+
+
+def _stream(logging_obj: Logging) -> bool:
+    return logging_obj.stream is True  # pyright: ignore[reportUnknownMemberType]  # normalize the legacy Logging flag
+
+
+def _sse(completed: bool = True, model: str = "claude-sonnet-5") -> tuple[bytes, ...]:
+    events: Final = (
+        {  # mutable-ok: json.dumps needs a concrete event dictionary
+            "type": "message_start",
+            "message": _message(False, model),
+        },
+        *_EVENTS,
+    )
+    return tuple(
+        f"event: {event['type']}\ndata: {json.dumps(event)}\n\n".encode()
+        for event in (events if completed else events[:-1])
+    )
+
+
+def _upstream(request: httpx.Request) -> httpx.Response:
+    body: Final = _JSON_OBJECT.validate_json(request.content)
+    model: Final = body.get("model")
+    assert isinstance(model, str)
+    stream: Final = body.get("stream") is True
+    content: Final = b"".join(_sse(model=model)) if stream else json.dumps(_message(True, model)).encode()
+    return httpx.Response(200, content=content, request=request,
+        headers=MappingProxyType({"content-type": "text/event-stream" if stream else "application/json"}),
+    )
+
+
+def _error(request: httpx.Request, code: int, message: str) -> httpx.Response:
+    return httpx.Response(
+        code,
+        text='{"type":"error","error":{"type":"rate_limit_error","message":' + json.dumps(message) + "}}",
+        headers=MappingProxyType({"retry-after": "0"}),
+        request=request,
+    )
+
+
+@contextmanager
+def _transport(upstream: Callable[[httpx.Request], httpx.Response]) -> Generator[respx.Route]:
+    with respx.mock() as transport:
+        yield transport.post("https://api.anthropic.com/v1/messages").mock(side_effect=upstream)
+
+
+class _NativeOptions(TypedDict):
+    api_key: NotRequired[ReadOnly[str]]
+    num_retries: NotRequired[ReadOnly[int]]
+
+
+async def _call(
+    target: Router | None,
+    logging_obj: Logging,
+    *,
+    trusted: bool = True,
+    messages: str = _MESSAGES_JSON,
+    explicit_logging: bool = True,
+) -> None:
+    invoke: Final = target.anthropic_messages if target else litellm.anthropic_messages  # pyright: ignore[reportUnknownMemberType, reportUnknownVariableType]  # legacy native call signatures
+    options: Final = _NativeOptions() if target else _NativeOptions(api_key="test-selected", num_retries=0)
+    response: Final[object] = await invoke(  # pyright: ignore[reportUnknownVariableType]  # native Router returns an opaque SDK result
+        model="test-router" if target else "anthropic/claude-sonnet-5",
+        max_tokens=16,
+        stream=_stream(logging_obj),
+        messages=_MESSAGES.validate_json(messages),
+        **options,
+        **_kwargs(logging_obj, trusted, explicit_logging=explicit_logging),
+    )
+    assert response is not None
+    if _stream(logging_obj):
+        assert isinstance(response, AsyncIterator)
+        stream: Final = cast(AsyncIterator[object], response)  # cast-ok: iterator checked; all items satisfy object
+        assert tuple([chunk async for chunk in stream])
+
+class _Capture(CustomLogger):
+    def __init__(self, call_id: str) -> None:
+        self.call_id: Final = call_id
+        self.payloads: Final[asyncio.Queue[Mapping[str, object]]] = asyncio.Queue()
+
+    async def async_log_success_event(
+        self, kwargs: Mapping[str, object], response_obj: object, start_time: datetime, end_time: datetime
+    ) -> None:
+        payload: Final = _OBJECTS.validate_python(kwargs.get("standard_logging_object"))
+        if payload.get("litellm_call_id") == self.call_id:
+            self.payloads.put_nowait(payload)
+
+    async def payload(self) -> Mapping[str, object]:
+        return await asyncio.wait_for(self.payloads.get(), timeout=20)
+
+
+class _Rig:
+    def __init__(self, monkeypatch: pytest.MonkeyPatch, *, retries: int = 0, count: TokenCounter = _count) -> None:
+        self.router: Final = Router(model_list=_MODELS, num_retries=retries,
+            retry_policy=RetryPolicy(RateLimitErrorRetries=retries), disable_cooldowns=True)
+
+        def router() -> Router:
+            return self.router
+
+        self.hook: Final = AutoRouterBaselineCache(None, router=router, token_counter=count)
+        self.call_id: Final = uuid4().hex
+        self.capture: Final = _Capture(self.call_id)
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        for name in ("ANTHROPIC_API_BASE", "ANTHROPIC_BASE_URL"):
+            monkeypatch.delenv(name, raising=False)
+        monkeypatch.setattr(litellm, "callbacks", [self.hook])
+        for name in ("success_callback", "failure_callback", "_async_failure_callback"):
+            monkeypatch.setattr(litellm, name, [])
+        monkeypatch.setattr(litellm, "_async_success_callback", [self.capture])
+
+    def logging(self, stream: bool = False) -> Logging:
+        return Logging(model="anthropic/claude-sonnet-5", messages=_MESSAGES.validate_json(_MESSAGES_JSON),
+            stream=stream, call_type=CallTypes.anthropic_messages.value, start_time=datetime.now(),
+            litellm_call_id=self.call_id, function_id=self.call_id, kwargs={"litellm_session_id":"baseline-session"})
+
+
+def _observation(payload: Mapping[str, object]) -> CapturedBaselineObservation:
+    encoded: Final = payload["autorouter_baseline_observation"]
+    assert isinstance(encoded, str)
+    assert "test-selected" not in encoded and "stable" not in encoded and "x-api-key" not in encoded
+    return CapturedBaselineObservation.model_validate_json(encoded)
+
+
+@pytest.mark.parametrize("stream,baseline", ((False, False), (True, False), (False, True), (True, True)))
+async def test_native_logging_captures_usage_without_publishing_hypothetical_savings(
+    monkeypatch: pytest.MonkeyPatch, stream: bool, baseline: bool,
+) -> None:
+    rig: Final = _Rig(monkeypatch)
+    messages: Final = _MESSAGES_JSON.replace("question", "question USE_OPUS") if baseline else _MESSAGES_JSON
+    with _transport(_upstream):
+        await _call(rig.router, rig.logging(stream), messages=messages)
+        payload: Final = await rig.capture.payload()
+    captured: Final = _observation(payload)
+    assert payload["autorouter_savings"] is None
+    assert _OBJECTS.validate_python(payload["autorouter_savings_estimate"])["reason"] == "pending_projection"
+    assert captured.observation.outcome == "complete"
+    assert captured.observation.baseline_equivalent == baseline
+    assert captured.observation.usage is not None and captured.observation.usage.completion_tokens == 10
+    assert captured.observation.plan is not None and captured.observation.plan.total_tokens == 6000
+
+
+async def test_count_failure_preserves_initial_observed_equivalence(monkeypatch: pytest.MonkeyPatch) -> None:
+    async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int | None:
+        return None
+
+    rig: Final = _Rig(monkeypatch, count=count)
+    with _transport(_upstream):
+        await _call(rig.router, rig.logging(), messages=_MESSAGES_JSON.replace("question", "question USE_OPUS"))
+        captured: Final = _observation(await rig.capture.payload())
+    assert captured.observation.baseline_equivalent and captured.observation.usage is not None
+    assert captured.observation.plan is None and captured.observation.reason == "token_count_unavailable"
+
+
+async def test_native_retry_is_uncertain_even_when_final_response_succeeds(monkeypatch: pytest.MonkeyPatch) -> None:
+    rig: Final = _Rig(monkeypatch, retries=1)
+
+    def upstream(request: httpx.Request) -> httpx.Response:
+        return _upstream(request) if route.call_count else _error(request, 429, "retry")
+
+    with _transport(upstream) as route:
+        await _call(rig.router, rig.logging())
+        captured: Final = _observation(await rig.capture.payload())
+        assert route.call_count == 2
+    assert captured.observation.outcome == "uncertain"
+    assert captured.observation.reason == "retried_request"
+
+
+async def test_caller_cannot_forge_an_observation_scope(monkeypatch: pytest.MonkeyPatch) -> None:
+    rig: Final = _Rig(monkeypatch)
+    with _transport(_upstream):
+        await _call(None, rig.logging(), trusted=False)
+        payload: Final = await rig.capture.payload()
+    assert payload["autorouter_baseline_observation"] is None
+    assert payload["autorouter_savings"] is None
+
+
+@pytest.mark.parametrize("model,key,endpoint", (
+    ("claude-sonnet-5", "test-first", None),
+    ("claude-opus-5", "test-second", None),
+    ("claude-opus-5", "test-first", "https://example.test"),
+))
+async def test_count_memo_is_scoped_to_provider_recipient(model: str, key: str, endpoint: str | None) -> None:
+    counts: Final = iter((5000, 6000))
+
+    async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int:
+        return next(counts)
+
+    collector: Final = AutoRouterBaselineCache(None, token_counter=count)
+    original: Final = NativePredictionTarget("claude-opus-5", "test-first")
+    other: Final = NativePredictionTarget(model, key, endpoint)
+    assert await collector._count(original, {}) == 5000  # pyright: ignore[reportPrivateUsage]
+    assert await collector._count(other, {}) == 6000  # pyright: ignore[reportPrivateUsage]
+    assert await collector._count(original, {}) == 5000  # pyright: ignore[reportPrivateUsage]
+
+
+@pytest.mark.parametrize("stream", (False, True))
+async def test_provider_counting_does_not_hold_the_inference_response(
+    monkeypatch: pytest.MonkeyPatch, stream: bool,
+) -> None:
+    counting: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+
+    async def count(model: str, api_key: str, body: Mapping[str, JsonValue]) -> int:
+        counting.set()
+        await release.wait()
+        return await _count(model, api_key, body)
+
+    rig: Final = _Rig(monkeypatch, count=count)
+    try:
+        with _transport(_upstream):
+            await asyncio.wait_for(_call(rig.router, rig.logging(stream)), timeout=2)
+            await asyncio.wait_for(counting.wait(), timeout=2)
+            assert rig.capture.payloads.empty()
+            release.set()
+            assert _observation(await rig.capture.payload()).observation.plan is not None
+    finally:
+        release.set()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
index 067f30c2fd7..6ac053f4e15 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
@@ -546,6 +546,9 @@ class TestAutoRouterBenchmarks:
         total_tokens=4000,
         spend=10.0,
         saved_spend=30.0,
+        savings_estimated_turns=40,
+        savings_estimated_actual_spend=10.0,
+        savings_estimated_saved_spend=30.0,
         classifier_cost=0.4,
         classifier_cost_recorded_turns=40,
         session_seconds=400.0,
@@ -582,12 +585,29 @@ class TestAutoRouterBenchmarks:
     def test_a_losing_router_reports_negative_savings(self):
         from litellm.proxy.management_endpoints.auto_router_endpoints import _benchmark_totals
 
-        losing = self.ROW.model_copy(update={"saved_spend": -5.0})
+        losing = self.ROW.model_copy(update={"saved_spend": -5.0, "savings_estimated_saved_spend": -5.0})
         totals = _benchmark_totals(losing)
         assert totals.baseline_spend == 5.0
         assert totals.saved_pct == -100.0
         assert totals.classifier_cost == 0.4
 
+    @pytest.mark.parametrize("estimated_turns", [0, 4])
+    def test_savings_compare_only_the_current_estimated_cohort(self, estimated_turns: int) -> None:
+        from litellm.proxy.management_endpoints.auto_router_endpoints import _benchmark_totals
+
+        row: Final = self.ROW.model_copy(update={
+            "savings_estimated_turns": estimated_turns,
+            "savings_estimated_actual_spend": 2.0 if estimated_turns else 0.0,
+            "savings_estimated_saved_spend": -0.5 if estimated_turns else 0.0,
+        })
+        totals: Final = _benchmark_totals(row)
+        assert totals.spend == 10.0
+        assert totals.savings_estimated_turns == estimated_turns
+        assert totals.saved_spend == (-0.5 if estimated_turns else None)
+        assert totals.baseline_spend == (1.5 if estimated_turns else None)
+        assert totals.saved_pct == (pytest.approx(-33.3) if estimated_turns else None)
+        assert totals.saved_per_session is None
+
     def test_an_empty_window_folds_to_zeros(self):
         from litellm.proxy.management_endpoints.auto_router_endpoints import (
             _benchmark_totals,
@@ -607,7 +627,10 @@ class TestAutoRouterBenchmarks:
             _summed_agg_row,
         )
 
-        other = self.ROW.model_copy(update={"router_name": "auto-2", "sessions": 1, "turns": 10, "spend": 0.0})
+        other = self.ROW.model_copy(update={
+            "router_name": "auto-2", "sessions": 1, "turns": 10, "spend": 0.0,
+            "savings_estimated_turns": 10, "savings_estimated_actual_spend": 0.0,
+        })
         summed = _summed_agg_row([self.ROW, other])
         totals = _benchmark_totals(summed)
         assert summed.sessions == 5
@@ -696,6 +719,9 @@ class TestAutoRouterBenchmarks:
                 "turns": 10,
                 "spend": 2.0,
                 "saved_spend": -0.5,
+                "savings_estimated_turns": 10,
+                "savings_estimated_actual_spend": 2.0,
+                "savings_estimated_saved_spend": -0.5,
                 "classifier_cost": recorded_turns * 0.02,
                 "classifier_cost_recorded_turns": recorded_turns,
             }
@@ -876,6 +902,10 @@ class TestAutoRouterSession:
         "last_model": "anthropic/claude-sonnet-5",
         "spend": 0.14,
         "saved_spend": 0.24,
+        "savings_estimated_turns": 3,
+        "savings_estimated_actual_spend": 0.14,
+        "savings_estimated_saved_spend": 0.24,
+        "savings_estimated_baseline_models": {"anthropic/claude-opus-5": 3},
         "classifier_cost": 0.0,
         "tier_turns": {"simple": 1, "complex": 2},
         "baseline_models": {"anthropic/claude-opus-5": 3},
@@ -899,25 +929,33 @@ class TestAutoRouterSession:
         return lookups
 
     @pytest.mark.asyncio
+    @pytest.mark.parametrize("turns, estimated", [(3, True), (10, True), (10, False)], ids=["full", "partial", "legacy"])
     async def test_a_key_reads_its_own_session_with_the_baseline_its_turns_were_priced_against(
-        self, monkeypatch: pytest.MonkeyPatch
-    ):
+        self, monkeypatch: pytest.MonkeyPatch, turns: int, estimated: bool,
+    ) -> None:
         from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
 
         caller = UserAPIKeyAuth(api_key="sk-caller")
-        self._rig(monkeypatch, [{**self.ROW, "api_key": caller.api_key, "session_id": "sess-1"}])
+        row: Final = {key: value for key, value in self.ROW.items() if estimated or not key.startswith("savings_estimated_")}
+        spend: Final = 0.14 if turns == 3 else 10.0
+        if estimated and turns != 3:
+            row["savings_estimated_saved_spend"] = -0.04
+        self._rig(monkeypatch, [{**row, "api_key": caller.api_key, "session_id": "sess-1", "turns": turns, "spend": spend}])
         response = await get_auto_router_session(user_api_key_dict=caller, session_id="sess-1")
         assert response.model_dump() == {
             "session_id": "sess-1",
             "router_name": "claude-auto",
             "router_type": "complexity",
-            "turns": 3,
+            "turns": turns,
             "last_model": "anthropic/claude-sonnet-5",
-            "spend": 0.14,
-            "saved_spend": 0.24,
-            "baseline_spend": pytest.approx(0.38),
-            "baseline_model": "anthropic/claude-opus-5",
-            "baseline_models": {"anthropic/claude-opus-5": 3},
+            "spend": spend,
+            "saved_spend": (0.24 if turns == 3 else -0.04) if estimated else None,
+            "savings_estimated_turns": 3 if estimated else 0,
+            "savings_estimated_actual_spend": 0.14 if estimated else 0.0,
+            "baseline_spend": pytest.approx(0.38) if turns == 3 else None,
+            "savings_estimated_baseline_spend": pytest.approx(0.38 if turns == 3 else 0.1) if estimated else None,
+            "baseline_model": "anthropic/claude-opus-5" if estimated else None,
+            "baseline_models": {"anthropic/claude-opus-5": 3} if estimated else {},
         }
 
     @pytest.mark.asyncio
@@ -959,22 +997,14 @@ class TestAutoRouterSession:
         from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
 
         priced = {"anthropic/claude-opus-5": 2, "anthropic/claude-sonnet-5": 1}
-        self._rig(monkeypatch, [{**self.ROW, "api_key": ADMIN.api_key, "session_id": "s", "baseline_models": priced}])
+        self._rig(monkeypatch, [{
+            **self.ROW, "api_key": ADMIN.api_key, "session_id": "s",
+            "baseline_models": {"old-baseline": 100}, "savings_estimated_baseline_models": priced,
+        }])
         response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
         assert response.baseline_model == "anthropic/claude-opus-5"
         assert response.baseline_models == priced
 
-    @pytest.mark.asyncio
-    async def test_a_session_whose_turns_recorded_no_baseline_reports_the_money_without_a_name(
-        self, monkeypatch: pytest.MonkeyPatch
-    ):
-        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
-
-        self._rig(monkeypatch, [{**self.ROW, "api_key": ADMIN.api_key, "session_id": "s", "baseline_models": {}}])
-        response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
-        assert response.baseline_model is None
-        assert response.baseline_spend == pytest.approx(0.38)
-
     @pytest.mark.asyncio
     async def test_an_oversized_client_session_id_is_bounded_like_the_writer_bounded_it(
         self, monkeypatch: pytest.MonkeyPatch
diff --git a/tests/test_litellm/proxy/spend_tracking/test_baseline_accounting.py b/tests/test_litellm/proxy/spend_tracking/test_baseline_accounting.py
new file mode 100644
index 00000000000..a188d65502d
--- /dev/null
+++ b/tests/test_litellm/proxy/spend_tracking/test_baseline_accounting.py
@@ -0,0 +1,199 @@
+from dataclasses import replace
+from itertools import groupby
+from typing import Final
+
+import pytest
+
+import litellm
+from litellm.llms.anthropic.cost_calculation import cost_per_token
+from litellm.llms.anthropic.prompt_cache_prediction import CountedBreakpoint, CountedPromptCachePlan
+from litellm.proxy.spend_tracking.baseline_accounting import (
+    BaselineEstimate,
+    BaselineHistory,
+    BaselineObservation,
+    CacheEntry,
+    advance_baseline_history,
+)
+from litellm.types.utils import CacheCreationTokenDetails, PromptTokensDetailsWrapper, Usage
+
+
+def _usage() -> Usage:
+    return Usage(
+        prompt_tokens=6200,
+        completion_tokens=30,
+        total_tokens=6230,
+        cache_read_input_tokens=0,
+        cache_creation_input_tokens=6000,
+        speed="fast",
+        inference_geo="us",
+        completion_tokens_details={"reasoning_tokens": 20},
+        server_tool_use={"web_search_requests": 1},
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            text_tokens=200,
+            cached_tokens=0,
+            cache_creation_tokens=6000,
+            cache_write_tokens=6000,
+            cache_creation_token_details=CacheCreationTokenDetails(
+                ephemeral_5m_input_tokens=0, ephemeral_1h_input_tokens=6000
+            ),
+        ),
+    )
+
+
+def _marker(
+    name: str = "prefix", ttl: int = 3600, tokens: int = 6000, previous: tuple[str, ...] = ()
+) -> CountedBreakpoint:
+    return CountedBreakpoint(
+        fingerprint=f"{name}:{ttl}",
+        ttl_seconds=ttl,
+        prefix_tokens=tokens,
+        lookback_fingerprints=(*(f"{item}:{ttl}" for item in previous), f"{name}:{ttl}"),
+        content_fingerprint=name,
+        lookback_content_fingerprints=(*previous, name),
+    )
+
+
+def _observation(request_id: str, started: float = 10000.0, **overrides: object) -> BaselineObservation:
+    return BaselineObservation.model_validate(
+        {
+            "request_id": request_id,
+            "started_at": started,
+            "available_at": started + 0.1,
+            "outcome": "complete",
+            "baseline_equivalent": False,
+            "usage": _usage(),
+            "plan": CountedPromptCachePlan(6200, (_marker(),)),
+            "minimum_cache_tokens": 4096,
+            **overrides,
+        }
+    )
+
+
+def _replay(*observations: BaselineObservation) -> tuple[BaselineEstimate, ...]:
+    history = BaselineHistory()
+    results: list[BaselineEstimate] = []
+    for _, group in groupby(sorted(observations, key=lambda item: item.started_at), key=lambda item: item.started_at):
+        history, estimates = advance_baseline_history(history, tuple(group))
+        results.extend(estimates)
+    return tuple(results)
+
+
+def test_initial_identical_path_preserves_full_usage_without_counting_or_exclusive_owner() -> None:
+    initial: Final = _observation("main", baseline_equivalent=True, plan=None, reason="unsupported_request_headers")
+    background: Final = initial.model_copy(update={"request_id": "background"})
+    later: Final = initial.model_copy(update={"request_id": "later", "started_at": 10001.0, "available_at": 10002.0})
+    estimates: Final = _replay(initial, background, later)
+    assert all(item.provenance == "observed_identical" and item.usage == initial.usage for item in estimates)
+    assert all(item.usage is not initial.usage for item in estimates)
+    assert all(item.usage.prompt_tokens == 6200 for item in estimates if item.usage is not None)
+
+
+def test_late_divergent_observation_replays_in_event_order_and_removes_initial_zero() -> None:
+    same: Final = _observation("same", 10001.0, baseline_equivalent=True)
+    early: Final = _observation("early")
+    assert _replay(same)[0].provenance == "observed_identical"
+    replayed: Final = _replay(same, early)
+    assert replayed == _replay(early, same)
+    assert replayed[0].usage is None
+    assert replayed[1].provenance == "modeled"
+    assert replayed[1].usage is not None and replayed[1].usage.prompt_tokens_details.cached_tokens == 6000
+
+
+@pytest.mark.parametrize("ttl", [300, 3600])
+def test_prefix_match_expiry_and_usage_pricing_fields(ttl: int) -> None:
+    plan: Final = CountedPromptCachePlan(6200, (_marker(ttl=ttl),))
+    first: Final = _observation("first", baseline_equivalent=True, plan=plan)
+    # Each replay starts from the original observation, so warm does not refresh the expiry case.
+    warm: Final = _replay(first, _observation("warm", 10000.0 + ttl - 0.01, plan=plan))[-1]
+    cold: Final = _replay(first, _observation("cold", 10000.0 + ttl, plan=plan))[-1]
+    assert warm.reason == "cache_prefix_available" and cold.reason == "cache_prefix_expired"
+    assert warm.usage is not None and cold.usage is not None
+    assert warm.usage.prompt_tokens_details.cached_tokens == 6000
+    assert cold.usage.prompt_tokens_details.cached_tokens == 0
+    assert cold.usage.prompt_tokens_details.cache_creation_tokens == 6000
+    unaffected: Final = {"prompt_tokens", "total_tokens", "prompt_tokens_details", "cache_read_input_tokens", "cache_creation_input_tokens"}
+    assert warm.usage.model_dump(exclude=unaffected) == first.usage.model_dump(exclude=unaffected)
+    assert cold.usage.model_dump(exclude=unaffected) == first.usage.model_dump(exclude=unaffected)
+
+
+@pytest.mark.parametrize("warm_tail", (False, True))
+def test_growth_lookback_and_mixed_ttl_keep_distinct_read_write_buckets(warm_tail: bool) -> None:
+    first: Final = _observation("first", baseline_equivalent=True)
+    grown: Final = CountedPromptCachePlan(7100, (_marker("grown", 3600, 6500, ("prefix",)), _marker("tail", 300, 7000)))
+    # Initial unseen suffixes remain unknown within their potential pre-existing cache horizon.
+    second: Final = _replay(first, _observation("second", 10001.0, plan=grown))[-1]
+    assert second.reason == "history_unavailable"
+    history: Final = BaselineHistory(
+        first_at=1.0, last_at=10000.0, equivalent=False, uncertain_before=1.0,
+        entries=(CacheEntry("tail:300", "tail", 7000, 300, 10000.0, 10300.0),) if warm_tail else (),
+    )
+    _, estimates = advance_baseline_history(history, (_observation("mixed", 10001.0, plan=grown),))
+    usage: Final = estimates[0].usage
+    assert usage is not None
+    assert usage.prompt_tokens_details.text_tokens == 100
+    # Anthropic billing locations: B is the highest 1h breakpoint AFTER the highest hit A.
+    # https://platform.claude.com/docs/en/build-with-claude/prompt-caching#mixing-different-ttls (2026-09-15)
+    assert usage.prompt_tokens_details.cached_tokens == (7000 if warm_tail else 0)
+    assert usage.prompt_tokens_details.cache_creation_token_details.ephemeral_1h_input_tokens == (0 if warm_tail else 6500)
+    assert usage.prompt_tokens_details.cache_creation_token_details.ephemeral_5m_input_tokens == (0 if warm_tail else 500)
+
+
+@pytest.mark.parametrize("change", ["prefix", "ttl", "unavailable", "failed", "response_cache"])
+def test_uncertainty_and_replays_do_not_manufacture_hits(change: str) -> None:
+    first: Final = _observation("first", baseline_equivalent=True)
+    changes: Final = {
+        "prefix": {"plan": CountedPromptCachePlan(6200, (_marker("changed"),))},
+        "ttl": {"plan": CountedPromptCachePlan(6200, (_marker(ttl=300),))},
+        "unavailable": {"plan": None, "reason": "token_count_unavailable"},
+        "failed": {"outcome": "uncertain", "reason": "incomplete_response"},
+        "response_cache": {"outcome": "response_cache"},
+    }
+    second: Final = _observation("second", 10001.0, **changes[change])
+    third: Final = _observation("third", 10002.0)
+    middle, result = _replay(first, second, third)[1:]
+    assert middle.usage is None
+    if change in ("unavailable", "failed", "ttl"):
+        assert result.usage is None
+    else:
+        assert result.usage is not None and result.usage.prompt_tokens_details.cached_tokens == 6000
+
+
+def test_first_token_availability_and_simultaneous_divergence_are_conservative() -> None:
+    slow: Final = _observation("slow", available_at=10002.0, baseline_equivalent=True)
+    overlap: Final = _observation("overlap", 10001.0)
+    assert _replay(slow, overlap)[-1].usage is None
+    assert all(item.provenance != "observed_identical" for item in _replay(slow, _observation("tie")))
+
+
+def test_invalid_usage_and_invalid_count_plan_cannot_seed_cache() -> None:
+    bad: Final = _observation("bad", baseline_equivalent=True, usage=_usage().model_copy(update={"total_tokens": 1}))
+    assert all(item.usage is None for item in _replay(bad, _observation("next", 10001.0)))
+    broken: Final = CountedPromptCachePlan(6200, (replace(_marker(), prefix_tokens=7000),))
+    assert _replay(_observation("bad", plan=broken))[0].usage is None
+
+
+def test_overlapping_uncertain_request_cannot_be_warmed_by_a_later_callback() -> None:
+    uncertain: Final = _observation("incomplete", outcome="uncertain", available_at=10010.0)
+    overlap: Final = _observation("overlap", 10001.0)
+    during: Final = _observation("during", 10002.0)
+    after: Final = _observation("after", 10011.0)
+    warmed: Final = _observation("warmed", 10012.0)
+    estimates: Final = _replay(uncertain, overlap, during, after, warmed)
+    assert estimates[1].reason == estimates[2].reason == "concurrent_uncertainty"
+    assert estimates[3].usage is None
+    assert estimates[4].usage is not None and estimates[4].usage.prompt_tokens_details.cached_tokens == 6000
+
+
+def test_modeled_read_cannot_recharge_the_original_private_write_count() -> None:
+    warm: Final = _replay(_observation("initial", baseline_equivalent=True), _observation("warm", 10001.0))[-1]
+    assert warm.usage is not None
+    prices: Final = {
+        **litellm.get_model_info("claude-opus-5", custom_llm_provider="anthropic"),
+        "input_cost_per_token": 1e-6,
+        "output_cost_per_token": 2e-6,
+        "cache_read_input_token_cost": 1e-7,
+        "cache_creation_input_token_cost": 1.25e-6,
+        "provider_specific_entry": {"fast": 2.0, "us": 1.1},
+    }
+    input_cost, output_cost = cost_per_token("claude-opus-5", warm.usage, model_info=prices)
+    assert input_cost + output_cost == pytest.approx((200 * 1e-6 + 6000 * 1e-7 + 30 * 2e-6) * 2.0 * 1.1)
diff --git a/tests/test_litellm/proxy/spend_tracking/test_savings.py b/tests/test_litellm/proxy/spend_tracking/test_savings.py
index 615938f2e33..aae966022e3 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_savings.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_savings.py
@@ -1,4 +1,4 @@
-from typing import Final
+from typing import Final, Literal
 
 import pytest
 
@@ -23,13 +23,13 @@ pytestmark = pytest.mark.usefixtures("local_model_cost_map")
 def test_baseline_preserves_anthropic_pricing_fields(modifier: dict[str, str], continuing: bool) -> None:
     usage: Final = _usage(1000, 0, 1000, 100).model_copy(update=modifier)
     expected: Final = (_usage(1000, 1000, 0, 100) if continuing else usage).model_copy(update=modifier)
-    normalized: Final = _baseline_usage(usage, continuing)
+    normalized: Final = _baseline_usage(expected)
     cache_fields: Final = {"prompt_tokens_details", "cache_read_input_tokens", "cache_creation_input_tokens"}
     assert normalized.model_dump(exclude=cache_fields) == usage.model_dump(exclude=cache_fields)
     assert usage.prompt_tokens_details.cached_tokens == 0
     selected_cost: Final = 0.013
     assert compute_autorouter_savings(
-        "claude-opus-5", "claude-sonnet-5", "anthropic", usage, conversation_continuing=continuing,
+        "claude-opus-5", "claude-sonnet-5", "anthropic", usage, baseline_usage=expected,
         cost_breakdown={"input_cost": 0.01, "output_cost": 0.003},
     ) == pytest.approx(sum(anthropic_cost_per_token("claude-opus-5", expected)) - selected_cost)
 
@@ -41,7 +41,7 @@ def test_anthropic_baseline_keeps_negotiated_prices_with_provider_multiplier() -
     }
     usage: Final = _usage(1000, 1000, 0, 100).model_copy(update={"speed": "fast"})
     assert compute_autorouter_savings(
-        "claude-opus-5", "claude-sonnet-5", "anthropic", usage, baseline_info=info,
+        "claude-opus-5", "claude-sonnet-5", "anthropic", usage, baseline_info=info, baseline_usage=usage,
         cost_breakdown={"input_cost": 0.01, "output_cost": 0.003},
     ) == pytest.approx(0.0015 * 2 - 0.013)
 
@@ -405,146 +405,109 @@ def test_negative_token_counts_clamp_to_zero():
     assert result.prompt_caching == 0.0
 
 
-def _usage(fresh: int, cached: int, written: int, out: int) -> Usage:
+def _usage(fresh: int, cached: int, written: int, out: int, *, hour: bool = False, image: int = 0) -> Usage:
     """Usage as the spend log records it; `prompt_tokens` is the inclusive total."""
     return Usage(
         prompt_tokens=fresh + cached + written,
         completion_tokens=out,
         total_tokens=fresh + cached + written + out,
-        prompt_tokens_details={"cached_tokens": cached, "cache_creation_tokens": written, "text_tokens": fresh},
+        prompt_tokens_details={
+            "cached_tokens": cached, "cache_creation_tokens": written, "text_tokens": fresh - image, "image_tokens": image,
+            "cache_creation_token_details": {"ephemeral_1h_input_tokens": written} if hour else None,
+        },
         cache_read_input_tokens=cached,
         cache_creation_input_tokens=written,
     )
 
 
-def _savings(baseline: str, selected: str, usage: Usage, continuing: bool = True) -> float:
-    """Savings for a request, defaulting to a conversation already underway.
-
-    `continuing=True` is the mid-conversation case, where the baseline had the prompt
-    cached and this request's write is what the switch cost. `continuing=False` is a
-    conversation's first turn, where nothing was cached for any model.
-    """
+def _savings(baseline: str, selected: str, usage: Usage, baseline_usage: Usage | None = None) -> float | None:
     return compute_autorouter_savings(
         baseline_model=baseline,
         selected_model=selected,
         selected_provider="anthropic",
         usage=usage,
-        conversation_continuing=continuing,
+        baseline_usage=baseline_usage,
     )
 
 
-def test_switching_models_mid_conversation_charges_the_cold_cache_write():
-    """Staying on one model writes the cache once and reads it thereafter. Switching
-    leaves the new model cold, so it pays to write the whole prompt again; when that
-    charge outweighs the cheaper rates the route lost money and must report a loss.
-
-    Pricing the baseline as if it too re-wrote the cache credits a charge it never
-    paid, which is how a losing switch used to read as the largest saving on the page.
-    """
-    usage = _usage(fresh=3, cached=500, written=12304, out=500)
-    result = _savings("claude-sonnet-5", "claude-haiku-4-5", usage)
-
-    sonnet = litellm.get_model_info("claude-sonnet-5", "anthropic")
-    haiku = litellm.get_model_info("claude-haiku-4-5", "anthropic")
-    warm_baseline = (
-        3 * sonnet["input_cost_per_token"]
-        + 12804 * sonnet["cache_read_input_token_cost"]
-        + 500 * sonnet["output_cost_per_token"]
+@pytest.mark.parametrize("baseline, selected, actual, modeled, loses_money", [
+    pytest.param("claude-sonnet-5", "claude-haiku-4-5", _usage(3, 500, 12304, 500),
+                 _usage(3, 12804, 0, 500), True, id="warm-baseline-cold-route"),
+    pytest.param("claude-opus-5", "claude-opus-5", _usage(0, 0, 20000, 1000),
+                 _usage(0, 20000, 0, 1000), True, id="same-model-cold-route"),
+    pytest.param("claude-opus-5", "claude-sonnet-5", _usage(0, 19000, 1000, 1000),
+                 _usage(0, 19500, 500, 1000), False, id="partly-cached-growth"),
+    pytest.param("claude-opus-5", "claude-sonnet-5", _usage(0, 0, 100000, 1000, hour=True),
+                 _usage(0, 0, 100000, 1000, hour=True), False, id="expired-one-hour"),
+    pytest.param("claude-opus-5", "claude-sonnet-5", _usage(0, 0, 100000, 1000, hour=True),
+                 _usage(0, 100000, 0, 1000), True, id="invented-one-hour-hit"),
+    pytest.param("claude-opus-5", "claude-sonnet-5", _usage(4000, 0, 16000, 1000, hour=True, image=4000),
+                 _usage(4000, 0, 16000, 1000, hour=True, image=4000), False, id="image-and-one-hour-write"),
+])
+def test_supplied_baseline_usage_is_priced_independently(
+    baseline: str, selected: str, actual: Usage, modeled: Usage, loses_money: bool,
+) -> None:
+    result: Final = _savings(baseline, selected, actual, modeled)
+    expected: Final = sum(generic_cost_per_token(model=baseline, usage=modeled, custom_llm_provider="anthropic")) - sum(
+        generic_cost_per_token(model=selected, usage=actual, custom_llm_provider="anthropic")
     )
-    actually_paid = (
-        3 * haiku["input_cost_per_token"]
-        + 500 * haiku["cache_read_input_token_cost"]
-        + 12304 * haiku["cache_creation_input_token_cost"]
-        + 500 * haiku["output_cost_per_token"]
-    )
-    assert result == pytest.approx(warm_baseline - actually_paid)
-    assert result < 0, "a cache-thrashing switch must report a loss, not a saving"
-
-    phantom = 12304 * sonnet["cache_creation_input_token_cost"]
-    assert result != pytest.approx(warm_baseline + phantom - actually_paid)
+    assert result == pytest.approx(expected)
+    assert result is not None and (result < 0) is loses_money
+    assert _baseline_usage(modeled).prompt_tokens_details == modeled.prompt_tokens_details
 
 
-def test_a_cold_switch_never_beats_turning_caching_off():
-    """Switching to a cold model makes it write the whole prompt again. That write is a
-    real cost of switching, so the same traffic must look worse than if caching were off
-    entirely.
-
-    The baseline is priced as a warm cache even though this request read nothing: a
-    switch reads nothing precisely because the new model's cache is empty, and staying
-    on one model would have had the prompt cached already. Gating the warm baseline on
-    a read charged the baseline a write it would never repeat, which made a cold switch
-    report a larger saving than no caching at all.
-    """
-    cold_switch = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", _usage(0, 0, 20_000, 1_000))
-    caching_off = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", _usage(20_000, 0, 0, 1_000))
-
-    assert cold_switch < caching_off
-
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    haiku = litellm.get_model_info("claude-haiku-4-5", "anthropic")
-    warm_baseline = 20_000 * opus["cache_read_input_token_cost"] + 1_000 * opus["output_cost_per_token"]
-    actually_paid = 20_000 * haiku["cache_creation_input_token_cost"] + 1_000 * haiku["output_cost_per_token"]
-    assert cold_switch == pytest.approx(warm_baseline - actually_paid)
+@pytest.mark.parametrize("modifier, multiplier", [({}, 1.0), ({"inference_geo": "us"}, 1.1), ({"speed": "fast"}, 2.0)])
+@pytest.mark.parametrize("negotiated", [False, True])
+@pytest.mark.parametrize("provenance", [None, "modeled", "observed_initial"])
+def test_observed_initial_uses_provider_billing_and_effective_rates(
+    modifier: dict[str, str], multiplier: float, negotiated: bool,
+    provenance: Literal["modeled", "observed_initial"] | None,
+) -> None:
+    usage: Final = _usage(1000, 2000, 3000, 100).model_copy(update=modifier)
+    info: Final = litellm.get_model_info("claude-opus-5", "anthropic").copy()
+    if negotiated:
+        info["input_cost_per_token"] = 1e-6
+        info["output_cost_per_token"] = 2e-6
+        info["cache_read_input_token_cost"] = 3e-7
+        info["cache_creation_input_token_cost"] = 4e-6
+    billed: Final = anthropic_cost_per_token("claude-opus-5", usage, model_info=info)
+    if negotiated:
+        assert sum(billed) == pytest.approx(0.0138 * multiplier)
+    assert compute_autorouter_savings(
+        "anthropic/claude-opus-5", "claude-opus-5", "anthropic", usage,
+        selected_info=info, baseline_info=info, baseline_usage=usage,
+        baseline_deployment_id="same", selected_deployment_id="same",
+        cost_breakdown={"input_cost": billed[0], "output_cost": billed[1]},
+        baseline_provenance=provenance,
+    ) == 0.0
 
 
-def test_moving_one_token_between_cache_buckets_does_not_move_the_answer():
-    """A continuing conversation writes a few new tokens and reads the rest. Treating the
-    presence of a write as the signal for a switch made that ordinary increment flip the
-    result, so a request reading 19,999 and writing 1 landed somewhere entirely different
-    from one reading 20,000 and writing none.
-    """
-    reads_nothing = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", _usage(0, 0, 20_000, 1_000))
-    reads_one = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", _usage(0, 1, 19_999, 1_000))
-    assert reads_one == pytest.approx(reads_nothing, abs=1e-4)
-
-
-def test_multimodal_prompts_are_priced_on_the_baseline_too():
-    """The baseline is this same request met by a warm cache, so every field it was
-    priced on has to survive. Rebuilding the details from the cache buckets alone
-    dropped the image and audio counts, which priced the baseline as a text-only
-    request that never ran and shrank the reported saving on multimodal traffic.
-    """
-    details = {"cached_tokens": 0, "cache_creation_tokens": 16_000, "text_tokens": 0, "image_tokens": 4_000}
-    with_images = Usage(
-        prompt_tokens=20_000,
-        completion_tokens=1_000,
-        total_tokens=21_000,
-        prompt_tokens_details=details,
-    )
-    baseline = _baseline_usage(with_images, conversation_continuing=True)
-
-    assert baseline.prompt_tokens_details.image_tokens == 4_000, "image tokens must survive into the baseline"
-
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    priced, _ = generic_cost_per_token(model="claude-opus-5", usage=baseline, custom_llm_provider="anthropic")
-    text_only = 20_000 * opus["cache_read_input_token_cost"]
-    assert priced > text_only, "dropping the image tokens undercharges the baseline and hides the saving"
-
-
-def test_the_baseline_is_never_charged_a_cache_write():
-    """Carrying the details through must not carry the 5m/1h creation breakdown with
-    them. `generic_cost_per_token` charges a creation cost whenever that breakdown is
-    present, even against a zeroed creation count, which would put the phantom write
-    back on the baseline for every long-cache request.
-    """
-    long_cache = Usage(
-        prompt_tokens=20_000,
-        completion_tokens=1_000,
-        total_tokens=21_000,
-        prompt_tokens_details={
-            "cached_tokens": 0,
-            "cache_creation_tokens": 20_000,
-            "text_tokens": 0,
-            "cache_creation_token_details": {"ephemeral_1h_input_tokens": 20_000},
-        },
-    )
-    baseline = _baseline_usage(long_cache, conversation_continuing=True)
-
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    priced, _ = generic_cost_per_token(model="claude-opus-5", usage=baseline, custom_llm_provider="anthropic")
-    assert priced == pytest.approx(20_000 * opus["cache_read_input_token_cost"]), (
-        "the baseline reads a warm cache; it never pays to create one"
-    )
+@pytest.mark.parametrize("model, deployment, known, delta", [
+    ("claude-sonnet-5", "same", "observed", 0.0),
+    ("claude-opus-5", "other", "observed", 0.0),
+    ("claude-opus-5", "", "observed", 0.0),
+    ("claude-opus-5", "same", "missing", 0.0),
+    ("claude-opus-5", "same", "different", 0.0),
+    ("claude-opus-5", "same", "observed", 0.01),
+    ("claude-opus-5", "same", "prices", 0.0),
+    ("claude-opus-5", "same", "unbilled", 0.0),
+])
+def test_initial_provenance_cannot_override_mismatched_evidence(
+    model: str, deployment: str, known: Literal["observed", "missing", "different", "prices", "unbilled"], delta: float,
+) -> None:
+    usage: Final = _usage(1000, 0, 1000, 100)
+    billed: Final = anthropic_cost_per_token("claude-opus-5", usage)
+    info: Final = litellm.get_model_info(model, "anthropic").copy()
+    if known == "prices":
+        info["cache_read_input_token_cost"] = 0.001  # No reads here: equal charge alone cannot establish equal rates.
+    assert compute_autorouter_savings(
+        "claude-opus-5", model, "anthropic", usage,
+        baseline_usage=(None if known == "missing" else _usage(1000, 1000, 0, 100) if known == "different" else usage),
+        selected_info=info,
+        baseline_provenance="observed_initial",
+        baseline_deployment_id="same", selected_deployment_id=deployment,
+        cost_breakdown=None if known == "unbilled" else {"input_cost": billed[0] + delta, "output_cost": billed[1]},
+    ) is None
 
 
 def test_uncached_request_is_the_plain_rate_difference():
@@ -565,11 +528,12 @@ def test_escalation_reports_its_real_cost():
 
 
 def test_autorouter_savings_zero_when_model_unchanged():
-    assert _savings("claude-opus-5", "claude-opus-5", _usage(3, 500, 12304, 500)) == 0.0
+    usage: Final = _usage(3, 500, 12304, 500)
+    assert _savings("claude-opus-5", "claude-opus-5", usage, usage) == 0.0
 
 
-def test_autorouter_savings_unknown_baseline_fails_open_to_zero():
-    assert _savings("totally-made-up-model-xyz", "claude-haiku-4-5", _usage(3, 500, 12304, 500)) == 0.0
+def test_autorouter_savings_unknown_baseline_remains_unknown():
+    assert _savings("totally-made-up-model-xyz", "claude-haiku-4-5", _usage(3, 500, 12304, 500)) is None
 
 
 def test_autorouter_savings_zero_without_baseline():
@@ -584,9 +548,7 @@ def test_autorouter_savings_zero_without_baseline():
     assert result.autorouter == 0.0
 
 
-def test_compute_savings_spend_carries_a_losing_switch_through():
-    """The signed value must survive into SavingsSpend; clamping it here would put the
-    dashboard back to only ever showing gains."""
+def test_compute_savings_spend_carries_a_recorded_losing_switch_through():
     result = compute_savings_spend(
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
@@ -594,6 +556,7 @@ def test_compute_savings_spend_carries_a_losing_switch_through():
         gateway_injected_cache=True,
         routing_decision={"conversation_continuing": True, "savings_baseline_model": "anthropic/claude-sonnet-5"},
         usage_object=_cached_usage_object(),
+        recorded_autorouter_savings=-0.01,
     )
     assert result.autorouter < 0
 
@@ -628,18 +591,10 @@ def test_malformed_usage_object_does_not_fail_the_spend_write():
     assert result.compression > 0
 
 
-def test_the_same_deployment_spelled_two_ways_is_not_a_switch():
-    """The spend log records a normalized model name while the baseline arrives as the
-    operator wrote it in config. Comparing the raw strings makes a request that never
-    changed model look like a switch, and prices one deployment against itself."""
-    # Must be a cached request: the baseline arm is priced against a warm cache and the
-    # selected arm against what was actually paid, so treating one deployment as two
-    # charges it a cold-cache write it never took, inventing a loss on a request that
-    # never changed model. An uncached request prices identically either way and would
-    # make this assertion vacuous.
-    usage = _usage(fresh=3, cached=500, written=12304, out=500)
-    assert _savings("anthropic/claude-opus-5", "claude-opus-5", usage) == 0.0
-    assert _savings("claude-opus-5", "anthropic/claude-opus-5", usage) == 0.0
+def test_equal_modeled_usage_is_zero_under_equivalent_model_names() -> None:
+    usage: Final = _usage(3, 500, 12304, 500)
+    assert _savings("anthropic/claude-opus-5", "claude-opus-5", usage, usage) == 0.0
+    assert _savings("claude-opus-5", "anthropic/claude-opus-5", usage, usage) == 0.0
 
 
 def test_baseline_is_priced_under_its_own_provider():
@@ -663,99 +618,9 @@ def test_baseline_is_priced_under_its_own_provider():
     assert azure > 0 > deepseek
 
 
-def test_unresolvable_baseline_fails_open_to_zero():
+def test_unresolvable_baseline_remains_unknown():
     usage = _usage(fresh=2000, cached=0, written=0, out=500)
-    assert _savings("no-such-provider-xyz/no-such-model", "claude-haiku-4-5", usage) == 0.0
-
-
-def test_a_first_turn_is_the_rate_difference_not_a_switch_penalty():
-    """Nothing was cached anywhere on a conversation's first turn, so the baseline would
-    have paid the same cache write. Charging it to the selected arm alone reported a
-    fraction of the real saving; on this shape roughly 4% of it.
-    """
-    usage = _usage(fresh=0, cached=0, written=20_000, out=1_000)
-    first_turn = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", usage, continuing=False)
-
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    haiku = litellm.get_model_info("claude-haiku-4-5", "anthropic")
-    both_write = (20_000 * opus["cache_creation_input_token_cost"] + 1_000 * opus["output_cost_per_token"]) - (
-        20_000 * haiku["cache_creation_input_token_cost"] + 1_000 * haiku["output_cost_per_token"]
-    )
-    assert first_turn == pytest.approx(both_write)
-
-    mid_conversation = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", usage)
-    assert first_turn > mid_conversation * 10, "a first turn must not be priced as a switch"
-
-
-def test_a_first_turn_that_saves_money_never_reports_a_loss():
-    """The write premium is fixed by prompt size while the saving grows with completion
-    length, so charging the write to a first turn made short answers over a large cached
-    prompt read as losses on requests that genuinely saved. That is the shape most likely
-    to be on the dashboard, and the sign has to be right.
-    """
-    short_answer = _usage(fresh=0, cached=0, written=20_000, out=200)
-    assert _savings("anthropic/claude-opus-5", "claude-haiku-4-5", short_answer, continuing=False) > 0
-    assert _savings("anthropic/claude-opus-5", "claude-haiku-4-5", short_answer) < 0
-
-
-def test_an_undetermined_conversation_shape_stays_conservative():
-    """The default must charge the write. A caller that cannot be read, or a surface the
-    router never classified, has said nothing about whether the baseline was warm, and a
-    savings figure must not inflate on a guess.
-    """
-    usage = _usage(fresh=0, cached=0, written=20_000, out=1_000)
-    defaulted = compute_autorouter_savings(
-        baseline_model="anthropic/claude-opus-5",
-        selected_model="claude-haiku-4-5",
-        selected_provider="anthropic",
-        usage=usage,
-    )
-    assert defaulted == pytest.approx(_savings("anthropic/claude-opus-5", "claude-haiku-4-5", usage))
-    assert defaulted < _savings("anthropic/claude-opus-5", "claude-haiku-4-5", usage, continuing=False)
-
-
-def test_a_continuing_turn_on_the_same_model_writes_its_growth_on_both_arms():
-    """A conversation that grew by a few tokens writes those on whatever model serves
-    it, and they are new to every model, so the baseline would have written them too.
-    Moving them into the baseline's read bucket forgives it a write it really owes and
-    shrinks the reported saving on ordinary steady-state traffic.
-    """
-    usage = _usage(fresh=0, cached=19_900, written=100, out=1_000)
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    haiku = litellm.get_model_info("claude-haiku-4-5", "anthropic")
-
-    def cost(info: dict) -> float:
-        return (
-            19_900 * info["cache_read_input_token_cost"]
-            + 100 * info["cache_creation_input_token_cost"]
-            + 1_000 * info["output_cost_per_token"]
-        )
-
-    both_write_the_growth = cost(opus) - cost(haiku)
-    assert _savings("anthropic/claude-opus-5", "claude-haiku-4-5", usage) == pytest.approx(both_write_the_growth)
-
-
-def test_a_switch_onto_a_partly_cached_model_still_pays_for_the_write():
-    """A model holding a small prefix of this prompt still has to write the rest, and
-    that write is the switch's cost. Keying the same-model case off reading *anything*
-    rather than reading *most of it* would hand this request the full rate gap and
-    inflate the saving by an order of magnitude.
-    """
-    mostly_written = _usage(fresh=0, cached=500, written=19_500, out=1_000)
-    reported = _savings("anthropic/claude-opus-5", "claude-haiku-4-5", mostly_written)
-
-    opus = litellm.get_model_info("claude-opus-5", "anthropic")
-    haiku = litellm.get_model_info("claude-haiku-4-5", "anthropic")
-    if_treated_as_same_model = (
-        500 * opus["cache_read_input_token_cost"]
-        + 19_500 * opus["cache_creation_input_token_cost"]
-        + 1_000 * opus["output_cost_per_token"]
-    ) - (
-        500 * haiku["cache_read_input_token_cost"]
-        + 19_500 * haiku["cache_creation_input_token_cost"]
-        + 1_000 * haiku["output_cost_per_token"]
-    )
-    assert reported < if_treated_as_same_model / 10, "a mostly-cold switch must not be priced as a continuation"
+    assert _savings("no-such-provider-xyz/no-such-model", "claude-haiku-4-5", usage) is None
 
 
 def test_a_baseline_that_prices_caching_implicitly_still_pays_for_its_prompt():
@@ -771,7 +636,7 @@ def test_a_baseline_that_prices_caching_implicitly_still_pays_for_its_prompt():
         selected_model="claude-haiku-4-5",
         selected_provider="anthropic",
         usage=first_turn,
-        conversation_continuing=False,
+        baseline_usage=first_turn,
     )
 
     gpt5 = litellm.get_model_info("gpt-5", "openai")
@@ -807,7 +672,7 @@ def _priced_chat_model_without_cache_read_rate() -> tuple[str, str, str]:
             usage=_usage(fresh=1_000, cached=0, written=0, out=100),
             conversation_continuing=True,
         )
-        if priced == 0.0:
+        if priced is None or priced == 0.0:
             continue
         return key, key.removeprefix(f"{provider}/"), provider
     raise AssertionError("the bundled map has no per-token chat model without a cache-read rate")
@@ -825,7 +690,7 @@ def test_a_baseline_with_no_cache_read_rate_is_charged_its_input_rate():
         selected_model="claude-haiku-4-5",
         selected_provider="anthropic",
         usage=continuing,
-        conversation_continuing=True,
+        baseline_usage=_usage(0, 20000, 0, 1000),
     )
 
     baseline = litellm.get_model_info(baseline_name, baseline_provider)
@@ -966,7 +831,7 @@ def test_a_baseline_recorded_on_the_decision_turns_the_driver_on():
         compression_saved_tokens=0,
         gateway_injected_cache=True,
         routing_decision={"conversation_continuing": True, "savings_baseline_model": "anthropic/claude-opus-5"},
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     assert result.autorouter != 0.0
 
@@ -981,13 +846,13 @@ def test_a_leftover_configured_baseline_does_not_override_the_recorded_one(monke
         compression_saved_tokens=0,
         gateway_injected_cache=True,
         routing_decision={"conversation_continuing": True, "savings_baseline_model": "anthropic/claude-opus-5"},
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     against_opus = compute_autorouter_savings(
         baseline_model="anthropic/claude-opus-5",
         selected_model="claude-haiku-4-5",
         selected_provider="anthropic",
-        usage=Usage(**_cached_usage_object()),
+        usage=_usage(12807, 0, 0, 500),
     )
     assert result.autorouter == against_opus
 
@@ -1054,12 +919,12 @@ def test_prompt_caching_prices_at_the_deployment_rate_not_the_public_one():
         ("baseline", "selected", 2.0, None, 0.0, -0.015),
         ("baseline", "selected", 1.0, None, 0.0, 0.0),
         ("baseline", "selected", 0.1, 0.004, 0.001, 0.01),
-        ("baseline", "baseline", 0.1, 0.004, 0.001, -0.001),
-        (None, "selected", 0.1, None, 0.0, 0.0),
-        ("baseline", None, 0.1, None, 0.0, 0.0),
+        ("baseline", "baseline", 0.1, 0.004, 0.001, 0.01),
+        (None, "selected", 0.1, None, 0.0, 0.006),
+        ("baseline", None, 0.1, None, 0.0, 0.0075),
         (None, None, 0.1, None, 0.0, 0.0),
-        ("", "selected", 0.1, None, 0.0, 0.0),
-        ("baseline", "", 0.1, None, 0.0, 0.0),
+        ("", "selected", 0.1, None, 0.0, 0.006),
+        ("baseline", "", 0.1, None, 0.0, 0.0075),
     ],
 )
 def test_autorouter_savings_distinguishes_priced_deployments(
@@ -1172,7 +1037,7 @@ def test_a_recorded_baseline_deployment_prices_at_its_configured_rate():
         compression_saved_tokens=0,
         gateway_injected_cache=True,
         routing_decision=decision,
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
         llm_router=lambda: router,
     )
     at_public_rate = compute_savings_spend(
@@ -1181,7 +1046,7 @@ def test_a_recorded_baseline_deployment_prices_at_its_configured_rate():
         compression_saved_tokens=0,
         gateway_injected_cache=True,
         routing_decision={k: v for k, v in decision.items() if k != "savings_baseline_deployment_id"},
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
         llm_router=lambda: router,
     )
     assert with_deployment_rate.autorouter > at_public_rate.autorouter
@@ -1234,9 +1099,8 @@ def test_a_boolean_is_not_a_recorded_savings_figure():
     assert result.autorouter == 0.0
 
 
-def test_rows_written_before_the_field_shipped_recompute():
-    """No recorded figure means the row predates the logging-path stamp; the writer
-    recomputes exactly what the one shared helper would have recorded."""
+@pytest.mark.parametrize("continuing", [False, True])
+def test_legacy_cache_rows_without_an_estimate_do_not_invent_a_new_figure(continuing: bool) -> None:
     from litellm.proxy.spend_tracking.savings import autorouter_savings_for_request
 
     recomputed = compute_savings_spend(
@@ -1244,17 +1108,17 @@ def test_rows_written_before_the_field_shipped_recompute():
         custom_llm_provider="anthropic",
         compression_saved_tokens=0,
         gateway_injected_cache=False,
-        routing_decision=_routed_decision(),
+        routing_decision={**_routed_decision(), "conversation_continuing": continuing},
         usage_object=_cached_usage_object(),
     )
     direct = autorouter_savings_for_request(
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
-        routing_decision=_routed_decision(),
+        routing_decision={**_routed_decision(), "conversation_continuing": continuing},
         usage_object=_cached_usage_object(),
     )
-    assert direct is not None and direct != 0.0
-    assert recomputed.autorouter == direct
+    assert direct is None
+    assert recomputed.autorouter == 0.0
 
 
 def test_driver_off_is_none_not_zero_for_the_request_helper():
@@ -1294,7 +1158,7 @@ def test_logging_payload_never_stamps_internal_calls():
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         model_id=None,
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
         cost_breakdown=None,
     )
     assert stamped is not None and stamped != 0.0
@@ -1304,7 +1168,7 @@ def test_logging_payload_never_stamps_internal_calls():
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         model_id=None,
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
         cost_breakdown=None,
     )
     assert internal is None
@@ -1320,13 +1184,13 @@ def test_savings_are_net_of_a_priced_classifier():
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         routing_decision=_routed_decision(),
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     net = autorouter_savings_for_request(
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         routing_decision={**_routed_decision(), "classifier_cost": 0.005},
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     assert gross is not None and net == pytest.approx(gross - 0.005)
 
@@ -1339,13 +1203,13 @@ def test_an_unpriced_classifier_deducts_nothing(classifier_cost: object):
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         routing_decision=_routed_decision(),
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     with_cost_field = autorouter_savings_for_request(
         model="claude-haiku-4-5",
         custom_llm_provider="anthropic",
         routing_decision={**_routed_decision(), "classifier_cost": classifier_cost},
-        usage_object=_cached_usage_object(),
+        usage_object=_usage(12807, 0, 0, 500).model_dump(),
     )
     assert with_cost_field == gross
 
@@ -1454,4 +1318,41 @@ def test_marks_gateway_injection_credits_only_the_deployment_that_was_injected()
     assert marks_gateway_injection({"litellm_gateway_injected_cache": ""}, "dep-a") is True
     assert marks_gateway_injection({"litellm_gateway_injected_cache": ""}, None) is True
     assert marks_gateway_injection({"litellm_call_id": "c1"}, "dep-a") is False
+
+
+@pytest.mark.parametrize("classifier", [0.0, 0.02])
+def test_observed_baseline_keeps_both_costs_and_classifier_overhead(classifier: float) -> None:
+    from litellm.proxy.spend_tracking.savings import BaselineCostSnapshot, price_baseline_comparison
+
+    snapshot: Final = BaselineCostSnapshot(
+        model="baseline", provider="anthropic", prices=None,
+        actual_spend=0.17, classifier_cost=classifier,
+    )
+    restored: Final = BaselineCostSnapshot.model_validate_json(snapshot.model_dump_json())
+    result: Final = price_baseline_comparison(restored, Usage(prompt_tokens=100, completion_tokens=10), "observed_identical")
+    assert result is not None
+    assert result.baseline == snapshot.actual_spend
+    assert result.actual == snapshot.actual_spend + classifier
+    assert result.savings == pytest.approx(-classifier)
+    assert price_baseline_comparison(restored, None, None) is None
+
+
+def test_modeled_baseline_uses_recorded_prices_and_preserves_other_actual_charges() -> None:
+    from litellm.proxy.spend_tracking.savings import BaselineCostSnapshot, price_baseline_comparison
+
+    snapshot: Final = BaselineCostSnapshot(
+        model="claude-opus-5", provider="anthropic",
+        prices={
+            **litellm.get_model_info("claude-opus-5", custom_llm_provider="anthropic"),
+            "input_cost_per_token": 0.001, "output_cost_per_token": 0.002,
+        },
+        actual_token_cost=0.2, actual_spend=0.23, classifier_cost=0.01,
+    )
+    usage: Final = Usage(prompt_tokens=100, completion_tokens=10)
+    result: Final = price_baseline_comparison(snapshot, usage, "modeled")
+    assert result is not None
+    assert result.actual == pytest.approx(0.24)
+    assert result.baseline == pytest.approx(0.12 + 0.03)
+    assert result.savings == pytest.approx(-0.09)
+    assert price_baseline_comparison(snapshot.model_copy(update={"prices": None}), usage, "modeled") is None
     assert marks_gateway_injection({"litellm_gateway_injected_cache": True}, "dep-a") is False
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 8d15fb094d5..9de6679472e 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -3745,7 +3745,7 @@ class TestSpendLogsPayload:
                     "model": "gpt-4o",
                     "user": "",
                     "team_id": "",
-                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": null, "original_model_group": null, "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "azure_spillover": null, "usage_object": {"completion_tokens": 20, "prompt_tokens": 10, "total_tokens": 30, "completion_tokens_details": null, "prompt_tokens_details": null}, "model_map_information": {"model_map_key": "gpt-4o", "model_map_value": {"key": "gpt-4o", "max_tokens": 16384, "max_input_tokens": 128000, "max_output_tokens": 16384, "input_cost_per_token": 2.5e-06, "cache_creation_input_token_cost": null, "cache_read_input_token_cost": 1.25e-06, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": 1.25e-06, "output_cost_per_token_batches": 5e-06, "output_cost_per_token": 1e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_reasoning_token": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "openai", "mode": "chat", "supports_system_messages": true, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": false, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": false, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": true, "supports_reasoning": false, "search_context_cost_per_query": {"search_context_size_low": 0.03, "search_context_size_medium": 0.035, "search_context_size_high": 0.05}, "tpm": null, "rpm": null, "supported_openai_params": ["frequency_penalty", "logit_bias", "logprobs", "top_logprobs", "max_tokens", "max_completion_tokens", "modalities", "prediction", "n", "presence_penalty", "seed", "stop", "stream", "stream_options", "temperature", "top_p", "tools", "tool_choice", "function_call", "functions", "max_retries", "extra_headers", "parallel_tool_calls", "audio", "response_format", "user"]}}, "additional_usage_values": {"completion_tokens_details": null, "prompt_tokens_details": null}}',
+                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": null, "original_model_group": null, "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "autorouter_savings_estimate": null, "autorouter_baseline_observation": null, "azure_spillover": null, "usage_object": {"completion_tokens": 20, "prompt_tokens": 10, "total_tokens": 30, "completion_tokens_details": null, "prompt_tokens_details": null}, "model_map_information": {"model_map_key": "gpt-4o", "model_map_value": {"key": "gpt-4o", "max_tokens": 16384, "max_input_tokens": 128000, "max_output_tokens": 16384, "input_cost_per_token": 2.5e-06, "cache_creation_input_token_cost": null, "cache_read_input_token_cost": 1.25e-06, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": 1.25e-06, "output_cost_per_token_batches": 5e-06, "output_cost_per_token": 1e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_reasoning_token": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "openai", "mode": "chat", "supports_system_messages": true, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": false, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": false, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": true, "supports_reasoning": false, "search_context_cost_per_query": {"search_context_size_low": 0.03, "search_context_size_medium": 0.035, "search_context_size_high": 0.05}, "tpm": null, "rpm": null, "supported_openai_params": ["frequency_penalty", "logit_bias", "logprobs", "top_logprobs", "max_tokens", "max_completion_tokens", "modalities", "prediction", "n", "presence_penalty", "seed", "stop", "stream", "stream_options", "temperature", "top_p", "tools", "tool_choice", "function_call", "functions", "max_retries", "extra_headers", "parallel_tool_calls", "audio", "response_format", "user"]}}, "additional_usage_values": {"completion_tokens_details": null, "prompt_tokens_details": null}}',
                     "cache_key": "Cache OFF",
                     "spend": 0.00022500000000000002,
                     "total_tokens": 30,
@@ -3841,7 +3841,7 @@ class TestSpendLogsPayload:
                     "model": "claude-4-sonnet-20250514",
                     "user": "",
                     "team_id": "",
-                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": null, "original_model_group": null, "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "azure_spillover": null, "usage_object": {"completion_tokens": 503, "prompt_tokens": 2095, "total_tokens": 2598, "completion_tokens_details": null, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}, "model_map_information": {"model_map_key": "claude-4-sonnet-20250514", "model_map_value": {"key": "claude-4-sonnet-20250514", "max_tokens": 128000, "max_input_tokens": 200000, "max_output_tokens": 128000, "input_cost_per_token": 3e-06, "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": null, "output_cost_per_token_batches": null, "output_cost_per_token": 1.5e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "anthropic", "mode": "chat", "supports_system_messages": null, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": true, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": true, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": false, "supports_reasoning": true, "search_context_cost_per_query": null, "tpm": null, "rpm": null, "supported_openai_params": ["stream", "stop", "temperature", "top_p", "max_tokens", "max_completion_tokens", "tools", "tool_choice", "extra_headers", "parallel_tool_calls", "response_format", "user", "reasoning_effort", "thinking"]}}, "additional_usage_values": {"completion_tokens_details": {"accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": null, "rejected_prediction_tokens": null, "text_tokens": 503, "image_tokens": null}, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0, "text_tokens": null, "image_tokens": null}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}}',
+                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": null, "original_model_group": null, "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "autorouter_savings_estimate": null, "autorouter_baseline_observation": null, "azure_spillover": null, "usage_object": {"completion_tokens": 503, "prompt_tokens": 2095, "total_tokens": 2598, "completion_tokens_details": null, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}, "model_map_information": {"model_map_key": "claude-4-sonnet-20250514", "model_map_value": {"key": "claude-4-sonnet-20250514", "max_tokens": 128000, "max_input_tokens": 200000, "max_output_tokens": 128000, "input_cost_per_token": 3e-06, "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": null, "output_cost_per_token_batches": null, "output_cost_per_token": 1.5e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "anthropic", "mode": "chat", "supports_system_messages": null, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": true, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": true, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": false, "supports_reasoning": true, "search_context_cost_per_query": null, "tpm": null, "rpm": null, "supported_openai_params": ["stream", "stop", "temperature", "top_p", "max_tokens", "max_completion_tokens", "tools", "tool_choice", "extra_headers", "parallel_tool_calls", "response_format", "user", "reasoning_effort", "thinking"]}}, "additional_usage_values": {"completion_tokens_details": {"accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": null, "rejected_prediction_tokens": null, "text_tokens": 503, "image_tokens": null}, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0, "text_tokens": null, "image_tokens": null}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}}',
                     "cache_key": "Cache OFF",
                     "spend": 0.01383,
                     "total_tokens": 2598,
@@ -3935,7 +3935,7 @@ class TestSpendLogsPayload:
                     "model": "claude-4-sonnet-20250514",
                     "user": "",
                     "team_id": "",
-                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": 0, "original_model_group": "my-anthropic-model-group", "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "azure_spillover": null, "usage_object": {"completion_tokens": 503, "prompt_tokens": 2095, "total_tokens": 2598, "completion_tokens_details": null, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}, "model_map_information": {"model_map_key": "claude-4-sonnet-20250514", "model_map_value": {"key": "claude-4-sonnet-20250514", "max_tokens": 128000, "max_input_tokens": 200000, "max_output_tokens": 128000, "input_cost_per_token": 3e-06, "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": null, "output_cost_per_token_batches": null, "output_cost_per_token": 1.5e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "anthropic", "mode": "chat", "supports_system_messages": null, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": true, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": true, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": false, "supports_reasoning": true, "search_context_cost_per_query": null, "tpm": null, "rpm": null, "supported_openai_params": ["stream", "stop", "temperature", "top_p", "max_tokens", "max_completion_tokens", "tools", "tool_choice", "extra_headers", "parallel_tool_calls", "response_format", "user", "reasoning_effort", "thinking"]}}, "additional_usage_values": {"completion_tokens_details": {"accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": null, "rejected_prediction_tokens": null, "text_tokens": 503, "image_tokens": null}, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0, "text_tokens": null, "image_tokens": null}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}}',
+                    "metadata": '{"applied_guardrails": [], "attempted_fallbacks": 0, "original_model_group": "my-anthropic-model-group", "batch_models": null, "batch_successful_requests": null, "batch_failed_requests": null, "mcp_tool_call_metadata": null, "vector_store_request_metadata": null, "routing_decision": null, "internal_call_origin": null, "guardrail_information": null, "compression_savings": null, "litellm_gateway_injected_cache": null, "router_metadata": null, "autorouter_savings_estimate": null, "autorouter_baseline_observation": null, "azure_spillover": null, "usage_object": {"completion_tokens": 503, "prompt_tokens": 2095, "total_tokens": 2598, "completion_tokens_details": null, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}, "model_map_information": {"model_map_key": "claude-4-sonnet-20250514", "model_map_value": {"key": "claude-4-sonnet-20250514", "max_tokens": 128000, "max_input_tokens": 200000, "max_output_tokens": 128000, "input_cost_per_token": 3e-06, "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, "input_cost_per_character": null, "input_cost_per_token_above_128k_tokens": null, "input_cost_per_token_above_200k_tokens": null, "input_cost_per_query": null, "input_cost_per_second": null, "input_cost_per_audio_token": null, "input_cost_per_token_batches": null, "output_cost_per_token_batches": null, "output_cost_per_token": 1.5e-05, "output_cost_per_audio_token": null, "output_cost_per_character": null, "output_cost_per_token_above_128k_tokens": null, "output_cost_per_character_above_128k_tokens": null, "output_cost_per_token_above_200k_tokens": null, "output_cost_per_second": null, "output_cost_per_image": null, "output_vector_size": null, "litellm_provider": "anthropic", "mode": "chat", "supports_system_messages": null, "supports_response_schema": true, "supports_vision": true, "supports_function_calling": true, "supports_tool_choice": true, "supports_assistant_prefill": true, "supports_prompt_caching": true, "supports_audio_input": false, "supports_audio_output": false, "supports_pdf_input": true, "supports_embedding_image_input": false, "supports_native_streaming": null, "supports_web_search": false, "supports_reasoning": true, "search_context_cost_per_query": null, "tpm": null, "rpm": null, "supported_openai_params": ["stream", "stop", "temperature", "top_p", "max_tokens", "max_completion_tokens", "tools", "tool_choice", "extra_headers", "parallel_tool_calls", "response_format", "user", "reasoning_effort", "thinking"]}}, "additional_usage_values": {"completion_tokens_details": {"accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": null, "rejected_prediction_tokens": null, "text_tokens": 503, "image_tokens": null}, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0, "text_tokens": null, "image_tokens": null}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0}}',
                     "cache_key": "Cache OFF",
                     "spend": 0.01383,
                     "total_tokens": 2598,
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
index 0004711954a..f471e3f8fbb 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
@@ -3,6 +3,7 @@ import datetime
 import json
 from collections.abc import Callable, Mapping
 from datetime import timezone
+from types import MappingProxyType
 from typing import Any, Final, cast
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -5208,3 +5209,17 @@ def test_azure_spillover_absent_without_spillover_headers():
     )
     metadata = json.loads(payload["metadata"])
     assert metadata["azure_spillover"] is None
+
+
+def test_baseline_estimate_metadata_comes_from_the_logging_stamp() -> None:
+    supplied: Final = MappingProxyType({"version": 1, "status": "estimated", "reason": "caller_supplied"})
+    recorded: Final = MappingProxyType({"version": 1, "status": "unknown", "reason": "history_unavailable"})
+    result: Final = _get_spend_logs_metadata(
+        {"autorouter_savings": 999.0, "autorouter_savings_estimate": supplied},  # mutable-ok: legacy metadata helper accepts dicts
+        autorouter_savings=None,
+        autorouter_savings_estimate=recorded,
+    )
+    assert result["autorouter_savings"] is None
+    assert result["autorouter_savings_estimate"] == recorded
+    absent: Final = _get_spend_logs_metadata({"autorouter_savings_estimate": supplied})  # mutable-ok: legacy metadata helper accepts dicts
+    assert absent["autorouter_savings_estimate"] is None
diff --git a/tests/test_litellm/proxy/utils/proxy_logging/test_post_call_failure_hook.py b/tests/test_litellm/proxy/utils/proxy_logging/test_post_call_failure_hook.py
index d7a6124dd97..a4bb7d63548 100644
--- a/tests/test_litellm/proxy/utils/proxy_logging/test_post_call_failure_hook.py
+++ b/tests/test_litellm/proxy/utils/proxy_logging/test_post_call_failure_hook.py
@@ -5,6 +5,7 @@ from __future__ import annotations
 
 import asyncio
 from datetime import datetime
+from typing import Any, Final
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -13,7 +14,7 @@ from fastapi import HTTPException
 import litellm
 from litellm.exceptions import GuardrailRaisedException
 from litellm.integrations.custom_logger import CustomLogger
-from litellm.proxy._types import AlertType, ProxyErrorTypes
+from litellm.proxy._types import AlertType, ProxyErrorTypes, UserAPIKeyAuth
 from litellm.proxy.utils import ProxyLogging
 
 
@@ -156,6 +157,23 @@ async def test_post_call_failure_hook_non_http_exception_in_callback_swallowed(
     assert out is None
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("logging_value", (None, "caller-controlled", {"baseline_cache_context": "untrusted"}))  # mutable-ok: emulate an untrusted JSON request field
+async def test_terminal_baseline_cleanup_ignores_missing_or_untrusted_logging(
+    proxy_logging: ProxyLogging, monkeypatch: pytest.MonkeyPatch, logging_value: object
+) -> None:
+    monkeypatch.setattr(litellm, "callbacks", ())
+    proxy_logging.alert_types = []  # mutable-ok: disable optional alert sinks for this boundary test  # rebind-ok: isolate the fixture-owned alert configuration
+    request_data: Final = {"litellm_call_id": "untrusted-logging", "litellm_logging_obj": logging_value}  # mutable-ok: the production failure owner removes internal fields in place
+    result: Final = await proxy_logging.post_call_failure_hook(  # pyright: ignore[reportUnknownMemberType]  # exercise the existing proxy terminal owner with its legacy request dictionary contract
+        request_data=request_data,
+        original_exception=ValueError("original provider failure"),
+        user_api_key_dict=UserAPIKeyAuth(request_route="/v1/messages"),
+    )
+    assert result is None
+    assert "litellm_logging_obj" not in request_data
+
+
 # ---------------------------------------------------------------------------
 # _handle_logging_proxy_only_error
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/repositories/test_repositories.py b/tests/test_litellm/repositories/test_repositories.py
index b6b4a8072fa..63fde9b2b8f 100644
--- a/tests/test_litellm/repositories/test_repositories.py
+++ b/tests/test_litellm/repositories/test_repositories.py
@@ -2269,6 +2269,10 @@ class TestAutoRouterSessionRepository:
         "classifier_cost": 0.01,
         "tier_turns": {"complex": 3},
         "baseline_models": {"anthropic/claude-opus-5": 3},
+        "savings_estimated_turns": 3,
+        "savings_estimated_actual_spend": 0.14,
+        "savings_estimated_saved_spend": 0.24,
+        "savings_estimated_baseline_models": {"anthropic/claude-opus-5": 3},
     }
 
     @staticmethod
@@ -2295,6 +2299,9 @@ class TestAutoRouterSessionRepository:
         assert (row.router_name, row.turns, row.spend, row.saved_spend) == ("claude-auto", 3, 0.14, 0.24)
         assert row.baseline_models == {"anthropic/claude-opus-5": 3}
         assert row.baseline_model == "anthropic/claude-opus-5"
+        assert row.savings_estimated_turns == 3
+        assert row.savings_estimated_actual_spend == 0.14
+        assert row.savings_estimated_saved_spend == 0.24
 
     @pytest.mark.asyncio
     async def test_find_latest_for_key_is_none_when_the_key_wrote_no_such_session(self):
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 9b25c869f1c..318b96b24a7 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -9001,19 +9001,26 @@ class TestRecordRoutingDecision:
         Router._record_routing_decision(request_kwargs=request_kwargs, routing_decision=None)
         assert request_kwargs == {}
 
-    def test_clearing_the_decision_takes_the_savings_facts_with_it(self):
+    def test_clearing_the_decision_takes_the_savings_facts_with_it(self) -> None:
         """A fallback to a plain model group re-enters the hook with the same
         `request_kwargs`. The baseline and the conversation shape ride inside the
         decision rather than beside it, so one clear cannot leave either behind and
         attribute an auto-router saving to a deployment that never routed."""
-        decision = {
+        from litellm.types.router import BaselineRouteStamp
+
+        decision: Final = {
             "router_model_name": "smart-router",
             "router_type": "complexity",
             "routed_model": "gpt-4o-mini",
             "savings_baseline_model": "anthropic/claude-opus-5",
+            "savings_baseline_deployment_id": "opus-deployment",
             "conversation_continuing": False,
         }
-        request_kwargs: Dict = {"litellm_metadata": {"routing_decision": decision}}
+        request_kwargs: Final[dict[str, dict[str, object]]] = {"litellm_metadata": {}}
+        Router._record_routing_decision(request_kwargs=request_kwargs, routing_decision=decision)
+        stamp: Final = request_kwargs["litellm_metadata"]["_autorouter_baseline_route"]
+        assert isinstance(stamp, BaselineRouteStamp)
+        assert stamp.baseline_deployment_id == "opus-deployment"
         Router._record_routing_decision(request_kwargs=request_kwargs, routing_decision=None)
         assert request_kwargs["litellm_metadata"] == {}
 
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index b40c10de428..3336ad6d33a 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -869,6 +869,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                 "supports_pdf_input": {"type": "boolean"},
                 "prompt_cache_min_tokens": {"type": "number"},
                 "supports_prompt_cache_breakpoint": {"type": "boolean"},
+                "supports_thinking_cache_preservation": {"type": "boolean"},
                 "supports_prompt_caching": {"type": "boolean"},
                 "supports_response_schema": {"type": "boolean"},
                 "supports_system_messages": {"type": "boolean"},
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx
index 2820a9dce83..5c7453c1394 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx
@@ -68,6 +68,8 @@ const totals = (overrides: Partial<Totals> = {}): Totals => ({
   avg_session_seconds: 7560,
   avg_tokens_per_session: 5_300_000,
   spend: 359.86,
+  savings_estimated_turns: overrides.turns ?? 3073,
+  savings_estimated_actual_spend: overrides.spend ?? 359.86,
   classifier_cost: 6.146,
   saved_spend: 2174.59,
   baseline_spend: 2534.45,
@@ -100,6 +102,8 @@ const zeroTotals: Totals = {
   avg_session_seconds: 0,
   avg_tokens_per_session: 0,
   spend: 0,
+  savings_estimated_turns: 0,
+  savings_estimated_actual_spend: 0,
   classifier_cost: 0,
   saved_spend: 0,
   baseline_spend: 0,
@@ -153,6 +157,39 @@ describe("AutoRouterBenchmarksTab", () => {
     mockAutoRouters();
   });
 
+  it.each([
+    { estimatedTurns: 0, saved: null, pct: null },
+    { estimatedTurns: 10, saved: -0.5, pct: -33.3 },
+    { estimatedTurns: 10, saved: 0, pct: 0 },
+  ])("preserves costs for $estimatedTurns estimated turns with savings $saved", ({ estimatedTurns, saved, pct }) => {
+    const cohort = {
+      savings_estimated_turns: estimatedTurns,
+      savings_estimated_actual_spend: estimatedTurns ? 2 : 0,
+      saved_spend: saved,
+      baseline_spend: estimatedTurns ? 2 + (saved ?? 0) : null,
+      saved_pct: pct,
+      saved_per_session: null,
+    };
+    const partial = totals(cohort);
+    mockHook({ data: response([], partial) });
+    renderTab();
+    expect(screen.getByText("Estimated savings on covered turns")).toBeInTheDocument();
+    expect(screen.getByText(`${estimatedTurns} of 3,073 turns estimated`)).toBeInTheDocument();
+    expect(screen.getByText("$359.86")).toBeInTheDocument();
+    expect(screen.getByText("Actual spend on covered turns")).toBeInTheDocument();
+    expect(screen.getByText("Estimated baseline spend on covered turns")).toBeInTheDocument();
+    expect(screen.getAllByText("Unavailable")).toHaveLength(estimatedTurns ? 1 : 3);
+    if (saved === 0) {
+      expect(screen.getByText("0%")).toBeInTheDocument();
+      expect(screen.getAllByText("$2.00")).toHaveLength(2);
+    } else if (estimatedTurns) {
+      expect(screen.getByText("-$0.5000")).toBeInTheDocument();
+      expect(screen.getByText("+33%")).toBeInTheDocument();
+    } else {
+      expect(screen.queryByText("+0%")).not.toBeInTheDocument();
+    }
+  });
+
   it("leads with total estimated savings, before the four session-shape metrics", () => {
     mockHook({ data: response([group(), group({ router_name: "gpt-auto" })]) });
     renderTab();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx
index ce5ab1c6776..ce55b633b60 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx
@@ -73,26 +73,37 @@ const SpendRow: React.FC<{ label: string; value: string; hint?: string; subdued?
 
 const HeroCard: React.FC<{ view: BenchmarkView }> = ({ view }) => {
   const stats = view.stats;
-  const cheaper = stats.saved_spend >= 0;
+  const cheaper = stats.saved_spend != null && stats.saved_spend >= 0;
+  const completeCoverage = stats.savings_estimated_turns === stats.turns;
   return (
     <Card className="overflow-hidden py-0">
       <div className="grid md:grid-cols-[minmax(0,1fr)_minmax(0,1fr)]">
         <div className="flex flex-col items-center justify-center gap-2 p-6">
           <p className="text-xs font-semibold uppercase tracking-wider text-muted-foreground">
-            Total estimated savings
+            {completeCoverage ? "Total estimated savings" : "Estimated savings on covered turns"}
           </p>
           <div className="flex flex-wrap items-center justify-center gap-3">
             <p className="min-w-0 break-all text-center text-4xl font-semibold tracking-tight text-foreground xl:text-6xl">
-              {usd(stats.saved_spend)}
+              {stats.saved_spend == null ? "Unavailable" : usd(stats.saved_spend)}
             </p>
-            <Badge
-              variant="secondary"
-              className={`h-6 px-2.5 text-sm ${cheaper ? "bg-success/10 text-success" : "bg-destructive/10 text-destructive"}`}
-            >
-              {stats.saved_spend !== 0 && (cheaper ? "-" : "+")}
-              {Math.abs(stats.saved_pct).toFixed(0)}%
-            </Badge>
+            {stats.saved_pct != null && (
+              <Badge
+                variant="secondary"
+                className={`h-6 px-2.5 text-sm ${cheaper ? "bg-success/10 text-success" : "bg-destructive/10 text-destructive"}`}
+              >
+                {stats.saved_spend !== 0 && (cheaper ? "-" : "+")}
+                {Math.abs(stats.saved_pct).toFixed(0)}%
+              </Badge>
+            )}
           </div>
+          <p className="text-center text-xs text-muted-foreground">
+            {stats.savings_estimated_turns.toLocaleString()} of {stats.turns.toLocaleString()} turns estimated
+          </p>
+          {!completeCoverage && (
+            <p className="text-center text-xs text-muted-foreground">
+              Turns without a current estimate are excluded, including older estimates.
+            </p>
+          )}
         </div>
 
         <div className="flex flex-col justify-center border-t p-6 md:border-t-0 md:border-l">
@@ -120,7 +131,15 @@ const HeroCard: React.FC<{ view: BenchmarkView }> = ({ view }) => {
             </p>
           )}
           <Separator />
-          <SpendRow label="Estimated spend at highest-tier model" value={usd(stats.baseline_spend)} />
+          {!completeCoverage && (
+            <SpendRow label="Actual spend on covered turns" value={usd(stats.savings_estimated_actual_spend)} />
+          )}
+          <SpendRow
+            label={
+              completeCoverage ? "Estimated spend at highest-tier model" : "Estimated baseline spend on covered turns"
+            }
+            value={stats.baseline_spend == null ? "Unavailable" : usd(stats.baseline_spend)}
+          />
         </div>
       </div>
     </Card>
@@ -279,7 +298,7 @@ const BenchmarksBody: React.FC<BenchmarksBodyProps> = ({ isPending, error, data,
       <div className="grid grid-cols-1 gap-4 sm:grid-cols-2 lg:grid-cols-4">
         <Metric
           label="Avg saved per session"
-          value={usd(stats.saved_per_session)}
+          value={stats.saved_per_session == null ? "Unavailable" : usd(stats.saved_per_session)}
           hint={`· ${stats.sessions.toLocaleString()} sessions`}
         />
         <Metric label="Avg turns per session" value={stats.avg_turns_per_session.toFixed(1)} />
@@ -288,12 +307,13 @@ const BenchmarksBody: React.FC<BenchmarksBodyProps> = ({ isPending, error, data,
       </div>
 
       <p className="text-xs text-muted-foreground">
-        Compares your actual routed spend with the estimated cost of using only the most expensive model configured in
-        the auto-router. It accounts for both the cache savings from staying on one model and the added cache costs from
-        switching models. Savings are net of recorded LLM classification cost, which is included in actual spend.
-        Classification cost per 1K turns is averaged over all auto-router turns, including those that skip
-        classification. The range counts whole sessions that overlap it, so totals can differ slightly from the Overall
-        tab, which buckets savings by UTC day.
+        Compares covered turns with the estimated cost of using the router&apos;s highest-tier baseline model. Estimates
+        use registered requests since tracking began, matching cache prefixes and expiry, and the actual response
+        length. Total actual spend includes every turn; savings and baseline spend include only turns with a current
+        estimate, including turns with zero savings. Savings are net of recorded LLM classification cost. Classification
+        cost per 1K turns is averaged over all auto-router turns, including those that skip classification. The range
+        counts whole sessions that overlap it, so totals can differ slightly from the Overall tab, which buckets savings
+        by UTC day.
       </p>
 
       <div className="space-y-4">
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/TierTurnsChart.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/TierTurnsChart.test.tsx
index da4af8baf29..e4417d77463 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/TierTurnsChart.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/TierTurnsChart.test.tsx
@@ -21,6 +21,8 @@ const totalsOnly = {
   avg_session_seconds: 60,
   avg_tokens_per_session: 100,
   spend: 1,
+  savings_estimated_turns: 9,
+  savings_estimated_actual_spend: 1,
   saved_spend: 1,
   baseline_spend: 2,
   saved_pct: 50,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/autoRouterBenchmarks.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/autoRouterBenchmarks.test.ts
index 22d6336e86f..0586163e77e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/autoRouterBenchmarks.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/autoRouterBenchmarks.test.ts
@@ -37,6 +37,8 @@ const totals = (overrides: Partial<AutoRouterBenchmarkGroup> = {}) => ({
   avg_session_seconds: 7560,
   avg_tokens_per_session: 5_300_000,
   spend: 359.86,
+  savings_estimated_turns: overrides.turns ?? 3073,
+  savings_estimated_actual_spend: overrides.spend ?? 359.86,
   classifier_cost: 6.146,
   saved_spend: 2174.59,
   baseline_spend: 2534.45,
diff --git a/ui/litellm-dashboard/src/components/shared/SavingsTiles.tsx b/ui/litellm-dashboard/src/components/shared/SavingsTiles.tsx
index 9b4f1b68bf2..47efa21571a 100644
--- a/ui/litellm-dashboard/src/components/shared/SavingsTiles.tsx
+++ b/ui/litellm-dashboard/src/components/shared/SavingsTiles.tsx
@@ -37,10 +37,10 @@ const SavingsTiles = ({ results, isLoading }: { results: DailyData[]; isLoading:
   return (
     <div className="grid grid-cols-1 gap-6 sm:grid-cols-2 lg:grid-cols-4">
       <SummaryCard
-        label="Total saved"
+        label="Total recorded savings"
         value={usd(totals.total)}
         hint={isLoading ? "Loading..." : "Compression + prompt caching + auto-router"}
-        info="The sum of the three tiles beside it. Its caching term is the LiteLLM-injected share, so this total is what the gateway itself delivered; caching that clients or providers brought on their own appears only in the caching tile's Total figure."
+        info="The sum of recorded savings in the three tiles beside it. Auto-router requests without an estimate are excluded. Its caching term is the LiteLLM-injected share; caching supplied by clients or providers appears only in the caching tile's Total figure."
       />
       <SummaryCard
         label="Compression savings"
@@ -58,8 +58,8 @@ const SavingsTiles = ({ results, isLoading }: { results: DailyData[]; isLoading:
       <SummaryCard
         label="Auto-router savings"
         value={usd(totals.autorouter)}
-        hint="vs. the priciest model it could pick"
-        info="What this traffic would have cost had every request gone to the most expensive model the auto-router can route to, minus what it actually cost. Switching leaves the new model with a cold cache, so it pays to write the prompt again while the baseline is priced as already warm; a route that thrashes the cache can total below zero, and a genuine first turn, where neither side had anything cached, is undercounted."
+        hint="Recorded estimates subtotal"
+        info="Sum of available per-request savings estimates against each router's highest-tier baseline, net of classifier cost. Requests without an estimate contribute nothing to this subtotal; this does not mean they saved zero. Historical records retain the estimator used when they were written. The Auto-router usage tab shows coverage for current estimates."
       />
     </div>
   );
diff --git a/ui/litellm-dashboard/src/components/templates/KeyAutoRouterUsageTab.integration.test.tsx b/ui/litellm-dashboard/src/components/templates/KeyAutoRouterUsageTab.integration.test.tsx
index 1f6a67b27ac..5429c688e17 100644
--- a/ui/litellm-dashboard/src/components/templates/KeyAutoRouterUsageTab.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/KeyAutoRouterUsageTab.integration.test.tsx
@@ -32,6 +32,8 @@ const stats = {
   avg_session_seconds: 30,
   avg_tokens_per_session: 100,
   spend: 1.25,
+  savings_estimated_turns: 4,
+  savings_estimated_actual_spend: 1.25,
   classifier_cost: 0.25,
   saved_spend: 8.75,
   baseline_spend: 10,
diff --git a/ui/litellm-dashboard/src/components/templates/KeySavingsTab.integration.test.tsx b/ui/litellm-dashboard/src/components/templates/KeySavingsTab.integration.test.tsx
index 00cd1e47e10..f6fea8ebe91 100644
--- a/ui/litellm-dashboard/src/components/templates/KeySavingsTab.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/KeySavingsTab.integration.test.tsx
@@ -94,7 +94,7 @@ describe("KeySavingsTab", () => {
 
     renderTab();
 
-    expect(screen.getByTestId("summary-card-total-saved")).toHaveTextContent("$5.40");
+    expect(screen.getByTestId("summary-card-total-recorded-savings")).toHaveTextContent("$5.40");
     expect(screen.getByTestId("summary-card-compression-savings")).toHaveTextContent("$2.00");
     expect(screen.getByTestId("summary-card-compression-savings")).toHaveTextContent("1,000 tokens compressed");
     // the card leads with what LiteLLM's own injection earned and carries the total beneath it,
@@ -102,6 +102,7 @@ describe("KeySavingsTab", () => {
     expect(screen.getByTestId("summary-card-prompt-caching-savings")).toHaveTextContent("$0.40");
     expect(screen.getByTestId("summary-card-prompt-caching-savings")).toHaveTextContent("$1.00Total");
     expect(screen.getByTestId("summary-card-auto-router-savings")).toHaveTextContent("$3.00");
+    expect(screen.getByTestId("summary-card-auto-router-savings")).toHaveTextContent("Recorded estimates subtotal");
   });
 
   it("separates a key with no traffic from one still loading", () => {
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 7aa34c5752c..12be354fd75 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -23822,9 +23822,9 @@ export interface components {
             avg_turns_per_session: number;
             /**
              * Baseline Spend
-             * @description spend plus saved_spend: the estimated single-model cost
+             * @description Estimated single-model cost for covered turns only
              */
-            baseline_spend: number;
+            baseline_spend: number | null;
             cache: components["schemas"]["AutoRouterCacheStats"];
             /**
              * Classifier Cost
@@ -23843,16 +23843,29 @@ export interface components {
             router_type: string;
             /**
              * Saved Pct
-             * @description saved_spend over baseline_spend, as a percentage
+             * @description Covered savings over covered baseline spend, as a percentage
              */
-            saved_pct: number;
-            /** Saved Per Session */
-            saved_per_session: number;
+            saved_pct: number | null;
+            /**
+             * Saved Per Session
+             * @description Average session savings; unavailable unless every turn is covered
+             */
+            saved_per_session: number | null;
             /**
              * Saved Spend
-             * @description Signed dollars saved versus each router's savings baseline (derived from its hardest tier, or the configured override), from the same per-request savings record the usage tab reads
+             * @description Signed savings for covered turns only; null when traffic has no current estimates
              */
-            saved_spend: number;
+            saved_spend: number | null;
+            /**
+             * Savings Estimated Actual Spend
+             * @description Actual spend, including classifier cost, for covered turns only
+             */
+            savings_estimated_actual_spend: number;
+            /**
+             * Savings Estimated Turns
+             * @description Turns covered by the current savings estimator; legacy estimates are excluded
+             */
+            savings_estimated_turns: number;
             /** Sessions */
             sessions: number;
             /**
@@ -23883,9 +23896,9 @@ export interface components {
             avg_turns_per_session: number;
             /**
              * Baseline Spend
-             * @description spend plus saved_spend: the estimated single-model cost
+             * @description Estimated single-model cost for covered turns only
              */
-            baseline_spend: number;
+            baseline_spend: number | null;
             cache: components["schemas"]["AutoRouterCacheStats"];
             /**
              * Classifier Cost
@@ -23894,16 +23907,29 @@ export interface components {
             classifier_cost: number | null;
             /**
              * Saved Pct
-             * @description saved_spend over baseline_spend, as a percentage
+             * @description Covered savings over covered baseline spend, as a percentage
              */
-            saved_pct: number;
-            /** Saved Per Session */
-            saved_per_session: number;
+            saved_pct: number | null;
+            /**
+             * Saved Per Session
+             * @description Average session savings; unavailable unless every turn is covered
+             */
+            saved_per_session: number | null;
             /**
              * Saved Spend
-             * @description Signed dollars saved versus each router's savings baseline (derived from its hardest tier, or the configured override), from the same per-request savings record the usage tab reads
+             * @description Signed savings for covered turns only; null when traffic has no current estimates
              */
-            saved_spend: number;
+            saved_spend: number | null;
+            /**
+             * Savings Estimated Actual Spend
+             * @description Actual spend, including classifier cost, for covered turns only
+             */
+            savings_estimated_actual_spend: number;
+            /**
+             * Savings Estimated Turns
+             * @description Turns covered by the current savings estimator; legacy estimates are excluded
+             */
+            savings_estimated_turns: number;
             /** Sessions */
             sessions: number;
             /**
@@ -24173,21 +24199,21 @@ export interface components {
         AutoRouterSessionResponse: {
             /**
              * Baseline Model
-             * @description The savings baseline most of this session's turns were priced against, recorded turn by turn, so it still names the counterfactual after the router is reconfigured or removed. None when no turn recorded one: rows from before the baseline was recorded, and adaptive and quality routers, which derive no baseline and so report no savings
+             * @description The savings baseline most covered turns were priced against, recorded turn by turn, so it still names the counterfactual after the router is reconfigured or removed. None when no turn recorded one: rows from before the baseline was recorded, and adaptive and quality routers, which derive no baseline and so report no savings
              */
             baseline_model: string | null;
             /**
              * Baseline Models
-             * @description Turns priced against each baseline model; more than one entry means the router's baseline changed mid-session and baseline_spend mixes both
+             * @description Covered turns priced against each baseline model; more than one entry means the router's baseline changed mid-session and baseline_spend mixes both
              */
             baseline_models: {
                 [key: string]: number;
             };
             /**
              * Baseline Spend
-             * @description spend plus saved_spend: the estimated single-model cost
+             * @description Estimated single-model cost; unavailable unless every turn is covered
              */
-            baseline_spend: number;
+            baseline_spend: number | null;
             /**
              * Last Model
              * @description The deployment model the most recent turn was routed to
@@ -24205,9 +24231,24 @@ export interface components {
             router_type: string;
             /**
              * Saved Spend
-             * @description Estimated savings against the baseline, net of classifier cost
+             * @description Estimated savings for covered turns only, net of classifier cost
              */
-            saved_spend: number;
+            saved_spend: number | null;
+            /**
+             * Savings Estimated Actual Spend
+             * @description Actual spend, including classifier cost, for covered turns only
+             */
+            savings_estimated_actual_spend: number;
+            /**
+             * Savings Estimated Baseline Spend
+             * @description Estimated single-model cost for covered turns only
+             */
+            savings_estimated_baseline_spend: number | null;
+            /**
+             * Savings Estimated Turns
+             * @description Turns covered by the current savings estimator; legacy estimates are excluded
+             */
+            savings_estimated_turns: number;
             /** Session Id */
             session_id: string;
             /**

From 5de9fc696190604b0a772f1c362d807e1e95a480 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:49:17 -0700
Subject: [PATCH 090/162] test: give the new proxy_server-global patches a
 test-quality reason

---
 .../send_emails/test_endpoints.py                  |  8 ++++----
 .../proxy/config_resolvers/test_settings_store.py  |  2 +-
 .../test_coordination_redis_endpoints.py           | 14 +++++++-------
 3 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
index 1e7492726ed..c2ae153556d 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
@@ -291,7 +291,7 @@ async def test_save_email_settings_refuses_a_config_owned_email_settings():
     client = _prisma_recording_upserts(upserts)
     proxy_config = _proxy_config_owning({"email_settings": {EmailEvent.new_user_invitation.value: True}})
 
-    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
         with pytest.raises(HTTPException) as refused:
             await _save_email_settings(client, {EmailEvent.new_user_invitation.value: False})
 
@@ -309,8 +309,8 @@ async def test_update_event_settings_surfaces_the_config_owned_refusal(mock_user
         settings=[EmailEventSettings(event=EmailEvent.virtual_key_created, enabled=True)]
     )
 
-    with mock.patch("litellm.proxy.proxy_server.prisma_client", client):
-        with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+    with mock.patch("litellm.proxy.proxy_server.prisma_client", client):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
             with pytest.raises(HTTPException) as refused:
                 await update_event_settings(request=request, user_api_key_dict=mock_user_api_key_auth)
 
@@ -325,7 +325,7 @@ async def test_save_email_settings_still_writes_when_the_config_file_is_silent()
     client = _prisma_recording_upserts(upserts)
     proxy_config = _proxy_config_owning({})
 
-    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):
+    with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
         await _save_email_settings(client, {EmailEvent.new_user_invitation.value: False})
 
     assert len(upserts) == 1
diff --git a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
index c3e30341993..ab1bff67c42 100644
--- a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
+++ b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
@@ -431,7 +431,7 @@ def test_settings_store_truthiness_stops_at_the_first_key() -> None:
         resolutions.append(key)
         return original(self, key)
 
-    with patch.object(SettingsStore, "_resolution_for", counted):
+    with patch.object(SettingsStore, "_resolution_for", counted):  # test-quality-ok: counting resolutions is the only way to observe that truthiness short-circuits
         assert bool(store) is True
         truthiness_resolutions: Final = len(resolutions)
         resolutions.clear()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
index dc703640768..faa8b851db4 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
@@ -636,9 +636,9 @@ async def test_update_refuses_a_config_owned_coordination_redis_block(monkeypatc
     from_file = {"coordination_redis": {"host": "yaml-redis.example.com", "port": 6379}}
 
     with (
-        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
-        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config(from_file)),
-        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config(from_file)),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
     ):
         with pytest.raises(HTTPException) as refused:
             await update_coordination_redis_settings(
@@ -661,10 +661,10 @@ async def test_update_still_persists_when_the_config_file_declares_no_block(monk
         return None
 
     with (
-        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
-        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config({"master_key": "sk-1234"})),
-        patch("litellm.proxy.proxy_server.store_model_in_db", True),
-        patch(
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        patch("litellm.proxy.proxy_server.proxy_config", _real_proxy_config({"master_key": "sk-1234"})),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        patch(  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
             "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
             new=_capture_invalidate,
         ),

From bf9c717d77105b206edbcc5aa43e5c07adcf81ac Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:50:32 -0700
Subject: [PATCH 091/162] test(e2e): stop the config suite locking itself out
 of the shared proxy

Two tests in the config/misc management suite were failing every run against
the Buildkite e2e stack, and one of them took the rest of the build with it.

test_add_allowed_ip_does_not_store_unrelated_config_value posted 127.0.0.1 to
/add/allowed_ip. That route sets the live general_settings["allowed_ips"] that
auth_utils._check_valid_ip reads before it persists anything, and the check is
exact string membership with no CIDR support, so from the moment the POST
returns only 127.0.0.1 can reach the proxy. The runner 403s on its very next
call, and the deferred /delete/allowed_ip sits behind the same auth dependency,
so the cleanup is locked out too and every later test in the build 403s. Build
254's first attempt lost 459 of its 465 failures to that one cascade.

There is no safe way to exercise the route against a shared proxy: nothing
reports the caller's address as the proxy sees it, so a test cannot allowlist
itself first. Move the claim to the route's own TestClient suite, where the
auth dependency is overridden and general_settings is per-test, and record the
route in the module docstring beside /cache/settings and the Vault override so
it is not re-added. save_config's end of the contract was already covered by
test_ProxyConfig_save_config_merges_changed_keys_without_copying_file_settings;
the new test covers the route's end, that what it hands save_config differs
from the loaded config in allowed_ips and nothing else.

The unrelated-key probe also only ever worked on one lane: max_parallel_requests
was added to tests/e2e/gateway/stage_mirror_ci_config.yml and never to the
Buildkite stack's config, where resolve() reports it as "unset" rather than
"config". That key is now unused, so drop it again.

test_config_update_persists_router_setting_to_get wrote router_settings.
num_retries, which both lanes declare in their config file, so the config-
ownership work correctly refuses it with a 400. Switch to retry_after, which is
declared by neither lane, is accepted by /config/update, and is reported back by
GET /router/settings. Verified against a live proxy: max_fallbacks also takes
the write but never reads back, so the read-back poll is what picks the key.
---
 tests/e2e/coverage_registry/mgmt.yaml         |   1 -
 tests/e2e/gateway/stage_mirror_ci_config.yml  |   1 -
 .../test_config_misc_endpoints_e2e.py         | 149 +++++-------------
 .../test_proxy_setting_endpoints.py           |  63 ++++++++
 4 files changed, 102 insertions(+), 112 deletions(-)

diff --git a/tests/e2e/coverage_registry/mgmt.yaml b/tests/e2e/coverage_registry/mgmt.yaml
index 9890902fa5e..85fbd0acd91 100644
--- a/tests/e2e/coverage_registry/mgmt.yaml
+++ b/tests/e2e/coverage_registry/mgmt.yaml
@@ -72,7 +72,6 @@
 - {id: mgmt.callback.list.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "callback_management_endpoints.py", rationale: "Callback config (smoke)"}
 - {id: mgmt.cost_tracking.estimate.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "cost_tracking_settings.py", rationale: "Cost estimate (smoke)"}
 - {id: mgmt.router_settings.update.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "router_settings_endpoints.py", rationale: "Router config (smoke)"}
-- {id: mgmt.config.allowed_ip.changed_key_only, module: mgmt, tier: P2, surface: api, assertions: [persists], source: "proxy_setting_endpoints.py:496", rationale: "An allowed-IP change leaves unrelated file settings out of the DB row"}
 - {id: mgmt.jwt_key_mapping.new.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "jwt_key_mapping_endpoints.py", rationale: "JWT->key mapping (smoke)"}
 - {id: mgmt.compliance.gdpr.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "compliance_endpoints.py", rationale: "GDPR ops (smoke)"}
 - {id: mgmt.tool_management.list.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "tool_management_endpoints.py", rationale: "Tool inventory (smoke)"}
diff --git a/tests/e2e/gateway/stage_mirror_ci_config.yml b/tests/e2e/gateway/stage_mirror_ci_config.yml
index 1b6ae93f461..8c8e64443cb 100644
--- a/tests/e2e/gateway/stage_mirror_ci_config.yml
+++ b/tests/e2e/gateway/stage_mirror_ci_config.yml
@@ -1,5 +1,4 @@
 general_settings:
-  max_parallel_requests: 100
   proxy_batch_write_at: 5
   enable_jwt_auth: true
   litellm_jwtauth:
diff --git a/tests/e2e/management/test_config_misc_endpoints_e2e.py b/tests/e2e/management/test_config_misc_endpoints_e2e.py
index 20e98e993d4..a3be0a64e7f 100644
--- a/tests/e2e/management/test_config_misc_endpoints_e2e.py
+++ b/tests/e2e/management/test_config_misc_endpoints_e2e.py
@@ -7,13 +7,18 @@ so a read-back reflects the change. Router settings, which mutate global proxy
 state, are exercised with a benign, self-restoring change so a shared proxy is left
 as it was found.
 
-Cache settings and the Vault config override are deliberately not covered here.
-Both routes reconfigure the whole proxy: /cache/settings persists what it receives
-into a row that outranks the YAML cache_params and is re-applied on a timer, and
-/config_overrides/hashicorp_vault swaps the process-wide secret manager. Neither can
-be exercised safely against the shared proxy the suites run on, so they need an
-isolated proxy before a test lands. Do not add a read-then-write-back test for
-either one.
+Cache settings, the Vault config override and the allowed-IP routes are deliberately
+not covered here. All three reconfigure the whole proxy: /cache/settings persists what
+it receives into a row that outranks the YAML cache_params and is re-applied on a timer,
+/config_overrides/hashicorp_vault swaps the process-wide secret manager, and
+/add/allowed_ip mutates the live general_settings["allowed_ips"] that
+auth_utils._check_valid_ip reads, so the first call locks every other client out of the
+shared proxy. The allowlist is an exact string match with no CIDR support, and no route
+reports the caller's address as the proxy sees it, so a test cannot allowlist itself
+first; /delete/allowed_ip sits behind the same auth dependency, so the cleanup is locked
+out too and the proxy stays poisoned for the rest of the build. None of the three can be
+exercised safely against the shared proxy the suites run on, so they need an isolated
+proxy before a test lands. Do not add a read-then-write-back test for any of them.
 """
 
 from __future__ import annotations
@@ -21,10 +26,9 @@ from __future__ import annotations
 import math
 import time
 from collections.abc import Callable
-from typing import Final
 
 import pytest
-from pydantic import BaseModel, JsonValue, RootModel
+from pydantic import BaseModel
 
 from e2e_config import unique_marker
 from e2e_http import NoBody, Success, unwrap, unwrap_status
@@ -188,7 +192,7 @@ class JwtKeyMappingResponse(BaseModel):
 
 
 class RouterSettingsPatch(BaseModel):
-    num_retries: int
+    retry_after: int
 
 
 class ConfigUpdateBody(BaseModel):
@@ -199,39 +203,8 @@ class ConfigUpdateResponse(BaseModel):
     message: str
 
 
-class AllowedIpBody(BaseModel):
-    ip: str
-
-
-class ConfigFieldInfoParams(BaseModel):
-    field_name: str
-
-
-class ConfigFieldInfoResponse(BaseModel):
-    field_name: str
-    field_value: JsonValue
-    source: str
-    editable: bool
-
-
-class ConfigListParams(BaseModel):
-    config_type: str
-
-
-class ConfigListEntry(BaseModel):
-    field_name: str
-    field_value: JsonValue
-    stored_in_db: bool | None
-    source: str
-    editable: bool
-
-
-class ConfigListResponse(RootModel[list[ConfigListEntry]]):
-    pass
-
-
 class RouterCurrentValues(BaseModel):
-    num_retries: int | None = None
+    retry_after: int | None = None
 
 
 class RouterSettingsResponse(BaseModel):
@@ -493,17 +466,25 @@ class TestRouterSettings:
     ) -> None:
         """/config/update is the only write path for router_settings (there is no
         dedicated router-settings write route). The change is restored on teardown so
-        the shared proxy keeps its original retry policy."""
-        original = self._read_num_retries(client)
-        assert original is not None, "GET /router/settings did not report num_retries; cannot prove a change"
-        resources.defer(lambda: self._write_num_retries(client, original))
+        the shared proxy keeps its original retry policy.
 
-        target = original + 5
+        retry_after is the subject because it satisfies all three constraints at once:
+        no lane's config file declares it, so the database owns it and the write is not
+        refused as config-owned; it is in RUNTIME_UPDATABLE_ROUTER_SETTINGS, so
+        /config/update accepts it; and it is in ROUTER_SETTINGS_FIELDS backed by an
+        always-set Router attribute, so GET /router/settings reports it for the
+        read-back. Bumping it by one second is the smallest change that proves the
+        round-trip without slowing a concurrent test that hits a retry."""
+        original = self._read_retry_after(client)
+        assert original is not None, "GET /router/settings did not report retry_after; cannot prove a change"
+        resources.defer(lambda: self._write_retry_after(client, original))
+
+        target = original + 1
         response = unwrap(
             client.proxy.transport.post(
                 "/config/update",
                 headers=client.proxy.transport.master,
-                json=ConfigUpdateBody(router_settings=RouterSettingsPatch(num_retries=target)),
+                json=ConfigUpdateBody(router_settings=RouterSettingsPatch(retry_after=target)),
                 response_type=ConfigUpdateResponse,
             )
         )
@@ -513,20 +494,20 @@ class TestRouterSettings:
 
         _ = _poll(
             client,
-            lambda: True if self._read_num_retries(client) == target else None,
-            f"GET /router/settings never reported num_retries {target} after /config/update",
+            lambda: True if self._read_retry_after(client) == target else None,
+            f"GET /router/settings never reported retry_after {target} after /config/update",
         )
 
-        self._write_num_retries(client, original)
+        self._write_retry_after(client, original)
         restored = _poll(
             client,
-            lambda: original if self._read_num_retries(client) == original else None,
-            f"GET /router/settings never returned to the original num_retries {original} after the restore",
+            lambda: original if self._read_retry_after(client) == original else None,
+            f"GET /router/settings never returned to the original retry_after {original} after the restore",
         )
-        assert restored == original, f"router num_retries left at {restored}, expected the original {original}"
+        assert restored == original, f"router retry_after left at {restored}, expected the original {original}"
 
     @staticmethod
-    def _read_num_retries(client: ManagementClient) -> int | None:
+    def _read_retry_after(client: ManagementClient) -> int | None:
         return unwrap(
             client.proxy.transport.get(
                 "/router/settings",
@@ -534,72 +515,20 @@ class TestRouterSettings:
                 params=NoBody(),
                 response_type=RouterSettingsResponse,
             )
-        ).current_values.num_retries
+        ).current_values.retry_after
 
     @staticmethod
-    def _write_num_retries(client: ManagementClient, value: int) -> None:
+    def _write_retry_after(client: ManagementClient, value: int) -> None:
         _ = unwrap(
             client.proxy.transport.post(
                 "/config/update",
                 headers=client.proxy.transport.master,
-                json=ConfigUpdateBody(router_settings=RouterSettingsPatch(num_retries=value)),
+                json=ConfigUpdateBody(router_settings=RouterSettingsPatch(retry_after=value)),
                 response_type=ConfigUpdateResponse,
             )
         )
 
 
-class TestConfigPersistence:
-    @pytest.mark.covers("mgmt.config.allowed_ip.changed_key_only")
-    def test_add_allowed_ip_does_not_store_unrelated_config_value(
-        self, client: ManagementClient, resources: ResourceManager
-    ) -> None:
-        allowed_ip: Final = "127.0.0.1"
-        added: Final = unwrap(
-            client.proxy.transport.post(
-                "/add/allowed_ip",
-                headers=client.proxy.transport.master,
-                json=AllowedIpBody(ip=allowed_ip),
-                response_type=ConfigUpdateResponse,
-            )
-        )
-        resources.defer(
-            lambda: unwrap(
-                client.proxy.transport.post(
-                    "/delete/allowed_ip",
-                    headers=client.proxy.transport.master,
-                    json=AllowedIpBody(ip=allowed_ip),
-                    response_type=ConfigUpdateResponse,
-                )
-            )
-        )
-        assert added.message == f"IP {allowed_ip} address added successfully"
-
-        listed: Final = unwrap(
-            client.proxy.transport.get(
-                "/config/list",
-                headers=client.proxy.transport.master,
-                params=ConfigListParams(config_type="general_settings"),
-                response_type=ConfigListResponse,
-            )
-        )
-        unrelated: Final = next(entry for entry in listed.root if entry.field_name == "max_parallel_requests")
-        assert unrelated.stored_in_db is not True
-        assert unrelated.source == "config"
-        assert unrelated.editable is False
-
-        field_info: Final = unwrap(
-            client.proxy.transport.get(
-                "/config/field/info",
-                headers=client.proxy.transport.master,
-                params=ConfigFieldInfoParams(field_name="max_parallel_requests"),
-                response_type=ConfigFieldInfoResponse,
-            )
-        )
-        assert field_info.source == "config"
-        assert field_info.editable is False
-        assert field_info.field_value == unrelated.field_value
-
-
 class TestMcpServerSubmission:
     @pytest.mark.covers("mgmt.mcp_server.register.happy_path")
     def test_register_submits_pending_server(self, client: ManagementClient, resources: ResourceManager) -> None:
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 58201bd14ce..b01544e54e3 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -2604,6 +2604,69 @@ def test_add_allowed_ip_writes_audit_log(mock_proxy_config, monkeypatch):
         app.dependency_overrides.pop(user_api_key_auth, None)
 
 
+def test_add_allowed_ip_hands_save_config_only_the_changed_general_setting(monkeypatch):
+    """An allowed-IP write must not drag the config file's own general_settings into
+    the database row. This covers the route end of that contract: what /add/allowed_ip
+    hands save_config differs from the loaded config in allowed_ips and nothing else.
+    save_config's end -- that the row it writes holds only those changed keys -- is
+    covered by test_ProxyConfig_save_config_merges_changed_keys_without_copying_file_settings.
+
+    This lives here rather than in the e2e suite because /add/allowed_ip mutates the
+    live general_settings["allowed_ips"] that auth_utils._check_valid_ip reads, so on a
+    shared proxy the first call locks every later request out, cleanup included.
+    """
+    from copy import deepcopy
+    from unittest.mock import AsyncMock, MagicMock
+
+    import litellm.proxy.proxy_server as proxy_server_module
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+    from litellm.proxy.config_resolvers.changed_section_keys import changed_section_keys
+    from litellm.proxy.config_resolvers.settings_store import SettingsStore
+
+    file_settings = {"max_parallel_requests": 100, "proxy_config_reload_interval_seconds": 7}
+    store = SettingsStore("general_settings")
+    store.load_yaml(file_settings)
+    saved = []
+
+    fake_prisma = MagicMock()
+    fake_prisma.db.litellm_auditlog.create = AsyncMock()
+
+    async def _get_config():
+        return {"general_settings": deepcopy(file_settings)}
+
+    async def _save_config(new_config=None):
+        saved.append(new_config)
+        return new_config
+
+    monkeypatch.setattr(proxy_server_module, "prisma_client", fake_prisma)
+    monkeypatch.setattr(proxy_server_module, "store_model_in_db", True)
+    monkeypatch.setattr(proxy_server_module, "premium_user", True)
+    monkeypatch.setattr(proxy_server_module, "general_settings", store)
+    monkeypatch.setattr(proxy_server_module.proxy_config, "get_config", _get_config)
+    monkeypatch.setattr(proxy_server_module.proxy_config, "save_config", _save_config)
+
+    async def _admin_auth():
+        return UserAPIKeyAuth(
+            user_id="config-admin",
+            api_key="hashed-admin-key",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+
+    app.dependency_overrides[user_api_key_auth] = _admin_auth
+    try:
+        resp = client.post("/add/allowed_ip", json={"ip": "203.0.113.77"})
+        assert resp.status_code == 200, resp.text
+
+        assert len(saved) == 1, f"expected exactly one save_config call, got {len(saved)}"
+        changed, removed = changed_section_keys(file_settings, saved[0]["general_settings"])
+        assert dict(changed) == {"allowed_ips": ["203.0.113.77"]}
+        assert removed == frozenset()
+        assert store["allowed_ips"] == ["203.0.113.77"]
+    finally:
+        app.dependency_overrides.pop(user_api_key_auth, None)
+
+
 def test_delete_allowed_ip_writes_deleted_audit_log(monkeypatch):
     """Removing an allowed IP must be audited as a deletion, symmetric with the
     add path."""

From b7bab56d4d8144cfcd764bd052353094f2410627 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:52:28 -0700
Subject: [PATCH 092/162] test(e2e): report safe OAuth failure locations

---
 .github/e2e-stack/assert_tests_ran.py         |  8 ++++++
 .../test_e2e_changed_gate.py                  | 28 +++++++++++++++++++
 tests/e2e/conftest.py                         |  8 ++++++
 3 files changed, 44 insertions(+)

diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index bc299b14af8..1b051f860cc 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -1,4 +1,5 @@
 import os
+import re
 import sys
 import xml.etree.ElementTree as ET
 from pathlib import Path
@@ -45,6 +46,13 @@ def main() -> int:
             if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error")):
                 continue
             _ = sys.stdout.write(f"  failed: {case.get('classname', '')}::{case.get('name', '')}\n")
+            for prop in case.findall("./properties/property"):
+                name = prop.get("name", "")
+                value = prop.get("value", "")
+                if name in ("oauth_failure_phase", "oauth_exception_type", "oauth_frame") and re.fullmatch(
+                    r"[A-Za-z0-9_.:<>-]{1,240}", value
+                ):
+                    _ = sys.stdout.write(f"    {name}: {value}\n")
     if (
         selected
         and not missing
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index 5ae0863baf0..d14f007403b 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -226,3 +226,31 @@ def test_an_unusable_secret_is_named_without_printing_its_value(
     assert unprintable not in result.stderr
     assert result.stdout == ""
     assert not env_path.exists()
+
+
+@pytest.mark.parametrize("phase", ("setup", "call", "teardown"))
+def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Path, phase: str) -> None:
+    suite: Final = ET.Element("testsuite")
+    case: Final = ET.SubElement(suite, "testcase", file=SELECTED[0])
+    private: Final = "private-token-in-exception-message"
+    failure: Final = ET.SubElement(case, "failure", message=private)
+    failure.text = private
+    properties: Final = ET.SubElement(case, "properties")
+    for name, value in (
+        ("oauth_failure_phase", phase),
+        ("oauth_exception_type", "AssertionError"),
+        ("oauth_frame", "oauth_gateway.py:120:start"),
+        ("oauth_frame", f"injected\\n{private}"),
+        ("unrelated_property", private),
+    ):
+        _ = ET.SubElement(properties, "property", name=name, value=value)
+    report: Final = tmp_path / "report.xml"
+    ET.ElementTree(suite).write(report)
+    result: Final = subprocess.run(
+        [sys.executable, str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
+    )
+    assert result.returncode == 1
+    assert f"oauth_failure_phase: {phase}" in result.stdout
+    assert "oauth_exception_type: AssertionError" in result.stdout
+    assert "oauth_frame: oauth_gateway.py:120:start" in result.stdout
+    assert private not in result.stdout + result.stderr
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index 268d517a7fe..b0904e39a1f 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -17,6 +17,7 @@ import functools
 import os
 from collections.abc import Generator, Iterator
 from datetime import datetime, timezone
+from pathlib import Path
 from types import MappingProxyType
 from typing import Final
 
@@ -245,6 +246,13 @@ def pytest_runtest_makereport(
     """Stash the call-phase outcome so teardown can tell a passed test from a
     failed one without re-deriving it."""
     report = yield
+    if item.get_closest_marker("mcp_oauth_live") is not None and call.excinfo is not None:
+        # Publish code locations only, never exception messages, source text or locals.
+        item.user_properties.append(("oauth_failure_phase", report.when))
+        item.user_properties.append(("oauth_exception_type", call.excinfo.type.__name__))
+        for entry in call.excinfo.traceback:
+            item.user_properties.append(("oauth_frame", f"{Path(entry.path).name}:{entry.lineno + 1}:{entry.name}"))
+        report.user_properties = list(item.user_properties)
     if report.when == "call":
         item.stash[_CALL_PASSED] = report.passed
     return report

From e49e6bc660f7490a485d6cc1f6a66514b8ca7e7b Mon Sep 17 00:00:00 2001
From: yassin <yassin@berri.ai>
Date: Sat, 19 Sep 2026 19:54:11 +0000
Subject: [PATCH 093/162] fix(proxy): stop re-sending un-resendable spend
 batches from the Redis buffer

---
 litellm/proxy/db/db_spend_update_writer.py    | 150 ++++++++--
 litellm/proxy/db/exception_handler.py         |  13 +-
 .../proxy/db/test_db_spend_update_writer.py   | 267 ++++++++++++++++++
 .../proxy/db/test_exception_handler.py        |  19 +-
 4 files changed, 424 insertions(+), 25 deletions(-)

diff --git a/litellm/proxy/db/db_spend_update_writer.py b/litellm/proxy/db/db_spend_update_writer.py
index 165486a4669..7a996a86d59 100644
--- a/litellm/proxy/db/db_spend_update_writer.py
+++ b/litellm/proxy/db/db_spend_update_writer.py
@@ -12,7 +12,7 @@ import os
 import random
 import time
 import traceback
-from collections.abc import Mapping, Sequence
+from collections.abc import Callable, Mapping, Sequence
 from datetime import datetime, timedelta, timezone
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Protocol, TypeVar, cast, overload
@@ -166,13 +166,67 @@ class _DailySpendCommit(Protocol[_DailySpendTransactionT]):
 _DATA_REJECTED_SQLSTATE_CLASSES: Final = frozenset({"22", "23"})
 
 
-def _daily_spend_commit_failure_is_requeue_safe(e: Exception) -> bool:
+def _spend_commit_failure_is_requeue_safe(e: Exception) -> bool:
     if isinstance(e, DB_CONNECTION_ERROR_TYPES):
         return isinstance(e, DB_RETRY_SAFE_ERROR_TYPES)
     sqlstate: Final = PrismaDBExceptionHandler.postgres_sqlstate(e)
     return sqlstate is None or sqlstate[:2] not in _DATA_REJECTED_SQLSTATE_CLASSES
 
 
+_SpendTableName = Literal[
+    "user_list_transactions",
+    "end_user_list_transactions",
+    "key_list_transactions",
+    "team_list_transactions",
+    "team_member_list_transactions",
+    "org_list_transactions",
+    "org_member_list_transactions",
+    "project_list_transactions",
+    "tag_list_transactions",
+    "model_access_group_list_transactions",
+    "agent_list_transactions",
+]
+_SPEND_TABLE_COMMIT_ORDER: Final[tuple[_SpendTableName, ...]] = (
+    "user_list_transactions",
+    "end_user_list_transactions",
+    "key_list_transactions",
+    "team_list_transactions",
+    "team_member_list_transactions",
+    "org_list_transactions",
+    "org_member_list_transactions",
+    "project_list_transactions",
+    "tag_list_transactions",
+    "model_access_group_list_transactions",
+    "agent_list_transactions",
+)
+
+
+def _spend_tables_left_to_send(
+    transactions: DBSpendUpdateTransactions,
+    committed: Sequence[_SpendTableName],
+    failure: Exception,
+) -> DBSpendUpdateTransactions | None:
+    in_flight: Final[_SpendTableName | None] = (
+        _SPEND_TABLE_COMMIT_ORDER[len(committed)] if len(committed) < len(_SPEND_TABLE_COMMIT_ORDER) else None
+    )
+    dropped: Final[frozenset[_SpendTableName]] = (
+        frozenset() if in_flight is None or _spend_commit_failure_is_requeue_safe(failure) else frozenset({in_flight})
+    )
+    if dropped and in_flight is not None:
+        spend_log_error(
+            "Spend tracking - dropped %d %s increments: the failed statement may have applied or the "
+            "database refused the data, so re-sending it is not safe. Error: %s",
+            len(cast(dict[str, dict[str, float] | None], transactions).get(in_flight) or ()),
+            in_flight,
+            str(failure),
+            exc=failure,
+        )
+    remaining: Final = {
+        name: (None if name in committed or name in dropped else txns) for name, txns in transactions.items()
+    }
+    return cast(DBSpendUpdateTransactions, remaining) if any(remaining.values()) else None
+
+
 def _timed_request_duration_ms(
     payload: dict | SpendLogsPayload,
     request_status: Literal["success", "failure"],
@@ -1284,6 +1338,7 @@ class DBSpendUpdateWriter:
             verbose_proxy_logger.debug("acquired lock for spend updates")
 
             uncommitted: dict[str, Any] = {}  # mutable-ok: tracks popped categories still needing commit
+            committed_spend_tables: Final[list[_SpendTableName]] = []  # mutable-ok: filled as each table lands
 
             try:
                 (
@@ -1323,12 +1378,19 @@ class DBSpendUpdateWriter:
                         len(db_spend_update_transactions.get("agent_list_transactions") or ()),
                         len(db_spend_update_transactions.get("model_access_group_list_transactions") or ()),
                     )
-                    await self._commit_spend_updates_to_db(
-                        prisma_client=prisma_client,
-                        n_retry_times=n_retry_times,
-                        proxy_logging_obj=proxy_logging_obj,
-                        db_spend_update_transactions=db_spend_update_transactions,
-                    )
+                    try:
+                        await self._commit_spend_updates_to_db(
+                            prisma_client=prisma_client,
+                            n_retry_times=n_retry_times,
+                            proxy_logging_obj=proxy_logging_obj,
+                            db_spend_update_transactions=db_spend_update_transactions,
+                            on_table_committed=committed_spend_tables.append,
+                        )
+                    except Exception as e:
+                        uncommitted["db_spend_update_transactions"] = _spend_tables_left_to_send(
+                            db_spend_update_transactions, committed_spend_tables, e
+                        )
+                        raise
                 uncommitted.pop("db_spend_update_transactions", None)
 
                 if daily_spend_update_transactions is not None:
@@ -1376,10 +1438,22 @@ class DBSpendUpdateWriter:
                     )
                 uncommitted.pop("daily_agent_spend_update_transactions", None)
                 if window_spend_update_transactions is not None:
-                    await DBSpendUpdateWriter._commit_window_spend_updates(
-                        prisma_client=prisma_client,
-                        window_spend_transactions=window_spend_update_transactions,
-                    )
+                    try:
+                        await DBSpendUpdateWriter._commit_window_spend_updates(
+                            prisma_client=prisma_client,
+                            window_spend_transactions=window_spend_update_transactions,
+                        )
+                    except Exception as e:
+                        if not _spend_commit_failure_is_requeue_safe(e):
+                            uncommitted.pop("window_spend_update_transactions", None)
+                            spend_log_error(
+                                "Spend tracking - dropped %d budget window increments: the failed statement may have "
+                                "applied or the database refused the data, so re-sending it is not safe. Error: %s",
+                                len(window_spend_update_transactions),
+                                str(e),
+                                exc=e,
+                            )
+                        raise
                 uncommitted.pop("window_spend_update_transactions", None)
             except Exception as e:
                 spend_log_error(
@@ -1523,14 +1597,23 @@ class DBSpendUpdateWriter:
                 window_spend_transactions=window_spend_update_transactions,
             )
         except Exception as e:  # noqa: BLE001  # the increments go back on the queue; the rest of the flush must run
-            spend_log_error(
-                "Spend tracking - failed to commit budget window spend updates. "
-                "Re-queued %d window increments for retry on next tick. Error: %s",
-                len(window_spend_update_transactions),
-                str(e),
-                exc=e,
-            )
-            await self.window_spend_update_queue.update_queue.put(window_spend_update_transactions)
+            if _spend_commit_failure_is_requeue_safe(e):
+                spend_log_error(
+                    "Spend tracking - failed to commit budget window spend updates. "
+                    "Re-queued %d window increments for retry on next tick. Error: %s",
+                    len(window_spend_update_transactions),
+                    str(e),
+                    exc=e,
+                )
+                await self.window_spend_update_queue.update_queue.put(window_spend_update_transactions)
+            else:
+                spend_log_error(
+                    "Spend tracking - dropped %d budget window increments: the failed statement may have "
+                    "applied or the database refused the data, so re-sending it is not safe. Error: %s",
+                    len(window_spend_update_transactions),
+                    str(e),
+                    exc=e,
+                )
 
         ################## Tool Registry Upserts ##################
         await self._flush_tool_discovery_queue(prisma_client=prisma_client)
@@ -1688,6 +1771,7 @@ class DBSpendUpdateWriter:
         n_retry_times: int,
         proxy_logging_obj: ProxyLogging,
         db_spend_update_transactions: DBSpendUpdateTransactions,
+        on_table_committed: Callable[[_SpendTableName], None] | None = None,
     ):
         """
         Commits all the spend `UPDATE` transactions to the Database
@@ -1721,6 +1805,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("user_list_transactions")
 
         ### UPDATE END-USER TABLE ###
         end_user_list_transactions: Final = db_spend_update_transactions["end_user_list_transactions"]
@@ -1732,6 +1818,8 @@ class DBSpendUpdateWriter:
                 proxy_logging_obj=proxy_logging_obj,
                 end_user_list_transactions=end_user_list_transactions,
             )
+        if on_table_committed is not None:
+            on_table_committed("end_user_list_transactions")
         ### UPDATE KEY TABLE ###
         key_list_transactions: Final = db_spend_update_transactions["key_list_transactions"]
         verbose_proxy_logger.debug("KEY Spend transactions: %s", key_list_transactions)
@@ -1761,6 +1849,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("key_list_transactions")
 
         ### UPDATE TEAM TABLE ###
         team_list_transactions: Final = db_spend_update_transactions["team_list_transactions"]
@@ -1789,6 +1879,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("team_list_transactions")
 
         ### UPDATE TEAM Membership TABLE with spend ###
         team_member_list_transactions: Final = db_spend_update_transactions["team_member_list_transactions"]
@@ -1817,6 +1909,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+            if on_table_committed is not None:
+                on_table_committed("team_member_list_transactions")
 
             # Invalidate cache for updated team memberships
             # This ensures budget checks read fresh spend data from the database
@@ -1829,6 +1923,8 @@ class DBSpendUpdateWriter:
                         verbose_proxy_logger.debug(
                             "Invalidated team membership cache for user_id=%s, team_id=%s", user_id, team_id
                         )
+        elif on_table_committed is not None:
+            on_table_committed("team_member_list_transactions")
 
         ### UPDATE ORG TABLE ###
         org_list_transactions: Final = db_spend_update_transactions["org_list_transactions"]
@@ -1854,6 +1950,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("org_list_transactions")
 
         org_member_list_transactions: Final = db_spend_update_transactions.get("org_member_list_transactions")
         verbose_proxy_logger.debug("Org Membership Spend transactions: %s", org_member_list_transactions)
@@ -1877,6 +1975,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("org_member_list_transactions")
 
         ### UPDATE PROJECT TABLE ###
         project_list_transactions: Final = db_spend_update_transactions.get("project_list_transactions")
@@ -1889,6 +1989,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("project_list_transactions")
         await DBSpendUpdateWriter._invalidate_project_caches(
             project_ids=tuple(project_list_transactions or ()),
             proxy_logging_obj=proxy_logging_obj,
@@ -1905,6 +2007,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("tag_list_transactions")
 
         ### UPDATE MODEL ACCESS GROUP TABLE ###
         model_access_group_list_transactions: Final = db_spend_update_transactions.get(
@@ -1919,6 +2023,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("model_access_group_list_transactions")
 
         ### UPDATE AGENT TABLE ###
         agent_list_transactions: Final = db_spend_update_transactions["agent_list_transactions"]
@@ -1931,6 +2037,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("agent_list_transactions")
 
     @staticmethod
     async def _invalidate_project_caches(project_ids: Sequence[str], proxy_logging_obj: ProxyLogging | None) -> None:
@@ -2140,7 +2248,7 @@ class DBSpendUpdateWriter:
                             sql, params = build_bulk_upsert(table=table, batch=merged_batch)
                             await prisma_client.db.execute_raw(sql, *params)
                         except Exception as batch_error:
-                            if _daily_spend_commit_failure_is_requeue_safe(batch_error):
+                            if _spend_commit_failure_is_requeue_safe(batch_error):
                                 spend_log_error(
                                     "Daily %s spend batch upsert failed. Table: %s, Rows: %d, Error: %s",
                                     entity_type,
diff --git a/litellm/proxy/db/exception_handler.py b/litellm/proxy/db/exception_handler.py
index 460bf5db3b1..9146f234570 100644
--- a/litellm/proxy/db/exception_handler.py
+++ b/litellm/proxy/db/exception_handler.py
@@ -1,3 +1,4 @@
+import re
 from collections.abc import Awaitable, Callable, Iterator
 from typing import Any, Final, TypeVar
 
@@ -20,6 +21,7 @@ _TRANSIENT_DB_UNAVAILABLE_MESSAGE: Final = (
 )
 
 _DATABASE_ERROR_META: Final = TypeAdapter(dict[str, object])
+_BATCH_POSTGRES_ERROR_CODE: Final = re.compile(r'PostgresError \{ code: "([0-9A-Z]{5})"')
 
 
 def _exception_chain(e: BaseException) -> Iterator[BaseException]:
@@ -40,6 +42,13 @@ def _database_service_unavailable_errors(e: BaseException) -> tuple[Exception, .
     )
 
 
+def _batch_postgres_sqlstate(e: Exception) -> str | None:
+    """The SQLSTATE a batched statement failed with: prisma reports those without a
+    ``meta`` payload and only prints the connector error into the message."""
+    match: Final = _BATCH_POSTGRES_ERROR_CODE.search(str(e))
+    return match.group(1) if match is not None else None
+
+
 def _exception_types(*candidates: object) -> tuple[type[BaseException], ...]:
     """Keep only the real exception classes among ``candidates``.
 
@@ -235,9 +244,9 @@ class PrismaDBExceptionHandler:
         try:
             meta: Final = _DATABASE_ERROR_META.validate_python(getattr(e, "meta", None))
         except ValidationError:
-            return None
+            return _batch_postgres_sqlstate(e)
         code: Final = meta.get("code")
-        return code if isinstance(code, str) else None
+        return code if isinstance(code, str) else _batch_postgres_sqlstate(e)
 
     @staticmethod
     def is_read_only_transaction_error(e: Exception) -> bool:
diff --git a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
index d08ff77f364..d65acb1f9b7 100644
--- a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
+++ b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
@@ -14,6 +14,7 @@ from unittest.mock import AsyncMock, MagicMock, call, patch
 
 import httpx
 import pytest
+from prisma.errors import DataError as PrismaDataError
 from prisma.errors import RawQueryError
 from redis.exceptions import DataError
 
@@ -24,6 +25,8 @@ from litellm.proxy.db.db_spend_update_writer import (
     _TEAM_ADVISORY_LOCK_SQL,
     _TEAM_MEMBER_SPEND_SQL,
     DBSpendUpdateWriter,
+    _SpendTableName,
+    _spend_tables_left_to_send,
 )
 from litellm.proxy.db.db_transaction_queue.spend_update_queue import SpendUpdateQueue
 from litellm.proxy.db.db_transaction_queue.window_spend_update_queue import (
@@ -3007,6 +3010,29 @@ def _postgres_rejection(sqlstate: str) -> RawQueryError:
     )
 
 
+def _batched_postgres_rejection(sqlstate: str) -> PrismaDataError:
+    return PrismaDataError(
+        data={
+            "user_facing_error": {
+                "is_panic": False,
+                "message": "Error occurred during query execution:\nConnectorError(ConnectorError { "
+                f'user_facing_error: None, kind: QueryError(PostgresError {{ code: "{sqlstate}", '
+                'message: "db error", severity: "ERROR" }) })',
+                "batch_request_idx": 0,
+            }
+        }
+    )
+
+
+_REQUEUE_SAFETY_CASES: Final = [
+    pytest.param(httpx.ReadTimeout("no reply"), False, id="reply lost after the statement was sent"),
+    pytest.param(httpx.ConnectError("refused"), True, id="statement never reached the database"),
+    pytest.param(_postgres_rejection("23514"), False, id="postgres refused a constraint violation"),
+    pytest.param(_batched_postgres_rejection("23514"), False, id="postgres refused a batched constraint violation"),
+    pytest.param(_postgres_rejection("42P01"), True, id="table missing"),
+]
+
+
 @pytest.mark.parametrize(
     ("failure", "lands_on_the_next_tick"),
     [
@@ -3175,6 +3201,169 @@ async def test_failed_window_spend_commit_from_redis_is_restored_to_redis():
     db_writer.pod_lock_manager.release_lock.assert_awaited_once()
 
 
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_per_entity_increment_from_redis_restores_only_what_may_still_be_sent(
+    failure: Exception, safe_to_resend: bool
+):
+    db_writer = DBSpendUpdateWriter()
+    db_spend_transactions = _empty_spend_transactions(
+        user_list_transactions={"user-1": 1.5},
+        key_list_transactions={"key-1": 1.5},
+        team_list_transactions={"team-1": 1.5},
+    )
+    mock_redis_update_buffer = AsyncMock()
+    mock_redis_update_buffer.get_all_transactions_from_redis_buffer_pipeline = AsyncMock(
+        return_value=(db_spend_transactions, None, None, None, None, None, None)
+    )
+    mock_redis_update_buffer.restore_transactions_to_redis = AsyncMock()
+    db_writer.redis_update_buffer = mock_redis_update_buffer
+    db_writer.pod_lock_manager = AsyncMock()
+    db_writer.pod_lock_manager.acquire_lock = AsyncMock(return_value=True)
+
+    mock_batcher = MagicMock()
+    for table_name in (
+        "litellm_usertable",
+        "litellm_verificationtoken",
+        "litellm_teamtable",
+        "litellm_teammembership",
+        "litellm_organizationtable",
+        "litellm_organizationmembership",
+        "litellm_projecttable",
+        "litellm_tagtable",
+        "litellm_modelaccessgroupbudgettable",
+        "litellm_agentstable",
+    ):
+        setattr(mock_batcher, table_name, MagicMock())
+    mock_batcher.litellm_verificationtoken.update_many.side_effect = failure
+
+    class _BatchContext:
+        async def __aenter__(self):
+            return mock_batcher
+
+        async def __aexit__(self, exc_type, exc_value, traceback):
+            return False
+
+    class _Transaction:
+        def batch_(self):
+            return _BatchContext()
+
+        async def __aenter__(self):
+            return self
+
+        async def __aexit__(self, exc_type, exc_value, traceback):
+            return False
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_Transaction())
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.failure_handler = AsyncMock()
+
+    with patch(  # test-quality-ok: retry sleeps are disabled to exercise ConnectError without waiting
+        "litellm.proxy.db.db_spend_update_writer.asyncio.sleep",
+        new_callable=AsyncMock,
+    ):
+        await db_writer._commit_spend_updates_to_db_with_redis(
+            prisma_client=mock_prisma_client,
+            n_retry_times=0,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+
+    mock_redis_update_buffer.restore_transactions_to_redis.assert_awaited_once()
+    restored = mock_redis_update_buffer.restore_transactions_to_redis.call_args.kwargs[
+        "db_spend_update_transactions"
+    ]
+    assert restored["user_list_transactions"] is None
+    assert restored["team_list_transactions"] == {"team-1": 1.5}
+    assert restored["key_list_transactions"] == ({"key-1": 1.5} if safe_to_resend else None)
+    mock_batcher.litellm_usertable.update_many.assert_called_once()
+
+
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_window_spend_commit_from_redis_is_restored_only_when_safe_to_resend(
+    failure: Exception, safe_to_resend: bool
+):
+    db_writer = DBSpendUpdateWriter()
+    window_transactions = (
+        build_window_spend_transaction(
+            entity_type="team",
+            entity_id="team-1",
+            window_duration="7d",
+            window_start=datetime(2026, 8, 1, tzinfo=timezone.utc),
+            spend=2.0,
+        ),
+    )
+    mock_redis_update_buffer = AsyncMock()
+    mock_redis_update_buffer.get_all_transactions_from_redis_buffer_pipeline = AsyncMock(
+        return_value=(None, None, None, None, None, None, window_transactions)
+    )
+    mock_redis_update_buffer.restore_transactions_to_redis = AsyncMock()
+    db_writer.redis_update_buffer = mock_redis_update_buffer
+    db_writer.pod_lock_manager = AsyncMock()
+    db_writer.pod_lock_manager.acquire_lock = AsyncMock(return_value=True)
+    db = _WindowSpendFakeDB()
+    db.query_raw = AsyncMock(side_effect=failure)
+
+    await db_writer._commit_spend_updates_to_db_with_redis(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert _window_spend_upserts(db) == []
+    if safe_to_resend:
+        mock_redis_update_buffer.restore_transactions_to_redis.assert_awaited_once_with(
+            window_spend_update_transactions=window_transactions
+        )
+    else:
+        mock_redis_update_buffer.restore_transactions_to_redis.assert_not_awaited()
+    db_writer.pod_lock_manager.release_lock.assert_awaited_once()
+
+
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_window_spend_commit_is_requeued_only_when_the_rows_are_provably_uncommitted(
+    failure: Exception, safe_to_resend: bool
+):
+    class _WindowSpendFailureDB(_WindowSpendFakeDB):
+        def __init__(self, failure: Exception | None) -> None:
+            super().__init__()
+            self.failure = failure
+
+        async def query_raw(self, query, *args):
+            if self.failure is not None:
+                raise self.failure
+            return await super().query_raw(query, *args)
+
+    db_writer = DBSpendUpdateWriter()
+    transaction = build_window_spend_transaction(
+        entity_type="key",
+        entity_id="hashed-token",
+        window_duration="30d",
+        window_start=datetime(2026, 8, 1, tzinfo=timezone.utc),
+        spend=0.5,
+    )
+    await db_writer.window_spend_update_queue.add_update(transaction)
+    db = _WindowSpendFailureDB(failure)
+    db_writer._flush_tool_discovery_queue = AsyncMock()
+
+    await db_writer._commit_spend_updates_to_db_without_redis_buffer(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+    db.failure = None
+    await db_writer._commit_spend_updates_to_db_without_redis_buffer(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert len(_window_spend_upserts(db)) == (1 if safe_to_resend else 0)
+    assert db_writer.window_spend_update_queue.update_queue.empty()
+
+
 @pytest.mark.asyncio
 async def test_commit_spend_updates_to_db_does_not_stamp_key_settings_updated_at():
     """Spend flushes must leave settings_updated_at alone, or it decays into
@@ -3239,6 +3428,84 @@ async def test_commit_spend_updates_to_db_does_not_stamp_key_settings_updated_at
     assert call_kwargs["data"]["spend"] == {"increment": response_cost}
 
 
+@pytest.mark.asyncio
+async def test_commit_spend_updates_to_db_reports_each_completed_table():
+    db_writer = DBSpendUpdateWriter()
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_good_tx(MagicMock()))
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.call_details = {}
+    on_table_committed = MagicMock()
+
+    await db_writer._commit_spend_updates_to_db(
+        prisma_client=mock_prisma_client,
+        n_retry_times=0,
+        proxy_logging_obj=proxy_logging_obj,
+        db_spend_update_transactions=_empty_spend_transactions(
+            org_member_list_transactions={},
+            project_list_transactions={},
+            model_access_group_list_transactions={},
+        ),
+        on_table_committed=on_table_committed,
+    )
+
+    assert on_table_committed.call_args_list == [
+        call("user_list_transactions"),
+        call("end_user_list_transactions"),
+        call("key_list_transactions"),
+        call("team_list_transactions"),
+        call("team_member_list_transactions"),
+        call("org_list_transactions"),
+        call("org_member_list_transactions"),
+        call("project_list_transactions"),
+        call("tag_list_transactions"),
+        call("model_access_group_list_transactions"),
+        call("agent_list_transactions"),
+    ]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "transactions, table",
+    [
+        pytest.param(
+            {"team_member_list_transactions": {"team_id::t1::user_id::u1": 0.5}},
+            "team_member_list_transactions",
+            id="team membership spend landed before its cache invalidation failed",
+        ),
+        pytest.param(
+            {"project_list_transactions": {"p1": 0.5}},
+            "project_list_transactions",
+            id="project spend landed before its cache invalidation failed",
+        ),
+    ],
+)
+async def test_commit_spend_updates_to_db_reports_table_committed_before_cache_invalidation(
+    transactions: dict[str, dict[str, float]], table: _SpendTableName
+):
+    db_writer = DBSpendUpdateWriter()
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_good_tx(MagicMock()))
+    user_api_key_cache = MagicMock()
+    user_api_key_cache.async_delete_cache = AsyncMock(side_effect=ConnectionError("redis down"))
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.call_details = {"user_api_key_cache": user_api_key_cache}
+    committed = []
+
+    with pytest.raises(ConnectionError):
+        await db_writer._commit_spend_updates_to_db(
+            prisma_client=mock_prisma_client,
+            n_retry_times=0,
+            proxy_logging_obj=proxy_logging_obj,
+            db_spend_update_transactions=_empty_spend_transactions(**transactions),
+            on_table_committed=committed.append,
+        )
+
+    user_api_key_cache.async_delete_cache.assert_awaited_once()
+    assert committed[-1] == table
+    assert _spend_tables_left_to_send(_empty_spend_transactions(**transactions), committed, ConnectionError()) is None
+
+
 @pytest.mark.asyncio
 async def test_daily_transaction_internal_call_keeps_spend_but_not_request_counts():
     """Internal sub-calls (auto-router classifier, shadow eval's shadow and judge) bill
diff --git a/tests/test_litellm/proxy/db/test_exception_handler.py b/tests/test_litellm/proxy/db/test_exception_handler.py
index f7cc5e3ed83..613ca847115 100644
--- a/tests/test_litellm/proxy/db/test_exception_handler.py
+++ b/tests/test_litellm/proxy/db/test_exception_handler.py
@@ -677,13 +677,28 @@ def test_is_deadlock_error_excludes_non_deadlocks(error):
         (RawQueryError(data={"user_facing_error": {"error_code": "P2010", "meta": {"message": "m"}}}), None),
         (RawQueryError(data={"user_facing_error": {"error_code": "P2010", "meta": {"code": 42, "message": "m"}}}), None),
         (prisma_errors.DataError(data={"user_facing_error": {"meta": None}}), None),
+        (
+            prisma_errors.DataError(
+                data={
+                    "user_facing_error": {
+                        "is_panic": False,
+                        "message": "Error occurred during query execution:\nConnectorError(ConnectorError { "
+                        'user_facing_error: None, kind: QueryError(PostgresError { code: "23514", '
+                        'message: "new row violates check constraint", severity: "ERROR" }) })',
+                        "batch_request_idx": 0,
+                    }
+                }
+            ),
+            "23514",
+        ),
         (PrismaError("db error"), None),
         (httpx.ReadTimeout("no reply"), None),
     ],
 )
 def test_postgres_sqlstate_reads_the_code_prisma_attached_to_the_failed_statement(error: Exception, sqlstate: str | None):
-    """Only a prisma data error carrying Postgres's own error code yields a SQLSTATE; a
-    codeless or malformed payload, an engine-level error, and a transport error yield None."""
+    """Only a prisma data error carrying Postgres's own error code yields a SQLSTATE, whether in ``meta``
+    or, for a batched statement, only in the message; a codeless or malformed payload, an engine-level
+    error, and a transport error yield None."""
     assert PrismaDBExceptionHandler.postgres_sqlstate(error) == sqlstate
 
 

From 9075cafb98e3b22c0bedce288217039ce3058698 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 12:55:14 -0700
Subject: [PATCH 094/162] fix(auth): serve the last-known org through a
 database outage

A JWT whose team sits in an org resolves the org on every request, and the
org row is cached for only DEFAULT_IN_MEMORY_TTL seconds while the team and
user rows ride the 60s management-object TTL. A few seconds into a database
outage the org lookup failed closed and that traffic got 503s while the same
request through a virtual key kept succeeding on its cached team.

get_org_object now also keeps a last-known copy of the org row under the
management-object TTL, and get_org_object_for_request serves that copy when
the database is unreachable, so JWT traffic degrades the same way the team
lookup does. A missing copy keeps the previous behaviour: fail closed unless
allow_requests_on_db_unavailable is set.
---
 litellm/proxy/auth/auth_checks.py             | 30 +++++++++---
 .../proxy/auth/test_auth_checks.py            | 48 +++++++++++++++++++
 2 files changed, 71 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index c92d8a1a543..161a91f648d 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -4008,10 +4008,21 @@ async def get_org_object(
         model_type=LiteLLM_OrganizationTable,
         ttl=DEFAULT_IN_MEMORY_TTL,
     )
+    if include_budget_table:
+        await user_api_key_cache.async_set_cache(
+            key=_last_known_org_cache_key(org_id),
+            value=_org_obj,
+            model_type=LiteLLM_OrganizationTable,
+            ttl=get_management_object_ttl(user_api_key_cache),
+        )
 
     return _org_obj
 
 
+def _last_known_org_cache_key(org_id: str) -> str:
+    return f"org_id:{org_id}:with_budget:last_known"
+
+
 async def get_org_object_for_request(
     org_id: str,
     prisma_client: PrismaClient,
@@ -4031,13 +4042,18 @@ async def get_org_object_for_request(
     except OrganizationNotFoundError:
         return None
     except Exception as e:  # noqa: BLE001  # only a DB outage may fail auth here, anything else degrades to no org limits
-        if (
-            PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e)
-            and not PrismaDBExceptionHandler.should_allow_request_on_db_unavailable()
-        ):
-            raise
-        verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
-        return None
+        if not PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e):
+            verbose_proxy_logger.debug("org lookup failed, continuing without org limits", exc_info=True)
+            return None
+        last_known_org: Final = await user_api_key_cache.async_get_cache(
+            key=_last_known_org_cache_key(org_id),
+            model_type=LiteLLM_OrganizationTable,
+        )
+        if last_known_org is not None:
+            return last_known_org
+        if PrismaDBExceptionHandler.should_allow_request_on_db_unavailable():
+            return None
+        raise
 
 
 async def _get_resources_from_access_groups(
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 1ae986db23b..08764ad5b18 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -6087,6 +6087,54 @@ async def test_organization_budget_check_carries_org_state_on_the_token():
     assert token.org_budget_snapshot == OrgBudgetSnapshot(spend=12.5, max_budget=100.0)
 
 
+@pytest.mark.asyncio
+async def test_get_org_object_for_request_serves_last_known_org_through_db_outage():
+    """A JWT whose team sits in an org resolves the org on every request, and the org row
+    is cached for only DEFAULT_IN_MEMORY_TTL seconds while the team and user rows ride the
+    60s management-object TTL. Without a last-known copy, a DB outage a few seconds old
+    turned that traffic into 503s while the same request through a virtual key kept
+    succeeding on its cached team."""
+    from litellm.proxy.auth.auth_checks import get_org_object_for_request
+
+    org_row = MagicMock()
+    org_row.model_dump = lambda: {
+        "organization_id": "org-1",
+        "organization_alias": "platform-org",
+        "budget_id": "b1",
+        "created_by": "admin",
+        "updated_by": "admin",
+        "litellm_budget_table": {"budget_id": "b1", "max_budget": 50.0, "tpm_limit": 700, "rpm_limit": 7},
+    }
+    prisma_client = MagicMock()
+    prisma_client.db.litellm_organizationtable.find_unique = AsyncMock(
+        side_effect=[org_row, ConnectionRefusedError("db unavailable")]
+    )
+    user_api_key_cache = UserApiKeyCache()
+
+    async def _lookup():
+        return await get_org_object_for_request(
+            org_id="org-1",
+            prisma_client=prisma_client,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+        )
+
+    with patch("litellm.proxy.proxy_server.general_settings", {}):  # test-quality-ok: the outage fallback reads this module global; no dependency injection seam exists
+        warm = await _lookup()
+        assert warm is not None and warm.organization_alias == "platform-org"
+        await user_api_key_cache.async_delete_cache("org_id:org-1:with_budget")
+
+        during_outage = await _lookup()
+
+    assert prisma_client.db.litellm_organizationtable.find_unique.await_count == 2
+    assert during_outage is not None
+    assert during_outage.organization_alias == "platform-org"
+    assert during_outage.litellm_budget_table is not None
+    assert during_outage.litellm_budget_table.rpm_limit == 7
+    assert during_outage.litellm_budget_table.max_budget == 50.0
+
+
 @pytest.mark.parametrize(
     "max_budget, spend, expect_blocked",
     [

From 3c6a2f258a8017425fc0d53587c9b97daf3133c0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 12:56:51 -0700
Subject: [PATCH 095/162] test(proxy): capture the saved config with an
 AsyncMock instead of a mutable list

Greptile flagged the unannotated list and append against the repository's
immutable-state and Final-local rules (LIT001/LIT010). Recording the call on an
AsyncMock removes the accumulator entirely and matches how the neighbouring
audit-log tests in this file read their captured arguments.
---
 .../test_proxy_setting_endpoints.py           | 26 +++++++++----------
 1 file changed, 12 insertions(+), 14 deletions(-)

diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index b01544e54e3..47bb1ad5a81 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -2615,7 +2615,8 @@ def test_add_allowed_ip_hands_save_config_only_the_changed_general_setting(monke
     live general_settings["allowed_ips"] that auth_utils._check_valid_ip reads, so on a
     shared proxy the first call locks every later request out, cleanup included.
     """
-    from copy import deepcopy
+    from types import MappingProxyType
+    from typing import Final
     from unittest.mock import AsyncMock, MagicMock
 
     import litellm.proxy.proxy_server as proxy_server_module
@@ -2624,27 +2625,23 @@ def test_add_allowed_ip_hands_save_config_only_the_changed_general_setting(monke
     from litellm.proxy.config_resolvers.changed_section_keys import changed_section_keys
     from litellm.proxy.config_resolvers.settings_store import SettingsStore
 
-    file_settings = {"max_parallel_requests": 100, "proxy_config_reload_interval_seconds": 7}
-    store = SettingsStore("general_settings")
+    file_settings: Final = MappingProxyType({"max_parallel_requests": 100, "proxy_config_reload_interval_seconds": 7})
+    store: Final = SettingsStore("general_settings")
     store.load_yaml(file_settings)
-    saved = []
 
-    fake_prisma = MagicMock()
+    fake_prisma: Final = MagicMock()
     fake_prisma.db.litellm_auditlog.create = AsyncMock()
+    save_config: Final = AsyncMock(side_effect=lambda new_config: new_config)
 
     async def _get_config():
-        return {"general_settings": deepcopy(file_settings)}
-
-    async def _save_config(new_config=None):
-        saved.append(new_config)
-        return new_config
+        return {"general_settings": dict(file_settings)}
 
     monkeypatch.setattr(proxy_server_module, "prisma_client", fake_prisma)
     monkeypatch.setattr(proxy_server_module, "store_model_in_db", True)
     monkeypatch.setattr(proxy_server_module, "premium_user", True)
     monkeypatch.setattr(proxy_server_module, "general_settings", store)
     monkeypatch.setattr(proxy_server_module.proxy_config, "get_config", _get_config)
-    monkeypatch.setattr(proxy_server_module.proxy_config, "save_config", _save_config)
+    monkeypatch.setattr(proxy_server_module.proxy_config, "save_config", save_config)
 
     async def _admin_auth():
         return UserAPIKeyAuth(
@@ -2655,11 +2652,12 @@ def test_add_allowed_ip_hands_save_config_only_the_changed_general_setting(monke
 
     app.dependency_overrides[user_api_key_auth] = _admin_auth
     try:
-        resp = client.post("/add/allowed_ip", json={"ip": "203.0.113.77"})
+        resp: Final = client.post("/add/allowed_ip", json={"ip": "203.0.113.77"})
         assert resp.status_code == 200, resp.text
 
-        assert len(saved) == 1, f"expected exactly one save_config call, got {len(saved)}"
-        changed, removed = changed_section_keys(file_settings, saved[0]["general_settings"])
+        save_config.assert_awaited_once()
+        persisted: Final = save_config.await_args.kwargs["new_config"]["general_settings"]
+        changed, removed = changed_section_keys(file_settings, persisted)
         assert dict(changed) == {"allowed_ips": ["203.0.113.77"]}
         assert removed == frozenset()
         assert store["allowed_ips"] == ["203.0.113.77"]

From c8e0f2ddb4452f7cf1704a640f903129e16d0a58 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 12:59:48 -0700
Subject: [PATCH 096/162] docs: stop advertising sk-1234 as the master key in
 shipped configs and examples

Shipped proxy configs now read general_settings.master_key from
os.environ/LITELLM_MASTER_KEY, the .env examples ship a blank value with
the openssl generate command above it, and READMEs, the missing env vars
page and Admin UI code snippets show a generate command or the
<your-master-key> placeholder instead of the literal sk-1234

The two CircleCI docker runs that mount proxy_server_config.yaml and
oai_misc_config.yaml now pass LITELLM_MASTER_KEY so their runtime key is
unchanged
---
 .circleci/config.yml                                 |  2 ++
 .env.example                                         |  3 ++-
 CONTRIBUTING.md                                      |  5 ++++-
 README.md                                            |  6 +++---
 docker/.env.example                                  |  3 ++-
 litellm/anthropic_interface/readme.md                |  2 +-
 litellm/containers/README.md                         |  9 +++++----
 litellm/integrations/bitbucket/README.md             |  2 +-
 litellm/integrations/gitlab/README.md                |  2 +-
 litellm/proxy/_new_secret_config.yaml                |  2 +-
 litellm/proxy/common_utils/admin_ui_utils.py         |  3 ++-
 litellm/proxy/dev_config.yaml                        |  2 +-
 .../example_config_yaml/adaptive_router_example.yaml |  2 +-
 .../proxy/example_config_yaml/oai_misc_config.yaml   |  2 +-
 .../example_config_yaml/pass_through_config.yaml     |  2 +-
 .../reject_clientside_metadata_tags_config.yaml      |  2 +-
 .../example_config_yaml/tool_permission_example.yaml |  2 +-
 .../generic_guardrail_api/example_config.yaml        |  4 ++--
 litellm/proxy/proxy_config.yaml                      |  2 +-
 litellm/proxy/wildcard_config.yaml                   |  2 +-
 litellm/proxy/workflows/README.md                    |  8 ++++----
 proxy_server_config.yaml                             |  2 +-
 scripts/adaptive_router_demo/README.md               |  8 +++++---
 .../proxy/common_utils/test_admin_ui_utils.py        | 12 ++++++++++++
 .../api-reference/_components/APIReferenceView.tsx   |  4 ++--
 .../cost-tracking/_components/how_it_works.tsx       |  2 +-
 .../components/chat_ui/AgentBuilderView.test.tsx     |  1 +
 .../components/chat_ui/AgentBuilderView.tsx          |  2 +-
 .../prompt_editor_view/PromptCodeSnippets.test.tsx   | 10 ++++++++++
 .../prompt_editor_view/PromptCodeSnippets.tsx        |  2 +-
 .../src/components/AIHub/ModelHubTable.tsx           |  2 +-
 .../semanticFilterTestUtils.test.ts                  |  5 +++++
 .../semanticFilterTestUtils.ts                       |  2 +-
 .../src/components/public_model_hub.tsx              |  4 ++--
 34 files changed, 81 insertions(+), 42 deletions(-)
 create mode 100644 tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 602604714bd..ee6b3a674cf 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1745,6 +1745,7 @@ jobs:
             docker run -d \
               -p 4000:4000 \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
+              -e LITELLM_MASTER_KEY="sk-1234" \
               -e USE_PRISMA_MIGRATE=True \
               -e FAKE_OPENAI_API_BASE=http://host.docker.internal:8190 \
               -e AZURE_API_KEY=$AZURE_API_KEY \
@@ -1840,6 +1841,7 @@ jobs:
             docker run -d \
               -p 4000:4000 \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
+              -e LITELLM_MASTER_KEY="sk-1234" \
               -e AZURE_API_KEY=$AZURE_API_KEY \
               -e AZURE_API_BASE=$AZURE_API_BASE \
               -e AZURE_API_VERSION="2024-05-01-preview" \
diff --git a/.env.example b/.env.example
index 24c2b608414..dc1fd5a6ccb 100644
--- a/.env.example
+++ b/.env.example
@@ -26,6 +26,7 @@ NOVITA_API_KEY = ""
 INFINITY_API_KEY = ""
 
 # Development Configs
-LITELLM_MASTER_KEY = "sk-1234"
+# Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"
+LITELLM_MASTER_KEY = ""
 DATABASE_URL = "postgresql://llmproxy:dbpassword9090@db:5432/litellm"
 STORE_MODEL_IN_DB = "True"
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 82cad680a70..082b7a8fb3e 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -268,10 +268,13 @@ If you want to build the Docker image yourself:
 # Build using the non-root Dockerfile
 docker build -f docker/Dockerfile.non_root -t litellm_dev .
 
+# Generate a master key. Requests send it as the bearer token
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"
+
 # Run with your config
 docker run \
     -v $(pwd)/proxy_config.yaml:/app/config.yaml \
-    -e LITELLM_MASTER_KEY="sk-1234" \
+    -e LITELLM_MASTER_KEY \
     -p 4000:4000 \
     litellm_dev \
     --config /app/config.yaml --detailed_debug
diff --git a/README.md b/README.md
index 3f3ea0bd60b..1624d408419 100644
--- a/README.md
+++ b/README.md
@@ -168,7 +168,7 @@ from a2a.utils.constants import TransportProtocol
 from uuid import uuid4
 
 base_url = "http://localhost:4000/a2a/my-agent"  # LiteLLM proxy + agent name
-headers = {"Authorization": "Bearer sk-1234"}    # LiteLLM Virtual Key
+headers = {"Authorization": "Bearer <your-master-key>"}    # LiteLLM master key or a virtual key
 
 async with httpx.AsyncClient(headers=headers, timeout=60.0) as http_client:
     resolver = A2ACardResolver(httpx_client=http_client, base_url=base_url)
@@ -233,7 +233,7 @@ async with stdio_client(server_params) as (read, write):
 
 ```bash
 curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
-  -H 'Authorization: Bearer sk-1234' \
+  -H 'Authorization: Bearer <your-master-key>' \
   -H 'Content-Type: application/json' \
   -d '{
     "model": "gpt-4o",
@@ -255,7 +255,7 @@ curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
     "LiteLLM": {
       "url": "http://localhost:4000/mcp/",
       "headers": {
-        "x-litellm-api-key": "Bearer sk-1234"
+        "x-litellm-api-key": "Bearer <your-master-key>"
       }
     }
   }
diff --git a/docker/.env.example b/docker/.env.example
index d89ddb32e76..f3d6c8a1e6e 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -3,7 +3,8 @@
 # YOU MUST CHANGE THESE BEFORE GOING INTO PRODUCTION
 ############
 
-LITELLM_MASTER_KEY="sk-1234"
+# Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"
+LITELLM_MASTER_KEY=""
 
 ############
 # Database - You can change these to any PostgreSQL database that has logical replication enabled.
diff --git a/litellm/anthropic_interface/readme.md b/litellm/anthropic_interface/readme.md
index 01c5f1b7c31..a864e2572e6 100644
--- a/litellm/anthropic_interface/readme.md
+++ b/litellm/anthropic_interface/readme.md
@@ -86,7 +86,7 @@ import anthropic
 # point anthropic sdk to litellm proxy 
 client = anthropic.Anthropic(
     base_url="http://0.0.0.0:4000",
-    api_key="sk-1234",
+    api_key="<your-master-key>",
 )
 
 response = client.messages.create(
diff --git a/litellm/containers/README.md b/litellm/containers/README.md
index 2b9fb5dec66..b54f96b1132 100644
--- a/litellm/containers/README.md
+++ b/litellm/containers/README.md
@@ -183,14 +183,14 @@ def get_provider_container_config(
 ```bash
 # Create container via Azure
 curl -X POST "http://localhost:4000/v1/containers" \
-    -H "Authorization: Bearer sk-1234" \
+    -H "Authorization: Bearer <your-master-key>" \
     -H "custom-llm-provider: azure" \
     -H "Content-Type: application/json" \
     -d '{"name": "My Azure Container"}'
 
 # List container files via Azure
 curl -X GET "http://localhost:4000/v1/containers/cntr_123/files" \
-    -H "Authorization: Bearer sk-1234" \
+    -H "Authorization: Bearer <your-master-key>" \
     -H "custom-llm-provider: azure"
 ```
 
@@ -219,12 +219,13 @@ python -m pytest tests/test_litellm/containers/ -v
 Test via proxy:
 
 ```bash
-# Start proxy
+# Start proxy (proxy_config.yaml reads its master key from LITELLM_MASTER_KEY)
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"
 cd litellm/proxy && python proxy_cli.py --config proxy_config.yaml --port 4000
 
 # Test endpoints
 curl -X GET "http://localhost:4000/v1/containers/cntr_123/files" \
-    -H "Authorization: Bearer sk-1234"
+    -H "Authorization: Bearer $LITELLM_MASTER_KEY"
 ```
 
 ---
diff --git a/litellm/integrations/bitbucket/README.md b/litellm/integrations/bitbucket/README.md
index 473beeea9e0..4c072755ac5 100644
--- a/litellm/integrations/bitbucket/README.md
+++ b/litellm/integrations/bitbucket/README.md
@@ -148,7 +148,7 @@ litellm --config config.yaml --detailed_debug
 ```bash
 curl -L -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 -H 'Content-Type: application/json' \
--H 'Authorization: Bearer sk-1234' \
+-H 'Authorization: Bearer <your-master-key>' \
 -d '{
     "model": "my-bitbucket-model",
     "messages": [{"role": "user", "content": "IGNORED"}],
diff --git a/litellm/integrations/gitlab/README.md b/litellm/integrations/gitlab/README.md
index 14fb62905c8..60bfa46a823 100644
--- a/litellm/integrations/gitlab/README.md
+++ b/litellm/integrations/gitlab/README.md
@@ -148,7 +148,7 @@ litellm --config config.yaml --detailed_debug
 ```bash
 curl -L -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 -H 'Content-Type: application/json' \
--H 'Authorization: Bearer sk-1234' \
+-H 'Authorization: Bearer <your-master-key>' \
 -d '{
     "model": "my-gitlab-model",
     "messages": [{"role": "user", "content": "IGNORED"}],
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index 703fe6adc41..235d64f29ad 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -80,4 +80,4 @@ litellm_settings:
   drop_params: True
 
 general_settings:
-  master_key: sk-1234 # REPLACE in production
+  master_key: os.environ/LITELLM_MASTER_KEY
diff --git a/litellm/proxy/common_utils/admin_ui_utils.py b/litellm/proxy/common_utils/admin_ui_utils.py
index 453f5d7349b..f279be36346 100644
--- a/litellm/proxy/common_utils/admin_ui_utils.py
+++ b/litellm/proxy/common_utils/admin_ui_utils.py
@@ -73,7 +73,8 @@ def missing_keys_form(missing_key_names: str):
                 <h1>Environment Setup Instructions</h1>
                 <p>Please add the following variables to your environment variables:</p>
                 <pre>
-    <span class="env-var">LITELLM_MASTER_KEY="sk-1234"</span> <span class="comment"># Your master key for the proxy server. Can use this to send /chat/completion requests etc</span>
+    <span class="comment"># Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"</span>
+    <span class="env-var">LITELLM_MASTER_KEY=""</span> <span class="comment"># Your master key for the proxy server. Can use this to send /chat/completion requests etc</span>
     <span class="env-var">LITELLM_SALT_KEY="sk-XXXXXXXX"</span> <span class="comment"># Can NOT CHANGE THIS ONCE SET - It is used to encrypt/decrypt credentials stored in DB. If value of 'LITELLM_SALT_KEY' changes your models cannot be retrieved from DB</span>
     <span class="env-var">DATABASE_URL="postgres://..."</span> <span class="comment"># Need a postgres database? (Check out Supabase, Neon, etc)</span>
     <span class="comment">## OPTIONAL ##</span>
diff --git a/litellm/proxy/dev_config.yaml b/litellm/proxy/dev_config.yaml
index f78431f694b..a9aa78480b6 100644
--- a/litellm/proxy/dev_config.yaml
+++ b/litellm/proxy/dev_config.yaml
@@ -198,7 +198,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   # Opt-in: let CheckBatchCost track cost for unmanaged batches created with a raw
   # gs:// (Vertex) or s3:// (Bedrock) input_file_id. Requires a matching deployment
   # configured for the batched model. Defaults to false.
diff --git a/litellm/proxy/example_config_yaml/adaptive_router_example.yaml b/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
index 58f5398ca57..32fda39a8e3 100644
--- a/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
+++ b/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
@@ -49,4 +49,4 @@ litellm_settings:
   drop_params: True
 
 general_settings:
-  master_key: sk-1234 # REPLACE in production
+  master_key: os.environ/LITELLM_MASTER_KEY
diff --git a/litellm/proxy/example_config_yaml/oai_misc_config.yaml b/litellm/proxy/example_config_yaml/oai_misc_config.yaml
index 16cc69c19a5..26597a31430 100644
--- a/litellm/proxy/example_config_yaml/oai_misc_config.yaml
+++ b/litellm/proxy/example_config_yaml/oai_misc_config.yaml
@@ -72,4 +72,4 @@ files_settings:
     api_key: os.environ/OPENAI_API_KEY
 
 general_settings: 
-  master_key: sk-1234 # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
\ No newline at end of file
+  master_key: os.environ/LITELLM_MASTER_KEY # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
\ No newline at end of file
diff --git a/litellm/proxy/example_config_yaml/pass_through_config.yaml b/litellm/proxy/example_config_yaml/pass_through_config.yaml
index 373ee189f3f..749095b0ee7 100644
--- a/litellm/proxy/example_config_yaml/pass_through_config.yaml
+++ b/litellm/proxy/example_config_yaml/pass_through_config.yaml
@@ -29,7 +29,7 @@ model_list:
       model: openai/*
       api_key: os.environ/OPENAI_API_KEY
 general_settings: 
-  master_key: sk-1234 
+  master_key: os.environ/LITELLM_MASTER_KEY
   custom_auth: custom_auth_basic.user_api_key_auth
   pass_through_endpoints:
     - path: "/azure-config-passthrough"
diff --git a/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml b/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
index 3c43c3c5374..ebe9aebbf2e 100644
--- a/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
+++ b/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
@@ -5,7 +5,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   database_url: "postgresql://user:password@localhost:5432/litellm"
   
   # Reject requests that contain client-side metadata.tags
diff --git a/litellm/proxy/example_config_yaml/tool_permission_example.yaml b/litellm/proxy/example_config_yaml/tool_permission_example.yaml
index 735b4bb7ed2..d2d9ffac794 100644
--- a/litellm/proxy/example_config_yaml/tool_permission_example.yaml
+++ b/litellm/proxy/example_config_yaml/tool_permission_example.yaml
@@ -29,7 +29,7 @@ guardrails:
 
 # Optional: Configure general settings
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   
 # Optional: Add logging configuration
 litellm_settings:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
index a4dae103626..9b5c4e557f3 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
@@ -25,7 +25,7 @@ litellm_settings:
 
 # 1. Apply guardrail to a specific request:
 # curl --location 'http://localhost:4000/chat/completions' \
-#   --header 'Authorization: Bearer sk-1234' \
+#   --header 'Authorization: Bearer <your-master-key>' \
 #   --header 'Content-Type: application/json' \
 #   --data '{
 #     "model": "gpt-4",
@@ -35,7 +35,7 @@ litellm_settings:
 
 # 2. Apply guardrail with dynamic parameters:
 # curl --location 'http://localhost:4000/chat/completions' \
-#   --header 'Authorization: Bearer sk-1234' \
+#   --header 'Authorization: Bearer <your-master-key>' \
 #   --header 'Content-Type: application/json' \
 #   --data '{
 #     "model": "gpt-4",
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index a094eb84bf3..50e5ae15b99 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -49,7 +49,7 @@ mcp_servers:
 
 # General Settings
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   store_model_in_db: false
 
 # LiteLLM Settings
diff --git a/litellm/proxy/wildcard_config.yaml b/litellm/proxy/wildcard_config.yaml
index 7c178690836..9ded21d6560 100644
--- a/litellm/proxy/wildcard_config.yaml
+++ b/litellm/proxy/wildcard_config.yaml
@@ -45,7 +45,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
 
 litellm_settings:
   drop_params: True
diff --git a/litellm/proxy/workflows/README.md b/litellm/proxy/workflows/README.md
index f452066afb0..4453fd2bae8 100644
--- a/litellm/proxy/workflows/README.md
+++ b/litellm/proxy/workflows/README.md
@@ -48,7 +48,7 @@ GET    /v1/workflows/runs/{run_id}/messages  Conversation history (ordered by se
 ```bash
 # Create a run
 curl -X POST http://localhost:4000/v1/workflows/runs \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"workflow_type": "shin-builder", "metadata": {"title": "Fix login bug"}}'
 
@@ -56,19 +56,19 @@ curl -X POST http://localhost:4000/v1/workflows/runs \
 
 # Mark step started (sets status → running)
 curl -X POST http://localhost:4000/v1/workflows/runs/abc-123/events \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"event_type": "step.started", "step_name": "grill", "data": {"claude_session_id": "sess-789"}}'
 
 # Store a conversation message
 curl -X POST http://localhost:4000/v1/workflows/runs/abc-123/messages \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"role": "user", "content": "What is the expected behavior?", "session_id": "sess-789"}'
 
 # Restart recovery: fetch active runs and resume from last event's data.claude_session_id
 curl "http://localhost:4000/v1/workflows/runs?status=running,paused&workflow_type=shin-builder" \
-  -H "Authorization: Bearer sk-1234"
+  -H "Authorization: Bearer <your-master-key>"
 ```
 
 ## Status Auto-Update Rules
diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index 703d56bc0cd..b2ff4a0979b 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -220,7 +220,7 @@ router_settings:
   model_group_alias: {"my-special-fake-model-alias-name": "fake-openai-endpoint-3"} 
 
 general_settings: 
-  master_key: sk-1234 # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
+  master_key: os.environ/LITELLM_MASTER_KEY # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
   store_model_in_db: True
   proxy_budget_rescheduler_min_time: 60
   proxy_budget_rescheduler_max_time: 64
diff --git a/scripts/adaptive_router_demo/README.md b/scripts/adaptive_router_demo/README.md
index 1965dbbf168..fc855fc24fe 100644
--- a/scripts/adaptive_router_demo/README.md
+++ b/scripts/adaptive_router_demo/README.md
@@ -41,6 +41,8 @@ The repo ships with a working example config:
 
 ```bash
 export OPENAI_API_KEY=sk-...     # underlying models hit OpenAI
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"   # the example config reads its master key from here
+echo "$LITELLM_MASTER_KEY"       # copy it, the chat page and dashboard ask for it
 uv run litellm \
     --config litellm/proxy/example_config_yaml/adaptive_router_example.yaml \
     --port 4000
@@ -83,19 +85,19 @@ The dashboard is a single static HTML file. Either:
 In the connect bar, fill in:
 
 - **Proxy URL:** `http://localhost:4000`
-- **Master Key:** the `master_key` from your config (`sk-1234` in the example).
+- **Master Key:** the `LITELLM_MASTER_KEY` printed in step 1.
 
 Click **Connect**. The dashboard polls `GET /adaptive_router/state` every
 500ms (admin-only endpoint, returns one snapshot per configured router).
 
 ## 5. Drive synthetic traffic
 
-In a second terminal:
+In a second terminal, replacing `<your-master-key>` with the key printed in step 1:
 
 ```bash
 uv run python scripts/adaptive_router_demo/traffic.py \
     --proxy-url http://localhost:4000 \
-    --api-key   sk-1234 \
+    --api-key   <your-master-key> \
     --router    smart-cheap-router \
     --rounds    100 \
     --rate      0.5
diff --git a/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py b/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py
new file mode 100644
index 00000000000..b8ebf7884cc
--- /dev/null
+++ b/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py
@@ -0,0 +1,12 @@
+import re
+
+from litellm.proxy.common_utils.admin_ui_utils import missing_keys_form
+
+
+def test_missing_keys_form_shows_generate_command_instead_of_a_literal_master_key():
+    html = missing_keys_form(missing_key_names="DATABASE_URL, LITELLM_MASTER_KEY")
+
+    assert "DATABASE_URL, LITELLM_MASTER_KEY" in html
+    assert 'echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"' in html
+    suggested_master_key_values = re.findall(r'LITELLM_MASTER_KEY="([^"]*)"', html)
+    assert suggested_master_key_values == [""]
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
index 847bd34da3e..1339300b2ba 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
@@ -82,14 +82,14 @@ llm = AzureOpenAI(
     engine="azure-gpt-3.5",               # model_name on litellm proxy
     temperature=0.0,
     azure_endpoint="${base_url}", # litellm proxy endpoint
-    api_key="sk-1234",                    # litellm proxy API Key
+    api_key="<your-master-key>",          # litellm proxy API Key
     api_version="2023-07-01-preview",
 )
 
 embed_model = AzureOpenAIEmbedding(
     deployment_name="azure-embedding-model",
     azure_endpoint="${base_url}",
-    api_key="sk-1234",
+    api_key="<your-master-key>",
     api_version="2023-07-01-preview",
 )
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
index 8a4a18a71fe..e0c93070b00 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
@@ -59,7 +59,7 @@ const HowItWorks: React.FC = () => {
           language="bash"
           code={`curl -X POST -i http://your-proxy:4000/chat/completions \\
   -H "Content-Type: application/json" \\
-  -H "Authorization: Bearer sk-1234" \\
+  -H "Authorization: Bearer <your-master-key>" \\
   -d '{
     "model": "gemini/gemini-2.5-pro",
     "messages": [{"role": "user", "content": "Hello"}]
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
index 247d7e71d0a..2e27a258a84 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
@@ -236,6 +236,7 @@ describe("AgentBuilderView", () => {
     const snippet = await screen.findByTestId("code-block");
     expect(snippet).toHaveTextContent("https://proxy.example.com/v1/chat/completions");
     expect(snippet).toHaveTextContent('"model": "support-agent"');
+    expect(snippet).toHaveTextContent("x-litellm-api-key: Bearer <your-master-key>");
   });
 
   it("mints a key scoped to the selected agent", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
index 30feb1988b1..9bf805d2212 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
@@ -90,7 +90,7 @@ function ConnectTabContent({
     ? createdKeyValue.startsWith("Bearer ")
       ? createdKeyValue
       : `Bearer ${createdKeyValue}`
-    : "Bearer sk-1234";
+    : "Bearer <your-master-key>";
   const curlExample = `curl -L -X POST '${baseUrl}/v1/chat/completions' \\
 -H 'x-litellm-api-key: ${apiKeyForCurl}' \\
 -d '{
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
index 7fa44a4dfe5..0d03995b89e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
@@ -45,6 +45,16 @@ describe("PromptCodeSnippets", () => {
     expect(screen.getByRole("combobox", { name: "Language" })).toHaveTextContent("Python (OpenAI SDK)");
   });
 
+  it("shows a key placeholder when there is no access token", async () => {
+    const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
+    render(<PromptCodeSnippets promptId="welcome" model="gpt-4o" accessToken={null} version="2" />);
+    await user.click(screen.getByRole("button", { name: /get code/i }));
+    await screen.findByText("Generated Code");
+
+    await user.click(screen.getByRole("button", { name: /copy to clipboard/i }));
+    expect(await navigator.clipboard.readText()).toContain("'Authorization: Bearer <your-master-key>'");
+  });
+
   it("includes the viewed environment in every generated request", async () => {
     const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
     render(
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
index a6adc160674..b4f3d33c195 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
@@ -61,7 +61,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
     apiBase = proxySettings.PROXY_BASE_URL;
   }
 
-  const effectiveApiKey = accessToken || "sk-1234";
+  const effectiveApiKey = accessToken || "<your-master-key>";
 
   // Generate code based on selected language and tab
   const generateCode = () => {
diff --git a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
index 634adc6fba8..063850b3e72 100644
--- a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
+++ b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
@@ -1084,7 +1084,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
index 02d20358bc0..0ae6de77484 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
@@ -22,6 +22,11 @@ describe("getCurlCommand", () => {
     const result = getCurlCommand("gpt-4o", "");
     expect(result).toContain("Your query here");
   });
+
+  it("should show a key placeholder instead of a literal key", () => {
+    const result = getCurlCommand("gpt-4o", "test query");
+    expect(result).toContain("'Authorization: Bearer <your-master-key>'");
+  });
 });
 
 describe("runSemanticFilterTest", () => {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
index c41b081da88..1337cac66eb 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
@@ -71,7 +71,7 @@ export const runSemanticFilterTest = async ({
 export const getCurlCommand = (testModel: string | null, testQuery: string) =>
   `curl --location 'http://localhost:4000/v1/responses' \\
 --header 'Content-Type: application/json' \\
---header 'Authorization: Bearer sk-1234' \\
+--header 'Authorization: Bearer <your-master-key>' \\
 --data '{
     "model": "${testModel ?? "YOUR_MODEL"}",
     "input": [
diff --git a/ui/litellm-dashboard/src/components/public_model_hub.tsx b/ui/litellm-dashboard/src/components/public_model_hub.tsx
index 29a84175d75..6102ed9556a 100644
--- a/ui/litellm-dashboard/src/components/public_model_hub.tsx
+++ b/ui/litellm-dashboard/src/components/public_model_hub.tsx
@@ -1275,7 +1275,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }
@@ -1315,7 +1315,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }

From d5ae810ea9730148f7c696f1a2b73ef46417f169 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 13:00:00 -0700
Subject: [PATCH 097/162] fix: let operators allowlist web search interception
 settings

Peer pods gate the settings poll on general_settings.supported_db_objects,
which validates against SupportedDBObjectType. Without a member for this
name an operator could not opt in, so a configured allowlist left every
pod but the one that served the write on stale settings.

Also types the dashboard's settings payload off the generated schema
instead of Record<string, any>.
---
 litellm/proxy/_types.py                         |  1 +
 litellm/proxy/proxy_server.py                   |  2 +-
 .../proxy/proxy_server/test_proxy_config.py     | 14 ++++++++++++++
 .../useUpdateWebSearchInterceptionSettings.ts   |  4 ++--
 .../useWebSearchInterceptionSettings.ts         |  4 ++--
 .../src/components/networking.tsx               | 17 +++++++++++++----
 ui/litellm-dashboard/src/lib/http/schema.d.ts   |  2 +-
 7 files changed, 34 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6322a1212fe..2bf7b1ee803 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -123,6 +123,7 @@ class SupportedDBObjectType(str, enum.Enum):
     MODEL_COST_MAP = "model_cost_map"
     TOOLS = "tools"
     CONFIG_OVERRIDES = "config_overrides"
+    WEBSEARCH_INTERCEPTION_SETTINGS = "websearch_interception_settings"
 
     def __str__(self):
         return str(self.value)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 9579807d01c..3660506dbc8 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7714,7 +7714,7 @@ class ProxyConfig:
         if self._should_load_db_object(object_type="semantic_filter_settings"):
             await self._init_semantic_filter_settings_in_db(prisma_client=prisma_client)
 
-        if self._should_load_db_object(object_type="websearch_interception_settings"):
+        if self._should_load_db_object(object_type=SupportedDBObjectType.WEBSEARCH_INTERCEPTION_SETTINGS):
             await self.init_websearch_interception_settings_in_db(prisma_client=prisma_client)
 
         if self._should_load_db_object(object_type="config_overrides"):
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 5606ffda02d..462489f48b0 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -4700,3 +4700,17 @@ def test_init_websearch_interception_honors_enabled_providers(monkeypatch):
     registered = [cb for cb in litellm.callbacks if isinstance(cb, logger_cls)]
     assert len(registered) == 1
     assert registered[0].enabled_providers == ["bedrock", "vertex_ai"]
+
+
+def test_websearch_interception_settings_can_be_named_in_supported_db_objects(monkeypatch):
+    from litellm.proxy import proxy_server
+    from litellm.proxy._types import ConfigGeneralSettings
+
+    allowlist = ConfigGeneralSettings(supported_db_objects=["websearch_interception_settings"]).supported_db_objects
+    assert allowlist
+
+    monkeypatch.setattr(proxy_server, "general_settings", {"supported_db_objects": allowlist})
+    assert proxy_server.should_load_db_object(object_type="websearch_interception_settings") is True
+
+    monkeypatch.setattr(proxy_server, "general_settings", {"supported_db_objects": ["models"]})
+    assert proxy_server.should_load_db_object(object_type="websearch_interception_settings") is False
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
index 7de84c52310..ae6454aaba0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useUpdateWebSearchInterceptionSettings.ts
@@ -1,4 +1,4 @@
-import { updateWebSearchInterceptionSettings } from "@/components/networking";
+import { updateWebSearchInterceptionSettings, type WebSearchInterceptionSettings } from "@/components/networking";
 import { useMutation, useQueryClient } from "@tanstack/react-query";
 import { createQueryKeys } from "../common/queryKeysFactory";
 
@@ -8,7 +8,7 @@ export const useUpdateWebSearchInterceptionSettings = (accessToken: string) => {
   const queryClient = useQueryClient();
 
   return useMutation({
-    mutationFn: async (settings: Record<string, any>) => {
+    mutationFn: async (settings: WebSearchInterceptionSettings) => {
       if (!accessToken) {
         throw new Error("Access token is required");
       }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
index 4c2b549209c..0e6a28ad742 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/webSearchInterceptionSettings/useWebSearchInterceptionSettings.ts
@@ -1,4 +1,4 @@
-import { getWebSearchInterceptionSettings } from "@/components/networking";
+import { getWebSearchInterceptionSettings, type WebSearchInterceptionSettingsResponse } from "@/components/networking";
 import { useQuery } from "@tanstack/react-query";
 import { createQueryKeys } from "../common/queryKeysFactory";
 import useAuthorized from "../useAuthorized";
@@ -7,7 +7,7 @@ const webSearchInterceptionSettingsKeys = createQueryKeys("webSearchInterception
 
 export const useWebSearchInterceptionSettings = () => {
   const { accessToken } = useAuthorized();
-  return useQuery<Record<string, any>>({
+  return useQuery<WebSearchInterceptionSettingsResponse>({
     queryKey: webSearchInterceptionSettingsKeys.list({}),
     queryFn: async () => await getWebSearchInterceptionSettings(accessToken),
     enabled: !!accessToken,
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index b82674f42d1..ab1203cf440 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -3667,17 +3667,26 @@ export const updateMCPSemanticFilterSettings = async (accessToken: string, setti
   }
 };
 
-export const getWebSearchInterceptionSettings = async (accessToken: string) => {
+export type WebSearchInterceptionSettings = components["schemas"]["WebSearchInterceptionSettings"];
+export type WebSearchInterceptionSettingsResponse = components["schemas"]["WebSearchInterceptionSettingsResponse"];
+
+export const getWebSearchInterceptionSettings = async (
+  accessToken: string,
+): Promise<WebSearchInterceptionSettingsResponse> => {
   try {
-    const data = await apiClient.get(`/get/websearch_interception_settings`, { accessToken });
-    return data;
+    return await apiClient.get<WebSearchInterceptionSettingsResponse>(`/get/websearch_interception_settings`, {
+      accessToken,
+    });
   } catch (error) {
     console.error("Failed to get web search interception settings:", error);
     throw error;
   }
 };
 
-export const updateWebSearchInterceptionSettings = async (accessToken: string, settings: Record<string, any>) => {
+export const updateWebSearchInterceptionSettings = async (
+  accessToken: string,
+  settings: WebSearchInterceptionSettings,
+) => {
   try {
     return await apiClient.patch(`/update/websearch_interception_settings`, { accessToken, body: settings });
   } catch (error) {
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 393f7a048ce..7e725da3f46 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -38068,7 +38068,7 @@ export interface components {
          *     Use in general_settings.supported_db_objects to specify which objects to load from DB.
          * @enum {string}
          */
-        SupportedDBObjectType: "models" | "mcp" | "guardrails" | "policies" | "vector_stores" | "pass_through_endpoints" | "prompts" | "model_cost_map" | "tools" | "config_overrides";
+        SupportedDBObjectType: "models" | "mcp" | "guardrails" | "policies" | "vector_stores" | "pass_through_endpoints" | "prompts" | "model_cost_map" | "tools" | "config_overrides" | "websearch_interception_settings";
         /** SupportedEndpoint */
         SupportedEndpoint: {
             /** Endpoint */

From a41b60cf776a40d844d8cf7a356e8c3046c45b49 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 13:03:00 -0700
Subject: [PATCH 098/162] test(mcp): align live regressions with discovery and
 error contracts

---
 tests/integration/contracts.json              |   9 +-
 tests/integration/mcp/README.md               |   4 +-
 tests/integration/mcp/test_mcp_lifecycle.py   | 104 ++++++++++++------
 .../mcp/test_oauth_configuration.py           |   3 +-
 4 files changed, 81 insertions(+), 39 deletions(-)

diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index b370b577c9b..3f1ecab3489 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -1321,14 +1321,17 @@
     "tests/integration/observability/test_guardrail_effects.py::test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls": [
       "other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution"
     ],
-    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution": [
-      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
-    ],
     "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[revoke]": [
       "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
     ],
     "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[expire]": [
       "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[anonymous]": [
+      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[bearer]": [
+      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
     ]
   },
   "browser": {
diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
index 870176e8196..6260d128a2c 100644
--- a/tests/integration/mcp/README.md
+++ b/tests/integration/mcp/README.md
@@ -9,12 +9,12 @@ Run the controlled gateway cases through `python tests/integration/run.py extens
 | 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
 | 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
 | 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
-| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies explicit calls to the other, through direct and virtual REST execution | Duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
+| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies calls to the other, using explicit server IDs for direct REST calls and server-qualified search results for virtual calls, with and without bearer credentials | Virtual calls identify the target by the searched tool name, not the REST `server_id` field. Bare names such as `add` are ambiguous across servers; duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
 | 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
 | 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
 | 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
 | 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
-| 9. Permissions enforced at discovery and execution | Exact key catalog plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
+| 9. Permissions enforced at discovery and execution | Exact key catalog and virtual search results plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
 | 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
 
 ## Additional JWT/OAuth acceptance
diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 0e29959bac7..b32cf97605f 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -1,3 +1,4 @@
+import json
 import uuid
 from contextlib import ExitStack
 from pathlib import Path
@@ -56,7 +57,7 @@ def test_tool_error_remains_error_and_healthy_sibling_returns_value(gateway: Gat
         failure: Final = call_tool(gateway, key, identity, names["fail"], {})
         assert failure.status_code == 200, failure.text
         assert failure.json()["isError"] is True
-        assert "synthetic tool failure" in failure.json()["content"][0]["text"]
+        assert failure.json()["content"][0]["text"] == "Error executing tool fail"
         healthy: Final = call_tool(gateway, key, identity, names["multiply"], {"a": 3, "b": 5})
         assert healthy.status_code == 200, healthy.text
         assert healthy.json()["isError"] is False
@@ -199,7 +200,11 @@ def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gatew
                 else call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
             )
             assert rejected.status_code == 500, rejected.text
-            assert "requires a usable upstream credential" in rejected.text, rejected.text
+            if operation == "list":
+                assert rejected.json()["detail"]["error"] == "internal", rejected.text
+                assert "Failed to list tools from server" in rejected.json()["detail"]["message"], rejected.text
+            else:
+                assert "requires a usable upstream credential" in rejected.text, rejected.text
             assert peer.drain() == (), "missing static credential escaped to upstream"
         changed = gateway.request(
             "PUT",
@@ -223,46 +228,79 @@ def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gatew
         assert control.status_code == 200 and control.json()["content"][0]["text"] == "15", control.text
 
 
+@pytest.mark.parametrize("authenticated", (False, True), ids=("anonymous", "bearer"))
 @pytest.mark.covers("other.mcp.permissions.same_url_servers_enforce_discovery_and_execution")
-def test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution(gateway: Gateway) -> None:
+def test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution(
+    gateway: Gateway, authenticated: bool
+) -> None:
     with mcp_peer() as peer, gateway.scenario() as scenario:
-        allowed: Final = register_mcp(scenario, peer, "allowed" + uuid.uuid4().hex)
-        forbidden: Final = register_mcp(scenario, peer, "forbidden" + uuid.uuid4().hex)
-        caller: Final = scenario.key(object_permission={"mcp_servers": [allowed], "mcp_tool_search_enabled": True})
-        control: Final = scenario.key(object_permission={"mcp_servers": [forbidden], "mcp_tool_search_enabled": True})
-        allowed_names: Final = tool_names(gateway, caller, allowed)
-        forbidden_names: Final = tool_names(gateway, control, forbidden)
-        catalog: Final = gateway.request("GET", "/mcp-rest/tools/list", key=caller)
-        assert catalog.status_code == 200, catalog.text
-        assert {tool["mcp_info"]["server_id"] for tool in catalog.json()["tools"]} == {allowed}
-        assert {tool["name"] for tool in catalog.json()["tools"]} == set(allowed_names.values())
+        aliases: Final = tuple("scope" + uuid.uuid4().hex for _ in range(2))
+        servers: Final = tuple(
+            register_mcp(
+                scenario,
+                peer,
+                alias,
+                auth_type="bearer_token" if authenticated else "none",
+                static_headers={
+                    "X-Integration-Server": alias,
+                    **({"Authorization": f"Bearer synthetic-{alias}"} if authenticated else {}),
+                },
+            )
+            for alias in aliases
+        )
         for virtual in (False, True):
-            for server_id, names, key, expected in (
-                (allowed, allowed_names, caller, 200),
-                (forbidden, forbidden_names, caller, 403),
-                (forbidden, forbidden_names, control, 200),
-            ):
+            keys: Final = tuple(
+                scenario.key(object_permission={"mcp_servers": [server], "mcp_tool_search_enabled": virtual})
+                for server in servers
+            )
+            for server, alias, key in zip(servers, aliases, keys):
+                catalog: Final = gateway.request("GET", "/mcp-rest/tools/list", key=key)
+                assert catalog.status_code == 200, catalog.text
+                if virtual:
+                    assert {tool["name"] for tool in catalog.json()["tools"]} == {
+                        "mcp_tool_search",
+                        "mcp_tool_call",
+                        "agent_search",
+                        "skill_search",
+                    }, catalog.text
+                    search: Final = gateway.request(
+                        "POST",
+                        "/mcp-rest/tools/call",
+                        {"name": "mcp_tool_search", "arguments": {"query": "add", "top_k": 10}},
+                        key=key,
+                    )
+                    assert search.status_code == 200 and search.json()["isError"] is False, search.text
+                    assert [tool["name"] for tool in json.loads(search.json()["content"][0]["text"])] == [
+                        f"{alias}-add"
+                    ], search.text
+                else:
+                    assert {tool["mcp_info"]["server_id"] for tool in catalog.json()["tools"]} == {server}
+                    assert {tool["name"] for tool in catalog.json()["tools"]} == {"add", "multiply", "fail"}
+            for server_index, caller_index in ((0, 0), (1, 0), (1, 1)):
                 peer.drain()
                 response: Final = gateway.request(
                     "POST",
                     "/mcp-rest/tools/call",
                     {
-                        "server_id": server_id,
-                        "name": "mcp_tool_call" if virtual else names["add"],
+                        "name": "mcp_tool_call" if virtual else "add",
+                        **({} if virtual else {"server_id": servers[server_index]}),
                         "arguments": (
-                            {"tool_name": names["add"], "arguments": {"a": 3, "b": 5}} if virtual else {"a": 3, "b": 5}
+                            {"tool_name": f"{aliases[server_index]}-add", "arguments": {"a": 3, "b": 5}}
+                            if virtual
+                            else {"a": 3, "b": 5}
                         ),
                     },
-                    key=key,
+                    key=keys[caller_index],
                 )
-                assert response.status_code == expected, response.text
-                calls: Final = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
-                if expected == 403:
-                    assert "access" in response.text.lower(), response.text
-                    assert calls == (), "a denied server must not execute through either route"
-                else:
-                    assert response.json()["isError"] is False, response.text
-                    assert response.json()["content"][0]["text"] == "8", response.text
-                    assert len(calls) == 1
-                    assert calls[0]["body"]["params"]["name"] == "add"
-                    assert calls[0]["body"]["params"]["arguments"] == {"a": 3, "b": 5}
+                observed: Final = peer.drain()
+                if server_index != caller_index:
+                    assert response.status_code == 403 and "not allowed" in response.text, response.text
+                    assert observed == (), "forbidden server reached the upstream"
+                    continue
+                assert response.status_code == 200 and response.json()["isError"] is False, response.text
+                assert response.json()["content"][0]["text"] == "8", response.text
+                calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
+                assert len(calls) == 1
+                assert calls[0]["headers"][b"x-integration-server"] == aliases[server_index].encode()
+                expected_auth: Final = f"Bearer synthetic-{aliases[server_index]}".encode() if authenticated else None
+                assert all(item["headers"].get(b"authorization") == expected_auth for item in observed)
diff --git a/tests/integration/mcp/test_oauth_configuration.py b/tests/integration/mcp/test_oauth_configuration.py
index fbef9e8fed9..4c46c706054 100644
--- a/tests/integration/mcp/test_oauth_configuration.py
+++ b/tests/integration/mcp/test_oauth_configuration.py
@@ -159,7 +159,8 @@ def test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_serv
                     if generation == 1 and user_index == 0 and server_index == 0:
                         for rejected in (discovery, call):
                             assert rejected.status_code == 401, rejected.text
-                            assert "uthorization required" in rejected.text, rejected.text
+                            assert rejected.json() == {"detail": "Unauthorized"}, rejected.text
+                            assert "resource_metadata=" in rejected.headers["www-authenticate"]
                         assert observed == (), "unusable credentials must not fall back to another user or server"
                     else:
                         assert discovery.status_code == 200, discovery.text

From 8dab23f6ac7dabe96825c7a614abdcd2a8cf473d Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 13:10:43 -0700
Subject: [PATCH 099/162] test: cover the no-database and failed-reinit paths
 of the web search settings endpoints

---
 .../test_proxy_setting_endpoints.py           | 26 +++++++++++++++++++
 1 file changed, 26 insertions(+)

diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 3288966e1e3..102b0657461 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3244,6 +3244,32 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         reapply.assert_awaited_once()
 
+    def test_get_reports_no_database_instead_of_empty_settings(self, mock_proxy_config, mock_auth, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 500, resp.text
+        assert "Database not connected" in resp.json()["detail"]["error"]
+
+    def test_update_still_saves_when_the_live_reinit_fails(self, mock_proxy_config, monkeypatch):
+        from unittest.mock import AsyncMock
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.proxy_config.init_websearch_interception_settings_in_db",
+            AsyncMock(side_effect=RuntimeError("callback blew up")),
+        )
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        try:
+            resp = client.patch("/update/websearch_interception_settings", json={"enabled": True})
+        finally:
+            app.dependency_overrides.clear()
+
+        assert resp.status_code == 200, resp.text
+        assert mock_proxy_config["save_call_count"]() == 1
+
     def test_update_rejects_zero_max_agentic_loops(self, mock_proxy_config, monkeypatch):
         monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
         self._override_auth(LitellmUserRoles.PROXY_ADMIN)

From 549548de62454448b1b89ea3b362f9d0e980ee3d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 13:20:02 -0700
Subject: [PATCH 100/162] fix(files): keep an explicit target_storage on its
 old path and refuse litellm_db as a caller choice

An explicit target_storage=litellm_db upload was accepted for any model, so an OpenAI model's litellm_db://<uuid> id was sent to OpenAI as input_file_id and a model-less upload left a content row nothing can read; it now answers 400 on target_storage. An explicit target_storage skips the files api probe and the purpose and single-target gates, which only decide whether LiteLLM keeps the file itself, so an azure_storage user_data upload for a vLLM model reaches the storage path again as it did before this branch. cancel_batch authorizes the model of every LiteLLM-managed batch id before it branches, the way retrieve_batch already does, so the LiteLLM-executed branch gets the check its provider sibling had. Restores the test_afile_delete_passes_trusted_model_credentials_to_router definition line an earlier commit dropped
---
 litellm/proxy/batches_endpoints/endpoints.py  | 16 ++++--
 .../openai_files_endpoints/files_endpoints.py | 20 ++++++-
 .../proxy/test_managed_files_hook.py          |  4 ++
 .../proxy/batches_endpoints/test_endpoints.py | 13 +++++
 .../test_files_endpoint.py                    | 57 +++++++++++++++++++
 5 files changed, 102 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 3f6c9f4d6ed..6d5f7a65855 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -1093,6 +1093,17 @@ async def cancel_batch(
             proxy_config=proxy_config,
         )
 
+        unified_model_id: Final = get_model_id_from_unified_batch_id(unified_batch_id) if unified_batch_id else None
+        if unified_model_id is not None:
+            resolved_unified_model: Final = (
+                llm_router.resolve_model_name_from_model_id(unified_model_id) if llm_router is not None else None
+            )
+            await authorize_model_for_key(
+                model_id=resolved_unified_model or unified_model_id,
+                llm_router=llm_router,
+                user_api_key_dict=user_api_key_dict,
+            )
+
         # SCENARIO 1: Batch ID is encoded with model info
         if model_from_id is not None:
             credentials: Final = await get_authorized_credentials_for_model(
@@ -1143,11 +1154,6 @@ async def cancel_batch(
                     status_code=400,
                     detail={"error": "Invalid LiteLLM managed batch ID. Missing model_id."},
                 )
-            await authorize_model_for_key(
-                model_id=llm_router.resolve_model_name_from_model_id(model_id_from_batch) or model_id_from_batch,
-                llm_router=llm_router,
-                user_api_key_dict=user_api_key_dict,
-            )
             data["model"] = model_id_from_batch
             data["batch_id"] = get_batch_id_from_unified_batch_id(unified_batch_id)
             response = await llm_router.acancel_batch(**data)
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index a5921cc6380..9f12b6faa61 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -117,6 +117,7 @@ async def _litellm_executed_batch_input_model(
     model: str | None,
     target_model_names_list: Sequence[str],
     user_api_key_dict: UserAPIKeyAuth,
+    explicit_storage: str | None,
 ) -> str | None:
     if llm_router is None:
         return None
@@ -129,6 +130,8 @@ async def _litellm_executed_batch_input_model(
             if _names_a_litellm_executed_provider(llm_router, candidate, team_id)
         )
     )
+    if explicit_storage is not None:
+        return None
     providers: Final = await asyncio.gather(
         *(resolve_litellm_executed_provider(llm_router, candidate, team_id) for candidate in candidates)
     )
@@ -305,10 +308,21 @@ async def route_create_file(
     5. Else -> use custom_llm_provider with files_settings
     """
 
-    executed_model: Final = await _litellm_executed_batch_input_model(
-        llm_router, purpose, model, target_model_names_list, user_api_key_dict
-    )
     explicit_storage: Final = target_storage if target_storage and target_storage != "default" else None
+    if explicit_storage == LITELLM_DB_STORAGE_BACKEND_NAME:
+        raise ProxyException(
+            message=(
+                f"target_storage={LITELLM_DB_STORAGE_BACKEND_NAME} is not a storage a caller can pick: LiteLLM "
+                "chooses it on its own for the batch input files of a model whose batches it runs itself, so "
+                "upload with purpose=batch and name that model instead of target_storage"
+            ),
+            type="invalid_request_error",
+            param="target_storage",
+            code=400,
+        )
+    executed_model: Final = await _litellm_executed_batch_input_model(
+        llm_router, purpose, model, target_model_names_list, user_api_key_dict, explicit_storage
+    )
     storage: Final = explicit_storage or (LITELLM_DB_STORAGE_BACKEND_NAME if executed_model is not None else None)
     if storage is not None:
         from litellm.litellm_core_utils.prompt_templates.common_utils import (
diff --git a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
index 0ae4e3a5fd8..419a460d098 100644
--- a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
+++ b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
@@ -1764,6 +1764,10 @@ async def test_post_call_hook_leaves_litellm_executed_batches_untouched(llm_batc
     assert managed_files.store_unified_object_id.await_count == (1 if stores else 0)
     if not stores:
         assert response.id == original_id
+
+
+@pytest.mark.asyncio
+async def test_afile_delete_passes_trusted_model_credentials_to_router():
     """
     afile_delete must hand the deployment's credential snapshot to the router
     call, since Bedrock validates the s3:// file id against the bucket in it.
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index c2101abd350..8571ff20e57 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -3220,3 +3220,16 @@ async def test_cancel__unified_batch_id_rejects_key_without_model_grant(cancel_h
 
     assert exc_info.value.code == "403"
     cancel_harness.router_acancel.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_cancel__executed_batch_rejects_key_without_model_grant(cancel_harness, executed_runner):
+    runner, factory = executed_runner
+
+    with pytest.raises(ProxyException) as exc_info:
+        await call_cancel(cancel_harness, EXECUTED_BATCH_B64, user=_key_restricted_to("vertex-model"))
+
+    assert exc_info.value.code == "403"
+    factory.assert_not_called()
+    runner.cancel.assert_not_called()
+    cancel_harness.router_acancel.assert_not_called()
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 6787aaa3525..48699b47e7f 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -781,6 +781,63 @@ def test_upload_for_a_litellm_executed_model_goes_to_the_provider_unless_the_ser
     assert provider_upload.call_args.kwargs["api_base"] == "http://vllm.test/v1"
 
 
+@pytest.mark.parametrize(
+    "form",
+    [{}, {"target_model_names": "my-vllm"}, {"target_model_names": "gemini-2.0-flash"}],
+    ids=["no model", "litellm-executed model", "provider model"],
+)
+def test_upload_naming_litellm_db_as_target_storage_is_rejected(batch_upload_seams, form: dict[str, str]):
+    stored, provider_upload, upstream_files_route = batch_upload_seams
+
+    response = _upload_batch_file({}, {**form, "target_storage": "litellm_db"})
+
+    assert response.status_code == 400, response.text
+    error = response.json()["error"]
+    assert error["type"] == "invalid_request_error"
+    assert error["param"] == "target_storage"
+    assert "litellm_db" in error["message"]
+    assert upstream_files_route.call_count == 0
+    stored.assert_not_awaited()
+    provider_upload.assert_not_awaited()
+
+
+@pytest.mark.parametrize("purpose", ["user_data", "batch"])
+def test_upload_with_an_explicit_target_storage_goes_where_the_caller_said_without_probing_the_server(
+    batch_upload_seams, purpose: str
+):
+    stored, provider_upload, upstream_files_route = batch_upload_seams
+
+    response = _upload_batch_file(
+        {}, {"purpose": purpose, "target_model_names": "my-vllm", "target_storage": "azure_storage"}
+    )
+
+    assert response.status_code == 200, response.text
+    assert upstream_files_route.call_count == 0
+    provider_upload.assert_not_awaited()
+    stored.assert_awaited_once()
+    kwargs = stored.call_args.kwargs
+    assert kwargs["target_storage"] == "azure_storage"
+    assert tuple(kwargs["target_model_names"]) == ("my-vllm",)
+    assert kwargs["purpose"] == purpose
+
+
+def test_upload_with_an_explicit_target_storage_still_refuses_a_key_without_the_executed_model(batch_upload_seams):
+    import litellm.proxy.proxy_server as ps
+
+    stored, provider_upload, upstream_files_route = batch_upload_seams
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_id="restricted-user", models=["gemini-2.0-flash"]
+    )
+
+    response = _upload_batch_file({}, {"target_model_names": "my-vllm", "target_storage": "azure_storage"})
+
+    assert response.status_code == 403, response.text
+    assert "my-vllm" in response.text
+    assert upstream_files_route.call_count == 0
+    stored.assert_not_awaited()
+    provider_upload.assert_not_awaited()
+
+
 def test_batch_upload_for_a_provider_model_still_goes_to_the_provider(batch_upload_seams):
     stored, provider_upload, _ = batch_upload_seams
 

From 742a3ad93df7bb43b1fa0b1e8eb3adba915bcaf3 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 13:30:36 -0700
Subject: [PATCH 101/162] ci(e2e): trigger OAuth acceptance on relevant pull
 requests

---
 .github/workflows/test-mcp-oauth-e2e.yml | 20 ++++++++++++++++++++
 tests/e2e/CONTRIBUTING.md                | 13 ++++++++++---
 2 files changed, 30 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
index 7625fb4d59f..034b9fe49ec 100644
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -1,6 +1,26 @@
 name: MCP OAuth happy path
 
 on:
+  pull_request:
+    paths:
+      - '.github/workflows/test-mcp-oauth-e2e.yml'
+      - '.github/e2e-stack/**'
+      - 'tests/e2e/*.py'
+      - 'tests/e2e/pytest.ini'
+      - 'tests/e2e/idp_realm.json'
+      - 'tests/e2e/mcp/**'
+      - 'litellm/experimental_mcp_client/**'
+      - 'litellm/proxy/_experimental/mcp_server/**'
+      - 'litellm/proxy/auth/**'
+      - 'litellm/proxy/management_endpoints/*sso*.py'
+      - 'litellm/proxy/management_endpoints/sso/**'
+      - 'litellm/proxy/common_utils/encrypt_decrypt_utils.py'
+      - 'litellm/proxy/proxy_server.py'
+      - 'litellm/proxy/schema.prisma'
+      - 'ui/litellm-dashboard/src/app/connect/**'
+      - 'ui/litellm-dashboard/src/app/mcp/oauth/**'
+      - 'pyproject.toml'
+      - 'uv.lock'
   workflow_dispatch:
 
 permissions: {}
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 2adac08329f..6c3dc4d0bd1 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -281,9 +281,16 @@ aggregate client never injects a gateway header; the explicitly labeled JWT
 variant configures `x-litellm-api-key` for the first consent and reconnects with
 only its gateway JWT after restart
 
-`.github/workflows/test-mcp-oauth-e2e.yml` runs the four cases in the protected
-`e2e-changed` environment. Provision `E2E_LINEAR_STORAGE_STATE_B64` as a secret
-there and retain the existing E2E license/AWS role configuration. A missing or
+`.github/workflows/test-mcp-oauth-e2e.yml` automatically requests a run for
+same-repository pull requests changing MCP, gateway authentication/SSO, consent
+UI, dependencies or the relevant E2E harness/workflow paths. It retains manual
+`workflow_dispatch` for targeted verification. The four cases run in the
+protected `e2e-changed` environment after its normal deployment approval;
+reviewers should approve and inspect this separate OAuth check when it appears.
+Fork pull requests do not run this credentialed job; use a reviewed
+same-repository branch for their verification. The workflow's path-filtered
+check is not configured here as a globally required branch-protection check.
+Provision `E2E_LINEAR_STORAGE_STATE_B64` as a secret there and retain the existing E2E license/AWS role configuration. A missing or
 expired session fails the job; collection, deselection and skips are not passes.
 The generic changed-test job excludes this file because it requires an owned
 proxy and consent UI. No LLM call is needed

From cae6634192dbad73ef089dbf8a1f28a3df7a56bd Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 13:36:37 -0700
Subject: [PATCH 102/162] fix(auth): keep the last-known org copy when the auth
 prefetch warmed the org row

The last-known org copy was written only on get_org_object's DB-read path. The
virtual-key auth prefetch fills the same 5s org entry directly, so with keys and
JWTs of one org on the same worker the JWT lookup always hit the cache, never
wrote the copy, and a DB outage turned that JWT traffic into 503s again.

get_org_object_for_request now writes the copy itself whenever this worker holds
none, under the management-object TTL, and get_org_object is back to its shape
on main.
---
 litellm/proxy/auth/auth_checks.py             | 30 ++++++---
 .../proxy/auth/test_auth_checks.py            | 65 +++++++++++++++++--
 2 files changed, 81 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 161a91f648d..65795e09976 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -4008,13 +4008,6 @@ async def get_org_object(
         model_type=LiteLLM_OrganizationTable,
         ttl=DEFAULT_IN_MEMORY_TTL,
     )
-    if include_budget_table:
-        await user_api_key_cache.async_set_cache(
-            key=_last_known_org_cache_key(org_id),
-            value=_org_obj,
-            model_type=LiteLLM_OrganizationTable,
-            ttl=get_management_object_ttl(user_api_key_cache),
-        )
 
     return _org_obj
 
@@ -4023,6 +4016,23 @@ def _last_known_org_cache_key(org_id: str) -> str:
     return f"org_id:{org_id}:with_budget:last_known"
 
 
+async def _keep_last_known_org(
+    org: LiteLLM_OrganizationTable, org_id: str, user_api_key_cache: UserApiKeyCache
+) -> None:
+    cache_key: Final = _last_known_org_cache_key(org_id)
+    held_locally: Final = await user_api_key_cache.async_get_cache(
+        key=cache_key, local_only=True, model_type=LiteLLM_OrganizationTable
+    )
+    if held_locally is not None:
+        return
+    await user_api_key_cache.async_set_cache(
+        key=cache_key,
+        value=org,
+        model_type=LiteLLM_OrganizationTable,
+        ttl=get_management_object_ttl(user_api_key_cache),
+    )
+
+
 async def get_org_object_for_request(
     org_id: str,
     prisma_client: PrismaClient,
@@ -4031,7 +4041,7 @@ async def get_org_object_for_request(
     proxy_logging_obj: ProxyLogging | None,
 ) -> LiteLLM_OrganizationTable | None:
     try:
-        return await get_org_object(
+        org: Final = await get_org_object(
             org_id=org_id,
             prisma_client=prisma_client,
             user_api_key_cache=user_api_key_cache,
@@ -4054,6 +4064,10 @@ async def get_org_object_for_request(
         if PrismaDBExceptionHandler.should_allow_request_on_db_unavailable():
             return None
         raise
+    if org is None:
+        return None
+    await _keep_last_known_org(org, org_id, user_api_key_cache)
+    return org
 
 
 async def _get_resources_from_access_groups(
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 08764ad5b18..b64e4d6ae6c 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -6087,17 +6087,19 @@ async def test_organization_budget_check_carries_org_state_on_the_token():
     assert token.org_budget_snapshot == OrgBudgetSnapshot(spend=12.5, max_budget=100.0)
 
 
+@pytest.mark.parametrize("warmed_by_auth_prefetch", [False, True])
 @pytest.mark.asyncio
-async def test_get_org_object_for_request_serves_last_known_org_through_db_outage():
+async def test_get_org_object_for_request_serves_last_known_org_through_db_outage(warmed_by_auth_prefetch):
     """A JWT whose team sits in an org resolves the org on every request, and the org row
     is cached for only DEFAULT_IN_MEMORY_TTL seconds while the team and user rows ride the
     60s management-object TTL. Without a last-known copy, a DB outage a few seconds old
     turned that traffic into 503s while the same request through a virtual key kept
-    succeeding on its cached team."""
+    succeeding on its cached team. The copy must exist whoever filled the short-lived entry:
+    this lookup's own DB read, or the virtual-key auth prefetch warming it for the same org."""
+    from litellm.proxy._types import LiteLLM_OrganizationTable
     from litellm.proxy.auth.auth_checks import get_org_object_for_request
 
-    org_row = MagicMock()
-    org_row.model_dump = lambda: {
+    org_columns = {
         "organization_id": "org-1",
         "organization_alias": "platform-org",
         "budget_id": "b1",
@@ -6105,11 +6107,20 @@ async def test_get_org_object_for_request_serves_last_known_org_through_db_outag
         "updated_by": "admin",
         "litellm_budget_table": {"budget_id": "b1", "max_budget": 50.0, "tpm_limit": 700, "rpm_limit": 7},
     }
+    org_row = MagicMock()
+    org_row.model_dump = lambda: org_columns
+    db_outage = ConnectionRefusedError("db unavailable")
     prisma_client = MagicMock()
     prisma_client.db.litellm_organizationtable.find_unique = AsyncMock(
-        side_effect=[org_row, ConnectionRefusedError("db unavailable")]
+        side_effect=[db_outage] if warmed_by_auth_prefetch else [org_row, db_outage]
     )
     user_api_key_cache = UserApiKeyCache()
+    if warmed_by_auth_prefetch:
+        await user_api_key_cache.async_set_cache(
+            key="org_id:org-1:with_budget",
+            value=LiteLLM_OrganizationTable.model_validate(org_columns),
+            model_type=LiteLLM_OrganizationTable,
+        )
 
     async def _lookup():
         return await get_org_object_for_request(
@@ -6127,7 +6138,7 @@ async def test_get_org_object_for_request_serves_last_known_org_through_db_outag
 
         during_outage = await _lookup()
 
-    assert prisma_client.db.litellm_organizationtable.find_unique.await_count == 2
+    assert prisma_client.db.litellm_organizationtable.find_unique.await_count == (1 if warmed_by_auth_prefetch else 2)
     assert during_outage is not None
     assert during_outage.organization_alias == "platform-org"
     assert during_outage.litellm_budget_table is not None
@@ -6135,6 +6146,48 @@ async def test_get_org_object_for_request_serves_last_known_org_through_db_outag
     assert during_outage.litellm_budget_table.max_budget == 50.0
 
 
+@pytest.mark.asyncio
+async def test_get_org_object_for_request_writes_the_last_known_org_only_when_absent():
+    """The last-known copy is written when this worker holds none, never per request:
+    with Redis attached, a write on every cached org hit would cost one SET per JWT request."""
+    from litellm.proxy._types import LiteLLM_OrganizationTable
+    from litellm.proxy.auth.auth_checks import get_org_object_for_request
+
+    class _WriteRecordingCache(UserApiKeyCache):
+        def __init__(self):
+            super().__init__()
+            self.written_keys = []
+
+        async def async_set_cache(self, key, value, local_only=False, **kwargs):
+            self.written_keys.append(key)
+            return await super().async_set_cache(key=key, value=value, local_only=local_only, **kwargs)
+
+    user_api_key_cache = _WriteRecordingCache()
+    await user_api_key_cache.async_set_cache(
+        key="org_id:org-1:with_budget",
+        value=LiteLLM_OrganizationTable(
+            organization_id="org-1",
+            organization_alias="platform-org",
+            budget_id="b1",
+            created_by="admin",
+            updated_by="admin",
+        ),
+        model_type=LiteLLM_OrganizationTable,
+    )
+
+    for _ in range(3):
+        org = await get_org_object_for_request(
+            org_id="org-1",
+            prisma_client=MagicMock(),
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+        )
+        assert org is not None and org.organization_alias == "platform-org"
+
+    assert user_api_key_cache.written_keys.count("org_id:org-1:with_budget:last_known") == 1
+
+
 @pytest.mark.parametrize(
     "max_budget, spend, expect_blocked",
     [

From c02399b29dbc6b3a243679c888302caa47245d73 Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivam@berri.ai>
Date: Sat, 19 Sep 2026 12:23:59 -0700
Subject: [PATCH 103/162] fix(terraform): unlink the registry docs entries that
 404 on click

The resource and data source links on the provider's registry docs
overview page 404 when clicked. They are written as relative paths like
./resources/team, and the registry serves the overview at
.../latest/docs with no trailing slash and passes hrefs through
unrewritten, so the browser resolves them to .../latest/resources/team.

Drops the link markup and keeps both lists and their descriptions. No
relative form works in both places: only a docs/-prefixed target
resolves correctly on the registry, and that same path is wrong when
reading the file on GitHub. The registry sidebar already links every
resource and data source for the version being read.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
---
 terraform/provider/docs/index.md | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/terraform/provider/docs/index.md b/terraform/provider/docs/index.md
index e6641782a4d..c446567549d 100644
--- a/terraform/provider/docs/index.md
+++ b/terraform/provider/docs/index.md
@@ -43,22 +43,22 @@ resource "litellm_team" "dev_team" {
 
 The LiteLLM provider supports the following resources:
 
-* [`litellm_model`](./resources/model) - Manage LiteLLM model configurations
-* [`litellm_team`](./resources/team) - Manage teams and their permissions
-* [`litellm_team_member`](./resources/team_member) - Manage team member configurations
-* [`litellm_team_member_add`](./resources/team_member_add) - Add members to teams
-* [`litellm_key`](./resources/key) - Manage API keys
-* [`litellm_mcp_server`](./resources/mcp_server) - Manage MCP (Model Context Protocol) servers
-* [`litellm_credential`](./resources/credential) - Manage credentials for various providers
-* [`litellm_vector_store`](./resources/vector_store) - Manage vector stores
-* [`litellm_jwt_key_mapping`](./resources/jwt_key_mapping) - Map JWT claim values to virtual keys
+* `litellm_model` - Manage LiteLLM model configurations
+* `litellm_team` - Manage teams and their permissions
+* `litellm_team_member` - Manage team member configurations
+* `litellm_team_member_add` - Add members to teams
+* `litellm_key` - Manage API keys
+* `litellm_mcp_server` - Manage MCP (Model Context Protocol) servers
+* `litellm_credential` - Manage credentials for various providers
+* `litellm_vector_store` - Manage vector stores
+* `litellm_jwt_key_mapping` - Map JWT claim values to virtual keys
 
 ## Available Data Sources
 
 The LiteLLM provider supports the following data sources:
 
-* [`litellm_credential`](./data-sources/credential) - Retrieve credential information
-* [`litellm_vector_store`](./data-sources/vector_store) - Retrieve vector store information
+* `litellm_credential` - Retrieve credential information
+* `litellm_vector_store` - Retrieve vector store information
 
 ## Authentication
 

From fe480533e862bd25569b36d61411a2774fe0fce6 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 13:44:00 -0700
Subject: [PATCH 104/162] feat(proxy)!: refuse to start with an unset, empty,
 or publicly known master key

The proxy used to boot with no master key (every request accepted without
authentication) and with sk-1234, the key every example used. It now stops at
startup, before it connects to the database, and prints how to fix it: where the
bad key came from, a copy-pastable command that generates a secure key, and,
when the public key is also encrypting a database, a link to the rotation guide

general_settings.dangerously_allow_unsafe_proxy: true or
LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true starts the proxy anyway, for local
development. CI and test boots that rely on sk-1234 or on no key set it

BREAKING CHANGE: deployments with no master key, an empty one, or sk-1234 no
longer start until they set a real key or opt in to the override
---
 .circleci/config.yml                          |  16 ++
 litellm/proxy/_lazy_openapi_snapshot.json     |   2 +-
 litellm/proxy/_types.py                       |   4 +
 litellm/proxy/auth/master_key_boot_check.py   | 221 ++++++++++++++++++
 litellm/proxy/proxy_server.py                 |  21 ++
 render.yaml                                   |   2 +
 tests/e2e/ui/run_e2e.sh                       |   1 +
 tests/proxy_behavior/management/conftest.py   |   2 +-
 .../test_master_key_not_in_db.py              |   6 +-
 tests/proxy_unit_tests/test_aproxy_startup.py |   6 +-
 .../proxy/auth/test_master_key_boot_check.py  | 221 ++++++++++++++++++
 tests/test_litellm/proxy/test_proxy_server.py |  77 ++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   5 +
 13 files changed, 578 insertions(+), 6 deletions(-)
 create mode 100644 litellm/proxy/auth/master_key_boot_check.py
 create mode 100644 tests/test_litellm/proxy/auth/test_master_key_boot_check.py

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 602604714bd..733af22631e 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1650,6 +1650,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e LITELLM_MASTER_KEY="sk-1234" \
               --name schema-seed \
@@ -1670,6 +1671,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DISABLE_SCHEMA_UPDATE="True" \
@@ -1744,6 +1746,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e USE_PRISMA_MIGRATE=True \
               -e FAKE_OPENAI_API_BASE=http://host.docker.internal:8190 \
@@ -1839,6 +1842,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e AZURE_API_KEY=$AZURE_API_KEY \
               -e AZURE_API_BASE=$AZURE_API_BASE \
@@ -1927,6 +1931,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -1987,6 +1992,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2064,6 +2070,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=host.docker.internal \
               -e REDIS_PORT=6379 \
@@ -2146,6 +2153,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2168,6 +2176,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4001 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2245,6 +2254,7 @@ jobs:
             docker run -d \
               --restart on-failure \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e STORE_MODEL_IN_DB="True" \
               -e LITELLM_MASTER_KEY="sk-1234" \
@@ -2319,6 +2329,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2401,6 +2412,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e OPENAI_API_KEY=$OPENAI_API_KEY \
@@ -2492,6 +2504,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e ANTHROPIC_API_KEY=$ANTHROPIC_API_KEY \
@@ -2673,6 +2686,7 @@ jobs:
           name: Start LiteLLM proxy
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
+            LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
             SERVER_ROOT_PATH: ""
@@ -2816,6 +2830,7 @@ jobs:
           name: Start LiteLLM proxy under a server root path
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
+            LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
           # Output flows to this step's own log, so a boot crash is visible here
@@ -2901,6 +2916,7 @@ jobs:
           command: |
             docker run --name my-app \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DATABASE_URL="postgresql://wrong:wrong@wrong:5432/wrong" \
               myapp:latest \
diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index 06e157498aa..391f0042ed0 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -19632,7 +19632,7 @@
                   }
                 }
               },
-              "description": "\n    Unified rate-limit error.\n\n    Every rate-limit condition surfaced by litellm \u2014 whether it originated from\n    an upstream LLM provider, a vendor batch endpoint, or one of litellm's own\n    proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\n    max-iterations, etc.) \u2014 is raised as an instance of this class.\n\n    The :attr:`category` attribute lets callers distinguish the source. See\n    :class:`RateLimitErrorCategory` for the available values.\n    "
+              "description": "\nUnified rate-limit error.\n\nEvery rate-limit condition surfaced by litellm \u2014 whether it originated from\nan upstream LLM provider, a vendor batch endpoint, or one of litellm's own\nproxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\nmax-iterations, etc.) \u2014 is raised as an instance of this class.\n\nThe :attr:`category` attribute lets callers distinguish the source. See\n:class:`RateLimitErrorCategory` for the available values.\n"
             },
             "500": {
               "content": {
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6322a1212fe..40a5caf1ba8 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2590,6 +2590,10 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     use_google_kms: bool | None = Field(None, description="decrypt keys with google kms")
     use_azure_key_vault: bool | None = Field(None, description="load keys from azure key vault")
     master_key: str | None = Field(None, description="require a key for all calls to proxy")
+    dangerously_allow_unsafe_proxy: bool | None = Field(
+        None,
+        description="local development only: start even when master_key is unset, empty, or a publicly known default",
+    )
     coordination_redis: CoordinationRedisParams | None = Field(
         None,
         description=(
diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
new file mode 100644
index 00000000000..725798c5bb3
--- /dev/null
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -0,0 +1,221 @@
+"""Decides at boot whether the proxy may start with the master key it resolved."""
+
+import atexit
+import sys
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass
+from enum import Enum
+from types import MappingProxyType
+from typing import Final, assert_never
+
+from litellm._logging import verbose_proxy_logger
+
+UNSAFE_PROXY_OVERRIDE_SETTING: Final = "dangerously_allow_unsafe_proxy"
+UNSAFE_PROXY_OVERRIDE_ENV_VAR: Final = "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY"
+MASTER_KEY_SETTING: Final = "master_key"
+MASTER_KEY_ENV_VAR: Final = "LITELLM_MASTER_KEY"
+SALT_KEY_ENV_VAR: Final = "LITELLM_SALT_KEY"
+PUBLICLY_KNOWN_MASTER_KEYS: Final = frozenset({"sk-1234"})
+ROTATION_DOCS_URL: Final = "https://docs.litellm.ai/docs/proxy/master_key_rotations#proxy-refuses-to-start"
+GENERATE_MASTER_KEY_COMMAND: Final = f'echo "{MASTER_KEY_ENV_VAR}=sk-$(openssl rand -hex 32)" | tee -a .env'
+
+
+class UnsafeMasterKeyReason(Enum):
+    NOT_SET = "not_set"
+    EMPTY = "empty"
+    PUBLICLY_KNOWN = "publicly_known"
+
+
+@dataclass(frozen=True, slots=True)
+class ConfigFileSource:
+    config_file_path: str | None
+
+
+@dataclass(frozen=True, slots=True)
+class EnvironmentSource:
+    pass
+
+
+MasterKeySource = ConfigFileSource | EnvironmentSource
+
+
+@dataclass(frozen=True, slots=True)
+class SafeMasterKey:
+    pass
+
+
+@dataclass(frozen=True, slots=True)
+class UnsafeMasterKeyAllowed:
+    reason: UnsafeMasterKeyReason
+
+
+@dataclass(frozen=True, slots=True)
+class UnsafeMasterKeyRefused:
+    reason: UnsafeMasterKeyReason
+    source: MasterKeySource
+    stored_credentials_need_rotation: bool
+
+
+MasterKeyBootVerdict = SafeMasterKey | UnsafeMasterKeyAllowed | UnsafeMasterKeyRefused
+
+
+class UnsafeMasterKeyError(Exception):
+    pass
+
+
+def master_key_boot_verdict(
+    *,
+    master_key: str | None,
+    environment_master_key: str | None,
+    general_settings: Mapping[str, object],
+    config_file_path: str | None,
+    override_env_is_on: bool,
+    salt_key_is_set: bool,
+    database_is_configured: bool,
+) -> MasterKeyBootVerdict:
+    reason: Final = _unsafe_reason(master_key)
+    if reason is None:
+        return SafeMasterKey()
+    if override_env_is_on or general_settings.get(UNSAFE_PROXY_OVERRIDE_SETTING) is True:
+        return UnsafeMasterKeyAllowed(reason=reason)
+    config_file_only_relays_the_environment: Final = master_key is not None and master_key == environment_master_key
+    return UnsafeMasterKeyRefused(
+        reason=reason,
+        source=(
+            ConfigFileSource(config_file_path=config_file_path)
+            if MASTER_KEY_SETTING in general_settings and not config_file_only_relays_the_environment
+            else EnvironmentSource()
+        ),
+        stored_credentials_need_rotation=(
+            reason is UnsafeMasterKeyReason.PUBLICLY_KNOWN and not salt_key_is_set and database_is_configured
+        ),
+    )
+
+
+def enforce_master_key_boot_verdict(verdict: MasterKeyBootVerdict, announce: Callable[[str], object]) -> None:
+    match verdict:
+        case SafeMasterKey():
+            return
+        case UnsafeMasterKeyAllowed(reason=reason):
+            verbose_proxy_logger.warning(
+                "%s is on, so the proxy is starting with %s. Never run this outside local development.",
+                UNSAFE_PROXY_OVERRIDE_SETTING,
+                _UNSAFE_STATE[reason],
+            )
+        case UnsafeMasterKeyRefused(reason=reason):
+            announce(f"\n{render_refusal(verdict)}\n\n")
+            raise UnsafeMasterKeyError(
+                f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[reason]} The fix is printed once the server exits."
+            )
+        case _:
+            assert_never(verdict)
+
+
+def announce_on_stderr_at_exit(message: str) -> None:
+    """Keeps the fix as the last thing on screen and away from the log handlers.
+
+    A failed lifespan prints a traceback hundreds of lines long (a frame pair per included router) that buries
+    anything written before it, and the log redactor strips the key-shaped command from anything sent to a logger.
+    """
+    atexit.register(_flush_stdout_then_write_stderr, message)
+
+
+def _flush_stdout_then_write_stderr(message: str) -> None:
+    sys.stdout.flush()
+    sys.stderr.write(message)
+
+
+def render_refusal(refusal: UnsafeMasterKeyRefused) -> str:
+    return "\n\n".join(
+        (
+            f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[refusal.reason]}\n{_source_line(refusal)}",
+            _fix_steps(refusal.source),
+            *((_ROTATION_WARNING,) if refusal.stored_credentials_need_rotation else ()),
+            _OVERRIDE_HINT,
+        )
+    )
+
+
+_UNSAFE_STATE: Final = MappingProxyType(
+    {
+        UnsafeMasterKeyReason.NOT_SET: "no master key, which accepts every request without authentication",
+        UnsafeMasterKeyReason.EMPTY: "an empty master key",
+        UnsafeMasterKeyReason.PUBLICLY_KNOWN: "a publicly known master key",
+    }
+)
+
+_REFUSAL_HEADLINE: Final = MappingProxyType(
+    {
+        UnsafeMasterKeyReason.NOT_SET: (
+            "no master key is set, so every request would be accepted without authentication."
+        ),
+        UnsafeMasterKeyReason.EMPTY: "the master key is empty.",
+        UnsafeMasterKeyReason.PUBLICLY_KNOWN: "the master key is a publicly known default.",
+    }
+)
+
+_SAVE_KEY_STEP: Final = (
+    "Generate a key and save it to .env:\n"
+    f"     {GENERATE_MASTER_KEY_COMMAND}\n"
+    "   Not using a .env file (docker run, Kubernetes, pip install)? Pass the same value as the\n"
+    f"   {MASTER_KEY_ENV_VAR} environment variable instead."
+)
+
+_ROTATION_WARNING: Final = (
+    f"Credentials stored in your database are encrypted with the current master key because {SALT_KEY_ENV_VAR}\n"
+    f"is not set. Rotate the key before changing it, or they become undecryptable:\n{ROTATION_DOCS_URL}"
+)
+
+_OVERRIDE_HINT: Final = (
+    f"Local development only: set {UNSAFE_PROXY_OVERRIDE_ENV_VAR}=true, or\n"
+    f"general_settings.{UNSAFE_PROXY_OVERRIDE_SETTING}: true, to start anyway."
+)
+
+
+def _unsafe_reason(master_key: str | None) -> UnsafeMasterKeyReason | None:
+    if master_key is None:
+        return UnsafeMasterKeyReason.NOT_SET
+    stripped: Final = master_key.strip()
+    if not stripped:
+        return UnsafeMasterKeyReason.EMPTY
+    if stripped in PUBLICLY_KNOWN_MASTER_KEYS:
+        return UnsafeMasterKeyReason.PUBLICLY_KNOWN
+    return None
+
+
+def _config_label(source: ConfigFileSource) -> str:
+    return source.config_file_path or "your config"
+
+
+def _source_line(refusal: UnsafeMasterKeyRefused) -> str:
+    match refusal.source:
+        case ConfigFileSource() as source:
+            if refusal.reason is UnsafeMasterKeyReason.NOT_SET:
+                return (
+                    f"general_settings.{MASTER_KEY_SETTING} in {_config_label(source)} is blank, or points at an "
+                    "environment variable that is not set."
+                )
+            return f"It comes from general_settings.{MASTER_KEY_SETTING} in {_config_label(source)}."
+        case EnvironmentSource():
+            if refusal.reason is UnsafeMasterKeyReason.NOT_SET:
+                return (
+                    f"Neither general_settings.{MASTER_KEY_SETTING} nor the {MASTER_KEY_ENV_VAR} "
+                    "environment variable is set."
+                )
+            return f"It comes from the {MASTER_KEY_ENV_VAR} environment variable."
+        case _:
+            assert_never(refusal.source)
+
+
+def _fix_steps(source: MasterKeySource) -> str:
+    match source:
+        case ConfigFileSource():
+            return (
+                f"1. Make {_config_label(source)} read the key from the environment:\n"
+                f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}\n"
+                f"2. {_SAVE_KEY_STEP}"
+            )
+        case EnvironmentSource():
+            return f"1. {_SAVE_KEY_STEP}"
+        case _:
+            assert_never(source)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 3c7d06268ad..6c734186faf 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -342,6 +342,14 @@ from litellm.proxy.auth.login_throttle import (
     warn_login_counters_are_per_worker,
     warn_source_login_limit_is_off,
 )
+from litellm.proxy.auth.master_key_boot_check import (
+    MASTER_KEY_ENV_VAR,
+    SALT_KEY_ENV_VAR,
+    UNSAFE_PROXY_OVERRIDE_ENV_VAR,
+    announce_on_stderr_at_exit,
+    enforce_master_key_boot_verdict,
+    master_key_boot_verdict,
+)
 from litellm.proxy.auth.model_checks import (
     expand_wildcard_deployments_for_model_info,
     get_all_fallbacks,
@@ -1215,6 +1223,19 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
             if isinstance(worker_config, dict):
                 await initialize(**worker_config)
 
+    enforce_master_key_boot_verdict(
+        master_key_boot_verdict(
+            master_key=master_key,
+            environment_master_key=os.getenv(MASTER_KEY_ENV_VAR),
+            general_settings=general_settings,
+            config_file_path=user_config_file_path,
+            override_env_is_on=get_secret_bool(UNSAFE_PROXY_OVERRIDE_ENV_VAR) is True,
+            salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
+            database_is_configured=prisma_client is not None or get_secret("DATABASE_URL", None) is not None,
+        ),
+        announce=announce_on_stderr_at_exit,
+    )
+
     # check if DATABASE_URL in environment - load from there
     if prisma_client is None:
         _db_url: Final[str | None] = get_secret("DATABASE_URL", None)
diff --git a/render.yaml b/render.yaml
index 18ad8ff2078..b61385c4d90 100644
--- a/render.yaml
+++ b/render.yaml
@@ -7,6 +7,8 @@ services:
     envVars:
       - key: PORT
         value: 4000
+      - key: LITELLM_MASTER_KEY
+        generateValue: true
     numInstances: 1
     healthCheckPath: /health/liveliness
     autoDeploy: true
diff --git a/tests/e2e/ui/run_e2e.sh b/tests/e2e/ui/run_e2e.sh
index beb1bc8bf3b..c5a992e4527 100755
--- a/tests/e2e/ui/run_e2e.sh
+++ b/tests/e2e/ui/run_e2e.sh
@@ -145,6 +145,7 @@ fi
 
 # --- Credentials ---
 export LITELLM_MASTER_KEY="sk-1234"
+export LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY="true"
 export MOCK_LLM_URL="http://127.0.0.1:${MOCK_LLM_PORT}/v1"
 export E2E_MOCK_PRESIDIO_URL="http://127.0.0.1:${MOCK_PRESIDIO_PORT}"
 export DISABLE_SCHEMA_UPDATE="true"
diff --git a/tests/proxy_behavior/management/conftest.py b/tests/proxy_behavior/management/conftest.py
index 4c5b2ee9949..255b937bdd3 100644
--- a/tests/proxy_behavior/management/conftest.py
+++ b/tests/proxy_behavior/management/conftest.py
@@ -13,7 +13,7 @@ from prisma import Json
 
 from litellm.proxy.utils import hash_token
 
-MASTER_KEY = "sk-1234"
+MASTER_KEY = "sk-proxy-behavior-master-key"
 SCRATCH_PREFIX = "scratch-"
 
 
diff --git a/tests/proxy_security_tests/test_master_key_not_in_db.py b/tests/proxy_security_tests/test_master_key_not_in_db.py
index cb6e08d6746..df0834aa884 100644
--- a/tests/proxy_security_tests/test_master_key_not_in_db.py
+++ b/tests/proxy_security_tests/test_master_key_not_in_db.py
@@ -20,8 +20,10 @@ def override_env_settings(monkeypatch):
 @pytest.fixture(scope="module")
 def test_client():
     """Starting the test client triggers FastAPI startup, where Prisma connects to the DB."""
-    with TestClient(app) as client:
-        yield client
+    with pytest.MonkeyPatch.context() as boot_env:
+        boot_env.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+        with TestClient(app) as client:
+            yield client
 
 
 @pytest.mark.asyncio
diff --git a/tests/proxy_unit_tests/test_aproxy_startup.py b/tests/proxy_unit_tests/test_aproxy_startup.py
index 98bf6ef8eb7..f2e1d0a521d 100644
--- a/tests/proxy_unit_tests/test_aproxy_startup.py
+++ b/tests/proxy_unit_tests/test_aproxy_startup.py
@@ -22,7 +22,7 @@ from litellm.proxy.proxy_server import (
 
 
 @pytest.mark.asyncio
-async def test_proxy_gunicorn_startup_direct_config():
+async def test_proxy_gunicorn_startup_direct_config(monkeypatch):
     """
     gunicorn startup requires the config to be passed in via environment variables
 
@@ -30,6 +30,7 @@ async def test_proxy_gunicorn_startup_direct_config():
 
     Test both approaches
     """
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
@@ -59,7 +60,8 @@ async def test_proxy_gunicorn_startup_direct_config():
 
 
 @pytest.mark.asyncio
-async def test_proxy_gunicorn_startup_config_dict():
+async def test_proxy_gunicorn_startup_config_dict(monkeypatch):
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
new file mode 100644
index 00000000000..0bca702f73f
--- /dev/null
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -0,0 +1,221 @@
+import re
+import shutil
+import subprocess
+from collections.abc import Mapping
+from pathlib import Path
+
+import pytest
+
+from litellm.proxy.auth.master_key_boot_check import (
+    GENERATE_MASTER_KEY_COMMAND,
+    MASTER_KEY_ENV_VAR,
+    ROTATION_DOCS_URL,
+    UNSAFE_PROXY_OVERRIDE_ENV_VAR,
+    UNSAFE_PROXY_OVERRIDE_SETTING,
+    ConfigFileSource,
+    EnvironmentSource,
+    MasterKeyBootVerdict,
+    SafeMasterKey,
+    UnsafeMasterKeyAllowed,
+    UnsafeMasterKeyError,
+    UnsafeMasterKeyReason,
+    UnsafeMasterKeyRefused,
+    enforce_master_key_boot_verdict,
+    master_key_boot_verdict,
+    render_refusal,
+)
+
+
+def _verdict(
+    master_key: str | None,
+    general_settings: Mapping[str, object] | None = None,
+    *,
+    environment_master_key: str | None = None,
+    config_file_path: str | None = None,
+    override_env_is_on: bool = False,
+    salt_key_is_set: bool = False,
+    database_is_configured: bool = False,
+) -> MasterKeyBootVerdict:
+    return master_key_boot_verdict(
+        master_key=master_key,
+        environment_master_key=environment_master_key,
+        general_settings=general_settings or {},
+        config_file_path=config_file_path,
+        override_env_is_on=override_env_is_on,
+        salt_key_is_set=salt_key_is_set,
+        database_is_configured=database_is_configured,
+    )
+
+
+@pytest.mark.parametrize(
+    ("master_key", "reason"),
+    [
+        (None, UnsafeMasterKeyReason.NOT_SET),
+        ("", UnsafeMasterKeyReason.EMPTY),
+        (" \t\n", UnsafeMasterKeyReason.EMPTY),
+        ("sk-1234", UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+        ("  sk-1234\n", UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+    ],
+)
+def test_unsafe_master_keys_are_refused_with_their_reason(master_key: str | None, reason: UnsafeMasterKeyReason):
+    verdict = _verdict(master_key)
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.reason is reason
+
+
+@pytest.mark.parametrize("master_key", ["sk-12345", "sk-1234567890", "1234", "sk-qa-9f2c1e7a44b0d3"])
+def test_keys_that_only_resemble_the_known_default_are_safe(master_key: str):
+    assert _verdict(master_key) == SafeMasterKey()
+
+
+@pytest.mark.parametrize("master_key", [None, "", "sk-1234"])
+def test_either_override_lets_an_unsafe_key_through(master_key: str | None):
+    from_env = _verdict(master_key, override_env_is_on=True)
+    from_yaml = _verdict(master_key, {UNSAFE_PROXY_OVERRIDE_SETTING: True})
+
+    assert isinstance(from_env, UnsafeMasterKeyAllowed)
+    assert from_env == from_yaml
+
+
+def test_override_switched_off_in_yaml_still_refuses():
+    assert isinstance(_verdict("sk-1234", {UNSAFE_PROXY_OVERRIDE_SETTING: False}), UnsafeMasterKeyRefused)
+
+
+def test_yaml_master_key_is_the_source_even_when_it_resolved_to_nothing():
+    verdict = _verdict(None, {"master_key": None}, config_file_path="/app/config.yaml")
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == ConfigFileSource(config_file_path="/app/config.yaml")
+
+
+def test_yaml_master_key_is_the_source_when_it_differs_from_the_environment():
+    verdict = _verdict(
+        "sk-1234",
+        {"master_key": "sk-1234"},
+        environment_master_key="sk-qa-9f2c1e7a44b0d3",
+        config_file_path="/app/config.yaml",
+    )
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == ConfigFileSource(config_file_path="/app/config.yaml")
+
+
+@pytest.mark.parametrize("unsafe_key", ["sk-1234", ""])
+def test_environment_is_the_source_when_yaml_only_relays_the_environment_variable(unsafe_key: str):
+    verdict = _verdict(
+        unsafe_key,
+        {"master_key": unsafe_key},
+        environment_master_key=unsafe_key,
+        config_file_path="/app/config.yaml",
+    )
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == EnvironmentSource()
+
+
+def test_environment_is_the_source_when_yaml_does_not_set_a_master_key():
+    verdict = _verdict("sk-1234", {"database_url": "postgresql://db"}, config_file_path="/app/config.yaml")
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == EnvironmentSource()
+
+
+@pytest.mark.parametrize(
+    ("master_key", "salt_key_is_set", "database_is_configured", "needs_rotation"),
+    [
+        ("sk-1234", False, True, True),
+        ("sk-1234", True, True, False),
+        ("sk-1234", False, False, False),
+        (None, False, True, False),
+        ("", False, True, False),
+    ],
+)
+def test_rotation_is_only_needed_when_the_known_key_encrypts_a_database(
+    master_key: str | None, salt_key_is_set: bool, database_is_configured: bool, needs_rotation: bool
+):
+    verdict = _verdict(master_key, salt_key_is_set=salt_key_is_set, database_is_configured=database_is_configured)
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.stored_credentials_need_rotation is needs_rotation
+
+
+def _refusal(
+    reason: UnsafeMasterKeyReason = UnsafeMasterKeyReason.PUBLICLY_KNOWN,
+    source: ConfigFileSource | EnvironmentSource = EnvironmentSource(),
+    stored_credentials_need_rotation: bool = False,
+) -> UnsafeMasterKeyRefused:
+    return UnsafeMasterKeyRefused(
+        reason=reason, source=source, stored_credentials_need_rotation=stored_credentials_need_rotation
+    )
+
+
+def test_config_refusal_names_the_file_and_tells_it_to_read_the_environment():
+    text = render_refusal(_refusal(source=ConfigFileSource(config_file_path="/app/config.yaml")))
+
+    assert "general_settings.master_key in /app/config.yaml" in text
+    assert f"master_key: os.environ/{MASTER_KEY_ENV_VAR}" in text
+    assert GENERATE_MASTER_KEY_COMMAND in text
+
+
+def test_environment_refusal_gives_the_command_without_a_config_step():
+    text = render_refusal(_refusal(source=EnvironmentSource()))
+
+    assert f"the {MASTER_KEY_ENV_VAR} environment variable" in text
+    assert GENERATE_MASTER_KEY_COMMAND in text
+    assert "os.environ/" not in text
+
+
+def test_unset_key_refusal_says_nothing_supplied_one():
+    text = render_refusal(_refusal(reason=UnsafeMasterKeyReason.NOT_SET, source=EnvironmentSource()))
+
+    assert "Neither general_settings.master_key nor" in text
+
+
+def test_rotation_warning_appears_only_when_needed():
+    with_rotation = render_refusal(_refusal(stored_credentials_need_rotation=True))
+    without_rotation = render_refusal(_refusal(stored_credentials_need_rotation=False))
+
+    assert ROTATION_DOCS_URL in with_rotation
+    assert ROTATION_DOCS_URL not in without_rotation
+
+
+@pytest.mark.parametrize("stored_credentials_need_rotation", [True, False])
+def test_override_hint_is_the_last_paragraph(stored_credentials_need_rotation: bool):
+    text = render_refusal(_refusal(stored_credentials_need_rotation=stored_credentials_need_rotation))
+    last_paragraph = text.split("\n\n")[-1]
+
+    assert UNSAFE_PROXY_OVERRIDE_ENV_VAR in last_paragraph
+    assert f"general_settings.{UNSAFE_PROXY_OVERRIDE_SETTING}" in last_paragraph
+
+
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+def test_printed_command_saves_a_key_the_boot_check_accepts(tmp_path: Path):
+    completed = subprocess.run(
+        ["bash", "-c", GENERATE_MASTER_KEY_COMMAND], cwd=tmp_path, capture_output=True, text=True, check=True
+    )
+
+    saved = (tmp_path / ".env").read_text()
+    match = re.fullmatch(rf"{MASTER_KEY_ENV_VAR}=(sk-[0-9a-f]{{64}})\n", saved)
+    assert match is not None
+    assert completed.stdout == saved
+    assert _verdict(match.group(1)) == SafeMasterKey()
+
+
+def test_refusal_announces_the_fix_and_aborts_the_boot():
+    announced: list[str] = []
+    refusal = _refusal(source=ConfigFileSource(config_file_path="/app/config.yaml"))
+
+    with pytest.raises(UnsafeMasterKeyError, match="refused to start"):
+        enforce_master_key_boot_verdict(refusal, announce=announced.append)
+
+    assert [message.strip() for message in announced] == [render_refusal(refusal)]
+
+
+@pytest.mark.parametrize("verdict", [SafeMasterKey(), UnsafeMasterKeyAllowed(reason=UnsafeMasterKeyReason.NOT_SET)])
+def test_safe_and_overridden_keys_boot_without_announcing(verdict: MasterKeyBootVerdict):
+    announced: list[str] = []
+
+    enforce_master_key_boot_verdict(verdict, announce=announced.append)
+
+    assert announced == []
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 935cc6ad8b7..0d440dd14eb 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1628,6 +1628,83 @@ async def test_aaaproxy_startup_master_key(mock_prisma, monkeypatch, tmp_path):
         assert master_key == test_resolved_key
 
 
+def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
+    import yaml
+
+    config_path = tmp_path / "config.yaml"
+    config_path.write_text(yaml.dump({"general_settings": general_settings}))
+    for name in ("LITELLM_MASTER_KEY", "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "WORKER_CONFIG", "DATABASE_URL"):
+        monkeypatch.delenv(name, raising=False)
+    monkeypatch.setenv("CONFIG_FILE_PATH", str(config_path))
+    announced = []
+    monkeypatch.setattr("litellm.proxy.proxy_server.announce_on_stderr_at_exit", announced.append)
+    return config_path, announced
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "general_settings",
+    [{"master_key": "sk-1234"}, {"master_key": ""}, {"master_key": None}, {}],
+    ids=["publicly-known", "empty", "yaml-null", "no-general-settings"],
+)
+async def test_proxy_startup_refuses_an_unsafe_master_key_before_connecting_to_the_database(
+    monkeypatch, tmp_path, general_settings
+):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
+    monkeypatch.setenv("DATABASE_URL", "postgresql://nobody:nothing@127.0.0.1:1/unreachable")
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert len(announced) == 1
+    assert "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)" in announced[0]
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_names_the_config_file_that_set_the_unsafe_key(monkeypatch, tmp_path):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    config_path, announced = _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-1234"})
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert str(config_path) in announced[0]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("override", ["yaml", "env"])
+async def test_proxy_startup_boots_an_unsafe_master_key_under_the_override(monkeypatch, tmp_path, override):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    general_settings = {
+        "master_key": "sk-1234",
+        **({"dangerously_allow_unsafe_proxy": True} if override == "yaml" else {}),
+    }
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
+    if override == "env":
+        monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+
+    async with proxy_startup_event(FastAPI()):
+        from litellm.proxy.proxy_server import master_key
+
+        assert master_key == "sk-1234"
+
+    assert announced == []
+
+
 def test_team_info_masking():
     """
     Test that sensitive team information is properly masked
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 7aa34c5752c..1b62e59054d 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -26727,6 +26727,11 @@ export interface components {
              * @description override user_api_key_auth with your own auth script - https://docs.litellm.ai/docs/proxy/virtual_keys#custom-auth
              */
             custom_auth?: string | null;
+            /**
+             * Dangerously Allow Unsafe Proxy
+             * @description local development only: start even when master_key is unset, empty, or a publicly known default
+             */
+            dangerously_allow_unsafe_proxy?: boolean | null;
             /** @description custom args for instantiating dynamodb client - e.g. billing provision */
             database_args?: components["schemas"]["DynamoDBArgs"] | null;
             /**

From 0415382f9ef0ffcfe754285c634f4b1c06e1fd9d Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 13:45:11 -0700
Subject: [PATCH 105/162] fix(proxy): word the config step so it also fits a
 config that already reads the environment

---
 litellm/proxy/auth/master_key_boot_check.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index 725798c5bb3..0ad63fd2e19 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -211,7 +211,7 @@ def _fix_steps(source: MasterKeySource) -> str:
     match source:
         case ConfigFileSource():
             return (
-                f"1. Make {_config_label(source)} read the key from the environment:\n"
+                f"1. Make sure {_config_label(source)} reads the key from the environment:\n"
                 f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}\n"
                 f"2. {_SAVE_KEY_STEP}"
             )

From 186ba50bce4f3af3b820bc0ec14ee94d3d873e3a Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 13:49:32 -0700
Subject: [PATCH 106/162] fix(proxy): point users who must rotate at the
 rotation guide before they save a new key

---
 litellm/proxy/auth/master_key_boot_check.py   | 16 +++++++-----
 .../proxy/auth/test_master_key_boot_check.py  | 25 ++++++++++++++++++-
 tests/test_litellm/proxy/test_proxy_server.py |  2 +-
 3 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index 0ad63fd2e19..971e6bcde36 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -17,7 +17,9 @@ MASTER_KEY_ENV_VAR: Final = "LITELLM_MASTER_KEY"
 SALT_KEY_ENV_VAR: Final = "LITELLM_SALT_KEY"
 PUBLICLY_KNOWN_MASTER_KEYS: Final = frozenset({"sk-1234"})
 ROTATION_DOCS_URL: Final = "https://docs.litellm.ai/docs/proxy/master_key_rotations#proxy-refuses-to-start"
-GENERATE_MASTER_KEY_COMMAND: Final = f'echo "{MASTER_KEY_ENV_VAR}=sk-$(openssl rand -hex 32)" | tee -a .env'
+_NEW_MASTER_KEY: Final = "sk-$(openssl rand -hex 32)"
+GENERATE_MASTER_KEY_COMMAND: Final = f'echo "{MASTER_KEY_ENV_VAR}={_NEW_MASTER_KEY}" | tee -a .env'
+PRINT_NEW_MASTER_KEY_COMMAND: Final = f'echo "{_NEW_MASTER_KEY}"'
 
 
 class UnsafeMasterKeyReason(Enum):
@@ -129,8 +131,7 @@ def render_refusal(refusal: UnsafeMasterKeyRefused) -> str:
     return "\n\n".join(
         (
             f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[refusal.reason]}\n{_source_line(refusal)}",
-            _fix_steps(refusal.source),
-            *((_ROTATION_WARNING,) if refusal.stored_credentials_need_rotation else ()),
+            _ROTATE_INSTEAD_OF_REPLACING if refusal.stored_credentials_need_rotation else _fix_steps(refusal.source),
             _OVERRIDE_HINT,
         )
     )
@@ -161,9 +162,12 @@ _SAVE_KEY_STEP: Final = (
     f"   {MASTER_KEY_ENV_VAR} environment variable instead."
 )
 
-_ROTATION_WARNING: Final = (
-    f"Credentials stored in your database are encrypted with the current master key because {SALT_KEY_ENV_VAR}\n"
-    f"is not set. Rotate the key before changing it, or they become undecryptable:\n{ROTATION_DOCS_URL}"
+_ROTATE_INSTEAD_OF_REPLACING: Final = (
+    f"Credentials stored in your database are encrypted with this master key because {SALT_KEY_ENV_VAR} is not\n"
+    "set, so replacing the key makes them undecryptable. Rotate it by following this guide, which re-encrypts them:\n"
+    f"     {ROTATION_DOCS_URL}\n"
+    "Generate the new key for it with (save it only once the guide says to):\n"
+    f"     {PRINT_NEW_MASTER_KEY_COMMAND}"
 )
 
 _OVERRIDE_HINT: Final = (
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
index 0bca702f73f..fcd209d3d39 100644
--- a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -9,6 +9,7 @@ import pytest
 from litellm.proxy.auth.master_key_boot_check import (
     GENERATE_MASTER_KEY_COMMAND,
     MASTER_KEY_ENV_VAR,
+    PRINT_NEW_MASTER_KEY_COMMAND,
     ROTATION_DOCS_URL,
     UNSAFE_PROXY_OVERRIDE_ENV_VAR,
     UNSAFE_PROXY_OVERRIDE_SETTING,
@@ -172,7 +173,7 @@ def test_unset_key_refusal_says_nothing_supplied_one():
     assert "Neither general_settings.master_key nor" in text
 
 
-def test_rotation_warning_appears_only_when_needed():
+def test_rotation_guide_appears_only_when_needed():
     with_rotation = render_refusal(_refusal(stored_credentials_need_rotation=True))
     without_rotation = render_refusal(_refusal(stored_credentials_need_rotation=False))
 
@@ -180,6 +181,17 @@ def test_rotation_warning_appears_only_when_needed():
     assert ROTATION_DOCS_URL not in without_rotation
 
 
+@pytest.mark.parametrize("source", [EnvironmentSource(), ConfigFileSource(config_file_path="/app/config.yaml")])
+def test_refusal_never_tells_a_user_who_must_rotate_to_save_the_new_key_first(
+    source: ConfigFileSource | EnvironmentSource,
+):
+    text = render_refusal(_refusal(source=source, stored_credentials_need_rotation=True))
+
+    assert PRINT_NEW_MASTER_KEY_COMMAND in text
+    assert ".env" not in text
+    assert "os.environ/" not in text
+
+
 @pytest.mark.parametrize("stored_credentials_need_rotation", [True, False])
 def test_override_hint_is_the_last_paragraph(stored_credentials_need_rotation: bool):
     text = render_refusal(_refusal(stored_credentials_need_rotation=stored_credentials_need_rotation))
@@ -202,6 +214,17 @@ def test_printed_command_saves_a_key_the_boot_check_accepts(tmp_path: Path):
     assert _verdict(match.group(1)) == SafeMasterKey()
 
 
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+def test_rotation_command_prints_a_key_the_boot_check_accepts_and_saves_nothing(tmp_path: Path):
+    completed = subprocess.run(
+        ["bash", "-c", PRINT_NEW_MASTER_KEY_COMMAND], cwd=tmp_path, capture_output=True, text=True, check=True
+    )
+
+    assert re.fullmatch(r"sk-[0-9a-f]{64}\n", completed.stdout) is not None
+    assert _verdict(completed.stdout.strip()) == SafeMasterKey()
+    assert list(tmp_path.iterdir()) == []
+
+
 def test_refusal_announces_the_fix_and_aborts_the_boot():
     announced: list[str] = []
     refusal = _refusal(source=ConfigFileSource(config_file_path="/app/config.yaml"))
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 0d440dd14eb..07a07a25764 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1663,7 +1663,7 @@ async def test_proxy_startup_refuses_an_unsafe_master_key_before_connecting_to_t
             pass
 
     assert len(announced) == 1
-    assert "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)" in announced[0]
+    assert "sk-$(openssl rand -hex 32)" in announced[0]
 
 
 @pytest.mark.asyncio

From 0049a51f9b8e581db66caa9d64b04fd9081890c8 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 13:56:43 -0700
Subject: [PATCH 107/162] fix(proxy): import assert_never from
 typing_extensions for Python 3.10 and keep the lazy OpenAPI snapshot as
 generated by CI's Python

---
 litellm/proxy/_lazy_openapi_snapshot.json   | 2 +-
 litellm/proxy/auth/master_key_boot_check.py | 4 +++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index 391f0042ed0..06e157498aa 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -19632,7 +19632,7 @@
                   }
                 }
               },
-              "description": "\nUnified rate-limit error.\n\nEvery rate-limit condition surfaced by litellm \u2014 whether it originated from\nan upstream LLM provider, a vendor batch endpoint, or one of litellm's own\nproxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\nmax-iterations, etc.) \u2014 is raised as an instance of this class.\n\nThe :attr:`category` attribute lets callers distinguish the source. See\n:class:`RateLimitErrorCategory` for the available values.\n"
+              "description": "\n    Unified rate-limit error.\n\n    Every rate-limit condition surfaced by litellm \u2014 whether it originated from\n    an upstream LLM provider, a vendor batch endpoint, or one of litellm's own\n    proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\n    max-iterations, etc.) \u2014 is raised as an instance of this class.\n\n    The :attr:`category` attribute lets callers distinguish the source. See\n    :class:`RateLimitErrorCategory` for the available values.\n    "
             },
             "500": {
               "content": {
diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index 971e6bcde36..def80f551e0 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -6,7 +6,9 @@ from collections.abc import Callable, Mapping
 from dataclasses import dataclass
 from enum import Enum
 from types import MappingProxyType
-from typing import Final, assert_never
+from typing import Final
+
+from typing_extensions import assert_never
 
 from litellm._logging import verbose_proxy_logger
 

From a61bceb0cf00dd05be46387e8d56a3dfb2daf013 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 14:00:51 -0700
Subject: [PATCH 108/162] fix(files): read storage-backed managed files from
 their storage backend

The managed files hook's content read looped the file's model mappings and asked each deployment for the file. A file LiteLLM stored itself maps every model to its storage url, so the read sent that internal id to the upstream server, failed, and the batch rate limiter failed open: a key's TPM limit did not apply to a LiteLLM-executed batch. The hook now returns the stored bytes from the file's storage backend before it consults any deployment
---
 .../proxy/hooks/managed_files.py              | 17 +++++--
 .../proxy/test_managed_files_hook.py          | 46 +++++++++++++++++++
 2 files changed, 58 insertions(+), 5 deletions(-)

diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
index 8eef8a5f1ce..09cd0ed192f 100644
--- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
+++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
@@ -20,6 +20,7 @@ from typing import (
 )
 from uuid import NAMESPACE_URL, uuid5
 
+import httpx
 from fastapi import HTTPException
 from pydantic import ValidationError
 
@@ -77,6 +78,7 @@ from litellm.types.llms.openai import (  # pyright: ignore[reportAttributeAccess
     CreateFileRequest,
     FileListPage,
     FileObject,
+    HttpxBinaryResponseContent,
     OpenAIFileObject,
     ResponsesAPIResponse,
 )
@@ -88,10 +90,6 @@ from litellm.types.utils import (
     SpecialEnums,
 )
 
-if TYPE_CHECKING:
-    from litellm.types.llms.openai import HttpxBinaryResponseContent
-
-
 if TYPE_CHECKING:
     from opentelemetry.trace import Span as _Span
     from prisma.models import (
@@ -1867,10 +1865,14 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         litellm_parent_otel_span: Optional[Span],
         llm_router: Router,
         **data: Dict,
-    ) -> "HttpxBinaryResponseContent":
+    ) -> HttpxBinaryResponseContent:
         """
         Get the content of a file from first model that has it
         """
+        managed_file: Final = await self.get_unified_file_id(file_id, litellm_parent_otel_span)
+        if managed_file is not None and managed_file.storage_backend and managed_file.storage_url:
+            return await self._storage_backend_content(managed_file.storage_backend, managed_file.storage_url)
+
         model_file_id_mapping = data.pop("model_file_id_mapping", None)
         model_file_id_mapping = model_file_id_mapping or await self.get_model_file_id_mapping(
             [file_id], litellm_parent_otel_span
@@ -1900,6 +1902,11 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
         else:
             raise Exception(f"LiteLLM Managed File object with id={file_id} not found")
 
+    async def _storage_backend_content(self, storage_backend_name: str, storage_url: str) -> HttpxBinaryResponseContent:
+        storage_backend: Final = get_storage_backend(storage_backend_name, prisma_client=self.prisma_client)
+        content: Final = await storage_backend.download_file(storage_url)
+        return HttpxBinaryResponseContent(response=httpx.Response(status_code=httpx.codes.OK, content=content))
+
     async def _convert_storage_files_to_base64(
         self,
         messages: List[AllMessageValues],
diff --git a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
index 419a460d098..74bd67efaf2 100644
--- a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
+++ b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py
@@ -1067,6 +1067,7 @@ async def test_afile_content_passes_trusted_model_credentials_to_router():
     managed_files = _make_managed_files_instance()
     unified_file_id = "unified-file-id"
     s3_uri = "s3://my-bucket/litellm-batch-outputs/job-123/input.jsonl.out"
+    managed_files.get_unified_file_id = AsyncMock(return_value=None)
     managed_files.get_model_file_id_mapping = AsyncMock(
         return_value={unified_file_id: {"model-123": s3_uri}}
     )
@@ -1238,6 +1239,7 @@ async def test_afile_content_bedrock_unified_id_end_to_end(monkeypatch):
     managed_files = _make_managed_files_instance()
     unified_file_id = "unified-file-id"
     s3_uri = "s3://my-bucket/litellm-batch-outputs/job-123/input.jsonl.out"
+    managed_files.get_unified_file_id = AsyncMock(return_value=None)
     managed_files.get_model_file_id_mapping = AsyncMock(
         return_value={unified_file_id: {"model-123": s3_uri}}
     )
@@ -1268,6 +1270,7 @@ async def test_afile_content_error_reports_unified_id_not_provider_uri():
     managed_files = _make_managed_files_instance()
     unified_file_id = "litellm_proxy_unified_id_abc"
     s3_uri = "s3://my-bucket/litellm-batch-outputs/job-123/input.jsonl.out"
+    managed_files.get_unified_file_id = AsyncMock(return_value=None)
     managed_files.get_model_file_id_mapping = AsyncMock(
         return_value={unified_file_id: {"model-123": s3_uri}}
     )
@@ -1908,6 +1911,49 @@ async def test_afile_delete_storage_backed_row_deletes_stored_content_not_provid
     assert response == FileDeleted(id=unified_file_id, object="file", deleted=True)
 
 
+@pytest.mark.asyncio
+async def test_afile_content_storage_backed_row_returns_stored_bytes_not_provider_content():
+    from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles
+    from prisma import Base64
+
+    from litellm.caching import DualCache
+    from litellm.models.managed_files import LiteLLM_ManagedFileTable
+
+    storage_url = "litellm_db://content-row-1"
+    unified_file_id = _managed_deletion_file_id(storage_url)
+    stored_bytes = b'{"custom_id": "line-1", "method": "POST", "url": "/v1/chat/completions", "body": {}}\n'
+    row = LiteLLM_ManagedFileTable(
+        unified_file_id=unified_file_id,
+        model_mappings={"vllm-batch": storage_url},
+        flat_model_file_ids=[storage_url],
+        file_object=_make_file_object(unified_file_id),
+        storage_backend="litellm_db",
+        storage_url=storage_url,
+    )
+    file_table = MagicMock(find_first=AsyncMock(return_value=row))
+    content_table = MagicMock(find_unique=AsyncMock(return_value=MagicMock(content=Base64.encode(stored_bytes))))
+    managed_files = _PROXY_LiteLLMManagedFiles(
+        internal_usage_cache=DualCache(),
+        prisma_client=MagicMock(
+            db=MagicMock(litellm_managedfiletable=file_table, litellm_managedfilecontenttable=content_table)
+        ),
+    )
+    router = MagicMock(
+        get_deployment_credentials_with_provider=MagicMock(return_value=None),
+        afile_content=AsyncMock(),
+    )
+
+    response = await managed_files.afile_content(
+        file_id=unified_file_id,
+        litellm_parent_otel_span=None,
+        llm_router=router,
+    )
+
+    assert response.content == stored_bytes
+    content_table.find_unique.assert_awaited_once_with(where={"id": "content-row-1"})
+    router.afile_content.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_store_unified_object_id_batch_processed_is_written_only_when_asked():
     managed_files, mock_prisma = _make_object_store_instance()

From 3c9c860de7ac98ab93c570ddd0313ee7d7b4d7a9 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 14:16:52 -0700
Subject: [PATCH 109/162] test(proxy): set the unsafe-proxy override at the
 remaining test boot sites and isolate the boot test from a leaked scheduler

---
 tests/mcp_tests/test_proxy_mcp_e2e.py         | 1 +
 tests/test_litellm/proxy/conftest.py          | 1 +
 tests/test_litellm/proxy/test_proxy_server.py | 2 ++
 3 files changed, 4 insertions(+)

diff --git a/tests/mcp_tests/test_proxy_mcp_e2e.py b/tests/mcp_tests/test_proxy_mcp_e2e.py
index 99c03b3438d..9e3e421b4dd 100644
--- a/tests/mcp_tests/test_proxy_mcp_e2e.py
+++ b/tests/mcp_tests/test_proxy_mcp_e2e.py
@@ -54,6 +54,7 @@ def _clear_proxy_database_env() -> typing.Iterator[None]:
     # the LITELLM_MASTER_KEY env var, overriding whatever initialize() set from
     # the config file. We must set it here so the lifespan doesn't reset it to None.
     mp.setenv("LITELLM_MASTER_KEY", "sk-1234")
+    mp.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
     try:
         yield
     finally:
diff --git a/tests/test_litellm/proxy/conftest.py b/tests/test_litellm/proxy/conftest.py
index 65e12b7d777..b31d2229466 100644
--- a/tests/test_litellm/proxy/conftest.py
+++ b/tests/test_litellm/proxy/conftest.py
@@ -268,6 +268,7 @@ def create_proxy_test_client(
 
     # Set environment variables
     set_proxy_environment_variables(monkeypatch, database_url=database_url)
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
 
     # Initialize proxy
     asyncio.run(initialize(config=config_fp, debug=init_options.get("debug", False)))
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 07a07a25764..a670f467619 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1636,6 +1636,8 @@ def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
     for name in ("LITELLM_MASTER_KEY", "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "WORKER_CONFIG", "DATABASE_URL"):
         monkeypatch.delenv(name, raising=False)
     monkeypatch.setenv("CONFIG_FILE_PATH", str(config_path))
+    scheduler_left_on_a_closed_event_loop_by_an_earlier_test = "litellm.proxy.proxy_server.scheduler"
+    monkeypatch.setattr(scheduler_left_on_a_closed_event_loop_by_an_earlier_test, None)
     announced = []
     monkeypatch.setattr("litellm.proxy.proxy_server.announce_on_stderr_at_exit", announced.append)
     return config_path, announced

From e5398e7e3077ced21269871e41de777a56a02de0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 14:22:19 -0700
Subject: [PATCH 110/162] test: drop two inert type: ignore comments

pyrightconfig.json sets enableTypeIgnoreComments to false and does not
include tests/, so neither comment suppressed anything.
---
 .../test_litellm/proxy/config_resolvers/test_settings_store.py  | 2 +-
 .../management_endpoints/test_coordination_redis_endpoints.py   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
index ab1bff67c42..806b2d5e5aa 100644
--- a/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
+++ b/tests/test_litellm/proxy/config_resolvers/test_settings_store.py
@@ -427,7 +427,7 @@ def test_settings_store_truthiness_stops_at_the_first_key() -> None:
     resolutions: Final[list[str]] = []
     original: Final = SettingsStore._resolution_for
 
-    def counted(self: SettingsStore, key: str):  # type: ignore[no-untyped-def]
+    def counted(self: SettingsStore, key: str):
         resolutions.append(key)
         return original(self, key)
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
index faa8b851db4..7c6e8154107 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
@@ -623,7 +623,7 @@ def _real_proxy_config(file_general_settings: dict) -> "object":
 
     proxy_config = ProxyConfig()
     proxy_config._load_yaml_settings_stores({"general_settings": file_general_settings})
-    proxy_config.get_config_state = MagicMock(  # type: ignore[method-assign]
+    proxy_config.get_config_state = MagicMock(
         return_value={"general_settings": file_general_settings}
     )
     return proxy_config

From fdd614d759bbc95a25a34a751b71c66a7cd5fe61 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 14:22:52 -0700
Subject: [PATCH 111/162] fix(proxy): tell users with an already exported
 master key to replace it in place, because it wins over .env

---
 litellm/proxy/auth/master_key_boot_check.py   | 33 ++++++-----
 .../proxy/auth/test_master_key_boot_check.py  | 55 ++++++++++++++++++-
 2 files changed, 72 insertions(+), 16 deletions(-)

diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index def80f551e0..68cbf2ea6e1 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -1,5 +1,3 @@
-"""Decides at boot whether the proxy may start with the master key it resolved."""
-
 import atexit
 import sys
 from collections.abc import Callable, Mapping
@@ -57,6 +55,7 @@ class UnsafeMasterKeyAllowed:
 class UnsafeMasterKeyRefused:
     reason: UnsafeMasterKeyReason
     source: MasterKeySource
+    environment_variable_is_set: bool
     stored_credentials_need_rotation: bool
 
 
@@ -90,6 +89,7 @@ def master_key_boot_verdict(
             if MASTER_KEY_SETTING in general_settings and not config_file_only_relays_the_environment
             else EnvironmentSource()
         ),
+        environment_variable_is_set=environment_master_key is not None,
         stored_credentials_need_rotation=(
             reason is UnsafeMasterKeyReason.PUBLICLY_KNOWN and not salt_key_is_set and database_is_configured
         ),
@@ -116,11 +116,7 @@ def enforce_master_key_boot_verdict(verdict: MasterKeyBootVerdict, announce: Cal
 
 
 def announce_on_stderr_at_exit(message: str) -> None:
-    """Keeps the fix as the last thing on screen and away from the log handlers.
-
-    A failed lifespan prints a traceback hundreds of lines long (a frame pair per included router) that buries
-    anything written before it, and the log redactor strips the key-shaped command from anything sent to a logger.
-    """
+    """A logger would redact the key-shaped command and the lifespan traceback would bury it, so print at exit."""
     atexit.register(_flush_stdout_then_write_stderr, message)
 
 
@@ -133,7 +129,7 @@ def render_refusal(refusal: UnsafeMasterKeyRefused) -> str:
     return "\n\n".join(
         (
             f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[refusal.reason]}\n{_source_line(refusal)}",
-            _ROTATE_INSTEAD_OF_REPLACING if refusal.stored_credentials_need_rotation else _fix_steps(refusal.source),
+            _ROTATE_INSTEAD_OF_REPLACING if refusal.stored_credentials_need_rotation else _fix_steps(refusal),
             _OVERRIDE_HINT,
         )
     )
@@ -164,6 +160,14 @@ _SAVE_KEY_STEP: Final = (
     f"   {MASTER_KEY_ENV_VAR} environment variable instead."
 )
 
+_REPLACE_EXPORTED_KEY_STEP: Final = (
+    "Generate a key:\n"
+    f"     {PRINT_NEW_MASTER_KEY_COMMAND}\n"
+    f"   Put it in place of the current {MASTER_KEY_ENV_VAR} value wherever that is set: a shell export, your\n"
+    "   container or deployment environment, or its line in .env. Do not just add it to .env, because a value\n"
+    "   already exported in the environment wins over .env."
+)
+
 _ROTATE_INSTEAD_OF_REPLACING: Final = (
     f"Credentials stored in your database are encrypted with this master key because {SALT_KEY_ENV_VAR} is not\n"
     "set, so replacing the key makes them undecryptable. Rotate it by following this guide, which re-encrypts them:\n"
@@ -213,15 +217,16 @@ def _source_line(refusal: UnsafeMasterKeyRefused) -> str:
             assert_never(refusal.source)
 
 
-def _fix_steps(source: MasterKeySource) -> str:
-    match source:
-        case ConfigFileSource():
+def _fix_steps(refusal: UnsafeMasterKeyRefused) -> str:
+    set_key_step: Final = _REPLACE_EXPORTED_KEY_STEP if refusal.environment_variable_is_set else _SAVE_KEY_STEP
+    match refusal.source:
+        case ConfigFileSource() as source:
             return (
                 f"1. Make sure {_config_label(source)} reads the key from the environment:\n"
                 f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}\n"
-                f"2. {_SAVE_KEY_STEP}"
+                f"2. {set_key_step}"
             )
         case EnvironmentSource():
-            return f"1. {_SAVE_KEY_STEP}"
+            return f"1. {set_key_step}"
         case _:
-            assert_never(source)
+            assert_never(refusal.source)
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
index fcd209d3d39..2bb33276a0c 100644
--- a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -1,6 +1,7 @@
 import re
 import shutil
 import subprocess
+import sys
 from collections.abc import Mapping
 from pathlib import Path
 
@@ -21,6 +22,7 @@ from litellm.proxy.auth.master_key_boot_check import (
     UnsafeMasterKeyError,
     UnsafeMasterKeyReason,
     UnsafeMasterKeyRefused,
+    announce_on_stderr_at_exit,
     enforce_master_key_boot_verdict,
     master_key_boot_verdict,
     render_refusal,
@@ -144,10 +146,14 @@ def test_rotation_is_only_needed_when_the_known_key_encrypts_a_database(
 def _refusal(
     reason: UnsafeMasterKeyReason = UnsafeMasterKeyReason.PUBLICLY_KNOWN,
     source: ConfigFileSource | EnvironmentSource = EnvironmentSource(),
+    environment_variable_is_set: bool = False,
     stored_credentials_need_rotation: bool = False,
 ) -> UnsafeMasterKeyRefused:
     return UnsafeMasterKeyRefused(
-        reason=reason, source=source, stored_credentials_need_rotation=stored_credentials_need_rotation
+        reason=reason,
+        source=source,
+        environment_variable_is_set=environment_variable_is_set,
+        stored_credentials_need_rotation=stored_credentials_need_rotation,
     )
 
 
@@ -160,13 +166,42 @@ def test_config_refusal_names_the_file_and_tells_it_to_read_the_environment():
 
 
 def test_environment_refusal_gives_the_command_without_a_config_step():
-    text = render_refusal(_refusal(source=EnvironmentSource()))
+    text = render_refusal(_refusal(reason=UnsafeMasterKeyReason.NOT_SET, source=EnvironmentSource()))
 
     assert f"the {MASTER_KEY_ENV_VAR} environment variable" in text
     assert GENERATE_MASTER_KEY_COMMAND in text
     assert "os.environ/" not in text
 
 
+@pytest.mark.parametrize(
+    ("master_key", "general_settings", "environment_master_key", "is_set"),
+    [
+        (None, {}, None, False),
+        ("sk-1234", {"master_key": "sk-1234"}, None, False),
+        ("sk-1234", {}, "sk-1234", True),
+        ("sk-1234", {"master_key": "sk-1234"}, "", True),
+    ],
+)
+def test_refusal_records_whether_the_environment_variable_is_already_set(
+    master_key: str | None, general_settings: Mapping[str, object], environment_master_key: str | None, is_set: bool
+):
+    refusal = _verdict(master_key, general_settings, environment_master_key=environment_master_key)
+
+    assert isinstance(refusal, UnsafeMasterKeyRefused)
+    assert refusal.environment_variable_is_set is is_set
+
+
+@pytest.mark.parametrize("source", [EnvironmentSource(), ConfigFileSource(config_file_path="/app/config.yaml")])
+def test_refusal_never_tells_a_user_with_an_exported_key_to_append_to_the_env_file(
+    source: ConfigFileSource | EnvironmentSource,
+):
+    text = render_refusal(_refusal(source=source, environment_variable_is_set=True))
+
+    assert PRINT_NEW_MASTER_KEY_COMMAND in text
+    assert "tee" not in text
+    assert "wins over .env" in text
+
+
 def test_unset_key_refusal_says_nothing_supplied_one():
     text = render_refusal(_refusal(reason=UnsafeMasterKeyReason.NOT_SET, source=EnvironmentSource()))
 
@@ -242,3 +277,19 @@ def test_safe_and_overridden_keys_boot_without_announcing(verdict: MasterKeyBoot
     enforce_master_key_boot_verdict(verdict, announce=announced.append)
 
     assert announced == []
+
+
+def test_announced_fix_is_the_last_thing_a_crashing_process_prints():
+    crash_after_announcing = (
+        "from litellm.proxy.auth.master_key_boot_check import announce_on_stderr_at_exit\n"
+        "announce_on_stderr_at_exit('THE FIX')\n"
+        "print('buffered stdout')\n"
+        "raise RuntimeError('lifespan failed')\n"
+    )
+
+    completed = subprocess.run([sys.executable, "-c", crash_after_announcing], capture_output=True, text=True)
+
+    assert completed.returncode != 0
+    assert "RuntimeError: lifespan failed" in completed.stderr
+    assert completed.stderr.endswith("THE FIX")
+    assert completed.stdout == "buffered stdout\n"

From 9c3a7133f11929c5f398d16f1b386504843141b4 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 14:25:52 -0700
Subject: [PATCH 112/162] test: cover the config-owned refusal on the email
 reset route

---
 .../send_emails/test_endpoints.py                | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
index c2ae153556d..7b32d9e8c44 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_endpoints.py
@@ -331,3 +331,19 @@ async def test_save_email_settings_still_writes_when_the_config_file_is_silent()
     assert len(upserts) == 1
     written = json.loads(upserts[0]["data"]["create"]["param_value"])
     assert written["email_settings"] == {EmailEvent.new_user_invitation.value: False}
+
+
+@pytest.mark.asyncio
+async def test_reset_event_settings_surfaces_the_config_owned_refusal(mock_user_api_key_auth):
+    upserts = []
+    client = _prisma_recording_upserts(upserts)
+    proxy_config = _proxy_config_owning({"email_settings": {EmailEvent.new_user_invitation.value: True}})
+
+    with mock.patch("litellm.proxy.proxy_server.prisma_client", client):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+        with mock.patch("litellm.proxy.proxy_server.proxy_config", proxy_config):  # test-quality-ok: the endpoint reads these proxy_server module globals at call time; there is no injection seam
+            with pytest.raises(HTTPException) as refused:
+                await reset_event_settings(user_api_key_dict=mock_user_api_key_auth)
+
+    assert refused.value.status_code == 400
+    assert refused.value.detail["keys"] == ["email_settings"]
+    assert upserts == []

From e7fd89fc0255ab377d9d6e82398a0f5fbfa60ab0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 14:25:19 -0700
Subject: [PATCH 113/162] fix(ui): narrow the web search settings response
 instead of asserting its shape

---
 .../WebSearchInterceptionSettings.test.tsx    | 23 +++++++++++++++++++
 .../WebSearchInterceptionSettings.tsx         | 14 +++++++++--
 2 files changed, 35 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
index f28891a5da5..ae981aa9767 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
@@ -127,6 +127,29 @@ describe("WebSearchInterceptionSettings", () => {
     expect(mockMutate.mock.calls[0][0]).toEqual(ENABLED_PAYLOAD);
   });
 
+  it("ignores stored values whose types do not match the field", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: {
+        ...storedSettings,
+        values: {
+          enabled: "yes",
+          enabled_providers: "bedrock",
+          search_tool_name: 7,
+          max_agentic_loops: "3",
+        },
+      },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+
+    await renderSettings();
+
+    expect(screen.getByRole("switch")).not.toBeChecked();
+    expect(screen.getByLabelText(/max agentic loops/i)).toHaveValue(null);
+    expect(screen.queryByText("bedrock")).not.toBeInTheDocument();
+  });
+
   it("reseeds the form when the stored settings change underneath it", async () => {
     vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
       data: { ...storedSettings, values: { ...storedSettings.values, max_agentic_loops: 3 } },
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
index ce2141253ba..3e9e04e720b 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
@@ -45,7 +45,7 @@ interface WebSearchInterceptionFormValues {
   max_agentic_loops: number | null;
 }
 
-const NO_STORED_VALUES: WebSearchInterceptionStoredValues = {};
+const NO_STORED_VALUES: Readonly<Record<string, unknown>> = {};
 
 const MAX_AGENTIC_LOOPS_MIN = 1;
 
@@ -69,6 +69,16 @@ const labelWithHint = (label: string, hint: string): React.ReactNode => (
 const parseLoops = (raw: string, rawAsNumber: number): number | null =>
   raw === "" || Number.isNaN(rawAsNumber) ? null : rawAsNumber;
 
+const isStringArray = (value: unknown): value is string[] =>
+  Array.isArray(value) && value.every((entry) => typeof entry === "string");
+
+const toStoredValues = (raw: Readonly<Record<string, unknown>>): WebSearchInterceptionStoredValues => ({
+  enabled: typeof raw.enabled === "boolean" ? raw.enabled : undefined,
+  enabled_providers: isStringArray(raw.enabled_providers) ? raw.enabled_providers : undefined,
+  search_tool_name: typeof raw.search_tool_name === "string" ? raw.search_tool_name : null,
+  max_agentic_loops: typeof raw.max_agentic_loops === "number" ? raw.max_agentic_loops : null,
+});
+
 const toFormValues = (values: WebSearchInterceptionStoredValues): WebSearchInterceptionFormValues => ({
   enabled: values.enabled ?? false,
   enabled_providers: values.enabled_providers ?? [],
@@ -282,7 +292,7 @@ export default function WebSearchInterceptionSettings() {
     );
   }
 
-  const values: WebSearchInterceptionStoredValues = data?.values ?? NO_STORED_VALUES;
+  const values: WebSearchInterceptionStoredValues = toStoredValues(data?.values ?? NO_STORED_VALUES);
 
   return (
     <div className="w-full">

From 8767f1279489ddbae97108b4d00d318efb57f3f0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 14:27:21 -0700
Subject: [PATCH 114/162] bump: litellm-enterprise 0.1.68 -> 0.1.69,
 litellm-proxy-extras 0.4.99 -> 0.4.100

---
 enterprise/pyproject.toml           | 4 ++--
 litellm-proxy-extras/pyproject.toml | 4 ++--
 pyproject.toml                      | 4 ++--
 uv.lock                             | 4 ++--
 4 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 06b1da7ea76..729f3264706 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.68"
+version = "0.1.69"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.68"
+version = "0.1.69"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 604ffc3abd4..fb9022f89a5 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.99"
+version = "0.4.100"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.4.99"
+version = "0.4.100"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/pyproject.toml b/pyproject.toml
index f2ee1d92d7f..1295feabb43 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -71,8 +71,8 @@ proxy = [
     "mcp>=2.2.0,<3",
     "httpx2>=2.5.0,<3",
     "pydantic>=2.12.0,<3",
-    "litellm-proxy-extras==0.4.99",
-    "litellm-enterprise==0.1.68",
+    "litellm-proxy-extras==0.4.100",
+    "litellm-enterprise==0.1.69",
     "RestrictedPython>=8.5,<9.0",
     "rich>=13.9.4,<14.0",
     "InquirerPy>=0.3.4,<1.0",
diff --git a/uv.lock b/uv.lock
index db2fb11c6e3..f1a58500a61 100644
--- a/uv.lock
+++ b/uv.lock
@@ -4942,12 +4942,12 @@ proxy-dev = [
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.68"
+version = "0.1.69"
 source = { editable = "enterprise" }
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.99"
+version = "0.4.100"
 source = { editable = "litellm-proxy-extras" }
 
 [[package]]

From 540375cfeb6402fdbb92db829678be5391651e52 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 21:36:01 +0000
Subject: [PATCH 115/162] fix(proxy): forward stream attributes and merge
 logged guardrails

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/litellm_core_utils/litellm_logging.py |  4 +
 litellm/proxy/utils.py                        |  6 +-
 .../test_litellm_logging.py                   | 18 ++++
 .../proxy_logging/test_streaming_hooks.py     | 87 ++++++++++++++++++-
 4 files changed, 113 insertions(+), 2 deletions(-)

diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index f7679b31f69..009089e0a8e 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -5528,6 +5528,10 @@ class StandardLoggingPayloadSetup:
             for key in metadata.keys() & _STANDARD_LOGGING_METADATA_KEYS:
                 clean_metadata[key] = metadata[key]
 
+            recorded_guardrails: Final = metadata.get("applied_guardrails")
+            if applied_guardrails and isinstance(recorded_guardrails, list):
+                clean_metadata["applied_guardrails"] = list(dict.fromkeys([*applied_guardrails, *recorded_guardrails]))
+
             user_api_key: Final = metadata.get("user_api_key")
             if user_api_key and isinstance(user_api_key, str) and is_valid_sha256_hash(user_api_key):
                 clean_metadata["user_api_key_hash"] = user_api_key
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index b078a65759e..62710d570db 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -470,12 +470,16 @@ def _record_raising_guardrail(request_data: Mapping[str, object], callback: obje
 
 
 class _UpstreamStreamBoundary(Generic[_T]):
-    __slots__ = ("_upstream", "failure")
+    __slots__ = ("_source", "_upstream", "failure")
 
     def __init__(self, upstream: AsyncIterable[_T]) -> None:
+        self._source: Final = upstream
         self._upstream: Final = upstream.__aiter__()
         self.failure: BaseException | None = None
 
+    def __getattr__(self, name: str) -> object:
+        return getattr(self._source, name)
+
     def __aiter__(self) -> "_UpstreamStreamBoundary[_T]":
         return self
 
diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index 999adbdd935..626a13c8061 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -3532,6 +3532,24 @@ def test_function_setup_litellm_metadata_guardrail_writes_visible_after_setup():
     assert merged.get("applied_guardrails") == ["pam-ethical-request"]
 
 
+def test_get_standard_logging_metadata_merges_recorded_applied_guardrails():
+    from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup
+
+    result = StandardLoggingPayloadSetup.get_standard_logging_metadata(
+        metadata={"applied_guardrails": ["blocker"]},
+        litellm_params={},
+        applied_guardrails=["guard-a", "blocker", "guard-b"],
+    )
+    assert result["applied_guardrails"] == ["guard-a", "blocker", "guard-b"]
+
+    result = StandardLoggingPayloadSetup.get_standard_logging_metadata(
+        metadata={"applied_guardrails": ["blocker"]},
+        litellm_params={},
+        applied_guardrails=["guard-a"],
+    )
+    assert result["applied_guardrails"] == ["guard-a", "blocker"]
+
+
 def test_function_setup_metadata_takes_precedence_over_litellm_metadata():
     """
     Test that when BOTH metadata and litellm_metadata are present (e.g., user sets
diff --git a/tests/test_litellm/proxy/utils/proxy_logging/test_streaming_hooks.py b/tests/test_litellm/proxy/utils/proxy_logging/test_streaming_hooks.py
index 6fb000b4fa7..5132aeb02e8 100644
--- a/tests/test_litellm/proxy/utils/proxy_logging/test_streaming_hooks.py
+++ b/tests/test_litellm/proxy/utils/proxy_logging/test_streaming_hooks.py
@@ -12,7 +12,7 @@ from __future__ import annotations
 import asyncio
 from collections.abc import AsyncGenerator, AsyncIterator
 from datetime import datetime
-from typing import Any, Dict, List
+from typing import Any, Dict, Final, List
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -179,6 +179,29 @@ async def _one_chunk() -> AsyncGenerator[object, None]:
     yield "chunk"
 
 
+class _AttributeStream:
+    _hidden_params = {"model_id": "m-1"}
+    model = "gpt-x"
+
+    def __init__(self) -> None:
+        self._chunks = ("chunk-1", "chunk-2")
+        self._index = 0
+        self.closed = False
+
+    def __aiter__(self) -> "_AttributeStream":
+        return self
+
+    async def __anext__(self) -> str:
+        if self._index >= len(self._chunks):
+            raise StopAsyncIteration
+        chunk = self._chunks[self._index]
+        self._index += 1
+        return chunk
+
+    async def aclose(self) -> None:
+        self.closed = True
+
+
 @pytest.mark.asyncio
 async def test_wrap_streaming_iterator_with_enrichment_passes_through_chunks(proxy_logging):
     async def gen():
@@ -247,6 +270,68 @@ async def test_wrap_streaming_iterator_leaves_upstream_http_exception_unattribut
     assert request_data == {}
 
 
+@pytest.mark.asyncio
+async def test_wrap_streaming_iterator_forwards_response_attributes_to_hook(proxy_logging):
+    async def prefix_hook(*, response: AsyncIterator[object]) -> AsyncGenerator[object, None]:
+        async for chunk in response:
+            yield f"{response._hidden_params['model_id']}:{response.model}:{chunk}"
+
+    source = _AttributeStream()
+    wrapped = proxy_logging._wrap_streaming_iterator_with_enrichment(
+        callback=MagicMock(guardrail_name="g", event_hook="post_call"),
+        response=source,
+        hook=prefix_hook,
+        request_data={},
+    )
+
+    assert [chunk async for chunk in wrapped] == [
+        "m-1:gpt-x:chunk-1",
+        "m-1:gpt-x:chunk-2",
+    ]
+
+
+@pytest.mark.asyncio
+async def test_wrap_streaming_iterator_forwards_aclose_to_upstream(proxy_logging):
+    async def close_hook(*, response: AsyncIterator[object]) -> AsyncGenerator[object, None]:
+        first: Final = await response.__anext__()
+        yield first
+        await response.aclose()
+
+    source = _AttributeStream()
+    request_data: dict[str, object] = {}
+    wrapped = proxy_logging._wrap_streaming_iterator_with_enrichment(
+        callback=MagicMock(guardrail_name="g", event_hook="post_call"),
+        response=source,
+        hook=close_hook,
+        request_data=request_data,
+    )
+
+    assert [chunk async for chunk in wrapped] == ["chunk-1"]
+    assert source.closed is True
+    assert request_data == {}
+
+
+@pytest.mark.asyncio
+async def test_wrap_streaming_iterator_missing_attribute_still_raises(proxy_logging):
+    async def missing_attribute_hook(*, response: AsyncIterator[object]) -> AsyncGenerator[object, None]:
+        _missing: Final = response.not_there
+        if False:
+            yield
+
+    request_data: dict[str, object] = {}
+    wrapped = proxy_logging._wrap_streaming_iterator_with_enrichment(
+        callback=MagicMock(guardrail_name="hook-bug", event_hook="post_call"),
+        response=_one_chunk(),
+        hook=missing_attribute_hook,
+        request_data=request_data,
+    )
+
+    with pytest.raises(AttributeError):
+        async for _ in wrapped:
+            pass
+    assert request_data["metadata"]["applied_guardrails"] == ["hook-bug"]
+
+
 # ---------------------------------------------------------------------------
 # async_post_call_streaming_hook
 # ---------------------------------------------------------------------------

From 90687ae597cc9e97aa24501a88b820da64edf912 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 14:39:03 -0700
Subject: [PATCH 116/162] test(e2e): detect fast upstream reauthorization on
 reconnect

---
 tests/e2e/mcp/oauth_chat_client.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index d2fca790132..0c5c6106259 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -101,6 +101,9 @@ async def _browser_follow_authorize(
 
     def _note_request(request: object) -> None:
         url = getattr(request, "url", "")
+        host = httpx.URL(url).host
+        if not allow_upstream_consent and (host == "linear.app" or host.endswith(".linear.app")):
+            captured["upstream_consent"] = "seen"
         if url.startswith(OAUTH_CLIENT_REDIRECT_URI) and "url" not in captured:
             captured["url"] = url
 
@@ -112,7 +115,7 @@ async def _browser_follow_authorize(
         context = await browser.new_context(storage_state=storage_state_path)
         await context.route(re.compile(re.escape(OAUTH_CLIENT_REDIRECT_URI) + r".*"), _swallow_redirect)
         page = await context.new_page()
-        page.on("request", _note_request)
+        context.on("request", _note_request)
         page.on("framenavigated", lambda frame: trail.append(frame.url.split("?", 1)[0]))
         await page.goto(start_url, wait_until="domcontentloaded")
         deadline = time.monotonic() + BROWSER_CONSENT_TIMEOUT
@@ -121,15 +124,13 @@ async def _browser_follow_authorize(
                 await page.wait_for_load_state("networkidle", timeout=8000)
             except Exception:  # noqa: BLE001 - a busy consent page never idles; fall through and try to advance it
                 pass
-            if "url" in captured:
+            if "upstream_consent" in captured or "url" in captured:
                 break
             if await page.locator("#username").count() and identity is not None:
                 await page.locator("#username").fill(identity.username)
                 await page.locator("#password").fill(identity.password)
                 await page.locator("#kc-login").click()
                 continue
-            if httpx.URL(page.url).host.endswith("linear.app") and not allow_upstream_consent:
-                raise AssertionError("cold reconnect required upstream consent")
             if "/ui/connect" in page.url and server_alias is not None:
                 card = page.locator("div.cursor-pointer").filter(has=page.get_by_text(server_alias, exact=True))
                 if await card.count() != 1:
@@ -157,6 +158,8 @@ async def _browser_follow_authorize(
         final_url = page.url
         await browser.close()
 
+    # A redirect chain can finish inside goto/networkidle before the loop checks the page.
+    assert "upstream_consent" not in captured, "cold reconnect required upstream consent"
     landing = captured.get("url")
     assert landing is not None, (
         f"consent flow never reached {OAUTH_CLIENT_REDIRECT_URI}; "

From 358e4ea27a51c31b86cc318c59a49b3fdba85cf9 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 22:00:02 +0000
Subject: [PATCH 117/162] fix(otel v2): stop langfuse_span_scope tripping the
 family guard, normalize its spelling, and keep tenant routes on the full
 scope

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/integrations/otel/model/config.py     |  7 +++++
 litellm/integrations/otel/plumbing/routing.py |  6 ++--
 .../callback_config_validation.py             | 14 +++++++--
 .../otel/test_otel_v2_destinations.py         | 29 +++++++++++++++++++
 .../test_team_callback_endpoints.py           |  6 ++++
 5 files changed, 55 insertions(+), 7 deletions(-)

diff --git a/litellm/integrations/otel/model/config.py b/litellm/integrations/otel/model/config.py
index ce53103ed50..5447a8ee80a 100644
--- a/litellm/integrations/otel/model/config.py
+++ b/litellm/integrations/otel/model/config.py
@@ -255,6 +255,13 @@ class OpenTelemetryV2Config(BaseSettings):
             return value.lower()
         return value
 
+    @field_validator("langfuse_span_scope", mode="before")
+    @classmethod
+    def _normalize_langfuse_span_scope(cls, value: object) -> object:
+        if isinstance(value, str):
+            return value.strip().lower()
+        return value
+
     @field_validator(
         "baggage_promoted_keys",
         "baggage_metadata_keys",
diff --git a/litellm/integrations/otel/plumbing/routing.py b/litellm/integrations/otel/plumbing/routing.py
index f78d18d943c..b2d1f50f370 100644
--- a/litellm/integrations/otel/plumbing/routing.py
+++ b/litellm/integrations/otel/plumbing/routing.py
@@ -374,10 +374,8 @@ class TenantTracerCache:
             self._routed_exporter(spec, credential_headers, project_headers, endpoint)
             for spec in self._config.exporters
         ]
-        update: Final = (
-            {"exporters": exporters} if service_name is None else {"exporters": exporters, "service_name": service_name}
-        )
-        return self._config.model_copy(update=update)
+        routed: Final = self._config.model_copy(update={"exporters": exporters, "langfuse_span_scope": "full"})
+        return routed if service_name is None else routed.model_copy(update={"service_name": service_name})
 
     def _routed_exporter(
         self,
diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index 0cc891acd94..8a6b554c56a 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -12,6 +12,7 @@ from typing import Final
 _NEWRELIC_CALLBACK: Final = "newrelic"
 _NEWRELIC_VAR_PREFIX: Final = "newrelic_"
 _LANGFUSE_OTEL_CALLBACK: Final = "langfuse_otel"
+_LANGFUSE_SPAN_SCOPE_VAR: Final = "langfuse_span_scope"
 
 
 def callback_config_error(callback_name: str | None, callback_vars: Mapping[str, str] | None) -> str | None:
@@ -48,11 +49,13 @@ def _langfuse_environment_error(callback_vars: Mapping[str, str]) -> str | None:
 
 
 def _langfuse_span_scope_error(callback_name: str | None, callback_vars: Mapping[str, str]) -> str | None:
-    value: Final = callback_vars.get("langfuse_span_scope")
+    value: Final = callback_vars.get(_LANGFUSE_SPAN_SCOPE_VAR)
     if value is None:
         return None
     if callback_name != _LANGFUSE_OTEL_CALLBACK:
-        return f"langfuse_span_scope applies to the {_LANGFUSE_OTEL_CALLBACK} callback only, not {callback_name!r}"
+        return (
+            f"{_LANGFUSE_SPAN_SCOPE_VAR} applies to the {_LANGFUSE_OTEL_CALLBACK} callback only, not {callback_name!r}"
+        )
     from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
         validate_langfuse_span_scope_value,
     )
@@ -83,13 +86,18 @@ _VAR_FAMILIES: Final[Mapping[str, str]] = MappingProxyType(
     }
 )
 
+_FAMILY_OPTION_VARS: Final[frozenset[str]] = frozenset({_LANGFUSE_SPAN_SCOPE_VAR})
+
 
 def _family_of(var: str) -> str | None:
     """The credential family ``var`` configures, or ``None`` if it configures none.
 
     ``turn_off_message_logging`` and friends belong to no backend, so they carry
-    no credentials anyone could redirect.
+    no credentials anyone could redirect. ``langfuse_span_scope`` shares the Langfuse
+    prefix but is a fixed enum choosing what the family exports, not where to.
     """
+    if var in _FAMILY_OPTION_VARS:
+        return None
     return next((family for prefix, family in _VAR_FAMILIES.items() if var.startswith(prefix)), None)
 
 
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index 17f21f28adf..9cb3dbb9deb 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -1819,6 +1819,35 @@ class TestSpanScope:
         with pytest.raises(ValueError, match="langfuse_span_scope"):
             OpenTelemetryV2Config(langfuse_span_scope="everything")
 
+    @pytest.mark.parametrize("spelling", ["LLM_ONLY", "Llm_Only", " llm_only\n"])
+    def test_the_env_var_is_read_case_and_whitespace_insensitively(self, monkeypatch, spelling):
+        """A misspelt env var would otherwise fail validation inside the logger builder,
+        which swallows the error and leaves the proxy up with OTel v2 silently off."""
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", spelling)
+
+        assert OpenTelemetryV2Config().langfuse_span_scope == "llm_only"
+
+    def test_the_operator_scope_does_not_reach_a_tenants_routed_provider(self, monkeypatch):
+        """The routed clone carries the tenant's credentials on the operator's Langfuse
+        exporter. The operator's ``llm_only`` is a choice about the operator's account,
+        so the clone must export the full tree, as the field's contract promises."""
+        tenant = InMemorySpanExporter()
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", lambda _spec: tenant)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[ExporterSpec(kind="otlp_http", endpoint="http://op.local", owner=ExporterOwner.LANGFUSE_OTEL)],
+        )
+        cache = TenantTracerCache(config, "langfuse_otel", "litellm")
+        route = cache.route_for(
+            get_tracer(TracerProvider(), "litellm"), {"langfuse_public_key": "pk", "langfuse_secret_key": "sk"}
+        )
+        assert route.provider is not None
+
+        request_tree(route.provider)
+        route.provider.force_flush()
+
+        assert names(tenant) == REQUEST_TREE
+
     def test_a_team_callback_var_becomes_the_destinations_scope(self, monkeypatch, allow_test_hosts):
         monkeypatch.setenv("LITELLM_OTEL_V2", "true")
         is_otel_v2_enabled.cache_clear()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
index bdc12dad4bc..dfda61b6560 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
@@ -1538,6 +1538,12 @@ async def test_proxy_admin_still_told_the_team_is_unknown():
         ({"langsmith_api_key": "k"}, [{"dd_api_key": "k"}], False),
         # variables that configure no backend carry nothing to redirect
         ({"turn_off_message_logging": "true"}, [{"langfuse_secret_key": "sk"}], False),
+        # the span scope picks what the family exports, not where to, so a second
+        # entry may set either legal value next to the family's credentials
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk"}], False),
+        ({"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "full"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"}], False),
+        # the scope on the stored entry must not shield a redirect riding next to it
+        ({"langfuse_host": "http://attacker.invalid", "langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"}], True),
         # the same integration registered for a second event: identical values
         # flatten to the identical dict, so there is nothing to redirect
         ({"langfuse_host": "https://us.cloud.langfuse.com", "langfuse_public_key": "pk", "langfuse_secret_key": "sk"}, [{"langfuse_host": "https://us.cloud.langfuse.com", "langfuse_public_key": "pk", "langfuse_secret_key": "sk"}], False),

From d5ac850feb7e69883cec795fbca8ebf98890ed9a Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 15:13:27 -0700
Subject: [PATCH 118/162] test(e2e): isolate diagnostic reporter subprocess

---
 tests/code_coverage_tests/test_e2e_changed_gate.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index d14f007403b..707566c0333 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -247,7 +247,7 @@ def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Pat
     report: Final = tmp_path / "report.xml"
     ET.ElementTree(suite).write(report)
     result: Final = subprocess.run(
-        [sys.executable, str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
     )
     assert result.returncode == 1
     assert f"oauth_failure_phase: {phase}" in result.stdout

From 181406e05fd3e0c8788a9053d901e478469bb9e4 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 22:33:22 +0000
Subject: [PATCH 119/162] fix(team): schedule membership audit writes after
 commit and lock the roster on role updates

The member add, delete and role-change audit rows were awaited on the
request path, so a slow audit sink held the response, and the roster was
serialized before checking whether audit logging is enabled at all.
Membership audit work is now scheduled after the transaction commits and
skipped outright when auditing is off.

member_update read the roster outside the team advisory lock and wrote
it back, so a concurrent add or delete could be lost. It now takes the
lock, rereads the roster, and builds the before and after snapshots from
that read.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    | 172 +++++++-------
 .../test_team_endpoints.py                    | 213 +++++++++++++++++-
 .../proxy/test_team_member_update.py          |  14 +-
 3 files changed, 310 insertions(+), 89 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 81fd7f44538..982e0926b26 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -3053,6 +3053,35 @@ async def _add_team_members_to_team(
     return updated_team, updated_users, updated_team_memberships
 
 
+async def _update_team_member_role(
+    prisma_client: PrismaClient,
+    team_id: str,
+    user_id: str,
+    role: Literal["admin", "user"],
+    user_email: str | None,
+) -> tuple[tuple[Member, ...], tuple[Member, ...]]:
+    """Rewrite one member's role from the roster read under the team lock; returns (before, after)."""
+    async with prisma_client.tx() as tx:
+        await tx.query_raw(TEAM_ADVISORY_LOCK_SQL, team_id)
+
+        locked_members: Final = await TeamRepository(prisma_client).get_members_with_roles_locked(tx, team_id)
+        if locked_members is None:
+            raise HTTPException(status_code=404, detail={"error": f"Team id={team_id} does not exist in db"})
+
+        before: Final = tuple(locked_members)
+        after: Final = tuple(
+            Member(user_id=member.user_id, role=role, user_email=user_email or member.user_email)
+            if member.user_id == user_id
+            else member
+            for member in before
+        )
+        await _team_tx_db(tx).update(
+            where={"team_id": team_id},
+            data={"members_with_roles": json.dumps([m.model_dump() for m in after])},
+        )
+    return before, after
+
+
 def _emit_team_members_metric(team: LiteLLM_TeamTable) -> None:
     """Update the Prometheus team members gauge after a membership change.
 
@@ -3164,7 +3193,7 @@ def _members_audit_value(team_alias: str | None, members: Sequence[Member]) -> s
     )
 
 
-async def _create_team_membership_audit_log(
+def _schedule_team_membership_audit_log(
     team_id: str,
     team_alias: str | None,
     before_members: Sequence[Member],
@@ -3172,21 +3201,29 @@ async def _create_team_membership_audit_log(
     user_api_key_dict: UserAPIKeyAuth,
     litellm_proxy_admin_name: str,
 ) -> None:
-    from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
+    from litellm.proxy.management_helpers.audit_logs import (
+        create_object_audit_log,
+        is_audit_logging_enabled,
+    )
 
-    await create_object_audit_log(
-        object_id=team_id,
-        action="updated",
-        litellm_changed_by=None,
-        user_api_key_dict=user_api_key_dict,
-        litellm_proxy_admin_name=litellm_proxy_admin_name,
-        table_name=LitellmTableNames.TEAM_TABLE_NAME,
-        before_value=_members_audit_value(team_alias, before_members),
-        after_value=_members_audit_value(team_alias, after_members),
+    if not is_audit_logging_enabled() or tuple(before_members) == tuple(after_members):
+        return
+
+    asyncio.create_task(
+        create_object_audit_log(
+            object_id=team_id,
+            action="updated",
+            litellm_changed_by=None,
+            user_api_key_dict=user_api_key_dict,
+            litellm_proxy_admin_name=litellm_proxy_admin_name,
+            table_name=LitellmTableNames.TEAM_TABLE_NAME,
+            before_value=_members_audit_value(team_alias, before_members),
+            after_value=_members_audit_value(team_alias, after_members),
+        )
     )
 
 
-async def _create_team_member_add_audit_logs(
+def _schedule_team_member_add_audit_logs(
     team_id: str,
     team_alias: str | None,
     updated_users: Sequence[LiteLLM_UserTable],
@@ -3196,29 +3233,32 @@ async def _create_team_member_add_audit_logs(
     user_api_key_dict: UserAPIKeyAuth,
     litellm_proxy_admin_name: str,
 ) -> None:
-    """Record the membership change, and any user row it created, in the audit log.
-
-    The entries are written concurrently so a request adding many members does
-    not pay for them one after another.
-    """
-    from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
-
-    created_user_entries: Final = tuple(
-        create_object_audit_log(
-            object_id=user.user_id,
-            action="created",
-            litellm_changed_by=None,
-            user_api_key_dict=user_api_key_dict,
-            litellm_proxy_admin_name=litellm_proxy_admin_name,
-            table_name=LitellmTableNames.USER_TABLE_NAME,
-            before_value=None,
-            after_value=safe_dumps(user.model_dump(exclude_none=True)),
-        )
-        for user in updated_users
-        if user.user_id is not None and user.user_id not in existing_user_ids
+    """Record the membership change, and any user row it created, in the audit log."""
+    from litellm.proxy.management_helpers.audit_logs import (
+        create_object_audit_log,
+        is_audit_logging_enabled,
     )
 
-    membership_entry: Final = _create_team_membership_audit_log(
+    if not is_audit_logging_enabled():
+        return
+
+    for user in updated_users:
+        if user.user_id is None or user.user_id in existing_user_ids:
+            continue
+        asyncio.create_task(
+            create_object_audit_log(
+                object_id=user.user_id,
+                action="created",
+                litellm_changed_by=None,
+                user_api_key_dict=user_api_key_dict,
+                litellm_proxy_admin_name=litellm_proxy_admin_name,
+                table_name=LitellmTableNames.USER_TABLE_NAME,
+                before_value=None,
+                after_value=safe_dumps(user.model_dump(exclude_none=True)),
+            )
+        )
+
+    _schedule_team_membership_audit_log(
         team_id=team_id,
         team_alias=team_alias,
         before_members=before_members,
@@ -3227,8 +3267,6 @@ async def _create_team_member_add_audit_logs(
         litellm_proxy_admin_name=litellm_proxy_admin_name,
     )
 
-    await asyncio.gather(*created_user_entries, membership_entry)
-
 
 async def _validate_and_populate_member_user_info(
     member: Member,
@@ -3462,7 +3500,7 @@ async def team_member_add(
 
     _emit_team_members_metric(complete_team_data)
 
-    await _create_team_member_add_audit_logs(
+    _schedule_team_member_add_audit_logs(
         team_id=data.team_id,
         team_alias=complete_team_data.team_alias,
         updated_users=updated_users,
@@ -3540,15 +3578,14 @@ async def team_member_delete(
         data=data, user_api_key_dict=user_api_key_dict
     )
 
-    if before_members != after_members:
-        await _create_team_membership_audit_log(
-            team_id=existing_team_row.team_id,
-            team_alias=existing_team_row.team_alias,
-            before_members=before_members,
-            after_members=after_members,
-            user_api_key_dict=user_api_key_dict,
-            litellm_proxy_admin_name=litellm_proxy_admin_name,
-        )
+    _schedule_team_membership_audit_log(
+        team_id=existing_team_row.team_id,
+        team_alias=existing_team_row.team_alias,
+        before_members=before_members,
+        after_members=after_members,
+        user_api_key_dict=user_api_key_dict,
+        litellm_proxy_admin_name=litellm_proxy_admin_name,
+    )
 
     return existing_team_row
 
@@ -3858,39 +3895,22 @@ async def team_member_update(
 
     ### update team member role
     if data.role is not None:
-        members_before_role_update: Final = tuple(
-            Member(user_id=member.user_id, user_email=member.user_email, role=member.role)
-            for member in team_table.members_with_roles
+        members_before_role_update, team_members = await _update_team_member_role(
+            prisma_client=prisma_client,
+            team_id=data.team_id,
+            user_id=received_user_id,
+            role=data.role,
+            user_email=data.user_email,
         )
-        team_members: Final[list[Member]] = []
-        for member in members_before_role_update:
-            if member.user_id == received_user_id:
-                team_members.append(
-                    Member(
-                        user_id=member.user_id,
-                        role=data.role,
-                        user_email=data.user_email or member.user_email,
-                    )
-                )
-            else:
-                team_members.append(member)
-
-        team_table.members_with_roles = team_members
-
-        _db_team_members: Final[list[dict]] = [m.model_dump() for m in team_members]
-        await _team_db(prisma_client).update(
-            where={"team_id": data.team_id},
-            data={"members_with_roles": json.dumps(_db_team_members)},
+        team_table.members_with_roles = list(team_members)
+        _schedule_team_membership_audit_log(
+            team_id=data.team_id,
+            team_alias=team_table.team_alias,
+            before_members=members_before_role_update,
+            after_members=team_members,
+            user_api_key_dict=user_api_key_dict,
+            litellm_proxy_admin_name=litellm_proxy_admin_name,
         )
-        if members_before_role_update != tuple(team_members):
-            await _create_team_membership_audit_log(
-                team_id=data.team_id,
-                team_alias=team_table.team_alias,
-                before_members=members_before_role_update,
-                after_members=team_members,
-                user_api_key_dict=user_api_key_dict,
-                litellm_proxy_admin_name=litellm_proxy_admin_name,
-            )
 
     return TeamMemberUpdateResponse(
         team_id=data.team_id,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index d391a3ebf9c..87530cc8526 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -3,6 +3,7 @@ import json
 from contextlib import asynccontextmanager, contextmanager
 from datetime import datetime, timezone
 from types import SimpleNamespace
+from collections.abc import Sequence
 from typing import Final, Optional, cast
 from unittest.mock import AsyncMock, MagicMock, PropertyMock, call, patch
 
@@ -148,11 +149,11 @@ def _wire_member_add_tx(prisma_client):
 
 
 def _wire_member_delete_tx(prisma_client):
-    """/team/member_delete's four cleanups, plus the advisory-lock re-read that now guards
-    them, run inside one transaction, so a mocked client has to hand back its own table
-    mocks (and a `query_raw` that answers the locked re-read from the same team row the
-    test already configured on `find_unique`) out of `tx()` for the existing per-table
-    assertions to keep seeing the calls."""
+    """/team/member_delete's four cleanups and /team/member_update's role rewrite, plus the
+    advisory-lock re-read that guards them, run inside one transaction, so a mocked client
+    has to hand back its own table mocks (and a `query_raw` that answers the locked re-read
+    from the same team row the test already configured on `find_unique`) out of `tx()` for
+    the existing per-table assertions to keep seeing the calls."""
 
     async def _query_raw(sql, team_id):
         if sql != TEAM_ADVISORY_LOCK_SQL:
@@ -168,10 +169,12 @@ def _wire_member_delete_tx(prisma_client):
             return getattr(prisma_client.db, table_name)
 
     tx = _Tx()
+    tx.query_raw = AsyncMock(side_effect=_query_raw)
     tx_cm = MagicMock()
     tx_cm.__aenter__ = AsyncMock(return_value=tx)
     tx_cm.__aexit__ = AsyncMock(return_value=None)
     prisma_client.tx = MagicMock(return_value=tx_cm)
+    return tx
 
 
 def _wire_team_delete_tx(prisma_client):
@@ -13311,8 +13314,7 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
             side_effect=fake_add_team_members_to_team,
         ),
         patch(
-            "litellm.proxy.management_endpoints.team_endpoints._create_team_member_add_audit_logs",
-            new_callable=AsyncMock,
+            "litellm.proxy.management_endpoints.team_endpoints._schedule_team_member_add_audit_logs",
         ) as mock_audit,
     ):
         await team_member_add(
@@ -13517,12 +13519,10 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
         }
 
     mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
-    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(side_effect=_roster_writer(team_row))
     mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
-    mock_tx = AsyncMock()
-    mock_prisma_client.tx.return_value.__aenter__ = AsyncMock(return_value=mock_tx)
-    mock_prisma_client.tx.return_value.__aexit__ = AsyncMock(return_value=None)
+    _wire_member_delete_tx(mock_prisma_client)
 
     with (
         patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
@@ -13563,6 +13563,197 @@ async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeyp
     )
 
 
+def _roster_writer(team_row: LiteLLM_TeamTable):
+    """An `update` side effect that lands `members_with_roles` on the team row later reads see."""
+
+    async def _update(where, data):
+        team_row.members_with_roles = [Member(**m) for m in json.loads(data["members_with_roles"])]
+        return team_row
+
+    return _update
+
+
+def _member_update_patches(team_snapshot: LiteLLM_TeamTable):
+    return (
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints.team_info",
+            AsyncMock(
+                return_value={
+                    "team_info": TeamInfoResponseObjectTeamTable(**team_snapshot.model_dump()),
+                    "team_memberships": [
+                        LiteLLM_TeamMembership(user_id="bob", team_id=team_snapshot.team_id, budget_id=None)
+                    ],
+                }
+            ),
+        ),
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints._upsert_budget_and_membership",
+            AsyncMock(),
+        ),
+    )
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_rewrites_the_roster_it_read_under_the_lock(monkeypatch):
+    """Regression: a member added between /team/member_update's permission checks and its write
+    was dropped, because the new roster was built from the pre-check snapshot."""
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    stale_snapshot = LiteLLM_TeamTable(
+        team_id="team-race",
+        team_alias="race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    team_row = LiteLLM_TeamTable(
+        **{
+            **stale_snapshot.model_dump(),
+            "members_with_roles": [*stale_snapshot.members_with_roles, Member(user_id="carol", role="user")],
+        }
+    )
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(side_effect=_roster_writer(team_row))
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    tx = _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(stale_snapshot)
+    with team_info_patch, upsert_patch:
+        response = await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-race", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+    await _settle_audit_log_tasks()
+
+    assert {m.user_id: m.role for m in team_row.members_with_roles} == {
+        "alice": "admin",
+        "bob": "admin",
+        "carol": "user",
+    }
+    assert response.team_id == "team-race" and response.user_id == "bob"
+    assert tx.query_raw.await_args_list[0].args == (TEAM_ADVISORY_LOCK_SQL, "team-race"), (
+        "the roster must be read only after the team advisory lock is held"
+    )
+
+    [event] = _team_roster_events(audit_logger, "updated")
+    assert _roster_user_roles(event["before_value"]) == {"alice": "admin", "bob": "user", "carol": "user"}
+    assert _roster_user_roles(event["updated_values"]) == {"alice": "admin", "bob": "admin", "carol": "user"}
+    assert _roster_team_alias(event["updated_values"]) == "race"
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_404s_when_the_team_is_gone_under_the_lock(monkeypatch):
+    _wire_audit_log_callback(monkeypatch)
+    snapshot = LiteLLM_TeamTable(
+        team_id="team-gone-race",
+        team_alias="gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="bob", role="user")],
+    )
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=[snapshot, None])
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(snapshot)
+    with team_info_patch, upsert_patch, pytest.raises(HTTPException) as exc_info:
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-gone-race", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+
+    assert exc_info.value.status_code == 404
+    mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_team_member_delete_response_does_not_wait_for_the_audit_insert(
+    monkeypatch, mock_db_client, mock_admin_auth
+):
+    """Regression: the roster audit row was awaited on the request path, so a slow audit table
+    held every /team/member_delete response."""
+    from litellm.proxy._types import TeamMemberDeleteRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+    team_row = LiteLLM_TeamTable(
+        team_id="team-slow-audit",
+        team_alias="slow-audit",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    mock_db_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_teammembership.delete_many = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_verificationtoken.delete_many = AsyncMock(return_value=MagicMock())
+    _wire_member_delete_tx(mock_db_client)
+
+    audit_table_answers = asyncio.Event()
+    audit_rows = []
+
+    async def _blocked_create(data):
+        await audit_table_answers.wait()
+        audit_rows.append(data)
+
+    mock_db_client.db.litellm_auditlog.create = AsyncMock(side_effect=_blocked_create)
+
+    await asyncio.wait_for(
+        team_member_delete(
+            data=TeamMemberDeleteRequest(team_id="team-slow-audit", user_id="bob"),
+            user_api_key_dict=mock_admin_auth,
+        ),
+        timeout=1,
+    )
+    assert audit_rows == [], "the response returned while the audit table was still blocked"
+
+    audit_table_answers.set()
+    await _settle_audit_log_tasks()
+
+    assert [row["object_id"] for row in audit_rows] == ["team-slow-audit"]
+    [event] = _team_roster_events(audit_logger, "updated")
+    assert _roster_user_roles(event["before_value"]) == {"alice": "admin", "bob": "user"}
+    assert _roster_user_roles(event["updated_values"]) == {"alice": "admin"}
+
+
+class _UntouchableRoster(Sequence[Member]):
+    """A roster that fails the test the moment anything reads it."""
+
+    def __getitem__(self, index):
+        raise AssertionError("the roster was read while audit logging is off")
+
+    def __len__(self) -> int:
+        raise AssertionError("the roster was read while audit logging is off")
+
+
+def test_membership_audit_scheduling_skips_the_roster_entirely_when_audit_logging_is_off(monkeypatch):
+    """Regression: the before/after rosters were serialized on every membership change, even
+    when audit logs are not stored."""
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_membership_audit_log
+
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+
+    _schedule_team_membership_audit_log(
+        team_id="team-quiet",
+        team_alias="quiet",
+        before_members=_UntouchableRoster(),
+        after_members=_UntouchableRoster(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"),
+        litellm_proxy_admin_name="admin",
+    )
+
+
 @pytest.mark.asyncio
 async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
     from litellm.proxy._types import DeleteTeamRequest
diff --git a/tests/test_litellm/proxy/test_team_member_update.py b/tests/test_litellm/proxy/test_team_member_update.py
index 352c68d491c..ace4c4e65af 100644
--- a/tests/test_litellm/proxy/test_team_member_update.py
+++ b/tests/test_litellm/proxy/test_team_member_update.py
@@ -14,7 +14,10 @@ from litellm.proxy._types import (
     TeamMemberUpdateRequest,
     UserAPIKeyAuth,
 )
-from litellm.proxy.management_endpoints.team_endpoints import team_member_update
+from litellm.proxy.management_endpoints.team_endpoints import (
+    TEAM_ADVISORY_LOCK_SQL,
+    team_member_update,
+)
 
 
 @pytest.mark.asyncio
@@ -65,13 +68,20 @@ def happy_path_upsert(monkeypatch):
     prisma_client.db.litellm_teamtable.update = AsyncMock()
 
     class _FakeTx:
+        litellm_teamtable = prisma_client.db.litellm_teamtable
+
         async def __aenter__(self):
             return self
 
         async def __aexit__(self, *args):
             return False
 
-    prisma_client.db.tx = MagicMock(return_value=_FakeTx())
+        async def query_raw(self, sql, team_id):
+            if sql == TEAM_ADVISORY_LOCK_SQL:
+                return []
+            return [{"members_with_roles": team_row.model_dump()["members_with_roles"]}]
+
+    prisma_client.tx = MagicMock(return_value=_FakeTx())
 
     monkeypatch.setattr(proxy_server, "prisma_client", prisma_client)
     monkeypatch.setattr(proxy_server, "premium_user", False)

From 4ea21cb75cf9105a0c0ef8403b21a5dcc2395970 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 15:42:16 -0700
Subject: [PATCH 120/162] fix(ui): answer the interception panel from the
 stored flag, not the local pod

Deriving enabled from whether this process has the callback registered makes a
pod that has not polled yet report off while the cluster runs it, and the next
save writes that off back for every pod. The stored flag is the cluster's own
answer, so prefer it and fall back to local registration only when none is
stored, which is the config-activated case that has no flag to read.
---
 .../proxy_setting_endpoints.py                | 19 ++++++++++-----
 .../test_proxy_setting_endpoints.py           | 23 +++++++++++++++++--
 2 files changed, 34 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index a86b7732bcf..a972f08b8bf 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -509,13 +509,17 @@ class WebSearchInterceptionSettingsResponse(SettingsResponse):
 
 def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str, object]:
     """
-    Report whether interception is actually running, rather than what a stored flag claims.
+    Answer with the stored flag when there is one, and only otherwise with what
+    this process is running.
 
-    A proxy can activate it through litellm_settings.callbacks, which stores no
-    flag at all, and a write through the generic config endpoint can drop the
-    flag from a block that is still live. Either way the field's own default
-    would tell an admin the feature is off while it is serving, and saving the
-    page would then persist that answer.
+    A stored flag is the cluster's own answer, so it is the same on every pod and
+    is safe for the page to send back on save. Deriving the answer from this
+    process instead would report off on a pod that has not polled yet, and the
+    next save would persist that as a cluster-wide off. Without a stored flag the
+    only available answer is local: litellm_settings.callbacks activates
+    interception without storing one, and a write through the generic config
+    endpoint can drop the flag from a block that is still live. Reporting the
+    field default there would claim the feature is off while it serves.
     """
     from litellm.integrations.websearch_interception.handler import (
         WebSearchInterceptionLogger,
@@ -523,6 +527,9 @@ def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str,
 
     litellm_settings: Final[Mapping[str, object]] = _as_settings_section(config.get("litellm_settings"))
     stored: Final[Mapping[str, object]] = _as_settings_section(litellm_settings.get("websearch_interception_params"))
+    if "enabled" in stored:
+        return dict(config)
+
     resolved: Final = {
         **stored,
         "enabled": bool(litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)),
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 102b0657461..9af559e3660 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3210,13 +3210,14 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         assert resp.json()["values"]["enabled"] is True
 
-    def test_get_reports_disabled_when_the_callback_is_not_running(self, mock_proxy_config, mock_auth, monkeypatch):
+    def test_get_reports_disabled_when_nothing_is_stored_and_nothing_is_running(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
         import litellm
 
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
         monkeypatch.setattr(litellm, "callbacks", [])
         mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
-            "enabled": True,
             "enabled_providers": ["bedrock"],
         }
 
@@ -3224,6 +3225,7 @@ class TestWebSearchInterceptionSettingsEndpoints:
 
         assert resp.status_code == 200, resp.text
         assert resp.json()["values"]["enabled"] is False
+        assert resp.json()["values"]["enabled_providers"] == ["bedrock"]
 
     def test_update_reapplies_settings_to_the_running_proxy(self, mock_proxy_config, monkeypatch):
         from unittest.mock import AsyncMock
@@ -3244,6 +3246,23 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         reapply.assert_awaited_once()
 
+    def test_get_keeps_the_stored_flag_when_this_pod_has_not_reinitialized(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        import litellm
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [])
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {
+            "enabled": True,
+            "search_tool_name": "cluster-search",
+        }
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"]["enabled"] is True
+
     def test_get_reports_no_database_instead_of_empty_settings(self, mock_proxy_config, mock_auth, monkeypatch):
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
 

From cc41b80770827afbe1a336953fe9008268b07dc5 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 22:46:37 +0000
Subject: [PATCH 121/162] test(team): patch the scheduled member-add audit
 helper in the cache eviction test

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../proxy/management_endpoints/test_team_endpoints.py          | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 3da900d4d9a..fe461eca4a1 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13866,8 +13866,7 @@ async def test_team_member_add_evicts_the_new_members_cached_user_row_on_every_w
             side_effect=fake_add_team_members_to_team,
         ),
         patch(  # test-quality-ok: team_member_add has no injection seam for its prisma-backed helpers
-            "litellm.proxy.management_endpoints.team_endpoints._create_team_member_add_audit_logs",
-            new_callable=AsyncMock,
+            "litellm.proxy.management_endpoints.team_endpoints._schedule_team_member_add_audit_logs",
         ),
     ):
         await team_member_add(

From 3fdc13ccef3024394d0ae66ecb995a7dd3be2789 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 15:51:01 -0700
Subject: [PATCH 122/162] test(mcp): cover SDK redirect compatibility

---
 litellm/experimental_mcp_client/Readme.md     |   6 +
 .../test_mcp_client.py                        | 110 +++++++++++++++++-
 2 files changed, 113 insertions(+), 3 deletions(-)

diff --git a/litellm/experimental_mcp_client/Readme.md b/litellm/experimental_mcp_client/Readme.md
index 0c7b0aa76b9..12bde78877d 100644
--- a/litellm/experimental_mcp_client/Readme.md
+++ b/litellm/experimental_mcp_client/Readme.md
@@ -15,3 +15,9 @@ Upgrade SDK1-dependent libraries before installing them alongside `litellm[mcp]`
 The shared unit-test workflow runs the MCP integration suite once, with SDK2 in the gateway environment and an isolated SDK1 peer. Keep the SDK1 list/call compatibility test while SDK1 clients are supported; remove it when that support is explicitly retired and the client migration is documented
 
 See the official [SDK migration guide](https://py.sdk.modelcontextprotocol.io/migration/) for Python API changes
+
+## HTTP redirects
+
+The MCP SDK follows redirects within the configured endpoint's origin, so a redirect to another path on the same scheme, host and port works. It also permits an HTTP-to-HTTPS upgrade on the same host using the default ports
+
+Redirects to a different origin are rejected before the destination receives a request or credentials. Configure the final MCP endpoint URL directly if the server redirects to a different host or port. Setting the HTTP client's `follow_redirects` option does not override the SDK's policy
diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index b78d61c7bd4..14ef5213d7a 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -6,7 +6,7 @@ import sys
 from collections.abc import AsyncIterator
 from pathlib import Path
 from typing import Final
-from unittest.mock import AsyncMock, MagicMock, patch
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
 import anyio
 import httpx2
@@ -18,12 +18,14 @@ from mcp.types import (
     CONNECTION_CLOSED,
     INTERNAL_ERROR,
     REQUEST_TIMEOUT,
+    CallToolRequestParams,
     CallToolResult,
     ErrorData,
     Implementation,
     InitializeResult,
     JSONRPCError,
     JSONRPCMessage,
+    JSONRPCRequest,
     JSONRPCResponse,
     LoggingMessageNotificationParams,
     ServerCapabilities,
@@ -61,8 +63,10 @@ class _MockTransportClient(MCPClient):
         super().__init__(**kwargs)
         self._respond = respond
 
-    def _create_transport_context(self):
-        http_client = httpx2.AsyncClient(transport=httpx2.MockTransport(self._respond))
+    def _create_transport_context(self) -> tuple[_TransportContext, httpx2.AsyncClient]:
+        http_client: Final = self._create_httpx_client_factory(transport=httpx2.MockTransport(self._respond))(
+            headers=self._get_auth_headers(), timeout=httpx2.Timeout(self.timeout)
+        )
         return streamable_http_client(self.server_url, http_client=http_client), http_client
 
 
@@ -1178,6 +1182,106 @@ def test_v1_static_headers_still_win_their_own_slot():
     assert headers["Authorization"] == "Bearer static-upstream-mcp-token"
 
 
+@pytest.mark.asyncio
+async def test_sdk_same_origin_redirect_lists_and_calls_tools() -> None:
+    def respond(request: httpx2.Request) -> httpx2.Response:
+        if request.url.path == "/mcp":
+            return httpx2.Response(307, headers={"Location": "/final/mcp"})
+        assert request.url == "https://upstream.example.com/final/mcp"
+        assert request.headers["x-upstream-token"] == "Bearer synthetic-token"
+        if request.method != "POST":
+            return httpx2.Response(405)
+        payload: Final = _JSONRPC_MESSAGE_ADAPTER.validate_json(request.content)
+        if not isinstance(payload, JSONRPCRequest):
+            return httpx2.Response(202)
+        match payload.method:
+            case "initialize":
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {
+                            "protocolVersion": LATEST_HANDSHAKE_VERSION,
+                            "capabilities": {"tools": {}},
+                            "serverInfo": {"name": "redirect-test", "version": "1"},
+                        },
+                    },
+                )
+            case "tools/list":
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {"tools": [{"name": "add", "inputSchema": {"type": "object"}}]},
+                    },
+                )
+            case "tools/call":
+                assert payload.params is not None
+                assert payload.params["name"] == "add"
+                assert payload.params["arguments"] == {"a": 2, "b": 3}
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {"content": [{"type": "text", "text": "5"}], "isError": False},
+                    },
+                )
+            case _:
+                pytest.fail(f"Unexpected MCP request: {payload.method}")
+
+    responder: Final = Mock(side_effect=respond)
+    client: Final = _MockTransportClient(
+        responder,
+        server_url="https://upstream.example.com/mcp",
+        auth_type=MCPAuth.bearer_token,
+        auth_value="synthetic-token",
+        auth_header_name="x-upstream-token",
+        timeout=5,
+    )
+    with anyio.fail_after(10):
+        tools: Final = await client.list_tools(raise_on_error=True)
+        result: Final = await client.call_tool(
+            CallToolRequestParams(name="add", arguments={"a": 2, "b": 3}), raise_on_error=True
+        )
+    assert [tool.name for tool in tools] == ["add"]
+    assert result.is_error is False
+    assert len(result.content) == 1
+    assert result.content[0].type == "text"
+    assert result.content[0].text == "5"
+    assert any(call.args[0].url.path == "/mcp" for call in responder.call_args_list)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("operation", ("list", "call"))
+async def test_sdk_cross_origin_redirect_never_contacts_destination(operation: str) -> None:
+    responder: Final = Mock(
+        return_value=httpx2.Response(307, headers={"Location": "https://destination.example.com/mcp"})
+    )
+    client: Final = _MockTransportClient(
+        responder,
+        server_url="https://upstream.example.com/mcp",
+        auth_type=MCPAuth.bearer_token,
+        auth_value="synthetic-token",
+        auth_header_name="x-upstream-token",
+        timeout=5,
+    )
+    pending_operation: Final = (
+        client.list_tools(raise_on_error=True)
+        if operation == "list"
+        else client.call_tool(CallToolRequestParams(name="add", arguments={"a": 2, "b": 3}), raise_on_error=True)
+    )
+    with anyio.fail_after(10), pytest.raises(MCPError, match=r"Redirect to .*destination.* not followed"):
+        await pending_operation
+    assert responder.call_count == 1
+    request: Final = responder.call_args.args[0]
+    assert request.url == "https://upstream.example.com/mcp"
+    assert request.headers["x-upstream-token"] == "Bearer synthetic-token"
+    assert all(call.args[0].url.host != "destination.example.com" for call in responder.call_args_list)
+
+
 @pytest.mark.asyncio
 async def test_a_custom_credential_header_is_stripped_when_a_redirect_crosses_origin():
     """httpx drops Authorization across origins but keeps every other header, so a credential the

From 064b7d10df9af2baac0aa731c6f65949879b20d3 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 15:52:07 -0700
Subject: [PATCH 123/162] docs(mcp): clarify method-preserving redirect scope

---
 litellm/experimental_mcp_client/Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/experimental_mcp_client/Readme.md b/litellm/experimental_mcp_client/Readme.md
index 12bde78877d..14decce0256 100644
--- a/litellm/experimental_mcp_client/Readme.md
+++ b/litellm/experimental_mcp_client/Readme.md
@@ -18,6 +18,6 @@ See the official [SDK migration guide](https://py.sdk.modelcontextprotocol.io/mi
 
 ## HTTP redirects
 
-The MCP SDK follows redirects within the configured endpoint's origin, so a redirect to another path on the same scheme, host and port works. It also permits an HTTP-to-HTTPS upgrade on the same host using the default ports
+For streamable HTTP POST requests, the MCP SDK follows method-preserving redirects such as HTTP 307/308 within the configured endpoint's origin. Redirects to another path on the same scheme, host and port work. The SDK also permits an HTTP-to-HTTPS upgrade on the same host using the default ports
 
 Redirects to a different origin are rejected before the destination receives a request or credentials. Configure the final MCP endpoint URL directly if the server redirects to a different host or port. Setting the HTTP client's `follow_redirects` option does not override the SDK's policy

From 7cd96e9c2dc920977ffbc3ea149edf17f7e983b9 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:01:42 -0700
Subject: [PATCH 124/162] test(mcp): assert redirect rejection without SDK
 wording

---
 tests/test_litellm/experimental_mcp_client/test_mcp_client.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index 14ef5213d7a..7e4598c2e58 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -1273,10 +1273,11 @@ async def test_sdk_cross_origin_redirect_never_contacts_destination(operation: s
         if operation == "list"
         else client.call_tool(CallToolRequestParams(name="add", arguments={"a": 2, "b": 3}), raise_on_error=True)
     )
-    with anyio.fail_after(10), pytest.raises(MCPError, match=r"Redirect to .*destination.* not followed"):
+    with anyio.fail_after(10), pytest.raises(MCPError):
         await pending_operation
     assert responder.call_count == 1
     request: Final = responder.call_args.args[0]
+    assert request.method == "POST"
     assert request.url == "https://upstream.example.com/mcp"
     assert request.headers["x-upstream-token"] == "Bearer synthetic-token"
     assert all(call.args[0].url.host != "destination.example.com" for call in responder.call_args_list)

From df84fef96e8019da438643d4c71e0b8999d6bcf9 Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 23:06:26 +0000
Subject: [PATCH 125/162] refactor(rust): rename legacy callback adapter crate

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm-rust/Cargo.lock                                |  4 ++--
 litellm-rust/Cargo.toml                                |  2 +-
 .../AGENTS.md                                          |  0
 .../Cargo.toml                                         |  2 +-
 .../python_contract.json                               |  0
 .../src/adapter.rs                                     |  2 +-
 .../src/call.rs                                        |  0
 .../src/callbacks.rs                                   |  2 +-
 .../src/deferred.rs                                    |  0
 .../src/lib.rs                                         |  2 +-
 .../src/logger.rs                                      |  8 ++++----
 .../src/preparation.rs                                 |  2 +-
 .../src/python.rs}                                     |  4 ++--
 .../tests/deferred.rs                                  |  0
 .../tests/deployment_hooks.rs                          |  0
 .../tests/payload.rs                                   |  0
 .../tests/support.rs                                   | 10 +++++-----
 .../tests/terminal.rs                                  |  0
 litellm-rust/crates/python-bridge/AGENTS.md            |  4 ++--
 litellm-rust/crates/python-bridge/Cargo.toml           |  2 +-
 .../crates/python-bridge/src/routes/messages/mod.rs    |  2 +-
 .../crates/python-bridge/src/routes/ocr/mod.rs         |  2 +-
 ...{legacy_callbacks.py => callbacks_legacy_python.py} |  0
 ...cy_callbacks.py => test_callbacks_legacy_python.py} |  8 +++++---
 24 files changed, 29 insertions(+), 27 deletions(-)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/AGENTS.md (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/Cargo.toml (90%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/python_contract.json (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/adapter.rs (99%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/call.rs (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/callbacks.rs (99%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/deferred.rs (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/lib.rs (98%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/logger.rs (94%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/src/preparation.rs (99%)
 rename litellm-rust/crates/{callbacks-legacy/src/legacy_python.rs => callbacks-legacy-python/src/python.rs} (97%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/tests/deferred.rs (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/tests/deployment_hooks.rs (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/tests/payload.rs (100%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/tests/support.rs (95%)
 rename litellm-rust/crates/{callbacks-legacy => callbacks-legacy-python}/tests/terminal.rs (100%)
 rename litellm/rust_bridge/{legacy_callbacks.py => callbacks_legacy_python.py} (100%)
 rename tests/test_litellm/rust_bridge/{test_legacy_callbacks.py => test_callbacks_legacy_python.py} (91%)

diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index ebab2a118fc..2720cf01f2e 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -2030,7 +2030,7 @@ dependencies = [
 ]
 
 [[package]]
-name = "litellm-callbacks-legacy"
+name = "litellm-callbacks-legacy-python"
 version = "0.1.0"
 dependencies = [
  "litellm-auth",
@@ -2192,7 +2192,7 @@ dependencies = [
  "futures-util",
  "litellm-auth",
  "litellm-auth-gcp",
- "litellm-callbacks-legacy",
+ "litellm-callbacks-legacy-python",
  "litellm-core",
  "litellm-core-utils",
  "litellm-host-python",
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index fa2bdb4224c..a6185632871 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -11,7 +11,7 @@ repository = "https://github.com/BerriAI/litellm"
 [workspace.dependencies]
 litellm-core = { path = "crates/core" }
 litellm-host = { path = "crates/host" }
-litellm-callbacks-legacy = { path = "crates/callbacks-legacy" }
+litellm-callbacks-legacy-python = { path = "crates/callbacks-legacy-python" }
 litellm-framing = { path = "crates/framer" }
 litellm-auth = { path = "crates/auth" }
 litellm-auth-aws = { path = "crates/auth-aws" }
diff --git a/litellm-rust/crates/callbacks-legacy/AGENTS.md b/litellm-rust/crates/callbacks-legacy-python/AGENTS.md
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/AGENTS.md
rename to litellm-rust/crates/callbacks-legacy-python/AGENTS.md
diff --git a/litellm-rust/crates/callbacks-legacy/Cargo.toml b/litellm-rust/crates/callbacks-legacy-python/Cargo.toml
similarity index 90%
rename from litellm-rust/crates/callbacks-legacy/Cargo.toml
rename to litellm-rust/crates/callbacks-legacy-python/Cargo.toml
index 023c13d912b..fe19578e04d 100644
--- a/litellm-rust/crates/callbacks-legacy/Cargo.toml
+++ b/litellm-rust/crates/callbacks-legacy-python/Cargo.toml
@@ -1,5 +1,5 @@
 [package]
-name = "litellm-callbacks-legacy"
+name = "litellm-callbacks-legacy-python"
 version = "0.1.0"
 edition.workspace = true
 license.workspace = true
diff --git a/litellm-rust/crates/callbacks-legacy/python_contract.json b/litellm-rust/crates/callbacks-legacy-python/python_contract.json
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/python_contract.json
rename to litellm-rust/crates/callbacks-legacy-python/python_contract.json
diff --git a/litellm-rust/crates/callbacks-legacy/src/adapter.rs b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/adapter.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
index 883a35f0df5..28d5c08736f 100644
--- a/litellm-rust/crates/callbacks-legacy/src/adapter.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
@@ -20,7 +20,7 @@ use crate::{
     DeploymentHooks, LegacyCallbacks, PublicCall, PythonLogger,
     deferred::{PendingLogging, PendingSuccess},
     finalize, is_internal_call,
-    legacy_python::Streaming,
+    python::Streaming,
     prepare, setup,
 };
 
diff --git a/litellm-rust/crates/callbacks-legacy/src/call.rs b/litellm-rust/crates/callbacks-legacy-python/src/call.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/src/call.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/call.rs
diff --git a/litellm-rust/crates/callbacks-legacy/src/callbacks.rs b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/callbacks.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
index 5f04224e6d7..d36523d6b94 100644
--- a/litellm-rust/crates/callbacks-legacy/src/callbacks.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
@@ -6,7 +6,7 @@ use litellm_host::event::{RequestContext, WireRequest};
 use litellm_host_python::to_py;
 use pyo3::{exceptions::PyBaseException, prelude::*, types::PyDict};
 
-use crate::legacy_python::{Logging, Wrapper};
+use crate::python::{Logging, Wrapper};
 use crate::logger::PythonLogger;
 
 pub trait LegacyCallbacks {
diff --git a/litellm-rust/crates/callbacks-legacy/src/deferred.rs b/litellm-rust/crates/callbacks-legacy-python/src/deferred.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/src/deferred.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/deferred.rs
diff --git a/litellm-rust/crates/callbacks-legacy/src/lib.rs b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
similarity index 98%
rename from litellm-rust/crates/callbacks-legacy/src/lib.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/lib.rs
index eaa1a8b714e..514713d988b 100644
--- a/litellm-rust/crates/callbacks-legacy/src/lib.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
@@ -13,7 +13,7 @@ mod adapter;
 mod call;
 mod callbacks;
 mod deferred;
-mod legacy_python;
+mod python;
 mod logger;
 mod preparation;
 #[cfg(test)]
diff --git a/litellm-rust/crates/callbacks-legacy/src/logger.rs b/litellm-rust/crates/callbacks-legacy-python/src/logger.rs
similarity index 94%
rename from litellm-rust/crates/callbacks-legacy/src/logger.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/logger.rs
index 061941f05b9..38f3bf29828 100644
--- a/litellm-rust/crates/callbacks-legacy/src/logger.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/logger.rs
@@ -5,7 +5,7 @@ use pyo3::{
     types::{PyDict, PyTuple},
 };
 
-use crate::legacy_python::{self, Wrapper};
+use crate::python::{self, Wrapper};
 
 /// The `Logging` instance one call fans out through.
 pub struct PythonLogger {
@@ -90,7 +90,7 @@ impl DeploymentHooks {
         kwargs: &Py<PyDict>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::BeforeDeploymentCall
+        python::DeploymentHooks::BeforeDeploymentCall
             .call(py, (kwargs, call_type))
             .map(Bound::unbind)
     }
@@ -101,7 +101,7 @@ impl DeploymentHooks {
         response: &Option<Py<PyAny>>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::AfterDeploymentSuccess
+        python::DeploymentHooks::AfterDeploymentSuccess
             .call(py, (kwargs, response, call_type))
             .map(Bound::unbind)
     }
@@ -112,7 +112,7 @@ impl DeploymentHooks {
         error: &Py<PyBaseException>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::AfterDeploymentFailure
+        python::DeploymentHooks::AfterDeploymentFailure
             .call(py, (kwargs, error, call_type))
             .map(Bound::unbind)
     }
diff --git a/litellm-rust/crates/callbacks-legacy/src/preparation.rs b/litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/preparation.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
index fa1ff9acd4d..aab654c9893 100644
--- a/litellm-rust/crates/callbacks-legacy/src/preparation.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
@@ -3,7 +3,7 @@ use pyo3::{
     types::{PyDict, PyList},
 };
 
-use crate::legacy_python::Wrapper;
+use crate::python::Wrapper;
 
 struct CredentialEntry<'py>(Bound<'py, PyAny>);
 
diff --git a/litellm-rust/crates/callbacks-legacy/src/legacy_python.rs b/litellm-rust/crates/callbacks-legacy-python/src/python.rs
similarity index 97%
rename from litellm-rust/crates/callbacks-legacy/src/legacy_python.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/python.rs
index 7f5c77c1735..cb609d52878 100644
--- a/litellm-rust/crates/callbacks-legacy/src/legacy_python.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/python.rs
@@ -1,7 +1,7 @@
 use pyo3::prelude::*;
 use strum::{IntoStaticStr, VariantArray};
 
-const MODULE: &str = "litellm.rust_bridge.legacy_callbacks";
+const MODULE: &str = "litellm.rust_bridge.callbacks_legacy_python";
 
 /// Every litellm Python internal the native call still borrows, grouped by the subsystem it
 /// belongs to. Rust drives the call; these exist only so behaviour that Python owns today
@@ -9,7 +9,7 @@ const MODULE: &str = "litellm.rust_bridge.legacy_callbacks";
 /// A group is deleted once Rust owns that subsystem, so this enum only shrinks. Calling a
 /// user's own callback is not borrowing and does not belong here.
 ///
-/// `litellm/rust_bridge/legacy_callbacks.py` is the only Python module behind it, and
+/// `litellm/rust_bridge/callbacks_legacy_python.py` is the only Python module behind it, and
 /// `python_contract.json` pins each function's parameters on both sides.
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub(crate) enum LegacyPython {
diff --git a/litellm-rust/crates/callbacks-legacy/tests/deferred.rs b/litellm-rust/crates/callbacks-legacy-python/tests/deferred.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/deferred.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/deferred.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/deployment_hooks.rs b/litellm-rust/crates/callbacks-legacy-python/tests/deployment_hooks.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/deployment_hooks.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/deployment_hooks.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/payload.rs b/litellm-rust/crates/callbacks-legacy-python/tests/payload.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/payload.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/payload.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/support.rs b/litellm-rust/crates/callbacks-legacy-python/tests/support.rs
similarity index 95%
rename from litellm-rust/crates/callbacks-legacy/tests/support.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/support.rs
index d3cc32e301f..d0c02fa6da5 100644
--- a/litellm-rust/crates/callbacks-legacy/tests/support.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/tests/support.rs
@@ -5,12 +5,12 @@ use pyo3::types::{PyDict, PyTuple};
 
 use crate::{LegacyLogging, LegacySurface, PublicCall};
 
-/// The parameters of every `legacy_callbacks` function, as the real module declares them.
-/// `tests/test_litellm/rust_bridge/test_legacy_callbacks.py` pins this file to the Python
+/// The parameters of every `callbacks_legacy_python` function, as the real module declares them.
+/// `tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py` pins this file to the Python
 /// signatures, and [`namespace`] binds every fake call against it.
 pub(crate) const PYTHON_CONTRACT: &str = include_str!("../python_contract.json");
 
-/// Stand-ins for `legacy_callbacks`, the only Python module the crate calls. Tests
+/// Stand-ins for `callbacks_legacy_python`, the only Python module the crate calls. Tests
 /// share one interpreter and run concurrently, so each fake is installed idempotently and
 /// forwards to the per-test `StubLogger` it is handed (directly, or as `kwargs['logger']`).
 /// Every fake is bound against the contract first, so a call the real module would reject
@@ -23,10 +23,10 @@ import sys
 import traceback
 import types
 
-for name in ('litellm', 'litellm.rust_bridge', 'litellm.rust_bridge.legacy_callbacks'):
+for name in ('litellm', 'litellm.rust_bridge', 'litellm.rust_bridge.callbacks_legacy_python'):
     sys.modules.setdefault(name, types.ModuleType(name))
 
-legacy = sys.modules['litellm.rust_bridge.legacy_callbacks']
+legacy = sys.modules['litellm.rust_bridge.callbacks_legacy_python']
 CONTRACT = json.loads(python_contract)
 
 
diff --git a/litellm-rust/crates/callbacks-legacy/tests/terminal.rs b/litellm-rust/crates/callbacks-legacy-python/tests/terminal.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/terminal.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/terminal.rs
diff --git a/litellm-rust/crates/python-bridge/AGENTS.md b/litellm-rust/crates/python-bridge/AGENTS.md
index a19a709e60c..79e78d150e0 100644
--- a/litellm-rust/crates/python-bridge/AGENTS.md
+++ b/litellm-rust/crates/python-bridge/AGENTS.md
@@ -1,9 +1,9 @@
 - Target invariants, not completion claims; these supersede the crate guidance below where they conflict
 - Keep this crate the product-specific PyO3 consumer of `litellm-host-python`
   - Own registration, input projection, the route host and the caller callables it answers operations with (file readers, token providers), public response/error construction and the per-call composition of machine, route host and callback contract
-  - Legacy callback sharing (the caller's args, kwargs and request object, body/header roots, re-aliasing unchanged body keys) lives in `litellm-callbacks-legacy` behind `PublicCall` and `run_legacy_call`; the bridge hands the public call over and keeps no copy
+  - Legacy callback sharing (the caller's args, kwargs and request object, body/header roots, re-aliasing unchanged body keys) lives in `litellm-callbacks-legacy-python` behind `PublicCall` and `run_legacy_call`; the bridge hands the public call over and keeps no copy
   - Value-oriented execution, sync waiting, nested-runtime checks, signal polling and panic containment live in `litellm-host-python`; native async work uses `pyo3-async-runtimes`, Serde output uses `Pythonized<T>`
-  - Core owns typed native state, the route machine, provider preparation/I/O and normalization; the host driver owns terminal events; the legacy adapter in `litellm-callbacks-legacy` owns `Logging` dispatch policy
+  - Core owns typed native state, the route machine, provider preparation/I/O and normalization; the host driver owns terminal events; the legacy adapter in `litellm-callbacks-legacy-python` owns `Logging` dispatch policy
   - Python, Rust SDK and gateway use one lifecycle-bearing core route entrypoint; provider helpers stay private, never bridge-accessible transport drivers
   - Built-in provider/config/secret/auth/document preparation stays in Rust; caller-authored callbacks and focused Python-file reads run only at core-selected points
 - Target GIL-enabled CPython explicitly with `#[pymodule(gil_used = true)]`; detach Rust-only work
diff --git a/litellm-rust/crates/python-bridge/Cargo.toml b/litellm-rust/crates/python-bridge/Cargo.toml
index 8d31855f2fa..3a4a579efa3 100644
--- a/litellm-rust/crates/python-bridge/Cargo.toml
+++ b/litellm-rust/crates/python-bridge/Cargo.toml
@@ -18,7 +18,7 @@ panic-test = []
 [dependencies]
 bytes.workspace = true
 litellm-auth.workspace = true
-litellm-callbacks-legacy.workspace = true
+litellm-callbacks-legacy-python.workspace = true
 litellm-core.workspace = true
 litellm-core-utils.workspace = true
 litellm-auth-gcp.workspace = true
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
index 8c42315ac59..91591e302b3 100644
--- a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
@@ -1,7 +1,7 @@
 mod host;
 
 use host::MessagesRouteHost;
-use litellm_callbacks_legacy::{LegacySurface, PassThroughStream, PublicCall, run_legacy_call};
+use litellm_callbacks_legacy_python::{LegacySurface, PassThroughStream, PublicCall, run_legacy_call};
 use litellm_core::messages::route::{messages_machine, supports};
 use pyo3::{
     prelude::*,
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
index 9be3171f70b..e518f972bac 100644
--- a/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
@@ -7,7 +7,7 @@ use std::sync::{Arc, LazyLock};
 
 use host::OcrRouteHost;
 use litellm_auth_gcp::VertexAuth;
-use litellm_callbacks_legacy::{LegacySurface, PublicCall, run_legacy_call};
+use litellm_callbacks_legacy_python::{LegacySurface, PublicCall, run_legacy_call};
 use litellm_core::ocr::route::ocr_machine;
 use litellm_core_utils::settings::ProcessEnvironment;
 use litellm_llms::base_llm::ocr::{
diff --git a/litellm/rust_bridge/legacy_callbacks.py b/litellm/rust_bridge/callbacks_legacy_python.py
similarity index 100%
rename from litellm/rust_bridge/legacy_callbacks.py
rename to litellm/rust_bridge/callbacks_legacy_python.py
diff --git a/tests/test_litellm/rust_bridge/test_legacy_callbacks.py b/tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
similarity index 91%
rename from tests/test_litellm/rust_bridge/test_legacy_callbacks.py
rename to tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
index a0906c7c5be..1f6a214398a 100644
--- a/tests/test_litellm/rust_bridge/test_legacy_callbacks.py
+++ b/tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
@@ -10,8 +10,8 @@ from pydantic import TypeAdapter
 
 import litellm
 from litellm.litellm_core_utils.litellm_logging import Logging
-from litellm.rust_bridge import legacy_callbacks as legacy
-from litellm.rust_bridge.legacy_callbacks import check_limits, setup
+from litellm.rust_bridge import callbacks_legacy_python as legacy
+from litellm.rust_bridge.callbacks_legacy_python import check_limits, setup
 
 _OCR_KWARGS: Final = MappingProxyType(
     {
@@ -81,7 +81,9 @@ def test_setup_builds_a_logger_when_none_is_supplied(call_type: str, kwargs: Map
     assert result.logger.litellm_call_id == result.kwargs["litellm_call_id"]
 
 
-CONTRACT_PATH: Final = Path(__file__).parents[3] / "litellm-rust/crates/callbacks-legacy/python_contract.json"
+CONTRACT_PATH: Final = (
+    Path(__file__).parents[3] / "litellm-rust/crates/callbacks-legacy-python/python_contract.json"
+)
 
 
 def test_the_rust_contract_matches_the_shim_signatures() -> None:

From ad8ac449fcb73417d65af92585a711a2aff64322 Mon Sep 17 00:00:00 2001
From: Yujong Lee <yujong@berri.ai>
Date: Sat, 19 Sep 2026 23:08:37 +0000
Subject: [PATCH 126/162] style(rust): format renamed callback adapter

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm-rust/crates/callbacks-legacy-python/src/adapter.rs   | 4 ++--
 litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs | 2 +-
 litellm-rust/crates/callbacks-legacy-python/src/lib.rs       | 2 +-
 litellm-rust/crates/python-bridge/src/routes/messages/mod.rs | 4 +++-
 4 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
index 28d5c08736f..e1742190205 100644
--- a/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
@@ -19,9 +19,9 @@ use serde_json::Value;
 use crate::{
     DeploymentHooks, LegacyCallbacks, PublicCall, PythonLogger,
     deferred::{PendingLogging, PendingSuccess},
-    finalize, is_internal_call,
+    finalize, is_internal_call, prepare,
     python::Streaming,
-    prepare, setup,
+    setup,
 };
 
 /// What the legacy contract needs to know about the route it is logging.
diff --git a/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
index d36523d6b94..7caa787dd9d 100644
--- a/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
@@ -6,8 +6,8 @@ use litellm_host::event::{RequestContext, WireRequest};
 use litellm_host_python::to_py;
 use pyo3::{exceptions::PyBaseException, prelude::*, types::PyDict};
 
-use crate::python::{Logging, Wrapper};
 use crate::logger::PythonLogger;
+use crate::python::{Logging, Wrapper};
 
 pub trait LegacyCallbacks {
     /// `Logging.update_from_kwargs`: what the logger is told about the request it is
diff --git a/litellm-rust/crates/callbacks-legacy-python/src/lib.rs b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
index 514713d988b..44393792d1f 100644
--- a/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
@@ -13,9 +13,9 @@ mod adapter;
 mod call;
 mod callbacks;
 mod deferred;
-mod python;
 mod logger;
 mod preparation;
+mod python;
 #[cfg(test)]
 #[path = "../tests/support.rs"]
 mod test_support;
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
index 91591e302b3..b606293f79f 100644
--- a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
@@ -1,7 +1,9 @@
 mod host;
 
 use host::MessagesRouteHost;
-use litellm_callbacks_legacy_python::{LegacySurface, PassThroughStream, PublicCall, run_legacy_call};
+use litellm_callbacks_legacy_python::{
+    LegacySurface, PassThroughStream, PublicCall, run_legacy_call,
+};
 use litellm_core::messages::route::{messages_machine, supports};
 use pyo3::{
     prelude::*,

From 57c757e9d79b984e09b7d2fe376af405d0500680 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:10:47 -0700
Subject: [PATCH 127/162] Revert "test(mcp): verify scoped execution and OAuth
 credential isolation"

---
 tests/integration/_support/mcp.py             |  19 +-
 tests/integration/contracts.json              |  21 -
 tests/integration/mcp/README.md               |  28 -
 tests/integration/mcp/test_mcp_lifecycle.py   | 185 +----
 .../mcp/test_oauth_configuration.py           |  88 +-
 .../observability/test_guardrail_effects.py   |  71 --
 tests/mcp_tests/mcp_e2e_upstream_server.py    |  18 +-
 tests/mcp_tests/test_mcp_guardrails.py        | 770 ++++++++++++++++++
 tests/mcp_tests/test_mcp_hooks.py             | 475 +++++++++++
 9 files changed, 1268 insertions(+), 407 deletions(-)
 delete mode 100644 tests/integration/mcp/README.md
 create mode 100644 tests/mcp_tests/test_mcp_guardrails.py
 create mode 100644 tests/mcp_tests/test_mcp_hooks.py

diff --git a/tests/integration/_support/mcp.py b/tests/integration/_support/mcp.py
index bdf60becbaa..d924ee6dad0 100644
--- a/tests/integration/_support/mcp.py
+++ b/tests/integration/_support/mcp.py
@@ -9,7 +9,7 @@ import httpx
 from integration._support.asgi import asgi_server
 from integration._support.client import Gateway, Scenario
 from integration._support.database import read_rows
-from mcp.server.mcpserver import MCPServer
+from mcp.server.fastmcp import FastMCP
 from mcp.server.transport_security import TransportSecuritySettings
 from mcp_tests.mcp_e2e_upstream_server import add, multiply
 from starlette.requests import Request
@@ -27,7 +27,12 @@ class McpPeer:
 
 @contextmanager
 def mcp_peer() -> Iterator[McpPeer]:
-    service: Final = MCPServer("integration-math")
+    service: Final = FastMCP(
+        "integration-math",
+        stateless_http=True,
+        json_response=True,
+        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+    )
     service.add_tool(add)
     service.add_tool(multiply)
 
@@ -35,11 +40,7 @@ def mcp_peer() -> Iterator[McpPeer]:
     def fail() -> str:
         raise ValueError("synthetic tool failure")
 
-    app: Final = service.streamable_http_app(
-        stateless_http=True,
-        json_response=True,
-        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-    )
+    app: Final = service.streamable_http_app()
     observed: Final[queue.Queue[dict[str, object]]] = queue.Queue()
 
     async def capture(scope: Scope, receive: Receive, send: Send) -> None:
@@ -93,7 +94,9 @@ def tool_names(gateway: Gateway, key: str, identity: str) -> dict[str, str]:
     }
 
 
-def call_tool(gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]) -> httpx.Response:
+def call_tool(
+    gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]
+) -> httpx.Response:
     return gateway.client.post(
         "/mcp-rest/tools/call",
         headers={"x-litellm-api-key": key},
diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index 3f1ecab3489..fe7b6dfe7ac 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -1311,27 +1311,6 @@
     ],
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[us.anthropic.claude-opus-5-v1:0-stream_full_usage]": [
       "quota_management.spend_tracking.scripted_wire.logs_cost"
-    ],
-    "tests/integration/mcp/test_mcp_lifecycle.py::test_health_intersects_route_restricted_key_grants_in_both_management_modes": [
-      "other.mcp.health.restricted_keys_intersect_grants_in_both_modes"
-    ],
-    "tests/integration/mcp/test_mcp_lifecycle.py::test_warm_credential_removal_rejects_without_upstream_traffic": [
-      "other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic"
-    ],
-    "tests/integration/observability/test_guardrail_effects.py::test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls": [
-      "other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution"
-    ],
-    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[revoke]": [
-      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
-    ],
-    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[expire]": [
-      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
-    ],
-    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[anonymous]": [
-      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
-    ],
-    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[bearer]": [
-      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
     ]
   },
   "browser": {
diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
deleted file mode 100644
index 6260d128a2c..00000000000
--- a/tests/integration/mcp/README.md
+++ /dev/null
@@ -1,28 +0,0 @@
-# MCP security regression coverage
-
-[LIT-4506](https://linear.app/litellm-ai/issue/LIT-4506) tracks ten gateway guards and the later JWT/OAuth acceptance. This inventory distinguishes executable assertions from unresolved coverage. A listed test counts as verified only when its exact commit has an executed, passing result
-
-Run the controlled gateway cases through `python tests/integration/run.py extensions`. They use real HTTP, PostgreSQL, scoped non-master keys and an SDK upstream. The existing runner supplies test entitlement; these tests do not validate licenses or external-provider consent. Canonical nodes and contract IDs live in `../contracts.json`
-
-| Requested guard | Existing or added coverage | Remaining limitation and owner |
-| --- | --- | --- |
-| 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
-| 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
-| 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
-| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies calls to the other, using explicit server IDs for direct REST calls and server-qualified search results for virtual calls, with and without bearer credentials | Virtual calls identify the target by the searched tool name, not the REST `server_id` field. Bare names such as `add` are ambiguous across servers; duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
-| 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
-| 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
-| 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
-| 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
-| 9. Permissions enforced at discovery and execution | Exact key catalog and virtual search results plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
-| 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
-
-## Additional JWT/OAuth acceptance
-
-[LIT-3467 / PR #41909](https://github.com/BerriAI/litellm/pull/41909) owns one shared real login/consent, immediate list/call and cold-restart implementation, with aggregate SSO and explicitly configured per-server JWT variants. Reuse that implementation and its protected login secret; do not create another browser bootstrap here. Credit its exact-commit evidence separately from these controlled credential tests
-
-The two-user/two-server cases here create non-admin users and scoped API keys through management APIs. They store synthetic upstream OAuth credentials through the real credential endpoint and assert the actual bearer at the owned upstream. This deliberately isolates credential lookup, expiry and revocation from consent. No gateway API key may replace the expected upstream token
-
-Gateway JWT precedence, invalid/expired gateway JWTs, inactive-user denial, and their MCP-specific interaction with isolated credential lookup remain unverified by these API-key cases. General JWT unit/API tests are useful existing coverage but do not substitute for those MCP outcomes. Real-provider auth failures should extend LIT-3467's settled helpers; its explicit-header case must not be described as an uninterrupted Authorization-only OAuth flow
-
-[PR #41718 / LIT-7737](https://github.com/BerriAI/litellm/pull/41718) owns dependency and public-client compatibility checks. This suite consumes the merged SDK2 API and keeps the existing dependency constraints. Its result must be reported independently of an installation-matrix pass
diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index b32cf97605f..7ded23794be 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -1,18 +1,14 @@
-import json
 import uuid
 from contextlib import ExitStack
-from pathlib import Path
 from typing import Final
 
 import pytest
-import yaml
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
 
 from integration._support.client import Gateway
 from integration._support.database import read_rows
 from integration._support.generation import LIFECYCLE_SETTINGS, bounded_http_requests
-from integration._support.process import owned_proxy
 from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
 
 
@@ -57,7 +53,7 @@ def test_tool_error_remains_error_and_healthy_sibling_returns_value(gateway: Gat
         failure: Final = call_tool(gateway, key, identity, names["fail"], {})
         assert failure.status_code == 200, failure.text
         assert failure.json()["isError"] is True
-        assert failure.json()["content"][0]["text"] == "Error executing tool fail"
+        assert "synthetic tool failure" in failure.json()["content"][0]["text"]
         healthy: Final = call_tool(gateway, key, identity, names["multiply"], {"a": 3, "b": 5})
         assert healthy.status_code == 200, healthy.text
         assert healthy.json()["isError"] is False
@@ -125,182 +121,3 @@ def test_generated_mcp_edits_preserve_actual_headers_and_tool_results(gateway: G
                     self.resources.close()
 
         run_state_machine_as_test(Servers, settings=LIFECYCLE_SETTINGS)
-
-
-@pytest.mark.covers("other.mcp.health.restricted_keys_intersect_grants_in_both_modes")
-def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
-    gateway: Gateway, tmp_path: Path
-) -> None:
-    for mode in ("restricted", "view_all"):
-        config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
-        config["general_settings"]["user_mcp_management_mode"] = mode
-        path = tmp_path / f"health-{mode}.yaml"
-        path.write_text(yaml.safe_dump(config))
-        with (
-            owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
-            mcp_peer() as peer,
-            candidate.scenario() as scenario,
-        ):
-            first = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
-            second = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
-            control = scenario.key(object_permission={"mcp_servers": [first]})
-            names = tool_names(candidate, control, first)
-            healthy = call_tool(candidate, control, first, names["add"], {"a": 3, "b": 5})
-            assert healthy.status_code == 200 and healthy.json()["content"][0]["text"] == "8", healthy.text
-            for grants in ([first], [second], []):
-                key = scenario.key(
-                    allowed_routes=["/v1/mcp/server", "/v1/mcp/server/health"],
-                    object_permission={"mcp_servers": grants},
-                )
-                listed = candidate.request("GET", "/v1/mcp/server", key=key)
-                assert listed.status_code == 200, listed.text
-                assert {row["server_id"] for row in listed.json()} == set(grants), listed.text
-                for requested in (None, [second], [first, second]):
-                    response = candidate.client.get(
-                        "/v1/mcp/server/health",
-                        headers={"Authorization": f"Bearer {key}"},
-                        params=[] if requested is None else [("server_ids", identity) for identity in requested],
-                    )
-                    assert response.status_code == 200, response.text
-                    expected = set(grants) if requested is None else set(grants).intersection(requested)
-                    assert {row["server_id"] for row in response.json()} == expected, response.text
-                    assert all(row["status"] == "healthy" for row in response.json())
-
-
-@pytest.mark.covers("other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic")
-def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gateway) -> None:
-    with mcp_peer() as peer, gateway.scenario() as scenario:
-        identity = register_mcp(
-            scenario,
-            peer,
-            "credentials" + uuid.uuid4().hex,
-            auth_type="bearer_token",
-            static_headers={"Authorization": "Bearer synthetic-upstream-credential"},
-        )
-        key = scenario.key(object_permission={"mcp_servers": [identity]})
-        names = tool_names(gateway, key, identity)
-        warm = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
-        assert warm.status_code == 200 and warm.json()["content"][0]["text"] == "8", warm.text
-        calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
-        assert len(calls) == 1
-        assert calls[0]["headers"][b"authorization"] == b"Bearer synthetic-upstream-credential"
-        removed = gateway.request("PUT", "/v1/mcp/server", {"server_id": identity, "static_headers": {}})
-        assert removed.status_code == 202, removed.text
-        stored = gateway.request("GET", f"/v1/mcp/server/{identity}")
-        assert stored.status_code == 200, stored.text
-        assert stored.json()["auth_type"] == "bearer_token"
-        assert not stored.json().get("static_headers"), stored.text
-        peer.drain()
-        for operation in ("list", "call"):
-            rejected = (
-                gateway.client.get(
-                    "/mcp-rest/tools/list", params={"server_id": identity}, headers={"x-litellm-api-key": key}
-                )
-                if operation == "list"
-                else call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
-            )
-            assert rejected.status_code == 500, rejected.text
-            if operation == "list":
-                assert rejected.json()["detail"]["error"] == "internal", rejected.text
-                assert "Failed to list tools from server" in rejected.json()["detail"]["message"], rejected.text
-            else:
-                assert "requires a usable upstream credential" in rejected.text, rejected.text
-            assert peer.drain() == (), "missing static credential escaped to upstream"
-        changed = gateway.request(
-            "PUT",
-            "/v1/mcp/server",
-            {
-                "server_id": identity,
-                "auth_type": "oauth2_token_exchange",
-                "token_exchange_endpoint": peer.url + "/token",
-                "credentials": {"client_id": "synthetic-client"},
-            },
-        )
-        assert changed.status_code == 202, changed.text
-        peer.drain()
-        rejected_subject = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
-        assert rejected_subject.status_code == 401, rejected_subject.text
-        assert peer.drain() == (), "virtual key cannot supply an OBO subject token"
-        control_id = register_mcp(scenario, peer, "control" + uuid.uuid4().hex, auth_type="none")
-        control_key = scenario.key(object_permission={"mcp_servers": [control_id]})
-        control_names = tool_names(gateway, control_key, control_id)
-        control = call_tool(gateway, control_key, control_id, control_names["multiply"], {"a": 3, "b": 5})
-        assert control.status_code == 200 and control.json()["content"][0]["text"] == "15", control.text
-
-
-@pytest.mark.parametrize("authenticated", (False, True), ids=("anonymous", "bearer"))
-@pytest.mark.covers("other.mcp.permissions.same_url_servers_enforce_discovery_and_execution")
-def test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution(
-    gateway: Gateway, authenticated: bool
-) -> None:
-    with mcp_peer() as peer, gateway.scenario() as scenario:
-        aliases: Final = tuple("scope" + uuid.uuid4().hex for _ in range(2))
-        servers: Final = tuple(
-            register_mcp(
-                scenario,
-                peer,
-                alias,
-                auth_type="bearer_token" if authenticated else "none",
-                static_headers={
-                    "X-Integration-Server": alias,
-                    **({"Authorization": f"Bearer synthetic-{alias}"} if authenticated else {}),
-                },
-            )
-            for alias in aliases
-        )
-        for virtual in (False, True):
-            keys: Final = tuple(
-                scenario.key(object_permission={"mcp_servers": [server], "mcp_tool_search_enabled": virtual})
-                for server in servers
-            )
-            for server, alias, key in zip(servers, aliases, keys):
-                catalog: Final = gateway.request("GET", "/mcp-rest/tools/list", key=key)
-                assert catalog.status_code == 200, catalog.text
-                if virtual:
-                    assert {tool["name"] for tool in catalog.json()["tools"]} == {
-                        "mcp_tool_search",
-                        "mcp_tool_call",
-                        "agent_search",
-                        "skill_search",
-                    }, catalog.text
-                    search: Final = gateway.request(
-                        "POST",
-                        "/mcp-rest/tools/call",
-                        {"name": "mcp_tool_search", "arguments": {"query": "add", "top_k": 10}},
-                        key=key,
-                    )
-                    assert search.status_code == 200 and search.json()["isError"] is False, search.text
-                    assert [tool["name"] for tool in json.loads(search.json()["content"][0]["text"])] == [
-                        f"{alias}-add"
-                    ], search.text
-                else:
-                    assert {tool["mcp_info"]["server_id"] for tool in catalog.json()["tools"]} == {server}
-                    assert {tool["name"] for tool in catalog.json()["tools"]} == {"add", "multiply", "fail"}
-            for server_index, caller_index in ((0, 0), (1, 0), (1, 1)):
-                peer.drain()
-                response: Final = gateway.request(
-                    "POST",
-                    "/mcp-rest/tools/call",
-                    {
-                        "name": "mcp_tool_call" if virtual else "add",
-                        **({} if virtual else {"server_id": servers[server_index]}),
-                        "arguments": (
-                            {"tool_name": f"{aliases[server_index]}-add", "arguments": {"a": 3, "b": 5}}
-                            if virtual
-                            else {"a": 3, "b": 5}
-                        ),
-                    },
-                    key=keys[caller_index],
-                )
-                observed: Final = peer.drain()
-                if server_index != caller_index:
-                    assert response.status_code == 403 and "not allowed" in response.text, response.text
-                    assert observed == (), "forbidden server reached the upstream"
-                    continue
-                assert response.status_code == 200 and response.json()["isError"] is False, response.text
-                assert response.json()["content"][0]["text"] == "8", response.text
-                calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
-                assert len(calls) == 1
-                assert calls[0]["headers"][b"x-integration-server"] == aliases[server_index].encode()
-                expected_auth: Final = f"Bearer synthetic-{aliases[server_index]}".encode() if authenticated else None
-                assert all(item["headers"].get(b"authorization") == expected_auth for item in observed)
diff --git a/tests/integration/mcp/test_oauth_configuration.py b/tests/integration/mcp/test_oauth_configuration.py
index 4c46c706054..45d407f2423 100644
--- a/tests/integration/mcp/test_oauth_configuration.py
+++ b/tests/integration/mcp/test_oauth_configuration.py
@@ -2,14 +2,14 @@ import json
 import queue
 import uuid
 from urllib.parse import parse_qs, urlsplit
-from typing import Final, Literal
+from typing import Final
 from pathlib import Path
 
 import pytest
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
-from integration._support.mcp import McpPeer, call_tool, mcp_peer, register_mcp, tool_names
+from integration._support.mcp import McpPeer, register_mcp
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -102,87 +102,3 @@ def test_partial_discovery_and_unrelated_edit_keep_actual_authorization_destinat
                     "PUT", "/v1/mcp/server", {"server_id": identity, "server_name": alias + "renamed"}
                 )
                 assert updated.status_code == 202, updated.text
-
-
-@pytest.mark.covers("other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server")
-@pytest.mark.parametrize("transition", ("revoke", "expire"))
-def test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server(
-    gateway: Gateway,
-    transition: Literal["revoke", "expire"],
-) -> None:
-    with mcp_peer() as peer, gateway.scenario() as scenario:
-        servers: Final = tuple(
-            register_mcp(
-                scenario,
-                peer,
-                "oauth" + uuid.uuid4().hex,
-                auth_type="oauth2",
-                oauth2_flow="authorization_code",
-                authorization_url=peer.url + "/authorize",
-                token_url=peer.url + "/token",
-                credentials={"client_id": "synthetic-oauth-client"},
-            )
-            for _ in range(2)
-        )
-        users: Final = tuple(scenario.user(user_role="internal_user") for _ in range(2))
-        keys: Final = tuple(
-            scenario.key(user_id=user, object_permission={"mcp_servers": list(servers)}) for user in users
-        )
-        for user_index, key in enumerate(keys):
-            for server_index, server_id in enumerate(servers):
-                stored: Final = gateway.request(
-                    "POST",
-                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
-                    {"access_token": f"synthetic-user-{user_index}-server-{server_index}", "expires_in": 3600},
-                    key=key,
-                )
-                assert stored.status_code == 200 and stored.json()["has_credential"] is True, stored.text
-                scenario.cleanups.callback(
-                    gateway.request,
-                    "DELETE",
-                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
-                    key=key,
-                )
-        names: Final = tuple(tool_names(gateway, keys[0], server) for server in servers)
-        for generation in range(2):
-            for user_index, key in enumerate(keys):
-                for server_index, server_id in enumerate(servers):
-                    peer.drain()
-                    discovery: Final = gateway.request(
-                        "GET",
-                        "/mcp-rest/tools/list",
-                        key=key,
-                        params={"server_id": server_id},
-                    )
-                    call: Final = call_tool(gateway, key, server_id, names[server_index]["add"], {"a": 3, "b": 5})
-                    observed: Final = peer.drain()
-                    if generation == 1 and user_index == 0 and server_index == 0:
-                        for rejected in (discovery, call):
-                            assert rejected.status_code == 401, rejected.text
-                            assert rejected.json() == {"detail": "Unauthorized"}, rejected.text
-                            assert "resource_metadata=" in rejected.headers["www-authenticate"]
-                        assert observed == (), "unusable credentials must not fall back to another user or server"
-                    else:
-                        assert discovery.status_code == 200, discovery.text
-                        assert {tool["name"] for tool in discovery.json()["tools"]} == set(names[server_index].values())
-                        assert call.status_code == 200 and call.json()["isError"] is False, call.text
-                        assert call.json()["content"][0]["text"] == "8", call.text
-                        calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
-                        assert len(calls) == 1
-                        expected: Final = f"Bearer synthetic-user-{user_index}-server-{server_index}".encode()
-                        assert calls[0]["headers"][b"authorization"] == expected
-                        assert all(item["headers"].get(b"authorization") == expected for item in observed)
-            if generation == 0:
-                changed: Final = gateway.request(
-                    "DELETE" if transition == "revoke" else "POST",
-                    f"/v1/mcp/server/{servers[0]}/oauth-user-credential",
-                    None
-                    if transition == "revoke"
-                    else {
-                        "access_token": "synthetic-expired-user-0-server-0",
-                        "expires_in": -60,
-                    },
-                    key=keys[0],
-                )
-                assert changed.status_code == 200, changed.text
-                assert changed.json()["has_credential"] is (transition == "expire"), changed.text
diff --git a/tests/integration/observability/test_guardrail_effects.py b/tests/integration/observability/test_guardrail_effects.py
index 5a79b619906..645af77526f 100644
--- a/tests/integration/observability/test_guardrail_effects.py
+++ b/tests/integration/observability/test_guardrail_effects.py
@@ -8,7 +8,6 @@ import yaml
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
-from integration._support.mcp import mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -144,73 +143,3 @@ def test_guardrail_denial_prevents_provider_and_preserves_allowed_control(gatewa
                 )
                 assert len(observed.get("/__observations").json()["requests"]) == 1
             assert len(policy.drain()) == 2
-
-
-@pytest.mark.covers("other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution")
-def test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls(gateway: Gateway, tmp_path: Path) -> None:
-    guardrail = "mcp-policy-" + uuid.uuid4().hex
-    config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
-    config["guardrails"] = [
-        {
-            "guardrail_name": guardrail,
-            "litellm_params": {
-                "guardrail": "custom_code",
-                "mode": "pre_mcp_call",
-                "default_on": False,
-                "custom_code": (
-                    "def apply_guardrail(inputs, request_data, input_type):\n"
-                    '    if inputs.get("tools", [{}])[0].get("function", {}).get("name") == "add":\n'
-                    '        return block("integration resolved add denied")\n'
-                    "    return allow()\n"
-                ),
-            },
-        }
-    ]
-    path = tmp_path / "mcp-guardrail.yaml"
-    path.write_text(yaml.safe_dump(config))
-    with (
-        owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
-        mcp_peer() as peer,
-        candidate.scenario() as scenario,
-    ):
-        identity = register_mcp(scenario, peer, "guardrail" + uuid.uuid4().hex)
-        permission = {"mcp_servers": [identity], "mcp_tool_search_enabled": True}
-        key = scenario.key(object_permission=permission)
-        key_selected = scenario.key(object_permission=permission, guardrails=[guardrail])
-        team = scenario.team(guardrails=[guardrail], object_permission={"mcp_servers": [identity]})
-        team_selected = scenario.key(team_id=team, object_permission=permission)
-        catalog_key = scenario.key(object_permission={"mcp_servers": [identity]})
-        names = tool_names(candidate, catalog_key, identity)
-        assert set(names) == {"add", "multiply", "fail"}
-        for virtual in (False, True):
-            for caller, selected, tool, expected in (
-                (key, [], "add", 8),
-                (key, [guardrail], "add", None),
-                (key_selected, [], "add", None),
-                (team_selected, [], "add", None),
-                (key, [guardrail], "multiply", 15),
-            ):
-                arguments = {"a": 3, "b": 5}
-                peer.drain()
-                response = candidate.client.post(
-                    "/mcp-rest/tools/call",
-                    headers={"x-litellm-api-key": caller},
-                    json={
-                        "server_id": identity,
-                        "name": "mcp_tool_call" if virtual else names[tool],
-                        "arguments": {"tool_name": names[tool], "arguments": arguments} if virtual else arguments,
-                        "guardrails": selected,
-                    },
-                )
-                calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
-                if expected is None:
-                    assert response.status_code == 400, response.text
-                    assert "integration resolved add denied" in response.text, response.text
-                    assert calls == (), "pre-call denial must prevent upstream execution"
-                else:
-                    assert response.status_code == 200, response.text
-                    assert response.json()["isError"] is False
-                    assert response.json()["content"][0]["text"] == str(expected), response.text
-                    assert len(calls) == 1
-                    assert calls[0]["body"]["params"]["name"] == tool
-                    assert calls[0]["body"]["params"]["arguments"] == arguments
diff --git a/tests/mcp_tests/mcp_e2e_upstream_server.py b/tests/mcp_tests/mcp_e2e_upstream_server.py
index 3361163badf..28fb0846481 100644
--- a/tests/mcp_tests/mcp_e2e_upstream_server.py
+++ b/tests/mcp_tests/mcp_e2e_upstream_server.py
@@ -1,6 +1,6 @@
 """Deterministic upstream MCP server for the mcp e2e suite.
 
-A tiny MCP server exposing `add` and `multiply` over streamable-http so the
+A tiny FastMCP server exposing `add` and `multiply` over streamable-http so the
 suite has a self-hosted, offline upstream to register and exercise. DNS-rebinding
 protection is turned off because the litellm container reaches this over the
 compose network by service name (`mcp-upstream:8090`), not localhost, and the
@@ -9,10 +9,15 @@ stack is an isolated throwaway. Bind host/port come from MCP_HOST/MCP_PORT.
 
 import os
 
-from mcp.server.mcpserver import MCPServer
+from mcp.server.fastmcp import FastMCP
 from mcp.server.transport_security import TransportSecuritySettings
 
-mcp: MCPServer = MCPServer("e2e-math")
+mcp: FastMCP = FastMCP(
+    "e2e-math",
+    host=os.getenv("MCP_HOST", "0.0.0.0"),
+    port=int(os.getenv("MCP_PORT", "8090")),
+    transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+)
 
 
 @mcp.tool()
@@ -28,12 +33,7 @@ def multiply(a: int, b: int) -> int:
 
 
 def main() -> None:
-    mcp.run(
-        transport="streamable-http",
-        host=os.getenv("MCP_HOST", "0.0.0.0"),
-        port=int(os.getenv("MCP_PORT", "8090")),
-        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-    )
+    mcp.run(transport="streamable-http")
 
 
 if __name__ == "__main__":
diff --git a/tests/mcp_tests/test_mcp_guardrails.py b/tests/mcp_tests/test_mcp_guardrails.py
new file mode 100644
index 00000000000..04401992449
--- /dev/null
+++ b/tests/mcp_tests/test_mcp_guardrails.py
@@ -0,0 +1,770 @@
+"""
+Test file for MCP Guardrails Feature
+
+This file tests the MCP guardrails functionality for both pre and during MCP call hooks,
+including various guardrail types and proper exception handling.
+"""
+
+import asyncio
+import pytest
+from datetime import datetime
+from typing import Optional, Dict, Any
+from unittest.mock import MagicMock, AsyncMock, patch
+
+# Add the project root to the path
+
+import litellm
+from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException
+from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.caching.caching import DualCache
+from litellm.types.mcp import (
+    MCPPreCallRequestObject,
+    MCPPreCallResponseObject,
+    MCPDuringCallRequestObject,
+    MCPDuringCallResponseObject,
+)
+from litellm.types.llms.base import HiddenParams
+from litellm.types.guardrails import GuardrailEventHooks
+from fastapi import HTTPException
+
+
+class MockPiiGuardrail(CustomGuardrail):
+    """Mock PII guardrail that raises BlockedPiiEntityError"""
+
+    def __init__(self, should_block: bool = True, entity_type: str = "EMAIL_ADDRESS"):
+        super().__init__()
+        self.should_block = should_block
+        self.entity_type = entity_type
+        self.guardrail_name = "mock-pii-guardrail"
+        self.call_count = 0
+
+    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
+        """Always run for testing"""
+        return True
+
+    async def async_pre_call_hook(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        cache: DualCache,
+        data: dict,
+        call_type: str,
+    ):
+        """Mock pre-call hook that raises BlockedPiiEntityError"""
+        self.call_count += 1
+
+        if self.should_block:
+            raise BlockedPiiEntityError(
+                entity_type=self.entity_type,
+                guardrail_name=self.guardrail_name,
+            )
+        return None
+
+
+class MockContentGuardrail(CustomGuardrail):
+    """Mock content guardrail that raises GuardrailRaisedException"""
+
+    def __init__(self, should_block: bool = True):
+        super().__init__()
+        self.should_block = should_block
+        self.guardrail_name = "mock-content-guardrail"
+        self.call_count = 0
+
+    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
+        """Always run for testing"""
+        return True
+
+    async def async_pre_call_hook(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        cache: DualCache,
+        data: dict,
+        call_type: str,
+    ):
+        """Mock pre-call hook that raises GuardrailRaisedException"""
+        self.call_count += 1
+
+        if self.should_block:
+            raise GuardrailRaisedException(
+                guardrail_name=self.guardrail_name, message="Content violates policy"
+            )
+        return None
+
+
+class MockHttpGuardrail(CustomGuardrail):
+    """Mock HTTP guardrail that raises HTTPException"""
+
+    def __init__(self, should_block: bool = True):
+        super().__init__()
+        self.should_block = should_block
+        self.guardrail_name = "mock-http-guardrail"
+        self.call_count = 0
+
+    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
+        """Always run for testing"""
+        return True
+
+    async def async_pre_call_hook(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        cache: DualCache,
+        data: dict,
+        call_type: str,
+    ):
+        """Mock pre-call hook that raises HTTPException"""
+        self.call_count += 1
+
+        if self.should_block:
+            raise HTTPException(
+                status_code=400, detail={"error": "Violated guardrail policy"}
+            )
+        return None
+
+
+class MockDuringCallGuardrail(CustomGuardrail):
+    """Mock guardrail for during-call testing"""
+
+    def __init__(self, should_block: bool = True):
+        super().__init__()
+        self.should_block = should_block
+        self.guardrail_name = "mock-during-guardrail"
+        self.call_count = 0
+
+    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
+        """Always run for testing"""
+        return True
+
+    async def async_moderation_hook(
+        self,
+        data: dict,
+        user_api_key_dict: UserAPIKeyAuth,
+        call_type: str,
+    ):
+        """Mock during-call hook that raises exceptions"""
+        self.call_count += 1
+
+        if self.should_block:
+            raise BlockedPiiEntityError(
+                entity_type="PHONE_NUMBER",
+                guardrail_name=self.guardrail_name,
+            )
+        return None
+
+
+class MockProxyLogging:
+    """Mock proxy logging object for testing MCP guardrails"""
+
+    def __init__(self, guardrails: Optional[list] = None):
+        self.guardrails = guardrails if guardrails is not None else []
+        self.call_details = {"user_api_key_cache": DualCache()}
+        self.dynamic_success_callbacks = []
+        self.call_count = 0
+
+    def get_combined_callback_list(self, dynamic_success_callbacks, global_callbacks):
+        """Return the guardrails for testing"""
+        return self.guardrails
+
+    def _convert_mcp_to_llm_format(self, request_obj, kwargs: dict) -> dict:
+        """Convert MCP tool call to LLM message format"""
+        tool_call_content = (
+            f"Tool: {request_obj.tool_name}\nArguments: {request_obj.arguments}"
+        )
+
+        return {
+            "messages": [{"role": "user", "content": tool_call_content}],
+            "model": kwargs.get("model", "mcp-tool-call"),
+            "user_api_key_user_id": kwargs.get("user_api_key_user_id"),
+            "user_api_key_team_id": kwargs.get("user_api_key_team_id"),
+        }
+
+    def _convert_llm_result_to_mcp_response(self, llm_result, request_obj):
+        """Convert LLM result back to MCP response format"""
+        return None  # For testing, we don't need to convert back
+
+    def _parse_pre_mcp_call_hook_response(self, response, original_request):
+        """Parse pre MCP call hook response"""
+        return response
+
+    async def async_pre_mcp_tool_call_hook(
+        self,
+        kwargs: dict,
+        request_obj: Any,
+        start_time: datetime,
+        end_time: datetime,
+    ) -> Optional[Any]:
+        """Mock pre MCP tool call hook"""
+        self.call_count += 1
+
+        # Simulate the actual hook logic
+        for guardrail in self.guardrails:
+            if isinstance(guardrail, CustomGuardrail):
+                try:
+                    synthetic_data = self._convert_mcp_to_llm_format(
+                        request_obj, kwargs
+                    )
+
+                    # Check if guardrail should run
+                    if not guardrail.should_run_guardrail(
+                        synthetic_data, GuardrailEventHooks.pre_mcp_call
+                    ):
+                        continue
+
+                    result = await guardrail.async_pre_call_hook(
+                        user_api_key_dict=kwargs.get("user_api_key_auth"),
+                        cache=self.call_details["user_api_key_cache"],
+                        data=synthetic_data,
+                        call_type="mcp_call",
+                    )
+                    if result is not None:
+                        return self._parse_pre_mcp_call_hook_response(
+                            result, request_obj
+                        )
+                except (
+                    BlockedPiiEntityError,
+                    GuardrailRaisedException,
+                    HTTPException,
+                ) as e:
+                    # Re-raise guardrail exceptions
+                    raise e
+                except Exception as e:
+                    # Log non-guardrail exceptions as non-blocking
+                    print(
+                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
+                    )
+
+        return None
+
+    async def async_during_mcp_tool_call_hook(
+        self,
+        kwargs: dict,
+        request_obj: Any,
+        start_time: datetime,
+        end_time: datetime,
+    ) -> Optional[Any]:
+        """Mock during MCP tool call hook"""
+        self.call_count += 1
+
+        # Simulate the actual hook logic
+        for guardrail in self.guardrails:
+            if isinstance(guardrail, CustomGuardrail):
+                try:
+                    synthetic_data = self._convert_mcp_to_llm_format(
+                        request_obj, kwargs
+                    )
+                    result = await guardrail.async_moderation_hook(
+                        data=synthetic_data,
+                        user_api_key_dict=kwargs.get("user_api_key_auth"),
+                        call_type="mcp_call",
+                    )
+                    if result is not None:
+                        return result
+                except (
+                    BlockedPiiEntityError,
+                    GuardrailRaisedException,
+                    HTTPException,
+                ) as e:
+                    # Re-raise guardrail exceptions
+                    raise e
+                except Exception as e:
+                    # Log non-guardrail exceptions as non-blocking
+                    print(
+                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
+                    )
+
+        return None
+
+
+@pytest.fixture
+def mock_user_api_key():
+    """Mock user API key for testing"""
+    return UserAPIKeyAuth(api_key="test_key", user_id="test_user")
+
+
+@pytest.fixture
+def mock_cache():
+    """Mock cache for testing"""
+    return DualCache()
+
+
+@pytest.fixture
+def mock_pii_guardrail():
+    """Mock PII guardrail that blocks"""
+    return MockPiiGuardrail(should_block=True)
+
+
+@pytest.fixture
+def mock_pii_guardrail_allow():
+    """Mock PII guardrail that allows"""
+    return MockPiiGuardrail(should_block=False)
+
+
+@pytest.fixture
+def mock_content_guardrail():
+    """Mock content guardrail that blocks"""
+    return MockContentGuardrail(should_block=True)
+
+
+@pytest.fixture
+def mock_http_guardrail():
+    """Mock HTTP guardrail that blocks"""
+    return MockHttpGuardrail(should_block=True)
+
+
+@pytest.fixture
+def mock_during_guardrail():
+    """Mock during-call guardrail that blocks"""
+    return MockDuringCallGuardrail(should_block=True)
+
+
+@pytest.fixture
+def mock_proxy_logging():
+    """Mock proxy logging object"""
+    return MockProxyLogging()
+
+
+class TestMCPGuardrailsPreCall:
+    """Test MCP guardrails for pre-call hooks"""
+
+    @pytest.mark.asyncio
+    async def test_pii_guardrail_blocks_pre_call(
+        self, mock_pii_guardrail, mock_user_api_key, mock_cache
+    ):
+        """Test that PII guardrail properly blocks pre-call"""
+        proxy_logging = MockProxyLogging([mock_pii_guardrail])
+
+        # Create MCP request
+        request_obj = MCPPreCallRequestObject(
+            tool_name="email_tool",
+            arguments={"email": "test@example.com"},
+            server_name="email_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "email_tool",
+            "arguments": {"email": "test@example.com"},
+            "server_name": "email_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that BlockedPiiEntityError is raised
+        with pytest.raises(BlockedPiiEntityError) as excinfo:
+            await proxy_logging.async_pre_mcp_tool_call_hook(
+                kwargs=kwargs,
+                request_obj=request_obj,
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+        # Verify the error details
+        assert excinfo.value.entity_type == "EMAIL_ADDRESS"
+        assert excinfo.value.guardrail_name == "mock-pii-guardrail"
+        assert mock_pii_guardrail.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_pii_guardrail_allows_pre_call(
+        self, mock_pii_guardrail_allow, mock_user_api_key, mock_cache
+    ):
+        """Test that PII guardrail allows pre-call when configured to allow"""
+        proxy_logging = MockProxyLogging([mock_pii_guardrail_allow])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="email_tool",
+            arguments={"email": "test@example.com"},
+            server_name="email_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "email_tool",
+            "arguments": {"email": "test@example.com"},
+            "server_name": "email_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that no exception is raised
+        result = await proxy_logging.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is None
+        assert mock_pii_guardrail_allow.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_content_guardrail_blocks_pre_call(
+        self, mock_content_guardrail, mock_user_api_key, mock_cache
+    ):
+        """Test that content guardrail properly blocks pre-call"""
+        proxy_logging = MockProxyLogging([mock_content_guardrail])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="content_tool",
+            arguments={"content": "sensitive content"},
+            server_name="content_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "content_tool",
+            "arguments": {"content": "sensitive content"},
+            "server_name": "content_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that GuardrailRaisedException is raised
+        with pytest.raises(GuardrailRaisedException) as excinfo:
+            await proxy_logging.async_pre_mcp_tool_call_hook(
+                kwargs=kwargs,
+                request_obj=request_obj,
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+        # Verify the error details
+        assert "Content violates policy" in str(excinfo.value)
+        assert excinfo.value.guardrail_name == "mock-content-guardrail"
+        assert mock_content_guardrail.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_http_guardrail_blocks_pre_call(
+        self, mock_http_guardrail, mock_user_api_key, mock_cache
+    ):
+        """Test that HTTP guardrail properly blocks pre-call"""
+        proxy_logging = MockProxyLogging([mock_http_guardrail])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="http_tool",
+            arguments={"url": "http://example.com"},
+            server_name="http_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "http_tool",
+            "arguments": {"url": "http://example.com"},
+            "server_name": "http_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that HTTPException is raised
+        with pytest.raises(HTTPException) as excinfo:
+            await proxy_logging.async_pre_mcp_tool_call_hook(
+                kwargs=kwargs,
+                request_obj=request_obj,
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+        # Verify the error details
+        assert excinfo.value.status_code == 400
+        assert "Violated guardrail policy" in str(excinfo.value.detail)
+        assert mock_http_guardrail.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_multiple_guardrails_pre_call(
+        self, mock_pii_guardrail, mock_content_guardrail, mock_user_api_key, mock_cache
+    ):
+        """Test multiple guardrails - first one should block"""
+        proxy_logging = MockProxyLogging([mock_pii_guardrail, mock_content_guardrail])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="test_tool",
+            arguments={"email": "test@example.com"},
+            server_name="test_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "test_tool",
+            "arguments": {"email": "test@example.com"},
+            "server_name": "test_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that first guardrail blocks
+        with pytest.raises(BlockedPiiEntityError):
+            await proxy_logging.async_pre_mcp_tool_call_hook(
+                kwargs=kwargs,
+                request_obj=request_obj,
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+        # Verify only first guardrail was called
+        assert mock_pii_guardrail.call_count == 1
+        assert mock_content_guardrail.call_count == 0
+
+
+class TestMCPGuardrailsDuringCall:
+    """Test MCP guardrails for during-call hooks"""
+
+    @pytest.mark.asyncio
+    async def test_during_call_guardrail_blocks(
+        self, mock_during_guardrail, mock_user_api_key, mock_cache
+    ):
+        """Test that during-call guardrail properly blocks execution"""
+        proxy_logging = MockProxyLogging([mock_during_guardrail])
+
+        request_obj = MCPDuringCallRequestObject(
+            tool_name="phone_tool",
+            arguments={"phone": "555-123-4567"},
+            server_name="phone_server",
+            start_time=datetime.now().timestamp(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "phone_tool",
+            "arguments": {"phone": "555-123-4567"},
+            "server_name": "phone_server",
+        }
+
+        # Test that BlockedPiiEntityError is raised
+        with pytest.raises(BlockedPiiEntityError) as excinfo:
+            await proxy_logging.async_during_mcp_tool_call_hook(
+                kwargs=kwargs,
+                request_obj=request_obj,
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+        # Verify the error details
+        assert excinfo.value.entity_type == "PHONE_NUMBER"
+        assert excinfo.value.guardrail_name == "mock-during-guardrail"
+        assert mock_during_guardrail.call_count == 1
+
+
+class TestMCPGuardrailsIntegration:
+    """Test MCP guardrails integration with MCP server manager"""
+
+    @pytest.mark.asyncio
+    async def test_mcp_server_manager_with_guardrails(self):
+        """Test MCP server manager with guardrail integration"""
+
+        mock_proxy_logging = MockProxyLogging([MockPiiGuardrail(should_block=True)])
+
+        # Test that guardrail exception is properly raised in the hook
+        with pytest.raises(BlockedPiiEntityError):
+            await mock_proxy_logging.async_pre_mcp_tool_call_hook(
+                kwargs={
+                    "name": "email_tool",
+                    "arguments": {"email": "test@example.com"},
+                },
+                request_obj=MagicMock(),
+                start_time=datetime.now(),
+                end_time=datetime.now(),
+            )
+
+    @pytest.mark.asyncio
+    async def test_guardrail_exception_propagation(self):
+        """Test that guardrail exceptions properly propagate through the system"""
+        # Test BlockedPiiEntityError
+        with pytest.raises(BlockedPiiEntityError):
+            raise BlockedPiiEntityError(
+                entity_type="EMAIL_ADDRESS", guardrail_name="test-guardrail"
+            )
+
+        # Test GuardrailRaisedException
+        with pytest.raises(GuardrailRaisedException):
+            raise GuardrailRaisedException(
+                guardrail_name="test-guardrail", message="Test message"
+            )
+
+        # Test HTTPException
+        with pytest.raises(HTTPException):
+            raise HTTPException(status_code=400, detail={"error": "Test error"})
+
+
+class TestMCPGuardrailsErrorHandling:
+    """Test MCP guardrails error handling scenarios"""
+
+    @pytest.mark.asyncio
+    async def test_non_guardrail_exception_logging(self, mock_user_api_key, mock_cache):
+        """Test that non-guardrail exceptions are logged as non-blocking"""
+
+        class MockFailingGuardrail(CustomGuardrail):
+            def should_run_guardrail(
+                self, data: dict, event_type: GuardrailEventHooks
+            ) -> bool:
+                return True
+
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: DualCache,
+                data: dict,
+                call_type: str,
+            ):
+                raise Exception("Non-guardrail error")
+
+        proxy_logging = MockProxyLogging([MockFailingGuardrail()])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="test_tool",
+            arguments={"test": "data"},
+            server_name="test_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "test_tool",
+            "arguments": {"test": "data"},
+            "server_name": "test_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that non-guardrail exceptions are handled gracefully
+        result = await proxy_logging.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        # Should return None (not raise exception)
+        assert result is None
+
+    @pytest.mark.asyncio
+    async def test_guardrail_should_not_run(self, mock_user_api_key, mock_cache):
+        """Test that guardrails don't run when should_run_guardrail returns False"""
+
+        class MockConditionalGuardrail(CustomGuardrail):
+            def should_run_guardrail(
+                self, data: dict, event_type: GuardrailEventHooks
+            ) -> bool:
+                return False  # Don't run
+
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: DualCache,
+                data: dict,
+                call_type: str,
+            ):
+                raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
+
+        proxy_logging = MockProxyLogging([MockConditionalGuardrail()])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="test_tool",
+            arguments={"test": "data"},
+            server_name="test_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "test_tool",
+            "arguments": {"test": "data"},
+            "server_name": "test_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Test that guardrail doesn't run and no exception is raised
+        result = await proxy_logging.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        # Should return None (guardrail didn't run)
+        assert result is None
+
+
+class TestMCPGuardrailsEdgeCases:
+    """Test MCP guardrails edge cases and error conditions"""
+
+    @pytest.mark.asyncio
+    async def test_empty_guardrails_list(self, mock_user_api_key, mock_cache):
+        """Test behavior with empty guardrails list"""
+        proxy_logging = MockProxyLogging([])  # No guardrails
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="test_tool",
+            arguments={"test": "data"},
+            server_name="test_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "test_tool",
+            "arguments": {"test": "data"},
+            "server_name": "test_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Should return None without any issues
+        result = await proxy_logging.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is None
+
+    @pytest.mark.asyncio
+    async def test_guardrail_with_invalid_data(self, mock_user_api_key, mock_cache):
+        """Test guardrail behavior with invalid data"""
+
+        class MockInvalidDataGuardrail(CustomGuardrail):
+            def should_run_guardrail(
+                self, data: dict, event_type: GuardrailEventHooks
+            ) -> bool:
+                return True
+
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: DualCache,
+                data: dict,
+                call_type: str,
+            ):
+                # Try to access invalid data
+                invalid_data = data.get("invalid_key", {})
+                if invalid_data.get("should_fail"):
+                    raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
+                return None
+
+        proxy_logging = MockProxyLogging([MockInvalidDataGuardrail()])
+
+        request_obj = MCPPreCallRequestObject(
+            tool_name="test_tool",
+            arguments={"test": "data"},
+            server_name="test_server",
+            user_api_key_auth=mock_user_api_key.model_dump(),
+            hidden_params=HiddenParams(),
+        )
+
+        kwargs = {
+            "name": "test_tool",
+            "arguments": {"test": "data"},
+            "server_name": "test_server",
+            "user_api_key_auth": mock_user_api_key,
+        }
+
+        # Should handle invalid data gracefully
+        result = await proxy_logging.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is None
+
+
+if __name__ == "__main__":
+    pytest.main([__file__])
diff --git a/tests/mcp_tests/test_mcp_hooks.py b/tests/mcp_tests/test_mcp_hooks.py
new file mode 100644
index 00000000000..6dac7da6d07
--- /dev/null
+++ b/tests/mcp_tests/test_mcp_hooks.py
@@ -0,0 +1,475 @@
+"""
+Test file for MCP Hook Architecture
+
+This file demonstrates the new MCP hook system with comprehensive examples
+and validation tests.
+"""
+
+import asyncio
+import pytest
+from datetime import datetime
+from typing import Optional
+
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.types.mcp import (
+    MCPPreCallRequestObject,
+    MCPPreCallResponseObject,
+    MCPDuringCallRequestObject,
+    MCPDuringCallResponseObject,
+    MCPPostCallResponseObject,
+)
+from litellm.types.llms.base import HiddenParams
+
+
+class TestMCPAccessControlHook(CustomLogger):
+    """Test hook for access control functionality"""
+
+    def __init__(self):
+        self.allowed_tools = {"github/create_issue", "zapier/send_email"}
+        self.blocked_users = {"user123", "user456"}
+        self.call_count = 0
+
+    async def async_pre_mcp_tool_call_hook(
+        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
+    ) -> Optional[MCPPreCallResponseObject]:
+        """Test access control validation"""
+        self.call_count += 1
+
+        tool_name = request_obj.tool_name
+        user_id = kwargs.get("user_api_key_auth", {}).get("user_id")
+
+        # Check if user is blocked
+        if user_id in self.blocked_users:
+            return MCPPreCallResponseObject(
+                should_proceed=False,
+                error_message=f"User {user_id} is not authorized to use MCP tools",
+            )
+
+        # Check if tool is allowed
+        if tool_name not in self.allowed_tools:
+            return MCPPreCallResponseObject(
+                should_proceed=False,
+                error_message=f"Tool {tool_name} is not authorized",
+            )
+
+        return None  # Allow execution to proceed
+
+
+class TestMCPCostTrackingHook(CustomLogger):
+    """Test hook for cost tracking functionality"""
+
+    def __init__(self):
+        self.cost_map = {
+            "github/create_issue": 0.10,
+            "zapier/send_email": 0.05,
+            "default": 0.01,
+        }
+        self.call_count = 0
+
+    async def async_post_mcp_tool_call_hook(
+        self, kwargs, response_obj: MCPPostCallResponseObject, start_time, end_time
+    ) -> Optional[MCPPostCallResponseObject]:
+        """Test cost calculation after tool execution"""
+        self.call_count += 1
+
+        tool_name = kwargs.get("name", "")
+        cost = self.cost_map.get(tool_name, self.cost_map["default"])
+
+        # Set the response cost
+        response_obj.hidden_params.response_cost = cost
+
+        return response_obj
+
+
+class TestMCPMonitoringHook(CustomLogger):
+    """Test hook for real-time monitoring functionality"""
+
+    def __init__(self):
+        self.max_execution_time = 30.0  # seconds
+        self.call_count = 0
+
+    async def async_during_mcp_tool_call_hook(
+        self, kwargs, request_obj: MCPDuringCallRequestObject, start_time, end_time
+    ) -> Optional[MCPDuringCallResponseObject]:
+        """Test execution time monitoring"""
+        self.call_count += 1
+
+        tool_name = request_obj.tool_name
+        execution_time = (datetime.now() - start_time).total_seconds()
+
+        # Check if execution is taking too long
+        if execution_time > self.max_execution_time:
+            return MCPDuringCallResponseObject(
+                should_continue=False,
+                error_message=f"Tool {tool_name} execution timeout after {execution_time}s",
+            )
+
+        return None  # Allow execution to continue
+
+
+class TestMCPArgumentValidationHook(CustomLogger):
+    """Test hook for argument validation functionality"""
+
+    def __init__(self):
+        self.call_count = 0
+
+    async def async_pre_mcp_tool_call_hook(
+        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
+    ) -> Optional[MCPPreCallResponseObject]:
+        """Test argument validation and sanitization"""
+        self.call_count += 1
+
+        tool_name = request_obj.tool_name
+        arguments = request_obj.arguments.copy()  # Create a copy to modify
+
+        # Example: Validate GitHub issue creation
+        if tool_name == "github/create_issue":
+            if not arguments.get("title"):
+                return MCPPreCallResponseObject(
+                    should_proceed=False, error_message="GitHub issue title is required"
+                )
+
+            # Sanitize the title
+            title = arguments["title"]
+            if len(title) > 100:
+                title = title[:97] + "..."
+                arguments["title"] = title
+
+        # Example: Validate email sending
+        elif tool_name == "zapier/send_email":
+            if not arguments.get("to"):
+                return MCPPreCallResponseObject(
+                    should_proceed=False, error_message="Email recipient is required"
+                )
+
+        return MCPPreCallResponseObject(
+            should_proceed=True, modified_arguments=arguments
+        )
+
+
+# Test fixtures
+@pytest.fixture
+def access_control_hook():
+    return TestMCPAccessControlHook()
+
+
+@pytest.fixture
+def cost_tracking_hook():
+    return TestMCPCostTrackingHook()
+
+
+@pytest.fixture
+def monitoring_hook():
+    return TestMCPMonitoringHook()
+
+
+@pytest.fixture
+def argument_validation_hook():
+    return TestMCPArgumentValidationHook()
+
+
+# Test cases
+class TestMCPHooks:
+    """Test cases for MCP hook functionality"""
+
+    @pytest.mark.asyncio
+    async def test_access_control_hook_allowed_tool(self, access_control_hook):
+        """Test that allowed tools pass validation"""
+        kwargs = {
+            "user_api_key_auth": {"user_id": "user789"},
+            "name": "github/create_issue",
+        }
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue",
+            arguments={"title": "Test issue"},
+            user_api_key_auth={"user_id": "user789"},
+        )
+
+        result = await access_control_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is None  # Should allow execution
+        assert access_control_hook.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_access_control_hook_blocked_user(self, access_control_hook):
+        """Test that blocked users are rejected"""
+        kwargs = {
+            "user_api_key_auth": {"user_id": "user123"},
+            "name": "github/create_issue",
+        }
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue",
+            arguments={"title": "Test issue"},
+            user_api_key_auth={"user_id": "user123"},
+        )
+
+        result = await access_control_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is False
+        assert "not authorized" in result.error_message
+
+    @pytest.mark.asyncio
+    async def test_access_control_hook_unauthorized_tool(self, access_control_hook):
+        """Test that unauthorized tools are rejected"""
+        kwargs = {
+            "user_api_key_auth": {"user_id": "user789"},
+            "name": "unauthorized_tool",
+        }
+        request_obj = MCPPreCallRequestObject(
+            tool_name="unauthorized_tool",
+            arguments={"param": "value"},
+            user_api_key_auth={"user_id": "user789"},
+        )
+
+        result = await access_control_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is False
+        assert "not authorized" in result.error_message
+
+    @pytest.mark.asyncio
+    async def test_cost_tracking_hook(self, cost_tracking_hook):
+        """Test cost tracking functionality"""
+        kwargs = {"name": "github/create_issue"}
+        response_obj = MCPPostCallResponseObject(
+            mcp_tool_call_response=[], hidden_params=HiddenParams()
+        )
+
+        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
+            kwargs=kwargs,
+            response_obj=response_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.hidden_params.response_cost == 0.10
+        assert cost_tracking_hook.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_cost_tracking_hook_default_cost(self, cost_tracking_hook):
+        """Test default cost assignment"""
+        kwargs = {"name": "unknown_tool"}
+        response_obj = MCPPostCallResponseObject(
+            mcp_tool_call_response=[], hidden_params=HiddenParams()
+        )
+
+        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
+            kwargs=kwargs,
+            response_obj=response_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.hidden_params.response_cost == 0.01  # Default cost
+
+    @pytest.mark.asyncio
+    async def test_monitoring_hook_normal_execution(self, monitoring_hook):
+        """Test monitoring hook with normal execution time"""
+        kwargs = {"name": "test_tool"}
+        request_obj = MCPDuringCallRequestObject(
+            tool_name="test_tool", arguments={}, start_time=datetime.now().timestamp()
+        )
+
+        result = await monitoring_hook.async_during_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is None  # Should allow execution to continue
+        assert monitoring_hook.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_argument_validation_hook_valid_github_issue(
+        self, argument_validation_hook
+    ):
+        """Test argument validation for valid GitHub issue"""
+        kwargs = {"name": "github/create_issue"}
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue", arguments={"title": "Valid issue title"}
+        )
+
+        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is True
+        assert result.modified_arguments == {"title": "Valid issue title"}
+        assert argument_validation_hook.call_count == 1
+
+    @pytest.mark.asyncio
+    async def test_argument_validation_hook_missing_title(
+        self, argument_validation_hook
+    ):
+        """Test argument validation for missing GitHub issue title"""
+        kwargs = {"name": "github/create_issue"}
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue", arguments={}  # Missing title
+        )
+
+        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is False
+        assert "title is required" in result.error_message
+
+    @pytest.mark.asyncio
+    async def test_argument_validation_hook_long_title_sanitization(
+        self, argument_validation_hook
+    ):
+        """Test argument validation with title sanitization"""
+        kwargs = {"name": "github/create_issue"}
+        long_title = "A" * 150  # Very long title
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue", arguments={"title": long_title}
+        )
+
+        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is True
+        assert len(result.modified_arguments["title"]) == 100  # Truncated
+        assert result.modified_arguments["title"].endswith("...")
+
+    @pytest.mark.asyncio
+    async def test_argument_validation_hook_email_validation(
+        self, argument_validation_hook
+    ):
+        """Test argument validation for email sending"""
+        kwargs = {"name": "zapier/send_email"}
+        request_obj = MCPPreCallRequestObject(
+            tool_name="zapier/send_email",
+            arguments={"to": "test@example.com", "subject": "Test"},
+        )
+
+        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is True
+        assert result.modified_arguments == {
+            "to": "test@example.com",
+            "subject": "Test",
+        }
+
+    @pytest.mark.asyncio
+    async def test_argument_validation_hook_missing_email_recipient(
+        self, argument_validation_hook
+    ):
+        """Test argument validation for missing email recipient"""
+        kwargs = {"name": "zapier/send_email"}
+        request_obj = MCPPreCallRequestObject(
+            tool_name="zapier/send_email",
+            arguments={"subject": "Test"},  # Missing 'to' field
+        )
+
+        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert result is not None
+        assert result.should_proceed is False
+        assert "recipient is required" in result.error_message
+
+
+# Integration test
+class TestMCPHookIntegration:
+    """Integration tests for MCP hook system"""
+
+    @pytest.mark.asyncio
+    async def test_hook_chain_execution(self):
+        """Test that multiple hooks can work together"""
+        access_hook = TestMCPAccessControlHook()
+        cost_hook = TestMCPCostTrackingHook()
+        validation_hook = TestMCPArgumentValidationHook()
+
+        # Test data
+        kwargs = {
+            "user_api_key_auth": {"user_id": "user789"},
+            "name": "github/create_issue",
+        }
+        request_obj = MCPPreCallRequestObject(
+            tool_name="github/create_issue",
+            arguments={"title": "Integration test issue"},
+            user_api_key_auth={"user_id": "user789"},
+        )
+
+        # Execute pre-hooks
+        access_result = await access_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        validation_result = await validation_hook.async_pre_mcp_tool_call_hook(
+            kwargs=kwargs,
+            request_obj=request_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        # Both hooks should allow execution
+        assert access_result is None
+        assert validation_result is not None
+        assert validation_result.should_proceed is True
+
+        # Simulate post-hook execution
+        response_obj = MCPPostCallResponseObject(
+            mcp_tool_call_response=[], hidden_params=HiddenParams()
+        )
+
+        cost_result = await cost_hook.async_post_mcp_tool_call_hook(
+            kwargs=kwargs,
+            response_obj=response_obj,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+        assert cost_result is not None
+        assert cost_result.hidden_params.response_cost == 0.10
+
+
+if __name__ == "__main__":
+    # Run the tests
+    pytest.main([__file__, "-v"])

From af6a1798e26f162867c80988f183a4bf0cab11e4 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:15:43 -0700
Subject: [PATCH 128/162] Revert "test(e2e): cover MCP OAuth SSO and cold
 restart persistence"

---
 .github/e2e-stack/assert_tests_ran.py         |  15 --
 .github/e2e-stack/select_tests.py             |   1 -
 .github/workflows/test-mcp-oauth-e2e.yml      | 177 ---------------
 .../test_e2e_changed_gate.py                  |  28 ---
 tests/e2e/AGENTS.md                           |   8 +-
 tests/e2e/CONTRIBUTING.md                     |  53 -----
 tests/e2e/conftest.py                         |  17 --
 tests/e2e/coverage_registry/mcp.yaml          |   8 -
 tests/e2e/e2e_config.py                       |   2 -
 tests/e2e/idp.py                              |   4 +-
 tests/e2e/mcp/oauth_chat_client.py            | 198 ++---------------
 tests/e2e/mcp/oauth_gateway.py                | 198 -----------------
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 207 ------------------
 tests/e2e/models.py                           |  32 +--
 tests/e2e/provider_edge.py                    |  12 +-
 tests/e2e/proxy_client.py                     |  11 -
 tests/e2e/pytest.ini                          |   1 -
 17 files changed, 30 insertions(+), 942 deletions(-)
 delete mode 100644 .github/workflows/test-mcp-oauth-e2e.yml
 delete mode 100644 tests/e2e/mcp/oauth_gateway.py
 delete mode 100644 tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py

diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index 1b051f860cc..2303c42f4fb 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -1,5 +1,3 @@
-import os
-import re
 import sys
 import xml.etree.ElementTree as ET
 from pathlib import Path
@@ -17,12 +15,6 @@ def main() -> int:
         _ = sys.stdout.write("::error::could not read the test execution report\n")
         return 1
     cases: Final = tuple(report.iter("testcase"))
-    expected_count: Final = os.environ.get("E2E_REQUIRED_TEST_COUNT")
-    if expected_count is not None and (
-        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
-    ):
-        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
-        return 1
     passed: Final = frozenset(
         case.get("file") for case in cases if all(case.find(tag) is None for tag in ("skipped", "failure", "error"))
     )
@@ -46,13 +38,6 @@ def main() -> int:
             if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error")):
                 continue
             _ = sys.stdout.write(f"  failed: {case.get('classname', '')}::{case.get('name', '')}\n")
-            for prop in case.findall("./properties/property"):
-                name = prop.get("name", "")
-                value = prop.get("value", "")
-                if name in ("oauth_failure_phase", "oauth_exception_type", "oauth_frame") and re.fullmatch(
-                    r"[A-Za-z0-9_.:<>-]{1,240}", value
-                ):
-                    _ = sys.stdout.write(f"    {name}: {value}\n")
     if (
         selected
         and not missing
diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index a9ca1f88660..982e93cf642 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -5,7 +5,6 @@ from typing import Final
 SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.-]+\.py$")
 UNSUPPORTED: Final = re.compile(
     r"^tests/e2e/(ui|claude_code|load)/"
-    r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
     r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
deleted file mode 100644
index 034b9fe49ec..00000000000
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ /dev/null
@@ -1,177 +0,0 @@
-name: MCP OAuth happy path
-
-on:
-  pull_request:
-    paths:
-      - '.github/workflows/test-mcp-oauth-e2e.yml'
-      - '.github/e2e-stack/**'
-      - 'tests/e2e/*.py'
-      - 'tests/e2e/pytest.ini'
-      - 'tests/e2e/idp_realm.json'
-      - 'tests/e2e/mcp/**'
-      - 'litellm/experimental_mcp_client/**'
-      - 'litellm/proxy/_experimental/mcp_server/**'
-      - 'litellm/proxy/auth/**'
-      - 'litellm/proxy/management_endpoints/*sso*.py'
-      - 'litellm/proxy/management_endpoints/sso/**'
-      - 'litellm/proxy/common_utils/encrypt_decrypt_utils.py'
-      - 'litellm/proxy/proxy_server.py'
-      - 'litellm/proxy/schema.prisma'
-      - 'ui/litellm-dashboard/src/app/connect/**'
-      - 'ui/litellm-dashboard/src/app/mcp/oauth/**'
-      - 'pyproject.toml'
-      - 'uv.lock'
-  workflow_dispatch:
-
-permissions: {}
-
-concurrency:
-  group: mcp-oauth-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  oauth:
-    if: github.event_name == 'workflow_dispatch' || github.event.pull_request.head.repo.full_name == github.repository
-    runs-on: ubuntu-latest
-    environment: e2e-changed
-    timeout-minutes: 45
-    permissions:
-      contents: read
-      id-token: write
-    services:
-      postgres:
-        image: postgres:16.6
-        env:
-          POSTGRES_USER: litellm
-          POSTGRES_PASSWORD: dbpassword9090
-          POSTGRES_DB: litellm
-        ports:
-          - 5432:5432
-        options: >-
-          --health-cmd "pg_isready -U litellm"
-          --health-interval 5s
-          --health-timeout 5s
-          --health-retries 10
-    env:
-      DATABASE_HOST: 127.0.0.1
-      DATABASE_PORT: '5432'
-      DATABASE_USER: litellm
-      DATABASE_PASSWORD: dbpassword9090
-      DATABASE_NAME: litellm
-      DATABASE_URL: postgresql://litellm:dbpassword9090@127.0.0.1:5432/litellm
-      E2E_KEYCLOAK_URL: http://127.0.0.1:8081
-      E2E_KEYCLOAK_ADMIN_USER: admin
-      E2E_KEYCLOAK_ADMIN_PASSWORD: e2e-ephemeral-idp-not-a-secret
-      E2E_FIXTURE_MODE: live
-      E2E_PROVIDER_CACHE: '0'
-      E2E_MCP_OAUTH_LIVE: '1'
-      E2E_REQUIRED_TEST_COUNT: '4'
-    steps:
-      - name: Checkout the tested source
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          ref: ${{ github.event.pull_request.head.sha || github.sha }}
-          persist-credentials: false
-
-      - name: Require and materialize the upstream login
-        env:
-          STORAGE_STATE: ${{ secrets.E2E_LINEAR_STORAGE_STATE_B64 }}
-        run: |
-          umask 077
-          python3 - <<'PY'
-          import base64
-          import json
-          import os
-          import secrets
-          from pathlib import Path
-          encoded = os.environ.get("STORAGE_STATE", "")
-          if not encoded:
-              raise SystemExit("E2E_LINEAR_STORAGE_STATE_B64 is required; capture and provision a test-account login")
-          state = json.loads(base64.b64decode(encoded, validate=True))
-          if not isinstance(state, dict) or not state.get("cookies"):
-              raise SystemExit("The captured login must contain browser cookies")
-          directory = Path(os.environ["RUNNER_TEMP"]) / "mcp-oauth-private"
-          directory.mkdir(mode=0o700)
-          path = directory / "linear-state.json"
-          path.write_text(json.dumps(state))
-          with open(os.environ["GITHUB_ENV"], "a") as output:
-              output.write(f"E2E_LINEAR_STORAGE_STATE={path}\n")
-              for name in ("LITELLM_MASTER_KEY", "LITELLM_SALT_KEY"):
-                  value = "sk-e2e-" + secrets.token_hex(24)
-                  print(f"::add-mask::{value}")
-                  output.write(f"{name}={value}\n")
-          PY
-
-      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: '3.13'
-      - uses: ./.github/actions/setup-uv-with-retries
-        with:
-          version: '0.10.9'
-      - uses: ./.github/actions/cache-cargo-build
-      - name: Install the frozen E2E environment
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --extra proxy --extra proxy-runtime --extra extra_proxy --group ci --group proxy-dev --group e2e-dev
-          uv run --no-sync python scripts/prisma_generate_if_needed.py
-          uv run --no-sync playwright install --with-deps chromium
-
-      - name: Configure license access
-        id: aws
-        uses: aws-actions/configure-aws-credentials@e7f100cf4c008499ea8adda475de1042d6975c7b # v6.2.0
-        with:
-          role-to-assume: ${{ vars.E2E_AWS_ROLE_TO_ASSUME }}
-          aws-region: us-east-1
-          role-session-name: mcp-oauth-${{ github.run_id }}
-          role-duration-seconds: 900
-          output-env-credentials: false
-          output-credentials: true
-      - name: Load the E2E license
-        env:
-          AWS_ACCESS_KEY_ID: ${{ steps.aws.outputs.aws-access-key-id }}
-          AWS_SECRET_ACCESS_KEY: ${{ steps.aws.outputs.aws-secret-access-key }}
-          AWS_SESSION_TOKEN: ${{ steps.aws.outputs.aws-session-token }}
-          AWS_DEFAULT_REGION: us-east-1
-        run: |
-          license="$(aws secretsmanager get-secret-value --secret-id litellm-e2e-changed-license --query SecretString --output text)"
-          test -n "${license}"
-          echo "::add-mask::${license}"
-          echo "LITELLM_LICENSE=${license}" >> "${GITHUB_ENV}"
-
-      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
-        with:
-          node-version-file: ui/litellm-dashboard/.nvmrc
-      - name: Build the gateway consent UI at the tested commit
-        run: |
-          cd ui/litellm-dashboard
-          ../../scripts/with_dashboard_node.sh npm ci
-          ../../scripts/with_dashboard_node.sh npm run build
-          mkdir -p ../../litellm/proxy/_experimental/out
-          cp -r out/. ../../litellm/proxy/_experimental/out/
-          find ../../litellm/proxy/_experimental/out -name '*.html' ! -name index.html | while read -r page; do
-            mkdir -p "${page%.html}"
-            mv "${page}" "${page%.html}/index.html"
-          done
-
-      - name: Prepare the isolated database and IdP
-        run: |
-          umask 077
-          bash .github/e2e-stack/start-idp.sh
-          uv run --no-sync python migrations/run.py > "${RUNNER_TEMP}/mcp-oauth-private/migrations.log" 2>&1
-
-      - name: Run every required OAuth variant without retries
-        run: |
-          umask 077
-          uv run --no-sync pytest -c tests/e2e/pytest.ini tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
-            --rootdir=. --reruns 0 --tb=short -o junit_family=xunit1 \
-            --junitxml="${RUNNER_TEMP}/mcp-oauth-private/results.xml" \
-            > "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" 2>&1
-      - name: Report JUnit results and reject skipped or missing cases
-        if: always()
-        run: |
-          uv run --no-sync python .github/e2e-stack/assert_tests_ran.py \
-            "${RUNNER_TEMP}/mcp-oauth-private/results.xml" tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
-      - name: Remove private login and logs
-        if: always()
-        run: |
-          docker rm -f e2e-keycloak >/dev/null 2>&1 || true
-          rm -rf "${RUNNER_TEMP}/mcp-oauth-private"
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index 707566c0333..5ae0863baf0 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -226,31 +226,3 @@ def test_an_unusable_secret_is_named_without_printing_its_value(
     assert unprintable not in result.stderr
     assert result.stdout == ""
     assert not env_path.exists()
-
-
-@pytest.mark.parametrize("phase", ("setup", "call", "teardown"))
-def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Path, phase: str) -> None:
-    suite: Final = ET.Element("testsuite")
-    case: Final = ET.SubElement(suite, "testcase", file=SELECTED[0])
-    private: Final = "private-token-in-exception-message"
-    failure: Final = ET.SubElement(case, "failure", message=private)
-    failure.text = private
-    properties: Final = ET.SubElement(case, "properties")
-    for name, value in (
-        ("oauth_failure_phase", phase),
-        ("oauth_exception_type", "AssertionError"),
-        ("oauth_frame", "oauth_gateway.py:120:start"),
-        ("oauth_frame", f"injected\\n{private}"),
-        ("unrelated_property", private),
-    ):
-        _ = ET.SubElement(properties, "property", name=name, value=value)
-    report: Final = tmp_path / "report.xml"
-    ET.ElementTree(suite).write(report)
-    result: Final = subprocess.run(
-        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
-    )
-    assert result.returncode == 1
-    assert f"oauth_failure_phase: {phase}" in result.stdout
-    assert "oauth_exception_type: AssertionError" in result.stdout
-    assert "oauth_frame: oauth_gateway.py:120:start" in result.stdout
-    assert private not in result.stdout + result.stderr
diff --git a/tests/e2e/AGENTS.md b/tests/e2e/AGENTS.md
index 9b662e511b8..8a56e8673c4 100644
--- a/tests/e2e/AGENTS.md
+++ b/tests/e2e/AGENTS.md
@@ -14,7 +14,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `quota_management/` - quota enforcement and accounting, one subfolder per behavior: `ratelimit/` (rpm/tpm blocks, window reset, pacing headers on live traffic), `budgets/` (budget definition, enforcement, and reset windows: key, team, tag, soft, multi-window), and `spend_tracking/` (spend logging and cost attribution on `/spend/*`)
 - `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials (API surface; not Playwright)
 - `a2a/` - the A2A (agent-to-agent) surface: admin registration via `/v1/agents`, proxy-fronted card discovery at `/.well-known/agent-card.json`, and JSON-RPC `message/send` invocation, driving agents backed by the litellm completion bridge (a real provider) and asserting protocol-version normalization (0.3 vs 1.0)
-- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions` in `test_mcp_chat_completion_oauth_e2e.py` and direct MCP protocol operations in `test_mcp_oauth_happy_path_e2e.py`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion or protocol call lists and executes the server's tools with the stored per-user token
+- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion lists and executes the server's tools with the stored per-user token
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
 - `router/` - routing and reliability behavior (fallbacks, cooldowns) plus the memory regression test (`test_reliability_memory_e2e.py`: a few hundred failing requests with retries and fallbacks must not grow proxy RSS past a fixed budget nor store a request snapshot past a fixed size, the release-gate check for the v1.100.0 retry-breadcrumb leak)
@@ -26,14 +26,14 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 
 ## MCP suite: real Datadog only
 
-Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server, except the two Linear OAuth tests `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
+Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
 
 - Register via `register_datadog_mcp` in `tests/e2e/mcp/datadog_mcp.py` (or extend that helper if you need a different `toolsets=` / `allowed_tools` slice of the same Datadog endpoint). That posts `/v1/mcp/server` with `url=datadog_mcp_url(...)` and static headers `DD-API-KEY` / `DD-APPLICATION-KEY` from the process env
 - Auth is Datadog's documented CI/header path, not a browser OAuth authorize/token dance. Hard-fail when `DD_API_KEY` or `DD_APP_KEY` is missing (`assert_dd_mcp_creds`); never skip for a missing fake upstream
 - Prefer calling real Datadog tools that prove the product path (e.g. `search_datadog_logs` for list/call and permission denials). Seed a unique marker (`e2e-datadog-mcp-*`) in a chat completion when you need a log the tool can find; dual-read with `dd_logs` from conftest when delivery matters
 - Delete the MCP server (and any keys) through `resources.defer` the same way every other suite tears down
 - If a new MCP behavior cannot be covered with Datadog's tool surface, say so in the PR and get agreement before inventing another upstream; the default is always Datadog
-- The two standing exceptions are `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so these tests drive a real Linear MCP server instead; they are still real remote upstreams, so the no-mock, no-fixture rule above holds unchanged. The direct OAuth test also uses the existing live provider edge to inspect forwarded headers without replay, and owns a separate source-built gateway for cold restarts
+- The one standing exception is `test_mcp_chat_completion_oauth_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so it cannot exercise gateway-managed OAuth or per-user token seeding in any form. That test drives a real Linear MCP server instead; it is still a real remote upstream, so the no-mock, no-fixture rule above holds unchanged
 
 ## Lay the pattern down in a class
 
@@ -152,7 +152,7 @@ MCPs - endpoint features with the protocol op as the variant
 mcp.<operation>.<auth_family>.<assertion>
   operation   : list_tools | call_tool | list_resources | read_resource | list_prompts | get_prompt
   auth_family : none | api_key | bearer | oauth
-  assertion   : succeeds | denied_without_permission | persists_across_processes
+  assertion   : succeeds | denied_without_permission
   e.g.  mcp.call_tool.oauth.succeeds
 ```
 
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 6c3dc4d0bd1..2afcc563824 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -248,56 +248,3 @@ The semantic header set is `content-type`, `accept`, `anthropic-version`, `anthr
 Excluded transport and telemetry headers are `host`, `content-length`, `connection`, `accept-encoding`, `user-agent`, `traceparent`, `tracestate`, `x-request-id`, `x-client-request-id` and `x-stainless-*`. Inbound transfer-encoding is unsupported; send JSON with content-length framing. The destination represents host identity and the relay carries original body bytes. Replay does not verify credentials, SDK timeout/retry behavior, transport performance, model availability or stateful remote IDs. Live relay uses original request bytes and header values, never the stored identity
 
 Strict replay harness regression tests live in `tests/code_coverage_tests/test_provider_replay_harness.py`. The CircleCI `provider_replay_harness` job runs them alongside the existing legacy harness files with `--noconftest -o pythonpath=tests/e2e`; they need only synthetic HTTP providers and temporary fixture storage
-
-
-## MCP OAuth happy path
-
-`test_mcp_oauth_happy_path_e2e.py` runs one shared scenario with four variants:
-aggregate gateway SSO and explicitly configured per-server JWT, each directly
-against Linear and through the live provider edge. The edge forwards to real
-Linear without replay and compares the forwarded bearer to the encrypted
-canonical user/server credential. This observes the forwarding boundary, not
-Linear's internal logs. Direct variants independently exercise discovery
-
-Use the existing database preparation, Prisma generation and Keycloak setup.
-Build and stage the dashboard from the tested checkout as in the UI runner.
-Provide `DATABASE_URL`, `LITELLM_MASTER_KEY`, `LITELLM_SALT_KEY`, `LITELLM_LICENSE`,
-and the `E2E_KEYCLOAK_*` settings. Capture a test-account Linear login using
-`mcp/linear_session_capture.py` and set `E2E_LINEAR_STORAGE_STATE` to that private
-file. The test workspace must contain a team. Do not publish browser state or
-raw test/proxy output
-
-```bash
-E2E_MCP_OAUTH_LIVE=1 E2E_FIXTURE_MODE=live E2E_PROVIDER_CACHE=0 \
-  uv run --no-sync pytest tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
-  --rootdir=. --reruns 0
-```
-
-The test starts and restarts its own source-built proxy on a free loopback port,
-retaining its database and SSO client but no Redis or process-local cache. It
-does not restart an existing proxy or clear shared databases. Gateway login,
-consent, immediate list/call and post-restart reconnect must all succeed. The
-aggregate client never injects a gateway header; the explicitly labeled JWT
-variant configures `x-litellm-api-key` for the first consent and reconnects with
-only its gateway JWT after restart
-
-`.github/workflows/test-mcp-oauth-e2e.yml` automatically requests a run for
-same-repository pull requests changing MCP, gateway authentication/SSO, consent
-UI, dependencies or the relevant E2E harness/workflow paths. It retains manual
-`workflow_dispatch` for targeted verification. The four cases run in the
-protected `e2e-changed` environment after its normal deployment approval;
-reviewers should approve and inspect this separate OAuth check when it appears.
-Fork pull requests do not run this credentialed job; use a reviewed
-same-repository branch for their verification. The workflow's path-filtered
-check is not configured here as a globally required branch-protection check.
-Provision `E2E_LINEAR_STORAGE_STATE_B64` as a secret there and retain the existing E2E license/AWS role configuration. A missing or
-expired session fails the job; collection, deselection and skips are not passes.
-The generic changed-test job excludes this file because it requires an owned
-proxy and consent UI. No LLM call is needed
-
-Coverage remains limited to authorization-code OAuth over HTTP. M2M, OBO,
-PKCE passthrough, static/BYOK, ID-JAG, forwarding, SigV4 and stdio are outside this
-scenario; consult the registry and LIT-3559 for their existing coverage and gaps.
-LIT-4506 owns broader isolation/failure regressions. LIT-7737 retains ownership
-of dependency/Python compatibility and its matrix; this test reuses its delivered
-environment and does not change dependency constraints or compatibility gates
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index b0904e39a1f..e83827fac74 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -17,7 +17,6 @@ import functools
 import os
 from collections.abc import Generator, Iterator
 from datetime import datetime, timezone
-from pathlib import Path
 from types import MappingProxyType
 from typing import Final
 
@@ -29,7 +28,6 @@ from e2e_config import (
     FIXTURE_DIR,
     FIXTURE_MODE_RAW,
     MANAGED_FILES_OPT_IN_ENV,
-    MCP_OAUTH_LIVE_OPT_IN_ENV,
     PROMPT_CACHING_OPT_IN_ENV,
     PROXY_BASE_URL,
     REDIS_CHAOS_OPT_IN_ENV,
@@ -58,7 +56,6 @@ OPT_IN_MARKERS: Final = MappingProxyType(
         "prompt_caching_stack": PROMPT_CACHING_OPT_IN_ENV,
         "redis_chaos": REDIS_CHAOS_OPT_IN_ENV,
         "cli_determinism": CLI_DETERMINISM_OPT_IN_ENV,
-        "mcp_oauth_live": MCP_OAUTH_LIVE_OPT_IN_ENV,
     }
 )
 
@@ -135,11 +132,6 @@ def pytest_configure(config: pytest.Config) -> None:
         "redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from "
         "gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set",
     )
-    config.addinivalue_line(
-        "markers",
-        "mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless "
-        "E2E_MCP_OAUTH_LIVE is set",
-    )
 
 
 def pytest_sessionstart(session: pytest.Session) -> None:
@@ -221,8 +213,6 @@ def pytest_runtest_setup(item: pytest.Item) -> None:
     LIVE_PROVIDER_REQUIRED.set(item.get_closest_marker("provider_live") is not None)
     if item.get_closest_marker("e2e") is None:
         return
-    if isinstance(item, pytest.Function) and "oauth_gateway" in item.fixturenames:
-        return
     reason = _proxy_fail_reason()
     if reason is not None:
         pytest.fail(reason)
@@ -246,13 +236,6 @@ def pytest_runtest_makereport(
     """Stash the call-phase outcome so teardown can tell a passed test from a
     failed one without re-deriving it."""
     report = yield
-    if item.get_closest_marker("mcp_oauth_live") is not None and call.excinfo is not None:
-        # Publish code locations only, never exception messages, source text or locals.
-        item.user_properties.append(("oauth_failure_phase", report.when))
-        item.user_properties.append(("oauth_exception_type", call.excinfo.type.__name__))
-        for entry in call.excinfo.traceback:
-            item.user_properties.append(("oauth_frame", f"{Path(entry.path).name}:{entry.lineno + 1}:{entry.name}"))
-        report.user_properties = list(item.user_properties)
     if report.when == "call":
         item.stash[_CALL_PASSED] = report.passed
     return report
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
index 1cdeac7b77f..85ace835144 100644
--- a/tests/e2e/coverage_registry/mcp.yaml
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -71,14 +71,6 @@
   assertions: [succeeds]
   source: "db.py user_oauth_credential lookup"
   rationale: OAuth2 token passthrough; per-user credential storage
-- id: mcp.call_tool.oauth.persists_across_processes
-  module: mcp
-  tier: P1
-  operation: call_tool
-  auth_family: oauth
-  assertions: [persists_across_processes]
-  source: "outbound_credentials/per_user_oauth_store.py V2PerUserTokenStore"
-  rationale: Stored per-user token survives a verified restart of an owned gateway with no Redis cache
 - id: mcp.list_tools.none.succeeds
   module: mcp
   tier: P1
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index a79c158f9c4..11c52d1398c 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -52,7 +52,6 @@ CHEAP_OPENAI_MODEL = os.environ.get("E2E_CHEAP_OPENAI_MODEL", "gpt-5.5")
 
 LINEAR_MCP_URL = os.environ.get("E2E_LINEAR_MCP_URL", "https://mcp.linear.app/mcp")
 LINEAR_STORAGE_STATE = os.environ.get("E2E_LINEAR_STORAGE_STATE", "")
-LINEAR_READONLY_TOOL: Final = "list_teams"  # as listed by tools/list on mcp.linear.app when PR #33787 landed
 
 # Jaeger query API of the compose stack's OTEL trace destination (the `jaeger`
 # service in docker-compose.yml maps it to host 16686). Trace-completeness tests
@@ -145,7 +144,6 @@ MANAGED_FILES_OPT_IN_ENV = "E2E_MANAGED_FILES_STACK"
 PROMPT_CACHING_OPT_IN_ENV = "E2E_PROMPT_CACHING_STACK"
 REDIS_CHAOS_OPT_IN_ENV = "E2E_REDIS_CHAOS"
 CLI_DETERMINISM_OPT_IN_ENV = "E2E_CLI_DETERMINISM"
-MCP_OAUTH_LIVE_OPT_IN_ENV: Final = "E2E_MCP_OAUTH_LIVE"
 ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
diff --git a/tests/e2e/idp.py b/tests/e2e/idp.py
index a89a036baeb..2dc7c2ad71b 100644
--- a/tests/e2e/idp.py
+++ b/tests/e2e/idp.py
@@ -435,7 +435,7 @@ def _signal_process_group(process_id: int, signum: int) -> bool:
     return True
 
 
-def stop_process_group(child: subprocess.Popen[bytes]) -> None:
+def _stop_process_group(child: subprocess.Popen[bytes]) -> None:
     _signal_process_group(child.pid, signal.SIGTERM)
     deadline: Final = time.monotonic() + 5
     while _process_group_exists(child.pid):
@@ -476,7 +476,7 @@ def run_oidc_profile(proxy_url: str, command: list[str]) -> int:
             try:
                 return child.wait()
             finally:
-                stop_process_group(child)
+                _stop_process_group(child)
 
 
 if __name__ == "__main__":
diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index 0c5c6106259..763b348b197 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -18,7 +18,7 @@ import asyncio
 import re
 import time
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Final
+from typing import TYPE_CHECKING
 from urllib.parse import parse_qsl
 
 import httpx
@@ -26,21 +26,11 @@ import httpx2
 import pytest
 from e2e_config import PROXY_BASE_URL, REQUEST_TIMEOUT
 from e2e_http import AuthHeaders, NoBody, unwrap
-from idp import Identity
 from mcp import ClientSession
 from mcp.client.auth import OAuthClientProvider
 from mcp.client.streamable_http import streamable_http_client
 from mcp.shared.auth import AuthorizationCodeResult, OAuthClientInformationFull, OAuthClientMetadata, OAuthToken
-from mcp.types import TextContent
-from models import (
-    ChatBody,
-    ChatResponse,
-    McpOauthUserCredentialStatus,
-    McpServerCreateBody,
-    McpServerInfo,
-    McpServerUserCredentialListResponse,
-    McpServerUserCredentialRow,
-)
+from models import ChatBody, ChatResponse, McpServerCreateBody, McpServerInfo
 from proxy_client import ProxyClient
 
 if TYPE_CHECKING:
@@ -54,8 +44,8 @@ OAUTH_CLIENT_REDIRECT_URI = "http://127.0.0.1:53682/e2e/callback"
 BROWSER_CONSENT_TIMEOUT = 60.0
 
 
-def _mcp_url(alias: str, base_url: str = PROXY_BASE_URL) -> str:
-    return f"{base_url.rstrip('/')}/{alias}/mcp"
+def _mcp_url(alias: str) -> str:
+    return f"{PROXY_BASE_URL}/{alias}/mcp"
 
 
 class InMemoryTokenStorage:
@@ -79,13 +69,7 @@ class InMemoryTokenStorage:
         self._client_info = client_info
 
 
-async def _browser_follow_authorize(
-    start_url: str,
-    storage_state_path: str,
-    identity: Identity | None = None,
-    server_alias: str | None = None,
-    allow_upstream_consent: bool = True,
-) -> tuple[str, str | None]:
+async def _browser_follow_authorize(start_url: str, storage_state_path: str) -> tuple[str, str | None]:
     """Play the browser's role for a real upstream whose authorize endpoint
     serves an interactive consent page (Linear). A headless Chromium primed
     with a human's saved Linear session opens the gateway authorize URL and
@@ -101,9 +85,6 @@ async def _browser_follow_authorize(
 
     def _note_request(request: object) -> None:
         url = getattr(request, "url", "")
-        host = httpx.URL(url).host
-        if not allow_upstream_consent and (host == "linear.app" or host.endswith(".linear.app")):
-            captured["upstream_consent"] = "seen"
         if url.startswith(OAUTH_CLIENT_REDIRECT_URI) and "url" not in captured:
             captured["url"] = url
 
@@ -115,7 +96,7 @@ async def _browser_follow_authorize(
         context = await browser.new_context(storage_state=storage_state_path)
         await context.route(re.compile(re.escape(OAUTH_CLIENT_REDIRECT_URI) + r".*"), _swallow_redirect)
         page = await context.new_page()
-        context.on("request", _note_request)
+        page.on("request", _note_request)
         page.on("framenavigated", lambda frame: trail.append(frame.url.split("?", 1)[0]))
         await page.goto(start_url, wait_until="domcontentloaded")
         deadline = time.monotonic() + BROWSER_CONSENT_TIMEOUT
@@ -124,29 +105,8 @@ async def _browser_follow_authorize(
                 await page.wait_for_load_state("networkidle", timeout=8000)
             except Exception:  # noqa: BLE001 - a busy consent page never idles; fall through and try to advance it
                 pass
-            if "upstream_consent" in captured or "url" in captured:
+            if "url" in captured:
                 break
-            if await page.locator("#username").count() and identity is not None:
-                await page.locator("#username").fill(identity.username)
-                await page.locator("#password").fill(identity.password)
-                await page.locator("#kc-login").click()
-                continue
-            if "/ui/connect" in page.url and server_alias is not None:
-                card = page.locator("div.cursor-pointer").filter(has=page.get_by_text(server_alias, exact=True))
-                if await card.count() != 1:
-                    await asyncio.sleep(0.5)
-                    continue
-                connect = card.get_by_text("Connect", exact=True)
-                if await connect.count():
-                    await connect.click()
-                    continue
-                if not await card.locator("svg.text-success").count():
-                    await asyncio.sleep(0.5)
-                    continue
-                finish = page.get_by_role("button", name="Finish connecting", exact=True)
-                if await finish.count() and await finish.is_enabled():
-                    await finish.click()
-                    continue
             control = page.locator(
                 'button[name="action"][value="approve"], button:has-text("Authorize"), '
                 'button:has-text("Allow"), button:has-text("@"), a:has-text("@")'
@@ -158,44 +118,27 @@ async def _browser_follow_authorize(
         final_url = page.url
         await browser.close()
 
-    # A redirect chain can finish inside goto/networkidle before the loop checks the page.
-    assert "upstream_consent" not in captured, "cold reconnect required upstream consent"
     landing = captured.get("url")
     assert landing is not None, (
         f"consent flow never reached {OAUTH_CLIENT_REDIRECT_URI}; "
         f"final={final_url.split('?', 1)[0]!r}; trail={trail[-6:]}"
     )
     params = dict(parse_qsl(httpx.URL(landing).query.decode()))
-    assert "code" in params, "client redirect_uri carried no authorization code"
+    assert "code" in params, f"client redirect_uri carried no code: {landing}"
     return params["code"], params.get("state")
 
 
-def _oauth_provider(
-    url: str,
-    storage: InMemoryTokenStorage,
-    storage_state_path: str | None,
-    identity: Identity | None = None,
-    server_alias: str | None = None,
-    allow_upstream_consent: bool = True,
-) -> OAuthClientProvider:
+def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path: str) -> OAuthClientProvider:
     """The SDK's real OAuth machinery (RFC 9728/8414 discovery, RFC 7591 DCR,
     PKCE, token exchange) with the browser leg driven by Playwright against the
     upstream's consent screen."""
     code_holder: dict[str, str | None] = {}  # mutable-ok: hand-off between the two SDK callbacks
 
-    async def _reject_redirect(_: str) -> None:
-        raise AssertionError("gateway demanded a fresh upstream consent; stored per-user token was not reused")
-
-    async def _follow_redirect(authorize_url: str) -> None:
-        assert storage_state_path is not None
-        code, state = await _browser_follow_authorize(
-            authorize_url, storage_state_path, identity, server_alias, allow_upstream_consent
-        )
+    async def redirect_handler(authorize_url: str) -> None:
+        code, state = await _browser_follow_authorize(authorize_url, storage_state_path)
         code_holder["code"] = code
         code_holder["state"] = state
 
-    redirect_handler: Final = _reject_redirect if storage_state_path is None else _follow_redirect
-
     async def callback_handler() -> AuthorizationCodeResult:
         code = code_holder.get("code")
         assert code is not None, "callback_handler ran before the authorize redirect completed"
@@ -224,45 +167,24 @@ class _HeaderInjectingTransport(httpx2.AsyncBaseTransport):
     store the upstream token for from the key on the token exchange, exactly
     like a production MCP host configured with a LiteLLM key header."""
 
-    def __init__(self, inner: httpx2.AsyncBaseTransport, headers: dict[str, str], gateway_url: str) -> None:
+    def __init__(self, inner: httpx2.AsyncBaseTransport, headers: dict[str, str]) -> None:
         self._inner = inner
         self._headers = headers
-        self._gateway_url = httpx2.URL(gateway_url)
-
-    @staticmethod
-    def _port(url: httpx2.URL) -> int | None:
-        if url.port is not None:
-            return url.port
-        return {"http": 80, "https": 443}.get(url.scheme)
 
     async def handle_async_request(self, request: httpx2.Request) -> httpx2.Response:
-        same_origin: Final = (
-            request.url.scheme == self._gateway_url.scheme
-            and request.url.host == self._gateway_url.host
-            and self._port(request.url) == self._port(self._gateway_url)
-        )
-        if same_origin:
-            for name, value in self._headers.items():
-                if name not in request.headers:
-                    request.headers[name] = value
-        else:
-            for name, value in self._headers.items():
-                if request.headers.get(name) == value:
-                    del request.headers[name]
+        for name, value in self._headers.items():
+            if name not in request.headers:
+                request.headers[name] = value
         return await self._inner.handle_async_request(request)
 
-    async def aclose(self) -> None:
-        await self._inner.aclose()
 
-
-def _oauth_http_client(
-    headers: dict[str, str], auth: OAuthClientProvider, gateway_url: str = PROXY_BASE_URL
-) -> httpx2.AsyncClient:
+def _oauth_http_client(headers: dict[str, str], auth: OAuthClientProvider) -> httpx2.AsyncClient:
     return httpx2.AsyncClient(
+        headers=headers,
         auth=auth,
         timeout=httpx2.Timeout(REQUEST_TIMEOUT),
         follow_redirects=True,
-        transport=_HeaderInjectingTransport(httpx2.AsyncHTTPTransport(), headers, gateway_url),
+        transport=_HeaderInjectingTransport(httpx2.AsyncHTTPTransport(), headers),
     )
 
 
@@ -277,43 +199,6 @@ async def _seed_via_dance(
                 return tuple(sorted(tool.name for tool in listed.tools))
 
 
-@dataclass(frozen=True, slots=True)
-class OauthToolRun:
-    tools: tuple[str, ...]
-    is_error: bool
-    text: str
-
-
-async def _list_and_call(
-    url: str,
-    headers: dict[str, str],
-    storage: InMemoryTokenStorage,
-    storage_state_path: str | None,
-    tool: str,
-    arguments: dict[str, str],
-    gateway_url: str = PROXY_BASE_URL,
-    identity: Identity | None = None,
-    server_alias: str | None = None,
-    allow_upstream_consent: bool = True,
-) -> OauthToolRun:
-    async with _oauth_http_client(
-        headers,
-        _oauth_provider(url, storage, storage_state_path, identity, server_alias, allow_upstream_consent),
-        gateway_url,
-    ) as http_client:
-        async with streamable_http_client(url, http_client=http_client) as (read, write):
-            async with ClientSession(read, write) as session:
-                await session.initialize()
-                listed: Final = await session.list_tools()
-                result: Final = await session.call_tool(tool, arguments)
-                text: Final = "".join(content.text for content in result.content if isinstance(content, TextContent))
-                return OauthToolRun(
-                    tools=tuple(sorted(tool_item.name for tool_item in listed.tools)),
-                    is_error=result.is_error,
-                    text=text,
-                )
-
-
 @dataclass(frozen=True, slots=True)
 class ChatMcpClient:
     proxy: ProxyClient
@@ -367,53 +252,6 @@ class ChatMcpClient:
             f"last error: {last_error!r}"
         )
 
-    def list_and_call(
-        self,
-        alias: str,
-        headers: dict[str, str],
-        storage: InMemoryTokenStorage,
-        storage_state_path: str | None,
-        tool: str,
-        arguments: dict[str, str],
-        base_url: str = PROXY_BASE_URL,
-        identity: Identity | None = None,
-        allow_upstream_consent: bool = True,
-    ) -> OauthToolRun:
-        return asyncio.run(
-            _list_and_call(
-                f"{base_url.rstrip('/')}/mcp" if identity is not None else _mcp_url(alias, base_url),
-                headers,
-                storage,
-                storage_state_path,
-                tool,
-                arguments,
-                base_url,
-                identity,
-                alias,
-                allow_upstream_consent,
-            )
-        )
-
-    def server_user_credentials(self, server_id: str) -> tuple[McpServerUserCredentialRow, ...]:
-        return unwrap(
-            self.proxy.transport.get(
-                f"/v1/mcp/server/{server_id}/user-credentials",
-                headers=self.proxy.transport.master,
-                params=NoBody(),
-                response_type=McpServerUserCredentialListResponse,
-            )
-        ).root
-
-    def revoke_user_token(self, server_id: str, headers: AuthHeaders) -> None:
-        _ = unwrap(
-            self.proxy.transport.delete(
-                f"/v1/mcp/server/{server_id}/oauth-user-credential",
-                headers=headers,
-                json=NoBody(),
-                response_type=McpOauthUserCredentialStatus,
-            )
-        )
-
     def chat_with_mcp(self, headers: AuthHeaders, body: ChatBody) -> ChatResponse:
         """POST /chat/completions carrying the LiteLLM key in `headers` (either
         ingress form) with an MCP server attached in `body.tools`. The gateway
diff --git a/tests/e2e/mcp/oauth_gateway.py b/tests/e2e/mcp/oauth_gateway.py
deleted file mode 100644
index 82bb5f7ba0b..00000000000
--- a/tests/e2e/mcp/oauth_gateway.py
+++ /dev/null
@@ -1,198 +0,0 @@
-"""An owned, source-built OAuth gateway with cold restarts and credential observations.
-
-Only this child process is restarted. Its database and SSO client survive while
-its process-local caches do not; Redis is deliberately absent from its config.
-The optional live edge measures headers without recording credentials or bodies.
-"""
-
-from __future__ import annotations
-
-import os
-import socket
-import subprocess
-import sys
-import threading
-import time
-from collections.abc import Callable, Mapping
-from contextlib import ExitStack
-from dataclasses import dataclass, field
-from pathlib import Path
-from typing import Final
-
-import psycopg
-from e2e_http import NoBody
-from idp import Keycloak, stop_process_group
-from proxy_client import ProxyClient, build_proxy_client
-from psycopg.rows import class_row
-from pydantic import BaseModel, SecretStr, TypeAdapter, ValidationError
-
-INHERITED_ENV_PREFIXES: Final = ("REDIS_", "MICROSOFT_", "GOOGLE_", "GENERIC_", "PROXY_")
-
-
-class StoredOAuth(BaseModel):
-    type: str
-    access_token: SecretStr
-
-
-@dataclass(frozen=True, slots=True)
-class CredentialRow:
-    credential_b64: str = field(repr=False)
-
-
-def stored_oauth(user_id: str, server_id: str) -> StoredOAuth:
-    """Read the encrypted credential because management APIs omit the plaintext token."""
-    from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
-
-    with psycopg.Connection[CredentialRow].connect(
-        os.environ["DATABASE_URL"], row_factory=class_row(CredentialRow)
-    ) as conn:
-        row: Final = conn.execute(
-            'SELECT credential_b64 FROM "LiteLLM_MCPUserCredentials" WHERE user_id = %s AND server_id = %s',
-            (user_id, server_id),
-        ).fetchone()
-    assert row is not None, "canonical user/server has no persisted credential"
-    plaintext: Final = decrypt_value_helper(
-        row.credential_b64, "e2e_mcp_oauth", exception_type="debug", return_original_value=False
-    )
-    assert plaintext is not None, "persisted credential must decrypt with the gateway salt"
-    assert plaintext != row.credential_b64, "persisted credential must be encrypted"
-    try:
-        credential: Final = StoredOAuth.model_validate_json(plaintext)
-    except ValidationError:
-        raise AssertionError("decrypted credential is not an OAuth payload") from None
-    assert credential.type == "oauth2"
-    assert bool(credential.access_token.get_secret_value()), "stored upstream token is empty"
-    return credential
-
-
-class RpcMethod(BaseModel):
-    method: str = ""
-
-
-@dataclass(slots=True)
-class OAuthObservation:
-    gateway_token: str = field(default="", repr=False)
-    _seen: tuple[tuple[str, str, bool], ...] = field(default=(), init=False, repr=False)
-    _lock: threading.Lock = field(default_factory=threading.Lock, init=False, repr=False)
-
-    def observe(self, url: str, headers: Mapping[str, str], body: bytes | None) -> None:
-        if body is None or not url.endswith("/mcp"):
-            return
-        try:
-            operation: Final = RpcMethod.model_validate_json(body).method
-        except ValidationError:
-            return
-        if operation not in ("tools/list", "tools/call"):
-            return
-        received: Final = headers.get("authorization", "")
-        gateway_leaked: Final = any(
-            value in (self.gateway_token, f"Bearer {self.gateway_token}") for value in headers.values()
-        )
-        with self._lock:
-            self._seen = (*self._seen, (operation, received, gateway_leaked))
-
-    def assert_forwarded(self, expected: StoredOAuth) -> None:
-        with self._lock:
-            snapshot: Final = self._seen
-            self._seen = ()
-        assert {item[0] for item in snapshot} == {"tools/list", "tools/call"}, "missing upstream observations"
-        expected_header: Final = f"Bearer {expected.access_token.get_secret_value()}"
-        assert all(item[1] == expected_header for item in snapshot), "upstream bearer did not match the stored token"
-        assert all(not item[2] for item in snapshot), "gateway bearer leaked to the upstream"
-
-
-def available_port() -> int:
-    with socket.socket() as listener:
-        listener.bind(("127.0.0.1", 0))
-        return TypeAdapter(tuple[str, int]).validate_python(listener.getsockname())[1]
-
-
-@dataclass(slots=True)
-class OAuthGateway:
-    base_url: str
-    proxy: ProxyClient
-    _environment: Mapping[str, str] = field(repr=False)
-    _command: tuple[str, ...] = field(repr=False)
-    _log_path: Path
-    _child: subprocess.Popen[bytes] | None = field(default=None, init=False, repr=False)
-
-    def start(self) -> None:
-        with self._log_path.open("ab") as log:
-            self._child = subprocess.Popen(
-                self._command,
-                env=self._environment,
-                stdout=log,
-                stderr=log,
-                start_new_session=True,
-            )
-        deadline: Final = time.monotonic() + 120
-        while time.monotonic() < deadline:
-            assert self._child.poll() is None, "owned OAuth gateway exited; inspect its private log"
-            result = self.proxy.transport.probe("/health/liveliness", params=NoBody())
-            if result.status_code == 200:
-                return
-            time.sleep(0.5)
-        raise AssertionError("owned OAuth gateway did not become ready")
-
-    def stop(self) -> None:
-        if self._child is not None:
-            stop_process_group(self._child)
-            assert self._child.poll() is not None, "old gateway process is still alive"
-
-    def restart(self) -> None:
-        assert self._child is not None
-        previous: Final = self._child.pid
-        self.stop()
-        self.start()
-        assert self._child.pid != previous, "gateway restart did not create a new process"
-
-
-def owned_gateway(idp: Keycloak, directory: Path, cleanup: ExitStack) -> OAuthGateway:
-    for name in ("DATABASE_URL", "LITELLM_LICENSE", "LITELLM_SALT_KEY", "LITELLM_MASTER_KEY"):
-        assert os.environ.get(name), f"{name} is required for the owned OAuth gateway"
-    port: Final = available_port()
-    base_url: Final = f"http://127.0.0.1:{port}"
-
-    def defer(callback: Callable[[], object]) -> None:
-        cleanup.callback(callback)
-
-    browser: Final = idp.browser_client(callback_url=f"{base_url}/sso/callback", defer=defer)
-    config: Final = directory / "oauth-gateway.yaml"
-    config.write_text(
-        "model_list: []\n"
-        "general_settings:\n"
-        "  master_key: os.environ/LITELLM_MASTER_KEY\n"
-        "  database_url: os.environ/DATABASE_URL\n"
-        "  enable_jwt_auth: true\n"
-        "  litellm_jwtauth:\n"
-        "    user_id_jwt_field: sub\n"
-        "    user_email_jwt_field: email\n"
-        "    team_ids_jwt_field: groups\n"
-        "    user_id_upsert: true\n"
-    )
-    environment: Final = {
-        **{key: value for key, value in os.environ.items() if not key.startswith(INHERITED_ENV_PREFIXES)},
-        **browser.environment(idp.discovery()),
-        "PROXY_BASE_URL": base_url,
-        "JWT_PUBLIC_KEY_URL": idp.jwks_url,
-        "JWT_ISSUER": idp.issuer,
-        "JWT_AUDIENCE": "litellm-e2e",
-        "DISABLE_SCHEMA_UPDATE": "true",
-        "STORE_MODEL_IN_DB": "True",
-        "PYTHONPATH": str(Path(__file__).resolve().parents[3]),
-    }
-    gateway: Final = OAuthGateway(
-        base_url=base_url,
-        proxy=build_proxy_client(
-            base_url=base_url,
-            control_plane_base_url=base_url,
-            replica_urls=(base_url,),
-            master_key=os.environ["LITELLM_MASTER_KEY"],
-        ),
-        _environment=environment,
-        _command=(sys.executable, "-m", "litellm.proxy.proxy_cli", "--config", str(config), "--port", str(port)),
-        _log_path=directory / "oauth-gateway.log",
-    )
-    cleanup.callback(gateway.stop)
-    gateway.start()
-    return gateway
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
deleted file mode 100644
index c20b73c0d63..00000000000
--- a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+++ /dev/null
@@ -1,207 +0,0 @@
-"""Real OAuth consent, immediate MCP operations and cold-restart persistence.
-
-Aggregate SSO uses the SDK's normal authentication. The per-server variant is
-explicitly a configured two-header client, not an Authorization-only OAuth host.
-The observed variants forward to the same real Linear upstream and compare its
-bearer at the forwarding boundary; direct variants retain unmodified discovery.
-"""
-
-from __future__ import annotations
-
-import os
-from collections.abc import Iterator
-from contextlib import ExitStack
-from pathlib import Path
-from types import MappingProxyType
-from typing import Final, Literal
-
-import pytest
-from e2e_config import LINEAR_MCP_URL, LINEAR_READONLY_TOOL, LINEAR_STORAGE_STATE, unique_marker
-from e2e_http import AuthHeaders, NoBody, get_external, unwrap
-from idp import Identity, Keycloak
-from lifecycle import ResourceManager
-from models import (
-    McpOauthCredentials,
-    McpServerCreateBody,
-    ObjectPermission,
-    TeamMemberAddBody,
-    TeamMemberEntry,
-    TeamUpdateBody,
-)
-from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, OauthToolRun, build_chat_client
-from oauth_gateway import OAuthGateway, OAuthObservation, owned_gateway, stored_oauth
-from provider_edge import LiveEdge, start_provider_edge
-from proxy_client import ProxyClient
-from pydantic import BaseModel, ValidationError
-
-pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live, pytest.mark.provider_live]
-
-
-class OAuthMetadata(BaseModel):
-    authorization_endpoint: str
-    token_endpoint: str
-    registration_endpoint: str
-
-
-class LinearTeam(BaseModel):
-    id: str
-    name: str
-
-
-class LinearTeams(BaseModel):
-    teams: tuple[LinearTeam, ...]
-
-
-def assert_tool_result(run: OauthToolRun, tool: str) -> None:
-    assert tool in run.tools
-    assert run.is_error is False
-    try:
-        result: Final = LinearTeams.model_validate_json(run.text)
-    except ValidationError:
-        raise AssertionError("list_teams did not return the expected teams payload") from None
-    assert result.teams, "the test workspace must contain at least one team"
-    assert all(team.id and team.name for team in result.teams), "team results must contain identifiers and names"
-
-
-@pytest.fixture(scope="module")
-def oauth_gateway(idp: Keycloak, tmp_path_factory: pytest.TempPathFactory) -> Iterator[OAuthGateway]:
-    assert LINEAR_STORAGE_STATE and Path(LINEAR_STORAGE_STATE).is_file(), (
-        "E2E_LINEAR_STORAGE_STATE must name a captured Linear login; see mcp/linear_session_capture.py"
-    )
-    assert os.environ.get("E2E_FIXTURE_MODE", "live") == "live", "OAuth acceptance cannot use replay"
-    with ExitStack() as cleanup:
-        yield owned_gateway(idp, tmp_path_factory.mktemp("mcp-oauth"), cleanup)
-
-
-@pytest.fixture(scope="module")
-def proxy(oauth_gateway: OAuthGateway) -> ProxyClient:
-    return oauth_gateway.proxy
-
-
-@pytest.fixture(scope="module")
-def client(proxy: ProxyClient) -> ChatMcpClient:
-    return build_chat_client(proxy)
-
-
-class TestMcpOauthHappyPath:
-    @pytest.mark.covers("mcp.list_tools.oauth.succeeds")
-    @pytest.mark.covers("mcp.call_tool.oauth.succeeds")
-    @pytest.mark.covers("mcp.call_tool.oauth.persists_across_processes")
-    @pytest.mark.parametrize("route", ("aggregate_sso", "explicit_header_jwt"))
-    @pytest.mark.parametrize("observed", (False, True), ids=("direct", "observed"))
-    def test_consent_list_call_and_cold_restart(
-        self,
-        client: ChatMcpClient,
-        resources: ResourceManager,
-        jwt_identity: Identity,
-        idp: Keycloak,
-        oauth_gateway: OAuthGateway,
-        route: Literal["aggregate_sso", "explicit_header_jwt"],
-        observed: bool,
-    ) -> None:
-        alias: Final = f"e2elinear{unique_marker()}"
-        tool: Final = f"{alias}-{LINEAR_READONLY_TOOL}"
-        token: Final = idp.access_token(jwt_identity)
-        observation: Final = OAuthObservation(gateway_token=token)
-        edge: Final = (
-            start_provider_edge(
-                LiveEdge(observe_request=observation.observe),
-                mounts=MappingProxyType(
-                    {"linear": "https://mcp.linear.app", ".well-known": "https://mcp.linear.app/.well-known"}
-                ),
-            )
-            if observed
-            else None
-        )
-        if edge is not None:
-            resources.defer(edge.shutdown)
-        metadata: Final = (
-            unwrap(
-                get_external(
-                    "https://mcp.linear.app/.well-known/oauth-authorization-server",
-                    response_type=OAuthMetadata,
-                )
-            )
-            if observed
-            else None
-        )
-        created: Final = client.create_server(
-            McpServerCreateBody(
-                alias=alias,
-                server_name=alias,
-                url=f"{edge.edge.api_base('linear')}/mcp" if edge is not None else LINEAR_MCP_URL,
-                transport="http",
-                allow_all_keys=False,
-                auth_type="oauth2",
-                oauth2_flow="authorization_code",
-                per_server_oauth_discovery=route == "explicit_header_jwt",
-                authorization_url=metadata.authorization_endpoint if metadata else None,
-                token_url=metadata.token_endpoint if metadata else None,
-                registration_url=metadata.registration_endpoint if metadata else None,
-                credentials=McpOauthCredentials(upstream_resource=LINEAR_MCP_URL) if observed else None,
-            )
-        )
-        resources.defer(lambda: client.delete_server(created.server_id))
-        assert client.server_user_credentials(created.server_id) == (), (
-            "scenario must start without upstream credentials"
-        )
-        unwrap(
-            client.proxy.transport.post(
-                "/team/member_add",
-                headers=client.proxy.transport.master,
-                json=TeamMemberAddBody(
-                    team_id=jwt_identity.group, member=TeamMemberEntry(user_id=jwt_identity.user_id, role="user")
-                ),
-                response_type=NoBody,
-            )
-        )
-        client.proxy.update_team(
-            TeamUpdateBody(
-                team_id=jwt_identity.group,
-                object_permission=ObjectPermission(mcp_servers=[created.server_id]),
-            )
-        )
-        headers: Final = {"x-litellm-api-key": f"Bearer {token}"} if route == "explicit_header_jwt" else {}
-        resources.defer(
-            lambda: client.revoke_user_token(
-                created.server_id,
-                AuthHeaders(authorization=f"Bearer {idp.access_token(jwt_identity)}"),
-            )
-        )
-        identity: Final = jwt_identity if route == "aggregate_sso" else None
-        first: Final = client.list_and_call(
-            alias,
-            headers,
-            InMemoryTokenStorage(),
-            LINEAR_STORAGE_STATE,
-            tool,
-            {},
-            base_url=oauth_gateway.base_url,
-            identity=identity,
-        )
-        assert_tool_result(first, tool)
-        credentials: Final = client.server_user_credentials(created.server_id)
-        assert len(credentials) == 1
-        assert credentials[0].user_id == jwt_identity.user_id
-        assert credentials[0].credential_type == "oauth2"
-        first_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
-        if observed:
-            observation.assert_forwarded(first_stored_oauth)
-        oauth_gateway.restart()
-        fresh_token: Final = idp.access_token(jwt_identity)
-        observation.gateway_token = fresh_token
-        second: Final = client.list_and_call(
-            alias,
-            {"Authorization": f"Bearer {fresh_token}"} if identity is None else {},
-            InMemoryTokenStorage(),
-            LINEAR_STORAGE_STATE if identity is not None else None,
-            tool,
-            {},
-            base_url=oauth_gateway.base_url,
-            identity=identity,
-            allow_upstream_consent=False,
-        )
-        assert_tool_result(second, tool)
-        second_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
-        if observed:
-            observation.assert_forwarded(second_stored_oauth)
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 4b202e3c663..9f49c5974d0 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -192,7 +192,7 @@ class ImageUrl(BaseModel):
 class TextContentPart(BaseModel):
     type: str = "text"
     text: str
-    cache_control: CacheControl | None = None
+    cache_control: "CacheControl | None" = None
 
 
 class ImageContentPart(BaseModel):
@@ -572,10 +572,6 @@ class McpInfo(BaseModel):
     logo_url: str | None = None
 
 
-class McpOauthCredentials(BaseModel):
-    upstream_resource: str
-
-
 class McpServerCreateBody(BaseModel):
     """POST /v1/mcp/server. For a gateway-managed OAuth server, `auth_type` is
     `oauth2` and `oauth2_flow` is `authorization_code`; the upstream endpoints
@@ -588,11 +584,8 @@ class McpServerCreateBody(BaseModel):
     allow_all_keys: bool = True
     auth_type: str | None = None
     oauth2_flow: Literal["client_credentials", "authorization_code"] | None = None
-    per_server_oauth_discovery: bool | None = None
     authorization_url: str | None = None
     token_url: str | None = None
-    registration_url: str | None = None
-    credentials: McpOauthCredentials | None = None
     server_name: str | None = None
     description: str | None = None
     mcp_info: McpInfo | None = None
@@ -632,26 +625,6 @@ class McpServerListResponse(RootModel[list[McpServerRow]]):
     """GET /v1/mcp/server answers with a bare array of servers."""
 
 
-class McpServerUserCredentialRow(BaseModel):
-    user_id: str
-    credential_type: Literal["oauth2", "byok"]
-    expires_at: str | None = None
-    connected_at: str | None = None
-    updated_at: str
-
-
-class McpServerUserCredentialListResponse(RootModel[tuple[McpServerUserCredentialRow, ...]]):
-    """GET /v1/mcp/server/{server_id}/user-credentials answers with a bare array."""
-
-
-class McpOauthUserCredentialStatus(BaseModel):
-    server_id: str
-    has_credential: bool
-    expires_at: str | None = None
-    is_expired: bool = False
-    connected_at: str | None = None
-
-
 class ToolsetTool(BaseModel):
     server_id: str
     tool_name: str
@@ -1199,9 +1172,8 @@ class TeamNewResponse(BaseModel):
 
 class TeamUpdateBody(BaseModel):
     team_id: str
-    team_alias: str | None = None
+    team_alias: str
     models: list[str] | None = None
-    object_permission: ObjectPermission | None = None
 
 
 class TeamInfoParams(BaseModel):
diff --git a/tests/e2e/provider_edge.py b/tests/e2e/provider_edge.py
index 136b00208f7..7bbb1375623 100644
--- a/tests/e2e/provider_edge.py
+++ b/tests/e2e/provider_edge.py
@@ -46,7 +46,7 @@ import os
 import re
 import threading
 from collections import deque
-from collections.abc import Callable, Generator, Mapping, Sequence
+from collections.abc import Generator, Mapping, Sequence
 from contextlib import closing, contextmanager
 from dataclasses import dataclass, field, replace
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
@@ -538,7 +538,7 @@ class ReplayEdge:
 
 @dataclass(frozen=True, slots=True)
 class LiveEdge:
-    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None
+    pass
 
 
 type EdgeBackend = RecordEdge | ReplayEdge | LiveEdge | CacheEdge
@@ -787,13 +787,10 @@ def _handle_record(
 def _handle_live(
     method: str, url: str, headers: Mapping[str, str], body: bytes | None, timeout: float,
     cache: CacheEdge | None = None, mount: str = "", test_key: str | None = None,
-    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None,
 ) -> EdgeOutcome:
     forwarded: Final = {
         name: value for name, value in headers.items() if name.lower() not in _REQUEST_DROPPED_HEADERS
     }
-    if observe_request is not None:
-        observe_request(url, forwarded, body)
     head: Final = (
         forward_stream(method, url, headers=forwarded, body=body, timeout=timeout)
         if cache is None else cache.forward(mount, method, url, forwarded, body, timeout, test_key=test_key)
@@ -871,10 +868,9 @@ def handle_edge_request(
                 method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
                 backend, mount, test_key,
             )
-        case LiveEdge(observe_request=observe_request):
+        case LiveEdge():
             return _handle_live(
-                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
-                observe_request=observe_request,
+                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout
             )
         case RecordEdge():
             return _handle_record(
diff --git a/tests/e2e/proxy_client.py b/tests/e2e/proxy_client.py
index c6ede240c3b..44d9df5e5c5 100644
--- a/tests/e2e/proxy_client.py
+++ b/tests/e2e/proxy_client.py
@@ -89,7 +89,6 @@ from models import (
     TeamDeleteBody,
     TeamNewBody,
     TeamNewResponse,
-    TeamUpdateBody,
     ToolsetCreateBody,
     ToolsetRow,
     ToolsetUpdateBody,
@@ -872,16 +871,6 @@ class ProxyClient:
             )
         ).team_id
 
-    def update_team(self, body: TeamUpdateBody) -> None:
-        unwrap(
-            self.transport.post(
-                "/team/update",
-                headers=self.transport.master,
-                json=body,
-                response_type=NoBody,
-            )
-        )
-
     def delete_team(self, team_id: str) -> None:
         result = self.transport.post(
             "/team/delete",
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index 97acb9ec52b..f9e5995079b 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -12,4 +12,3 @@ markers =
     prompt_caching_stack: needs a proxy running with router_settings.optional_pre_call_checks including prompt_caching; deselected unless E2E_PROMPT_CACHING_STACK is set
     cli_determinism: drives the real claude CLI for several seconds; deselected unless E2E_CLI_DETERMINISM is set
     redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set
-    mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless E2E_MCP_OAUTH_LIVE is set

From c0bc45224cab03be2c3640f348202cb68222643d Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 16:00:11 -0700
Subject: [PATCH 129/162] feat(ui): report whether the serving proxy has
 applied the interception setting

The stored flag is the cluster's desired state and is what the form saves, so it
cannot also stand as proof that this process activated the callback: a pod that
lagged or failed to apply it would still read as on. Report the process's own
registration as a separate read-only field and warn on the page when the two
disagree, so a failed activation is visible instead of only logged.
---
 .../proxy_setting_endpoints.py                | 23 ++++++++++++-
 .../test_proxy_setting_endpoints.py           | 32 +++++++++++++++++++
 .../WebSearchInterceptionSettings.test.tsx    | 26 +++++++++++++++
 .../WebSearchInterceptionSettings.tsx         | 15 ++++++++-
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  6 ++++
 5 files changed, 100 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index a972f08b8bf..7bdadeadf86 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -506,6 +506,16 @@ class WebSearchInterceptionSettings(BaseModel):
 class WebSearchInterceptionSettingsResponse(SettingsResponse):
     """Response model for web search interception settings"""
 
+    active_on_this_pod: bool = Field(
+        default=False,
+        description=(
+            "Whether the process answering this request has the interception callback "
+            "registered. Read-only: it reports what is running here, while values.enabled "
+            "is the cluster-wide setting, and the two disagree while a pod is still "
+            "applying a change or failed to apply it."
+        ),
+    )
+
 
 def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str, object]:
     """
@@ -1496,11 +1506,22 @@ async def get_websearch_interception_settings(
 
     config: Final = await proxy_config.get_config()
 
-    return await _get_settings_with_schema(
+    from litellm.integrations.websearch_interception.handler import (
+        WebSearchInterceptionLogger,
+    )
+
+    settings: Final = await _get_settings_with_schema(
         settings_key="websearch_interception_params",
         settings_class=WebSearchInterceptionSettings,
         config=_with_websearch_enabled_resolved(config),
     )
+    return WebSearchInterceptionSettingsResponse(
+        values=settings["values"],
+        field_schema=settings["field_schema"],
+        active_on_this_pod=bool(
+            litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)
+        ),
+    )
 
 
 @router.patch(
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 9af559e3660..c305f7262da 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3263,6 +3263,38 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         assert resp.json()["values"]["enabled"] is True
 
+    def test_get_flags_a_pod_that_has_not_applied_the_stored_setting(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        import litellm
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [])
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {"enabled": True}
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"]["enabled"] is True
+        assert resp.json()["active_on_this_pod"] is False
+
+    def test_get_reports_the_pod_as_active_once_the_callback_is_registered(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        import litellm
+        from litellm.integrations.websearch_interception.handler import (
+            WebSearchInterceptionLogger,
+        )
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [WebSearchInterceptionLogger(search_tool_name="running")])
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {"enabled": True}
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["active_on_this_pod"] is True
+
     def test_get_reports_no_database_instead_of_empty_settings(self, mock_proxy_config, mock_auth, monkeypatch):
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
 
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
index ae981aa9767..a3d09c8f6d6 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
@@ -127,6 +127,32 @@ describe("WebSearchInterceptionSettings", () => {
     expect(mockMutate.mock.calls[0][0]).toEqual(ENABLED_PAYLOAD);
   });
 
+  it("warns when the cluster has it on but the serving pod has not applied it", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, enabled: true }, active_on_this_pod: false },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+
+    await renderSettings();
+
+    expect(screen.getByText(/has not applied it/i)).toBeInTheDocument();
+  });
+
+  it("stays quiet when the serving pod has applied the cluster setting", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, enabled: true }, active_on_this_pod: true },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+
+    await renderSettings();
+
+    expect(screen.queryByText(/has not applied it/i)).not.toBeInTheDocument();
+  });
+
   it("ignores stored values whose types do not match the field", async () => {
     vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
       data: {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
index 3e9e04e720b..93b9cbffd32 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
@@ -5,7 +5,7 @@ import { useUpdateWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { toast } from "@/lib/toast";
 import { Skeleton } from "@/components/ui/skeleton";
-import { CircleHelp, Info, Save } from "lucide-react";
+import { CircleHelp, Info, Save, TriangleAlert } from "lucide-react";
 import { Alert, AlertDescription, AlertTitle } from "@/components/shared/Alert";
 import { useEffect, useState } from "react";
 import { useForm } from "react-hook-form";
@@ -293,9 +293,22 @@ export default function WebSearchInterceptionSettings() {
   }
 
   const values: WebSearchInterceptionStoredValues = toStoredValues(data?.values ?? NO_STORED_VALUES);
+  const notAppliedHere = values.enabled === true && data?.active_on_this_pod === false;
 
   return (
     <div className="w-full">
+      {notAppliedHere && (
+        <Alert variant="warning" className="mb-6">
+          <TriangleAlert />
+          <AlertTitle>Not running on the proxy that answered this page</AlertTitle>
+          <AlertDescription>
+            Interception is switched on for the cluster, but the proxy serving this page has not applied it. That is
+            expected for about 10 seconds after a change or a restart. If it persists, check that proxy&apos;s logs:
+            requests it handles are not being intercepted.
+          </AlertDescription>
+        </Alert>
+      )}
+
       <Alert variant="info" className="mb-6">
         <Info />
         <AlertTitle>Web Search Interception</AlertTitle>
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 7e725da3f46..cc08f4d3791 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -41232,6 +41232,12 @@ export interface components {
          * @description Response model for web search interception settings
          */
         WebSearchInterceptionSettingsResponse: {
+            /**
+             * Active On This Pod
+             * @description Whether the process answering this request has the interception callback registered. Read-only: it reports what is running here, while values.enabled is the cluster-wide setting, and the two disagree while a pod is still applying a change or failed to apply it.
+             * @default false
+             */
+            active_on_this_pod: boolean;
             /** Field Schema */
             field_schema: {
                 [key: string]: unknown;

From f63782f67877fe675c6997f82855bc4049fbd6ff Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 23:16:54 +0000
Subject: [PATCH 130/162] fix(otel v2): reject a langfuse_span_scope that
 conflicts with another callback entry on the same team or key

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../callback_config_validation.py             | 44 +++++++++++++++---
 .../team_callback_endpoints.py                | 18 +++++---
 .../test_callback_config_validation.py        | 45 +++++++++++++++++++
 .../test_team_callback_endpoints.py           | 45 +++++++++++++++++++
 .../src/components/team/LoggingSettings.tsx   |  4 +-
 5 files changed, 141 insertions(+), 15 deletions(-)

diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index 8a6b554c56a..8b98c6d96e7 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -157,6 +157,25 @@ def cross_entry_family_error(
     )
 
 
+def conflicting_span_scope_error(
+    callback_vars: Mapping[str, str] | None,
+    stored_vars_by_entry: Sequence[Mapping[str, str]],
+) -> str | None:
+    """Reject a ``langfuse_span_scope`` another entry already sets differently; the entries flatten last-wins."""
+    incoming: Final = None if callback_vars is None else callback_vars.get(_LANGFUSE_SPAN_SCOPE_VAR)
+    if incoming is None:
+        return None
+    return next(
+        (
+            f"{_LANGFUSE_SPAN_SCOPE_VAR} is already set to {stored!r} by another callback entry. "
+            f"Every entry shares one scope: remove that entry or send the same value."
+            for entry in stored_vars_by_entry
+            if (stored := entry.get(_LANGFUSE_SPAN_SCOPE_VAR)) not in (None, incoming)
+        ),
+        None,
+    )
+
+
 def logging_metadata_config_error(metadata: Mapping[str, object] | None) -> str | None:
     """Validate every ``logging`` entry of a team/key metadata payload."""
     if not metadata:
@@ -164,23 +183,34 @@ def logging_metadata_config_error(metadata: Mapping[str, object] | None) -> str
     entries: Final = metadata.get("logging")
     if not isinstance(entries, Sequence) or isinstance(entries, (str, bytes)):
         return None
+    entry_vars: Final = tuple(_entry_callback_vars(entry) for entry in entries)
     return next(
-        (error for error in (_logging_entry_error(entry) for entry in entries) if error is not None),
+        (
+            error
+            for error in (
+                *(_logging_entry_error(entry) for entry in entries),
+                *(conflicting_span_scope_error(entry_vars[i], entry_vars[:i]) for i in range(len(entry_vars))),
+            )
+            if error is not None
+        ),
         None,
     )
 
 
+def _entry_callback_vars(entry: object) -> Mapping[str, str]:
+    callback_vars: Final = entry.get("callback_vars") if isinstance(entry, Mapping) else None
+    if not isinstance(callback_vars, Mapping):
+        return MappingProxyType({})
+    return MappingProxyType({str(key): str(value) for key, value in callback_vars.items()})
+
+
 def _logging_entry_error(entry: object) -> str | None:
     if not isinstance(entry, Mapping):
         return None
     callback_name: Final = entry.get("callback_name")
-    callback_vars: Final = entry.get("callback_vars")
-    if not isinstance(callback_name, str) or not isinstance(callback_vars, Mapping):
+    if not isinstance(callback_name, str) or not isinstance(entry.get("callback_vars"), Mapping):
         return None
-    return callback_config_error(
-        callback_name,
-        MappingProxyType({str(key): str(value) for key, value in callback_vars.items()}),
-    )
+    return callback_config_error(callback_name, _entry_callback_vars(entry))
 
 
 def _newrelic_config_error(callback_vars: Mapping[str, str]) -> str | None:
diff --git a/litellm/proxy/management_endpoints/team_callback_endpoints.py b/litellm/proxy/management_endpoints/team_callback_endpoints.py
index f7ae1eec06e..ac13b6150b7 100644
--- a/litellm/proxy/management_endpoints/team_callback_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_callback_endpoints.py
@@ -31,6 +31,7 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.callback_config_validation import (
     callback_config_error,
+    conflicting_span_scope_error,
     cross_entry_family_error,
 )
 from litellm.proxy.common_utils.callback_utils import (
@@ -344,6 +345,16 @@ async def add_team_callbacks(
         if team_callback_settings is None or not isinstance(team_callback_settings, list):
             team_callback_settings = []
 
+        # Decrypted, because the checks compare the incoming values against
+        # the stored ones and the credentials are encrypted at rest.
+        decrypted_logging: Final = decrypt_callback_vars(team_metadata).get("logging")
+        stored_entries: Final = decrypted_logging if isinstance(decrypted_logging, list) else ()
+        stored_entry_vars: Final = [  # mutable-ok: read-only input to the checks, never stored
+            entry.get("callback_vars") or {} for entry in stored_entries
+        ]
+        scope_error: Final = conflicting_span_scope_error(data.callback_vars, stored_entry_vars)
+        if scope_error is not None:
+            raise _callback_config_error(scope_error)
         # One entry has to own a credential family end to end. The entries are
         # flattened into one dict before a request reads them, so an entry
         # naming only a destination would pair with a key written on another
@@ -352,13 +363,6 @@ async def add_team_callbacks(
         # fine, which is how one integration covers both events. Proxy admins
         # are exempt: they already hold every credential the proxy has.
         if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
-            # Decrypted, because the check compares the incoming values against
-            # the stored ones and the credentials are encrypted at rest.
-            decrypted_logging: Final = decrypt_callback_vars(team_metadata).get("logging")
-            stored_entries: Final = decrypted_logging if isinstance(decrypted_logging, list) else ()
-            stored_entry_vars: Final = [  # mutable-ok: read-only input to the check, never stored
-                entry.get("callback_vars") or {} for entry in stored_entries
-            ]
             family_error: Final = cross_entry_family_error(data.callback_vars, stored_entry_vars)
             if family_error is not None:
                 raise HTTPException(
diff --git a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
index 418ce5c46ed..a707c92dc15 100644
--- a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
+++ b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
@@ -1,5 +1,9 @@
+import pytest
+
 from litellm.proxy.common_utils.callback_config_validation import (
     callback_config_error,
+    conflicting_span_scope_error,
+    logging_metadata_config_error,
 )
 
 
@@ -37,3 +41,44 @@ def test_a_bad_span_scope_is_reported_even_when_the_environment_is_fine():
         "langfuse_otel", {"langfuse_environment": "team-a-prod", "langfuse_span_scope": "everything"}
     )
     assert error is not None and "langfuse_span_scope" in error
+
+
+@pytest.mark.parametrize(
+    "new_vars, stored, rejected",
+    [
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_span_scope": "full"}], True),
+        ({"langfuse_span_scope": "full"}, [{"langfuse_public_key": "pk"}, {"langfuse_span_scope": "llm_only"}], True),
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_span_scope": "llm_only"}], False),
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk"}], False),
+        ({"langfuse_span_scope": "llm_only"}, [], False),
+        ({"langfuse_public_key": "pk"}, [{"langfuse_span_scope": "llm_only"}], False),
+        (None, [{"langfuse_span_scope": "llm_only"}], False),
+    ],
+)
+def test_one_span_scope_per_team(new_vars, stored, rejected):
+    """The entries flatten last-wins, so a second scope would export whichever entry
+    was stored last. An entry that names no scope leaves the stored one in charge."""
+    error = conflicting_span_scope_error(new_vars, stored)
+    assert (error is not None) is rejected
+    if rejected:
+        assert "langfuse_span_scope" in error and stored[-1]["langfuse_span_scope"] in error
+
+
+def test_key_logging_entries_may_not_disagree_on_the_span_scope():
+    disagreeing = {
+        "logging": [
+            {"callback_name": "langfuse_otel", "callback_type": "success", "callback_vars": {"langfuse_span_scope": "full"}},
+            {"callback_name": "langfuse_otel", "callback_type": "failure", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+        ]
+    }
+    error = logging_metadata_config_error(disagreeing)
+    assert error is not None and "langfuse_span_scope" in error and "'full'" in error
+
+    agreeing = {
+        "logging": [
+            {"callback_name": "langfuse_otel", "callback_type": "success", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+            {"callback_name": "langfuse_otel", "callback_type": "failure", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+            {"callback_name": "otel", "callback_type": "success", "callback_vars": {}},
+        ]
+    }
+    assert logging_metadata_config_error(agreeing) is None
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
index dfda61b6560..acc7c8ca21a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
@@ -1565,3 +1565,48 @@ def test_one_entry_owns_a_credential_family(new_vars, stored, rejected):
     """
     error = cross_entry_family_error(new_vars, stored)
     assert (error is not None) is rejected
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("caller", [_admin_auth(), UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, user_id="victim_admin", api_key="sk-team-admin")])
+async def test_a_second_entry_may_not_flip_the_span_scope(patched_prisma, caller):
+    """The entries flatten last-wins at request time, so a failure entry saying
+    llm_only next to a success entry saying full would export whichever is stored
+    last. Neither a proxy admin nor a team admin gets to store the disagreement."""
+    patched_prisma.get_data = AsyncMock(
+        return_value=_team_row(
+            metadata={
+                "logging": [
+                    {
+                        "callback_name": "langfuse_otel",
+                        "callback_type": "success",
+                        "callback_vars": {"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "full"},
+                    }
+                ]
+            }
+        )
+    )
+    data = AddTeamCallback(
+        callback_name="langfuse_otel",
+        callback_type="failure",
+        callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"},
+    )
+    with pytest.raises(HTTPException) as exc:
+        await add_team_callbacks(
+            data=data,
+            http_request=Mock(spec=Request),
+            team_id="team-victim",
+            user_api_key_dict=caller,
+        )
+    assert exc.value.status_code == 400
+    assert "langfuse_span_scope" in str(exc.value.detail) and "'full'" in str(exc.value.detail)
+    patched_prisma.db.litellm_teamtable.update.assert_not_called()
+
+    data.callback_vars["langfuse_span_scope"] = "full"
+    await add_team_callbacks(
+        data=data,
+        http_request=Mock(spec=Request),
+        team_id="team-victim",
+        user_api_key_dict=caller,
+    )
+    patched_prisma.db.litellm_teamtable.update.assert_awaited_once()
diff --git a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
index e760939b3fe..2f66e68eca4 100644
--- a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
+++ b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
@@ -170,7 +170,9 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
           width={400}
           placeholder={`os.environ/${paramName.toUpperCase()}`}
           value={config.callback_vars[paramName] || ""}
-          onChange={(e: any) => updateCallbackVar(configIndex, paramName, e.target.value)}
+          onChange={(e: React.ChangeEvent<HTMLInputElement>) =>
+            updateCallbackVar(configIndex, paramName, e.target.value)
+          }
         />
       );
     }

From 431ddbdd2200cf9cd3f99fb5c2839ea944b4c34a Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 23:17:18 +0000
Subject: [PATCH 131/162] test(team): exercise the member-add audit helper
 directly and drop its dead user_id None guard

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    |  2 +-
 .../test_team_endpoints.py                    | 83 +++++++++++++++++--
 2 files changed, 79 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 222cf8e299f..6eaed62013e 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -3243,7 +3243,7 @@ def _schedule_team_member_add_audit_logs(
         return
 
     for user in updated_users:
-        if user.user_id is None or user.user_id in existing_user_ids:
+        if user.user_id in existing_user_ids:
             continue
         asyncio.create_task(
             create_object_audit_log(
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index fe461eca4a1..dc72a6a2256 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13737,12 +13737,16 @@ class _UntouchableRoster(Sequence[Member]):
         raise AssertionError("the roster was read while audit logging is off")
 
 
-def test_membership_audit_scheduling_skips_the_roster_entirely_when_audit_logging_is_off(monkeypatch):
-    """Regression: the before/after rosters were serialized on every membership change, even
-    when audit logs are not stored."""
-    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_membership_audit_log
+class _UntouchableUsers(Sequence[LiteLLM_UserTable]):
+    def __getitem__(self, index):
+        raise AssertionError("the created users were read while audit logging is off")
 
-    monkeypatch.setattr("litellm.store_audit_logs", False)
+    def __len__(self) -> int:
+        raise AssertionError("the created users were read while audit logging is off")
+
+
+def _schedule_membership_audit_with_untouchable_roster() -> None:
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_membership_audit_log
 
     _schedule_team_membership_audit_log(
         team_id="team-quiet",
@@ -13754,6 +13758,75 @@ def test_membership_audit_scheduling_skips_the_roster_entirely_when_audit_loggin
     )
 
 
+def _schedule_member_add_audit_with_untouchable_roster() -> None:
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_member_add_audit_logs
+
+    _schedule_team_member_add_audit_logs(
+        team_id="team-quiet",
+        team_alias="quiet",
+        updated_users=_UntouchableUsers(),
+        existing_user_ids=frozenset(),
+        before_members=_UntouchableRoster(),
+        after_members=_UntouchableRoster(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"),
+        litellm_proxy_admin_name="admin",
+    )
+
+
+@pytest.mark.parametrize(
+    "schedule",
+    [_schedule_membership_audit_with_untouchable_roster, _schedule_member_add_audit_with_untouchable_roster],
+)
+def test_membership_audit_scheduling_skips_the_roster_entirely_when_audit_logging_is_off(monkeypatch, schedule):
+    """Regression: the before/after rosters were serialized on every membership change, even
+    when audit logs are not stored."""
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+
+    schedule()
+
+
+@pytest.mark.asyncio
+async def test_member_add_audit_reports_only_the_users_it_created_plus_the_roster_change(monkeypatch):
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_member_add_audit_logs
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    before = (Member(user_id="alice", role="admin"),)
+    after = (*before, Member(user_id="bob", role="user"), Member(user_id="carol", role="user"))
+
+    _schedule_team_member_add_audit_logs(
+        team_id="team-add-audit",
+        team_alias="add-audit",
+        updated_users=[
+            LiteLLM_UserTable(user_id="bob", user_email="bob@example.com", teams=["team-add-audit"]),
+            LiteLLM_UserTable(user_id="carol", teams=["team-add-audit"]),
+        ],
+        existing_user_ids=frozenset({"bob"}),
+        before_members=before,
+        after_members=after,
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-1"),
+        litellm_proxy_admin_name="admin",
+    )
+    await _settle_audit_log_tasks()
+
+    created_users = [
+        p
+        for p in audit_logger.payloads
+        if p["table_name"] == LitellmTableNames.USER_TABLE_NAME and p["action"] == "created"
+    ]
+    assert [p["object_id"] for p in created_users] == ["carol"], "only the user this request created is audited"
+    assert json.loads(created_users[0]["updated_values"])["teams"] == ["team-add-audit"]
+
+    [roster_event] = _team_roster_events(audit_logger, "updated")
+    assert roster_event["object_id"] == "team-add-audit"
+    assert _roster_user_roles(roster_event["before_value"]) == {"alice": "admin"}
+    assert _roster_user_roles(roster_event["updated_values"]) == {"alice": "admin", "bob": "user", "carol": "user"}
+    assert _roster_team_alias(roster_event["updated_values"]) == "add-audit"
+
+
 @pytest.mark.asyncio
 async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
     from litellm.proxy._types import DeleteTeamRequest

From 64452f76c2344125ea83f78f0502e9dba7af271b Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:21:53 -0700
Subject: [PATCH 132/162] test(e2e): restore LIT-3467 implementation for rework

---
 .github/e2e-stack/assert_tests_ran.py         |  15 ++
 .github/e2e-stack/select_tests.py             |   1 +
 .github/workflows/test-mcp-oauth-e2e.yml      | 177 +++++++++++++++
 .../test_e2e_changed_gate.py                  |  28 +++
 tests/e2e/AGENTS.md                           |   8 +-
 tests/e2e/CONTRIBUTING.md                     |  53 +++++
 tests/e2e/conftest.py                         |  17 ++
 tests/e2e/coverage_registry/mcp.yaml          |   8 +
 tests/e2e/e2e_config.py                       |   2 +
 tests/e2e/idp.py                              |   4 +-
 tests/e2e/mcp/oauth_chat_client.py            | 198 +++++++++++++++--
 tests/e2e/mcp/oauth_gateway.py                | 198 +++++++++++++++++
 .../e2e/mcp/test_mcp_oauth_happy_path_e2e.py  | 207 ++++++++++++++++++
 tests/e2e/models.py                           |  32 ++-
 tests/e2e/provider_edge.py                    |  12 +-
 tests/e2e/proxy_client.py                     |  11 +
 tests/e2e/pytest.ini                          |   1 +
 17 files changed, 942 insertions(+), 30 deletions(-)
 create mode 100644 .github/workflows/test-mcp-oauth-e2e.yml
 create mode 100644 tests/e2e/mcp/oauth_gateway.py
 create mode 100644 tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py

diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index 2303c42f4fb..1b051f860cc 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -1,3 +1,5 @@
+import os
+import re
 import sys
 import xml.etree.ElementTree as ET
 from pathlib import Path
@@ -15,6 +17,12 @@ def main() -> int:
         _ = sys.stdout.write("::error::could not read the test execution report\n")
         return 1
     cases: Final = tuple(report.iter("testcase"))
+    expected_count: Final = os.environ.get("E2E_REQUIRED_TEST_COUNT")
+    if expected_count is not None and (
+        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
+    ):
+        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
+        return 1
     passed: Final = frozenset(
         case.get("file") for case in cases if all(case.find(tag) is None for tag in ("skipped", "failure", "error"))
     )
@@ -38,6 +46,13 @@ def main() -> int:
             if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error")):
                 continue
             _ = sys.stdout.write(f"  failed: {case.get('classname', '')}::{case.get('name', '')}\n")
+            for prop in case.findall("./properties/property"):
+                name = prop.get("name", "")
+                value = prop.get("value", "")
+                if name in ("oauth_failure_phase", "oauth_exception_type", "oauth_frame") and re.fullmatch(
+                    r"[A-Za-z0-9_.:<>-]{1,240}", value
+                ):
+                    _ = sys.stdout.write(f"    {name}: {value}\n")
     if (
         selected
         and not missing
diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index 982e93cf642..a9ca1f88660 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -5,6 +5,7 @@ from typing import Final
 SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.-]+\.py$")
 UNSUPPORTED: Final = re.compile(
     r"^tests/e2e/(ui|claude_code|load)/"
+    r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
     r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
new file mode 100644
index 00000000000..034b9fe49ec
--- /dev/null
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -0,0 +1,177 @@
+name: MCP OAuth happy path
+
+on:
+  pull_request:
+    paths:
+      - '.github/workflows/test-mcp-oauth-e2e.yml'
+      - '.github/e2e-stack/**'
+      - 'tests/e2e/*.py'
+      - 'tests/e2e/pytest.ini'
+      - 'tests/e2e/idp_realm.json'
+      - 'tests/e2e/mcp/**'
+      - 'litellm/experimental_mcp_client/**'
+      - 'litellm/proxy/_experimental/mcp_server/**'
+      - 'litellm/proxy/auth/**'
+      - 'litellm/proxy/management_endpoints/*sso*.py'
+      - 'litellm/proxy/management_endpoints/sso/**'
+      - 'litellm/proxy/common_utils/encrypt_decrypt_utils.py'
+      - 'litellm/proxy/proxy_server.py'
+      - 'litellm/proxy/schema.prisma'
+      - 'ui/litellm-dashboard/src/app/connect/**'
+      - 'ui/litellm-dashboard/src/app/mcp/oauth/**'
+      - 'pyproject.toml'
+      - 'uv.lock'
+  workflow_dispatch:
+
+permissions: {}
+
+concurrency:
+  group: mcp-oauth-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  oauth:
+    if: github.event_name == 'workflow_dispatch' || github.event.pull_request.head.repo.full_name == github.repository
+    runs-on: ubuntu-latest
+    environment: e2e-changed
+    timeout-minutes: 45
+    permissions:
+      contents: read
+      id-token: write
+    services:
+      postgres:
+        image: postgres:16.6
+        env:
+          POSTGRES_USER: litellm
+          POSTGRES_PASSWORD: dbpassword9090
+          POSTGRES_DB: litellm
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd "pg_isready -U litellm"
+          --health-interval 5s
+          --health-timeout 5s
+          --health-retries 10
+    env:
+      DATABASE_HOST: 127.0.0.1
+      DATABASE_PORT: '5432'
+      DATABASE_USER: litellm
+      DATABASE_PASSWORD: dbpassword9090
+      DATABASE_NAME: litellm
+      DATABASE_URL: postgresql://litellm:dbpassword9090@127.0.0.1:5432/litellm
+      E2E_KEYCLOAK_URL: http://127.0.0.1:8081
+      E2E_KEYCLOAK_ADMIN_USER: admin
+      E2E_KEYCLOAK_ADMIN_PASSWORD: e2e-ephemeral-idp-not-a-secret
+      E2E_FIXTURE_MODE: live
+      E2E_PROVIDER_CACHE: '0'
+      E2E_MCP_OAUTH_LIVE: '1'
+      E2E_REQUIRED_TEST_COUNT: '4'
+    steps:
+      - name: Checkout the tested source
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          ref: ${{ github.event.pull_request.head.sha || github.sha }}
+          persist-credentials: false
+
+      - name: Require and materialize the upstream login
+        env:
+          STORAGE_STATE: ${{ secrets.E2E_LINEAR_STORAGE_STATE_B64 }}
+        run: |
+          umask 077
+          python3 - <<'PY'
+          import base64
+          import json
+          import os
+          import secrets
+          from pathlib import Path
+          encoded = os.environ.get("STORAGE_STATE", "")
+          if not encoded:
+              raise SystemExit("E2E_LINEAR_STORAGE_STATE_B64 is required; capture and provision a test-account login")
+          state = json.loads(base64.b64decode(encoded, validate=True))
+          if not isinstance(state, dict) or not state.get("cookies"):
+              raise SystemExit("The captured login must contain browser cookies")
+          directory = Path(os.environ["RUNNER_TEMP"]) / "mcp-oauth-private"
+          directory.mkdir(mode=0o700)
+          path = directory / "linear-state.json"
+          path.write_text(json.dumps(state))
+          with open(os.environ["GITHUB_ENV"], "a") as output:
+              output.write(f"E2E_LINEAR_STORAGE_STATE={path}\n")
+              for name in ("LITELLM_MASTER_KEY", "LITELLM_SALT_KEY"):
+                  value = "sk-e2e-" + secrets.token_hex(24)
+                  print(f"::add-mask::{value}")
+                  output.write(f"{name}={value}\n")
+          PY
+
+      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: '3.13'
+      - uses: ./.github/actions/setup-uv-with-retries
+        with:
+          version: '0.10.9'
+      - uses: ./.github/actions/cache-cargo-build
+      - name: Install the frozen E2E environment
+        run: |
+          .github/scripts/uv_sync_with_retries.sh --frozen --extra proxy --extra proxy-runtime --extra extra_proxy --group ci --group proxy-dev --group e2e-dev
+          uv run --no-sync python scripts/prisma_generate_if_needed.py
+          uv run --no-sync playwright install --with-deps chromium
+
+      - name: Configure license access
+        id: aws
+        uses: aws-actions/configure-aws-credentials@e7f100cf4c008499ea8adda475de1042d6975c7b # v6.2.0
+        with:
+          role-to-assume: ${{ vars.E2E_AWS_ROLE_TO_ASSUME }}
+          aws-region: us-east-1
+          role-session-name: mcp-oauth-${{ github.run_id }}
+          role-duration-seconds: 900
+          output-env-credentials: false
+          output-credentials: true
+      - name: Load the E2E license
+        env:
+          AWS_ACCESS_KEY_ID: ${{ steps.aws.outputs.aws-access-key-id }}
+          AWS_SECRET_ACCESS_KEY: ${{ steps.aws.outputs.aws-secret-access-key }}
+          AWS_SESSION_TOKEN: ${{ steps.aws.outputs.aws-session-token }}
+          AWS_DEFAULT_REGION: us-east-1
+        run: |
+          license="$(aws secretsmanager get-secret-value --secret-id litellm-e2e-changed-license --query SecretString --output text)"
+          test -n "${license}"
+          echo "::add-mask::${license}"
+          echo "LITELLM_LICENSE=${license}" >> "${GITHUB_ENV}"
+
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        with:
+          node-version-file: ui/litellm-dashboard/.nvmrc
+      - name: Build the gateway consent UI at the tested commit
+        run: |
+          cd ui/litellm-dashboard
+          ../../scripts/with_dashboard_node.sh npm ci
+          ../../scripts/with_dashboard_node.sh npm run build
+          mkdir -p ../../litellm/proxy/_experimental/out
+          cp -r out/. ../../litellm/proxy/_experimental/out/
+          find ../../litellm/proxy/_experimental/out -name '*.html' ! -name index.html | while read -r page; do
+            mkdir -p "${page%.html}"
+            mv "${page}" "${page%.html}/index.html"
+          done
+
+      - name: Prepare the isolated database and IdP
+        run: |
+          umask 077
+          bash .github/e2e-stack/start-idp.sh
+          uv run --no-sync python migrations/run.py > "${RUNNER_TEMP}/mcp-oauth-private/migrations.log" 2>&1
+
+      - name: Run every required OAuth variant without retries
+        run: |
+          umask 077
+          uv run --no-sync pytest -c tests/e2e/pytest.ini tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
+            --rootdir=. --reruns 0 --tb=short -o junit_family=xunit1 \
+            --junitxml="${RUNNER_TEMP}/mcp-oauth-private/results.xml" \
+            > "${RUNNER_TEMP}/mcp-oauth-private/pytest.log" 2>&1
+      - name: Report JUnit results and reject skipped or missing cases
+        if: always()
+        run: |
+          uv run --no-sync python .github/e2e-stack/assert_tests_ran.py \
+            "${RUNNER_TEMP}/mcp-oauth-private/results.xml" tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
+      - name: Remove private login and logs
+        if: always()
+        run: |
+          docker rm -f e2e-keycloak >/dev/null 2>&1 || true
+          rm -rf "${RUNNER_TEMP}/mcp-oauth-private"
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index 5ae0863baf0..707566c0333 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -226,3 +226,31 @@ def test_an_unusable_secret_is_named_without_printing_its_value(
     assert unprintable not in result.stderr
     assert result.stdout == ""
     assert not env_path.exists()
+
+
+@pytest.mark.parametrize("phase", ("setup", "call", "teardown"))
+def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Path, phase: str) -> None:
+    suite: Final = ET.Element("testsuite")
+    case: Final = ET.SubElement(suite, "testcase", file=SELECTED[0])
+    private: Final = "private-token-in-exception-message"
+    failure: Final = ET.SubElement(case, "failure", message=private)
+    failure.text = private
+    properties: Final = ET.SubElement(case, "properties")
+    for name, value in (
+        ("oauth_failure_phase", phase),
+        ("oauth_exception_type", "AssertionError"),
+        ("oauth_frame", "oauth_gateway.py:120:start"),
+        ("oauth_frame", f"injected\\n{private}"),
+        ("unrelated_property", private),
+    ):
+        _ = ET.SubElement(properties, "property", name=name, value=value)
+    report: Final = tmp_path / "report.xml"
+    ET.ElementTree(suite).write(report)
+    result: Final = subprocess.run(
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
+    )
+    assert result.returncode == 1
+    assert f"oauth_failure_phase: {phase}" in result.stdout
+    assert "oauth_exception_type: AssertionError" in result.stdout
+    assert "oauth_frame: oauth_gateway.py:120:start" in result.stdout
+    assert private not in result.stdout + result.stderr
diff --git a/tests/e2e/AGENTS.md b/tests/e2e/AGENTS.md
index 8a56e8673c4..9b662e511b8 100644
--- a/tests/e2e/AGENTS.md
+++ b/tests/e2e/AGENTS.md
@@ -14,7 +14,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `quota_management/` - quota enforcement and accounting, one subfolder per behavior: `ratelimit/` (rpm/tpm blocks, window reset, pacing headers on live traffic), `budgets/` (budget definition, enforcement, and reset windows: key, team, tag, soft, multi-window), and `spend_tracking/` (spend logging and cost attribution on `/spend/*`)
 - `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials (API surface; not Playwright)
 - `a2a/` - the A2A (agent-to-agent) surface: admin registration via `/v1/agents`, proxy-fronted card discovery at `/.well-known/agent-card.json`, and JSON-RPC `message/send` invocation, driving agents backed by the litellm completion bridge (a real provider) and asserting protocol-version normalization (0.3 vs 1.0)
-- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion lists and executes the server's tools with the stored per-user token
+- `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions` in `test_mcp_chat_completion_oauth_e2e.py` and direct MCP protocol operations in `test_mcp_oauth_happy_path_e2e.py`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion or protocol call lists and executes the server's tools with the stored per-user token
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
 - `router/` - routing and reliability behavior (fallbacks, cooldowns) plus the memory regression test (`test_reliability_memory_e2e.py`: a few hundred failing requests with retries and fallbacks must not grow proxy RSS past a fixed budget nor store a request snapshot past a fixed size, the release-gate check for the v1.100.0 retry-breadcrumb leak)
@@ -26,14 +26,14 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 
 ## MCP suite: real Datadog only
 
-Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
+Every test under `tests/e2e/mcp/` must exercise the proxy against the real Datadog remote MCP server, except the two Linear OAuth tests `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Do not add a compose service, FastMCP fixture, mock upstream, or any other fake MCP host for this suite
 
 - Register via `register_datadog_mcp` in `tests/e2e/mcp/datadog_mcp.py` (or extend that helper if you need a different `toolsets=` / `allowed_tools` slice of the same Datadog endpoint). That posts `/v1/mcp/server` with `url=datadog_mcp_url(...)` and static headers `DD-API-KEY` / `DD-APPLICATION-KEY` from the process env
 - Auth is Datadog's documented CI/header path, not a browser OAuth authorize/token dance. Hard-fail when `DD_API_KEY` or `DD_APP_KEY` is missing (`assert_dd_mcp_creds`); never skip for a missing fake upstream
 - Prefer calling real Datadog tools that prove the product path (e.g. `search_datadog_logs` for list/call and permission denials). Seed a unique marker (`e2e-datadog-mcp-*`) in a chat completion when you need a log the tool can find; dual-read with `dd_logs` from conftest when delivery matters
 - Delete the MCP server (and any keys) through `resources.defer` the same way every other suite tears down
 - If a new MCP behavior cannot be covered with Datadog's tool surface, say so in the PR and get agreement before inventing another upstream; the default is always Datadog
-- The one standing exception is `test_mcp_chat_completion_oauth_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so it cannot exercise gateway-managed OAuth or per-user token seeding in any form. That test drives a real Linear MCP server instead; it is still a real remote upstream, so the no-mock, no-fixture rule above holds unchanged
+- The two standing exceptions are `test_mcp_chat_completion_oauth_e2e.py` and `test_mcp_oauth_happy_path_e2e.py`. Datadog authenticates with the static `DD-API-KEY` / `DD-APPLICATION-KEY` headers and exposes no authorize/token dance at all, so these tests drive a real Linear MCP server instead; they are still real remote upstreams, so the no-mock, no-fixture rule above holds unchanged. The direct OAuth test also uses the existing live provider edge to inspect forwarded headers without replay, and owns a separate source-built gateway for cold restarts
 
 ## Lay the pattern down in a class
 
@@ -152,7 +152,7 @@ MCPs - endpoint features with the protocol op as the variant
 mcp.<operation>.<auth_family>.<assertion>
   operation   : list_tools | call_tool | list_resources | read_resource | list_prompts | get_prompt
   auth_family : none | api_key | bearer | oauth
-  assertion   : succeeds | denied_without_permission
+  assertion   : succeeds | denied_without_permission | persists_across_processes
   e.g.  mcp.call_tool.oauth.succeeds
 ```
 
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 2afcc563824..6c3dc4d0bd1 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -248,3 +248,56 @@ The semantic header set is `content-type`, `accept`, `anthropic-version`, `anthr
 Excluded transport and telemetry headers are `host`, `content-length`, `connection`, `accept-encoding`, `user-agent`, `traceparent`, `tracestate`, `x-request-id`, `x-client-request-id` and `x-stainless-*`. Inbound transfer-encoding is unsupported; send JSON with content-length framing. The destination represents host identity and the relay carries original body bytes. Replay does not verify credentials, SDK timeout/retry behavior, transport performance, model availability or stateful remote IDs. Live relay uses original request bytes and header values, never the stored identity
 
 Strict replay harness regression tests live in `tests/code_coverage_tests/test_provider_replay_harness.py`. The CircleCI `provider_replay_harness` job runs them alongside the existing legacy harness files with `--noconftest -o pythonpath=tests/e2e`; they need only synthetic HTTP providers and temporary fixture storage
+
+
+## MCP OAuth happy path
+
+`test_mcp_oauth_happy_path_e2e.py` runs one shared scenario with four variants:
+aggregate gateway SSO and explicitly configured per-server JWT, each directly
+against Linear and through the live provider edge. The edge forwards to real
+Linear without replay and compares the forwarded bearer to the encrypted
+canonical user/server credential. This observes the forwarding boundary, not
+Linear's internal logs. Direct variants independently exercise discovery
+
+Use the existing database preparation, Prisma generation and Keycloak setup.
+Build and stage the dashboard from the tested checkout as in the UI runner.
+Provide `DATABASE_URL`, `LITELLM_MASTER_KEY`, `LITELLM_SALT_KEY`, `LITELLM_LICENSE`,
+and the `E2E_KEYCLOAK_*` settings. Capture a test-account Linear login using
+`mcp/linear_session_capture.py` and set `E2E_LINEAR_STORAGE_STATE` to that private
+file. The test workspace must contain a team. Do not publish browser state or
+raw test/proxy output
+
+```bash
+E2E_MCP_OAUTH_LIVE=1 E2E_FIXTURE_MODE=live E2E_PROVIDER_CACHE=0 \
+  uv run --no-sync pytest tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py \
+  --rootdir=. --reruns 0
+```
+
+The test starts and restarts its own source-built proxy on a free loopback port,
+retaining its database and SSO client but no Redis or process-local cache. It
+does not restart an existing proxy or clear shared databases. Gateway login,
+consent, immediate list/call and post-restart reconnect must all succeed. The
+aggregate client never injects a gateway header; the explicitly labeled JWT
+variant configures `x-litellm-api-key` for the first consent and reconnects with
+only its gateway JWT after restart
+
+`.github/workflows/test-mcp-oauth-e2e.yml` automatically requests a run for
+same-repository pull requests changing MCP, gateway authentication/SSO, consent
+UI, dependencies or the relevant E2E harness/workflow paths. It retains manual
+`workflow_dispatch` for targeted verification. The four cases run in the
+protected `e2e-changed` environment after its normal deployment approval;
+reviewers should approve and inspect this separate OAuth check when it appears.
+Fork pull requests do not run this credentialed job; use a reviewed
+same-repository branch for their verification. The workflow's path-filtered
+check is not configured here as a globally required branch-protection check.
+Provision `E2E_LINEAR_STORAGE_STATE_B64` as a secret there and retain the existing E2E license/AWS role configuration. A missing or
+expired session fails the job; collection, deselection and skips are not passes.
+The generic changed-test job excludes this file because it requires an owned
+proxy and consent UI. No LLM call is needed
+
+Coverage remains limited to authorization-code OAuth over HTTP. M2M, OBO,
+PKCE passthrough, static/BYOK, ID-JAG, forwarding, SigV4 and stdio are outside this
+scenario; consult the registry and LIT-3559 for their existing coverage and gaps.
+LIT-4506 owns broader isolation/failure regressions. LIT-7737 retains ownership
+of dependency/Python compatibility and its matrix; this test reuses its delivered
+environment and does not change dependency constraints or compatibility gates
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index e83827fac74..b0904e39a1f 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -17,6 +17,7 @@ import functools
 import os
 from collections.abc import Generator, Iterator
 from datetime import datetime, timezone
+from pathlib import Path
 from types import MappingProxyType
 from typing import Final
 
@@ -28,6 +29,7 @@ from e2e_config import (
     FIXTURE_DIR,
     FIXTURE_MODE_RAW,
     MANAGED_FILES_OPT_IN_ENV,
+    MCP_OAUTH_LIVE_OPT_IN_ENV,
     PROMPT_CACHING_OPT_IN_ENV,
     PROXY_BASE_URL,
     REDIS_CHAOS_OPT_IN_ENV,
@@ -56,6 +58,7 @@ OPT_IN_MARKERS: Final = MappingProxyType(
         "prompt_caching_stack": PROMPT_CACHING_OPT_IN_ENV,
         "redis_chaos": REDIS_CHAOS_OPT_IN_ENV,
         "cli_determinism": CLI_DETERMINISM_OPT_IN_ENV,
+        "mcp_oauth_live": MCP_OAUTH_LIVE_OPT_IN_ENV,
     }
 )
 
@@ -132,6 +135,11 @@ def pytest_configure(config: pytest.Config) -> None:
         "redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from "
         "gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set",
     )
+    config.addinivalue_line(
+        "markers",
+        "mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless "
+        "E2E_MCP_OAUTH_LIVE is set",
+    )
 
 
 def pytest_sessionstart(session: pytest.Session) -> None:
@@ -213,6 +221,8 @@ def pytest_runtest_setup(item: pytest.Item) -> None:
     LIVE_PROVIDER_REQUIRED.set(item.get_closest_marker("provider_live") is not None)
     if item.get_closest_marker("e2e") is None:
         return
+    if isinstance(item, pytest.Function) and "oauth_gateway" in item.fixturenames:
+        return
     reason = _proxy_fail_reason()
     if reason is not None:
         pytest.fail(reason)
@@ -236,6 +246,13 @@ def pytest_runtest_makereport(
     """Stash the call-phase outcome so teardown can tell a passed test from a
     failed one without re-deriving it."""
     report = yield
+    if item.get_closest_marker("mcp_oauth_live") is not None and call.excinfo is not None:
+        # Publish code locations only, never exception messages, source text or locals.
+        item.user_properties.append(("oauth_failure_phase", report.when))
+        item.user_properties.append(("oauth_exception_type", call.excinfo.type.__name__))
+        for entry in call.excinfo.traceback:
+            item.user_properties.append(("oauth_frame", f"{Path(entry.path).name}:{entry.lineno + 1}:{entry.name}"))
+        report.user_properties = list(item.user_properties)
     if report.when == "call":
         item.stash[_CALL_PASSED] = report.passed
     return report
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
index 85ace835144..1cdeac7b77f 100644
--- a/tests/e2e/coverage_registry/mcp.yaml
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -71,6 +71,14 @@
   assertions: [succeeds]
   source: "db.py user_oauth_credential lookup"
   rationale: OAuth2 token passthrough; per-user credential storage
+- id: mcp.call_tool.oauth.persists_across_processes
+  module: mcp
+  tier: P1
+  operation: call_tool
+  auth_family: oauth
+  assertions: [persists_across_processes]
+  source: "outbound_credentials/per_user_oauth_store.py V2PerUserTokenStore"
+  rationale: Stored per-user token survives a verified restart of an owned gateway with no Redis cache
 - id: mcp.list_tools.none.succeeds
   module: mcp
   tier: P1
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 11c52d1398c..a79c158f9c4 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -52,6 +52,7 @@ CHEAP_OPENAI_MODEL = os.environ.get("E2E_CHEAP_OPENAI_MODEL", "gpt-5.5")
 
 LINEAR_MCP_URL = os.environ.get("E2E_LINEAR_MCP_URL", "https://mcp.linear.app/mcp")
 LINEAR_STORAGE_STATE = os.environ.get("E2E_LINEAR_STORAGE_STATE", "")
+LINEAR_READONLY_TOOL: Final = "list_teams"  # as listed by tools/list on mcp.linear.app when PR #33787 landed
 
 # Jaeger query API of the compose stack's OTEL trace destination (the `jaeger`
 # service in docker-compose.yml maps it to host 16686). Trace-completeness tests
@@ -144,6 +145,7 @@ MANAGED_FILES_OPT_IN_ENV = "E2E_MANAGED_FILES_STACK"
 PROMPT_CACHING_OPT_IN_ENV = "E2E_PROMPT_CACHING_STACK"
 REDIS_CHAOS_OPT_IN_ENV = "E2E_REDIS_CHAOS"
 CLI_DETERMINISM_OPT_IN_ENV = "E2E_CLI_DETERMINISM"
+MCP_OAUTH_LIVE_OPT_IN_ENV: Final = "E2E_MCP_OAUTH_LIVE"
 ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
diff --git a/tests/e2e/idp.py b/tests/e2e/idp.py
index 2dc7c2ad71b..a89a036baeb 100644
--- a/tests/e2e/idp.py
+++ b/tests/e2e/idp.py
@@ -435,7 +435,7 @@ def _signal_process_group(process_id: int, signum: int) -> bool:
     return True
 
 
-def _stop_process_group(child: subprocess.Popen[bytes]) -> None:
+def stop_process_group(child: subprocess.Popen[bytes]) -> None:
     _signal_process_group(child.pid, signal.SIGTERM)
     deadline: Final = time.monotonic() + 5
     while _process_group_exists(child.pid):
@@ -476,7 +476,7 @@ def run_oidc_profile(proxy_url: str, command: list[str]) -> int:
             try:
                 return child.wait()
             finally:
-                _stop_process_group(child)
+                stop_process_group(child)
 
 
 if __name__ == "__main__":
diff --git a/tests/e2e/mcp/oauth_chat_client.py b/tests/e2e/mcp/oauth_chat_client.py
index 763b348b197..0c5c6106259 100644
--- a/tests/e2e/mcp/oauth_chat_client.py
+++ b/tests/e2e/mcp/oauth_chat_client.py
@@ -18,7 +18,7 @@ import asyncio
 import re
 import time
 from dataclasses import dataclass
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Final
 from urllib.parse import parse_qsl
 
 import httpx
@@ -26,11 +26,21 @@ import httpx2
 import pytest
 from e2e_config import PROXY_BASE_URL, REQUEST_TIMEOUT
 from e2e_http import AuthHeaders, NoBody, unwrap
+from idp import Identity
 from mcp import ClientSession
 from mcp.client.auth import OAuthClientProvider
 from mcp.client.streamable_http import streamable_http_client
 from mcp.shared.auth import AuthorizationCodeResult, OAuthClientInformationFull, OAuthClientMetadata, OAuthToken
-from models import ChatBody, ChatResponse, McpServerCreateBody, McpServerInfo
+from mcp.types import TextContent
+from models import (
+    ChatBody,
+    ChatResponse,
+    McpOauthUserCredentialStatus,
+    McpServerCreateBody,
+    McpServerInfo,
+    McpServerUserCredentialListResponse,
+    McpServerUserCredentialRow,
+)
 from proxy_client import ProxyClient
 
 if TYPE_CHECKING:
@@ -44,8 +54,8 @@ OAUTH_CLIENT_REDIRECT_URI = "http://127.0.0.1:53682/e2e/callback"
 BROWSER_CONSENT_TIMEOUT = 60.0
 
 
-def _mcp_url(alias: str) -> str:
-    return f"{PROXY_BASE_URL}/{alias}/mcp"
+def _mcp_url(alias: str, base_url: str = PROXY_BASE_URL) -> str:
+    return f"{base_url.rstrip('/')}/{alias}/mcp"
 
 
 class InMemoryTokenStorage:
@@ -69,7 +79,13 @@ class InMemoryTokenStorage:
         self._client_info = client_info
 
 
-async def _browser_follow_authorize(start_url: str, storage_state_path: str) -> tuple[str, str | None]:
+async def _browser_follow_authorize(
+    start_url: str,
+    storage_state_path: str,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
+) -> tuple[str, str | None]:
     """Play the browser's role for a real upstream whose authorize endpoint
     serves an interactive consent page (Linear). A headless Chromium primed
     with a human's saved Linear session opens the gateway authorize URL and
@@ -85,6 +101,9 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
 
     def _note_request(request: object) -> None:
         url = getattr(request, "url", "")
+        host = httpx.URL(url).host
+        if not allow_upstream_consent and (host == "linear.app" or host.endswith(".linear.app")):
+            captured["upstream_consent"] = "seen"
         if url.startswith(OAUTH_CLIENT_REDIRECT_URI) and "url" not in captured:
             captured["url"] = url
 
@@ -96,7 +115,7 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
         context = await browser.new_context(storage_state=storage_state_path)
         await context.route(re.compile(re.escape(OAUTH_CLIENT_REDIRECT_URI) + r".*"), _swallow_redirect)
         page = await context.new_page()
-        page.on("request", _note_request)
+        context.on("request", _note_request)
         page.on("framenavigated", lambda frame: trail.append(frame.url.split("?", 1)[0]))
         await page.goto(start_url, wait_until="domcontentloaded")
         deadline = time.monotonic() + BROWSER_CONSENT_TIMEOUT
@@ -105,8 +124,29 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
                 await page.wait_for_load_state("networkidle", timeout=8000)
             except Exception:  # noqa: BLE001 - a busy consent page never idles; fall through and try to advance it
                 pass
-            if "url" in captured:
+            if "upstream_consent" in captured or "url" in captured:
                 break
+            if await page.locator("#username").count() and identity is not None:
+                await page.locator("#username").fill(identity.username)
+                await page.locator("#password").fill(identity.password)
+                await page.locator("#kc-login").click()
+                continue
+            if "/ui/connect" in page.url and server_alias is not None:
+                card = page.locator("div.cursor-pointer").filter(has=page.get_by_text(server_alias, exact=True))
+                if await card.count() != 1:
+                    await asyncio.sleep(0.5)
+                    continue
+                connect = card.get_by_text("Connect", exact=True)
+                if await connect.count():
+                    await connect.click()
+                    continue
+                if not await card.locator("svg.text-success").count():
+                    await asyncio.sleep(0.5)
+                    continue
+                finish = page.get_by_role("button", name="Finish connecting", exact=True)
+                if await finish.count() and await finish.is_enabled():
+                    await finish.click()
+                    continue
             control = page.locator(
                 'button[name="action"][value="approve"], button:has-text("Authorize"), '
                 'button:has-text("Allow"), button:has-text("@"), a:has-text("@")'
@@ -118,27 +158,44 @@ async def _browser_follow_authorize(start_url: str, storage_state_path: str) ->
         final_url = page.url
         await browser.close()
 
+    # A redirect chain can finish inside goto/networkidle before the loop checks the page.
+    assert "upstream_consent" not in captured, "cold reconnect required upstream consent"
     landing = captured.get("url")
     assert landing is not None, (
         f"consent flow never reached {OAUTH_CLIENT_REDIRECT_URI}; "
         f"final={final_url.split('?', 1)[0]!r}; trail={trail[-6:]}"
     )
     params = dict(parse_qsl(httpx.URL(landing).query.decode()))
-    assert "code" in params, f"client redirect_uri carried no code: {landing}"
+    assert "code" in params, "client redirect_uri carried no authorization code"
     return params["code"], params.get("state")
 
 
-def _oauth_provider(url: str, storage: InMemoryTokenStorage, storage_state_path: str) -> OAuthClientProvider:
+def _oauth_provider(
+    url: str,
+    storage: InMemoryTokenStorage,
+    storage_state_path: str | None,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
+) -> OAuthClientProvider:
     """The SDK's real OAuth machinery (RFC 9728/8414 discovery, RFC 7591 DCR,
     PKCE, token exchange) with the browser leg driven by Playwright against the
     upstream's consent screen."""
     code_holder: dict[str, str | None] = {}  # mutable-ok: hand-off between the two SDK callbacks
 
-    async def redirect_handler(authorize_url: str) -> None:
-        code, state = await _browser_follow_authorize(authorize_url, storage_state_path)
+    async def _reject_redirect(_: str) -> None:
+        raise AssertionError("gateway demanded a fresh upstream consent; stored per-user token was not reused")
+
+    async def _follow_redirect(authorize_url: str) -> None:
+        assert storage_state_path is not None
+        code, state = await _browser_follow_authorize(
+            authorize_url, storage_state_path, identity, server_alias, allow_upstream_consent
+        )
         code_holder["code"] = code
         code_holder["state"] = state
 
+    redirect_handler: Final = _reject_redirect if storage_state_path is None else _follow_redirect
+
     async def callback_handler() -> AuthorizationCodeResult:
         code = code_holder.get("code")
         assert code is not None, "callback_handler ran before the authorize redirect completed"
@@ -167,24 +224,45 @@ class _HeaderInjectingTransport(httpx2.AsyncBaseTransport):
     store the upstream token for from the key on the token exchange, exactly
     like a production MCP host configured with a LiteLLM key header."""
 
-    def __init__(self, inner: httpx2.AsyncBaseTransport, headers: dict[str, str]) -> None:
+    def __init__(self, inner: httpx2.AsyncBaseTransport, headers: dict[str, str], gateway_url: str) -> None:
         self._inner = inner
         self._headers = headers
+        self._gateway_url = httpx2.URL(gateway_url)
+
+    @staticmethod
+    def _port(url: httpx2.URL) -> int | None:
+        if url.port is not None:
+            return url.port
+        return {"http": 80, "https": 443}.get(url.scheme)
 
     async def handle_async_request(self, request: httpx2.Request) -> httpx2.Response:
-        for name, value in self._headers.items():
-            if name not in request.headers:
-                request.headers[name] = value
+        same_origin: Final = (
+            request.url.scheme == self._gateway_url.scheme
+            and request.url.host == self._gateway_url.host
+            and self._port(request.url) == self._port(self._gateway_url)
+        )
+        if same_origin:
+            for name, value in self._headers.items():
+                if name not in request.headers:
+                    request.headers[name] = value
+        else:
+            for name, value in self._headers.items():
+                if request.headers.get(name) == value:
+                    del request.headers[name]
         return await self._inner.handle_async_request(request)
 
+    async def aclose(self) -> None:
+        await self._inner.aclose()
 
-def _oauth_http_client(headers: dict[str, str], auth: OAuthClientProvider) -> httpx2.AsyncClient:
+
+def _oauth_http_client(
+    headers: dict[str, str], auth: OAuthClientProvider, gateway_url: str = PROXY_BASE_URL
+) -> httpx2.AsyncClient:
     return httpx2.AsyncClient(
-        headers=headers,
         auth=auth,
         timeout=httpx2.Timeout(REQUEST_TIMEOUT),
         follow_redirects=True,
-        transport=_HeaderInjectingTransport(httpx2.AsyncHTTPTransport(), headers),
+        transport=_HeaderInjectingTransport(httpx2.AsyncHTTPTransport(), headers, gateway_url),
     )
 
 
@@ -199,6 +277,43 @@ async def _seed_via_dance(
                 return tuple(sorted(tool.name for tool in listed.tools))
 
 
+@dataclass(frozen=True, slots=True)
+class OauthToolRun:
+    tools: tuple[str, ...]
+    is_error: bool
+    text: str
+
+
+async def _list_and_call(
+    url: str,
+    headers: dict[str, str],
+    storage: InMemoryTokenStorage,
+    storage_state_path: str | None,
+    tool: str,
+    arguments: dict[str, str],
+    gateway_url: str = PROXY_BASE_URL,
+    identity: Identity | None = None,
+    server_alias: str | None = None,
+    allow_upstream_consent: bool = True,
+) -> OauthToolRun:
+    async with _oauth_http_client(
+        headers,
+        _oauth_provider(url, storage, storage_state_path, identity, server_alias, allow_upstream_consent),
+        gateway_url,
+    ) as http_client:
+        async with streamable_http_client(url, http_client=http_client) as (read, write):
+            async with ClientSession(read, write) as session:
+                await session.initialize()
+                listed: Final = await session.list_tools()
+                result: Final = await session.call_tool(tool, arguments)
+                text: Final = "".join(content.text for content in result.content if isinstance(content, TextContent))
+                return OauthToolRun(
+                    tools=tuple(sorted(tool_item.name for tool_item in listed.tools)),
+                    is_error=result.is_error,
+                    text=text,
+                )
+
+
 @dataclass(frozen=True, slots=True)
 class ChatMcpClient:
     proxy: ProxyClient
@@ -252,6 +367,53 @@ class ChatMcpClient:
             f"last error: {last_error!r}"
         )
 
+    def list_and_call(
+        self,
+        alias: str,
+        headers: dict[str, str],
+        storage: InMemoryTokenStorage,
+        storage_state_path: str | None,
+        tool: str,
+        arguments: dict[str, str],
+        base_url: str = PROXY_BASE_URL,
+        identity: Identity | None = None,
+        allow_upstream_consent: bool = True,
+    ) -> OauthToolRun:
+        return asyncio.run(
+            _list_and_call(
+                f"{base_url.rstrip('/')}/mcp" if identity is not None else _mcp_url(alias, base_url),
+                headers,
+                storage,
+                storage_state_path,
+                tool,
+                arguments,
+                base_url,
+                identity,
+                alias,
+                allow_upstream_consent,
+            )
+        )
+
+    def server_user_credentials(self, server_id: str) -> tuple[McpServerUserCredentialRow, ...]:
+        return unwrap(
+            self.proxy.transport.get(
+                f"/v1/mcp/server/{server_id}/user-credentials",
+                headers=self.proxy.transport.master,
+                params=NoBody(),
+                response_type=McpServerUserCredentialListResponse,
+            )
+        ).root
+
+    def revoke_user_token(self, server_id: str, headers: AuthHeaders) -> None:
+        _ = unwrap(
+            self.proxy.transport.delete(
+                f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                headers=headers,
+                json=NoBody(),
+                response_type=McpOauthUserCredentialStatus,
+            )
+        )
+
     def chat_with_mcp(self, headers: AuthHeaders, body: ChatBody) -> ChatResponse:
         """POST /chat/completions carrying the LiteLLM key in `headers` (either
         ingress form) with an MCP server attached in `body.tools`. The gateway
diff --git a/tests/e2e/mcp/oauth_gateway.py b/tests/e2e/mcp/oauth_gateway.py
new file mode 100644
index 00000000000..82bb5f7ba0b
--- /dev/null
+++ b/tests/e2e/mcp/oauth_gateway.py
@@ -0,0 +1,198 @@
+"""An owned, source-built OAuth gateway with cold restarts and credential observations.
+
+Only this child process is restarted. Its database and SSO client survive while
+its process-local caches do not; Redis is deliberately absent from its config.
+The optional live edge measures headers without recording credentials or bodies.
+"""
+
+from __future__ import annotations
+
+import os
+import socket
+import subprocess
+import sys
+import threading
+import time
+from collections.abc import Callable, Mapping
+from contextlib import ExitStack
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Final
+
+import psycopg
+from e2e_http import NoBody
+from idp import Keycloak, stop_process_group
+from proxy_client import ProxyClient, build_proxy_client
+from psycopg.rows import class_row
+from pydantic import BaseModel, SecretStr, TypeAdapter, ValidationError
+
+INHERITED_ENV_PREFIXES: Final = ("REDIS_", "MICROSOFT_", "GOOGLE_", "GENERIC_", "PROXY_")
+
+
+class StoredOAuth(BaseModel):
+    type: str
+    access_token: SecretStr
+
+
+@dataclass(frozen=True, slots=True)
+class CredentialRow:
+    credential_b64: str = field(repr=False)
+
+
+def stored_oauth(user_id: str, server_id: str) -> StoredOAuth:
+    """Read the encrypted credential because management APIs omit the plaintext token."""
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
+
+    with psycopg.Connection[CredentialRow].connect(
+        os.environ["DATABASE_URL"], row_factory=class_row(CredentialRow)
+    ) as conn:
+        row: Final = conn.execute(
+            'SELECT credential_b64 FROM "LiteLLM_MCPUserCredentials" WHERE user_id = %s AND server_id = %s',
+            (user_id, server_id),
+        ).fetchone()
+    assert row is not None, "canonical user/server has no persisted credential"
+    plaintext: Final = decrypt_value_helper(
+        row.credential_b64, "e2e_mcp_oauth", exception_type="debug", return_original_value=False
+    )
+    assert plaintext is not None, "persisted credential must decrypt with the gateway salt"
+    assert plaintext != row.credential_b64, "persisted credential must be encrypted"
+    try:
+        credential: Final = StoredOAuth.model_validate_json(plaintext)
+    except ValidationError:
+        raise AssertionError("decrypted credential is not an OAuth payload") from None
+    assert credential.type == "oauth2"
+    assert bool(credential.access_token.get_secret_value()), "stored upstream token is empty"
+    return credential
+
+
+class RpcMethod(BaseModel):
+    method: str = ""
+
+
+@dataclass(slots=True)
+class OAuthObservation:
+    gateway_token: str = field(default="", repr=False)
+    _seen: tuple[tuple[str, str, bool], ...] = field(default=(), init=False, repr=False)
+    _lock: threading.Lock = field(default_factory=threading.Lock, init=False, repr=False)
+
+    def observe(self, url: str, headers: Mapping[str, str], body: bytes | None) -> None:
+        if body is None or not url.endswith("/mcp"):
+            return
+        try:
+            operation: Final = RpcMethod.model_validate_json(body).method
+        except ValidationError:
+            return
+        if operation not in ("tools/list", "tools/call"):
+            return
+        received: Final = headers.get("authorization", "")
+        gateway_leaked: Final = any(
+            value in (self.gateway_token, f"Bearer {self.gateway_token}") for value in headers.values()
+        )
+        with self._lock:
+            self._seen = (*self._seen, (operation, received, gateway_leaked))
+
+    def assert_forwarded(self, expected: StoredOAuth) -> None:
+        with self._lock:
+            snapshot: Final = self._seen
+            self._seen = ()
+        assert {item[0] for item in snapshot} == {"tools/list", "tools/call"}, "missing upstream observations"
+        expected_header: Final = f"Bearer {expected.access_token.get_secret_value()}"
+        assert all(item[1] == expected_header for item in snapshot), "upstream bearer did not match the stored token"
+        assert all(not item[2] for item in snapshot), "gateway bearer leaked to the upstream"
+
+
+def available_port() -> int:
+    with socket.socket() as listener:
+        listener.bind(("127.0.0.1", 0))
+        return TypeAdapter(tuple[str, int]).validate_python(listener.getsockname())[1]
+
+
+@dataclass(slots=True)
+class OAuthGateway:
+    base_url: str
+    proxy: ProxyClient
+    _environment: Mapping[str, str] = field(repr=False)
+    _command: tuple[str, ...] = field(repr=False)
+    _log_path: Path
+    _child: subprocess.Popen[bytes] | None = field(default=None, init=False, repr=False)
+
+    def start(self) -> None:
+        with self._log_path.open("ab") as log:
+            self._child = subprocess.Popen(
+                self._command,
+                env=self._environment,
+                stdout=log,
+                stderr=log,
+                start_new_session=True,
+            )
+        deadline: Final = time.monotonic() + 120
+        while time.monotonic() < deadline:
+            assert self._child.poll() is None, "owned OAuth gateway exited; inspect its private log"
+            result = self.proxy.transport.probe("/health/liveliness", params=NoBody())
+            if result.status_code == 200:
+                return
+            time.sleep(0.5)
+        raise AssertionError("owned OAuth gateway did not become ready")
+
+    def stop(self) -> None:
+        if self._child is not None:
+            stop_process_group(self._child)
+            assert self._child.poll() is not None, "old gateway process is still alive"
+
+    def restart(self) -> None:
+        assert self._child is not None
+        previous: Final = self._child.pid
+        self.stop()
+        self.start()
+        assert self._child.pid != previous, "gateway restart did not create a new process"
+
+
+def owned_gateway(idp: Keycloak, directory: Path, cleanup: ExitStack) -> OAuthGateway:
+    for name in ("DATABASE_URL", "LITELLM_LICENSE", "LITELLM_SALT_KEY", "LITELLM_MASTER_KEY"):
+        assert os.environ.get(name), f"{name} is required for the owned OAuth gateway"
+    port: Final = available_port()
+    base_url: Final = f"http://127.0.0.1:{port}"
+
+    def defer(callback: Callable[[], object]) -> None:
+        cleanup.callback(callback)
+
+    browser: Final = idp.browser_client(callback_url=f"{base_url}/sso/callback", defer=defer)
+    config: Final = directory / "oauth-gateway.yaml"
+    config.write_text(
+        "model_list: []\n"
+        "general_settings:\n"
+        "  master_key: os.environ/LITELLM_MASTER_KEY\n"
+        "  database_url: os.environ/DATABASE_URL\n"
+        "  enable_jwt_auth: true\n"
+        "  litellm_jwtauth:\n"
+        "    user_id_jwt_field: sub\n"
+        "    user_email_jwt_field: email\n"
+        "    team_ids_jwt_field: groups\n"
+        "    user_id_upsert: true\n"
+    )
+    environment: Final = {
+        **{key: value for key, value in os.environ.items() if not key.startswith(INHERITED_ENV_PREFIXES)},
+        **browser.environment(idp.discovery()),
+        "PROXY_BASE_URL": base_url,
+        "JWT_PUBLIC_KEY_URL": idp.jwks_url,
+        "JWT_ISSUER": idp.issuer,
+        "JWT_AUDIENCE": "litellm-e2e",
+        "DISABLE_SCHEMA_UPDATE": "true",
+        "STORE_MODEL_IN_DB": "True",
+        "PYTHONPATH": str(Path(__file__).resolve().parents[3]),
+    }
+    gateway: Final = OAuthGateway(
+        base_url=base_url,
+        proxy=build_proxy_client(
+            base_url=base_url,
+            control_plane_base_url=base_url,
+            replica_urls=(base_url,),
+            master_key=os.environ["LITELLM_MASTER_KEY"],
+        ),
+        _environment=environment,
+        _command=(sys.executable, "-m", "litellm.proxy.proxy_cli", "--config", str(config), "--port", str(port)),
+        _log_path=directory / "oauth-gateway.log",
+    )
+    cleanup.callback(gateway.stop)
+    gateway.start()
+    return gateway
diff --git a/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
new file mode 100644
index 00000000000..c20b73c0d63
--- /dev/null
+++ b/tests/e2e/mcp/test_mcp_oauth_happy_path_e2e.py
@@ -0,0 +1,207 @@
+"""Real OAuth consent, immediate MCP operations and cold-restart persistence.
+
+Aggregate SSO uses the SDK's normal authentication. The per-server variant is
+explicitly a configured two-header client, not an Authorization-only OAuth host.
+The observed variants forward to the same real Linear upstream and compare its
+bearer at the forwarding boundary; direct variants retain unmodified discovery.
+"""
+
+from __future__ import annotations
+
+import os
+from collections.abc import Iterator
+from contextlib import ExitStack
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Literal
+
+import pytest
+from e2e_config import LINEAR_MCP_URL, LINEAR_READONLY_TOOL, LINEAR_STORAGE_STATE, unique_marker
+from e2e_http import AuthHeaders, NoBody, get_external, unwrap
+from idp import Identity, Keycloak
+from lifecycle import ResourceManager
+from models import (
+    McpOauthCredentials,
+    McpServerCreateBody,
+    ObjectPermission,
+    TeamMemberAddBody,
+    TeamMemberEntry,
+    TeamUpdateBody,
+)
+from oauth_chat_client import ChatMcpClient, InMemoryTokenStorage, OauthToolRun, build_chat_client
+from oauth_gateway import OAuthGateway, OAuthObservation, owned_gateway, stored_oauth
+from provider_edge import LiveEdge, start_provider_edge
+from proxy_client import ProxyClient
+from pydantic import BaseModel, ValidationError
+
+pytestmark = [pytest.mark.e2e, pytest.mark.mcp_oauth_live, pytest.mark.provider_live]
+
+
+class OAuthMetadata(BaseModel):
+    authorization_endpoint: str
+    token_endpoint: str
+    registration_endpoint: str
+
+
+class LinearTeam(BaseModel):
+    id: str
+    name: str
+
+
+class LinearTeams(BaseModel):
+    teams: tuple[LinearTeam, ...]
+
+
+def assert_tool_result(run: OauthToolRun, tool: str) -> None:
+    assert tool in run.tools
+    assert run.is_error is False
+    try:
+        result: Final = LinearTeams.model_validate_json(run.text)
+    except ValidationError:
+        raise AssertionError("list_teams did not return the expected teams payload") from None
+    assert result.teams, "the test workspace must contain at least one team"
+    assert all(team.id and team.name for team in result.teams), "team results must contain identifiers and names"
+
+
+@pytest.fixture(scope="module")
+def oauth_gateway(idp: Keycloak, tmp_path_factory: pytest.TempPathFactory) -> Iterator[OAuthGateway]:
+    assert LINEAR_STORAGE_STATE and Path(LINEAR_STORAGE_STATE).is_file(), (
+        "E2E_LINEAR_STORAGE_STATE must name a captured Linear login; see mcp/linear_session_capture.py"
+    )
+    assert os.environ.get("E2E_FIXTURE_MODE", "live") == "live", "OAuth acceptance cannot use replay"
+    with ExitStack() as cleanup:
+        yield owned_gateway(idp, tmp_path_factory.mktemp("mcp-oauth"), cleanup)
+
+
+@pytest.fixture(scope="module")
+def proxy(oauth_gateway: OAuthGateway) -> ProxyClient:
+    return oauth_gateway.proxy
+
+
+@pytest.fixture(scope="module")
+def client(proxy: ProxyClient) -> ChatMcpClient:
+    return build_chat_client(proxy)
+
+
+class TestMcpOauthHappyPath:
+    @pytest.mark.covers("mcp.list_tools.oauth.succeeds")
+    @pytest.mark.covers("mcp.call_tool.oauth.succeeds")
+    @pytest.mark.covers("mcp.call_tool.oauth.persists_across_processes")
+    @pytest.mark.parametrize("route", ("aggregate_sso", "explicit_header_jwt"))
+    @pytest.mark.parametrize("observed", (False, True), ids=("direct", "observed"))
+    def test_consent_list_call_and_cold_restart(
+        self,
+        client: ChatMcpClient,
+        resources: ResourceManager,
+        jwt_identity: Identity,
+        idp: Keycloak,
+        oauth_gateway: OAuthGateway,
+        route: Literal["aggregate_sso", "explicit_header_jwt"],
+        observed: bool,
+    ) -> None:
+        alias: Final = f"e2elinear{unique_marker()}"
+        tool: Final = f"{alias}-{LINEAR_READONLY_TOOL}"
+        token: Final = idp.access_token(jwt_identity)
+        observation: Final = OAuthObservation(gateway_token=token)
+        edge: Final = (
+            start_provider_edge(
+                LiveEdge(observe_request=observation.observe),
+                mounts=MappingProxyType(
+                    {"linear": "https://mcp.linear.app", ".well-known": "https://mcp.linear.app/.well-known"}
+                ),
+            )
+            if observed
+            else None
+        )
+        if edge is not None:
+            resources.defer(edge.shutdown)
+        metadata: Final = (
+            unwrap(
+                get_external(
+                    "https://mcp.linear.app/.well-known/oauth-authorization-server",
+                    response_type=OAuthMetadata,
+                )
+            )
+            if observed
+            else None
+        )
+        created: Final = client.create_server(
+            McpServerCreateBody(
+                alias=alias,
+                server_name=alias,
+                url=f"{edge.edge.api_base('linear')}/mcp" if edge is not None else LINEAR_MCP_URL,
+                transport="http",
+                allow_all_keys=False,
+                auth_type="oauth2",
+                oauth2_flow="authorization_code",
+                per_server_oauth_discovery=route == "explicit_header_jwt",
+                authorization_url=metadata.authorization_endpoint if metadata else None,
+                token_url=metadata.token_endpoint if metadata else None,
+                registration_url=metadata.registration_endpoint if metadata else None,
+                credentials=McpOauthCredentials(upstream_resource=LINEAR_MCP_URL) if observed else None,
+            )
+        )
+        resources.defer(lambda: client.delete_server(created.server_id))
+        assert client.server_user_credentials(created.server_id) == (), (
+            "scenario must start without upstream credentials"
+        )
+        unwrap(
+            client.proxy.transport.post(
+                "/team/member_add",
+                headers=client.proxy.transport.master,
+                json=TeamMemberAddBody(
+                    team_id=jwt_identity.group, member=TeamMemberEntry(user_id=jwt_identity.user_id, role="user")
+                ),
+                response_type=NoBody,
+            )
+        )
+        client.proxy.update_team(
+            TeamUpdateBody(
+                team_id=jwt_identity.group,
+                object_permission=ObjectPermission(mcp_servers=[created.server_id]),
+            )
+        )
+        headers: Final = {"x-litellm-api-key": f"Bearer {token}"} if route == "explicit_header_jwt" else {}
+        resources.defer(
+            lambda: client.revoke_user_token(
+                created.server_id,
+                AuthHeaders(authorization=f"Bearer {idp.access_token(jwt_identity)}"),
+            )
+        )
+        identity: Final = jwt_identity if route == "aggregate_sso" else None
+        first: Final = client.list_and_call(
+            alias,
+            headers,
+            InMemoryTokenStorage(),
+            LINEAR_STORAGE_STATE,
+            tool,
+            {},
+            base_url=oauth_gateway.base_url,
+            identity=identity,
+        )
+        assert_tool_result(first, tool)
+        credentials: Final = client.server_user_credentials(created.server_id)
+        assert len(credentials) == 1
+        assert credentials[0].user_id == jwt_identity.user_id
+        assert credentials[0].credential_type == "oauth2"
+        first_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
+        if observed:
+            observation.assert_forwarded(first_stored_oauth)
+        oauth_gateway.restart()
+        fresh_token: Final = idp.access_token(jwt_identity)
+        observation.gateway_token = fresh_token
+        second: Final = client.list_and_call(
+            alias,
+            {"Authorization": f"Bearer {fresh_token}"} if identity is None else {},
+            InMemoryTokenStorage(),
+            LINEAR_STORAGE_STATE if identity is not None else None,
+            tool,
+            {},
+            base_url=oauth_gateway.base_url,
+            identity=identity,
+            allow_upstream_consent=False,
+        )
+        assert_tool_result(second, tool)
+        second_stored_oauth: Final = stored_oauth(jwt_identity.user_id, created.server_id)
+        if observed:
+            observation.assert_forwarded(second_stored_oauth)
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 9f49c5974d0..4b202e3c663 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -192,7 +192,7 @@ class ImageUrl(BaseModel):
 class TextContentPart(BaseModel):
     type: str = "text"
     text: str
-    cache_control: "CacheControl | None" = None
+    cache_control: CacheControl | None = None
 
 
 class ImageContentPart(BaseModel):
@@ -572,6 +572,10 @@ class McpInfo(BaseModel):
     logo_url: str | None = None
 
 
+class McpOauthCredentials(BaseModel):
+    upstream_resource: str
+
+
 class McpServerCreateBody(BaseModel):
     """POST /v1/mcp/server. For a gateway-managed OAuth server, `auth_type` is
     `oauth2` and `oauth2_flow` is `authorization_code`; the upstream endpoints
@@ -584,8 +588,11 @@ class McpServerCreateBody(BaseModel):
     allow_all_keys: bool = True
     auth_type: str | None = None
     oauth2_flow: Literal["client_credentials", "authorization_code"] | None = None
+    per_server_oauth_discovery: bool | None = None
     authorization_url: str | None = None
     token_url: str | None = None
+    registration_url: str | None = None
+    credentials: McpOauthCredentials | None = None
     server_name: str | None = None
     description: str | None = None
     mcp_info: McpInfo | None = None
@@ -625,6 +632,26 @@ class McpServerListResponse(RootModel[list[McpServerRow]]):
     """GET /v1/mcp/server answers with a bare array of servers."""
 
 
+class McpServerUserCredentialRow(BaseModel):
+    user_id: str
+    credential_type: Literal["oauth2", "byok"]
+    expires_at: str | None = None
+    connected_at: str | None = None
+    updated_at: str
+
+
+class McpServerUserCredentialListResponse(RootModel[tuple[McpServerUserCredentialRow, ...]]):
+    """GET /v1/mcp/server/{server_id}/user-credentials answers with a bare array."""
+
+
+class McpOauthUserCredentialStatus(BaseModel):
+    server_id: str
+    has_credential: bool
+    expires_at: str | None = None
+    is_expired: bool = False
+    connected_at: str | None = None
+
+
 class ToolsetTool(BaseModel):
     server_id: str
     tool_name: str
@@ -1172,8 +1199,9 @@ class TeamNewResponse(BaseModel):
 
 class TeamUpdateBody(BaseModel):
     team_id: str
-    team_alias: str
+    team_alias: str | None = None
     models: list[str] | None = None
+    object_permission: ObjectPermission | None = None
 
 
 class TeamInfoParams(BaseModel):
diff --git a/tests/e2e/provider_edge.py b/tests/e2e/provider_edge.py
index 7bbb1375623..136b00208f7 100644
--- a/tests/e2e/provider_edge.py
+++ b/tests/e2e/provider_edge.py
@@ -46,7 +46,7 @@ import os
 import re
 import threading
 from collections import deque
-from collections.abc import Generator, Mapping, Sequence
+from collections.abc import Callable, Generator, Mapping, Sequence
 from contextlib import closing, contextmanager
 from dataclasses import dataclass, field, replace
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
@@ -538,7 +538,7 @@ class ReplayEdge:
 
 @dataclass(frozen=True, slots=True)
 class LiveEdge:
-    pass
+    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None
 
 
 type EdgeBackend = RecordEdge | ReplayEdge | LiveEdge | CacheEdge
@@ -787,10 +787,13 @@ def _handle_record(
 def _handle_live(
     method: str, url: str, headers: Mapping[str, str], body: bytes | None, timeout: float,
     cache: CacheEdge | None = None, mount: str = "", test_key: str | None = None,
+    observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None,
 ) -> EdgeOutcome:
     forwarded: Final = {
         name: value for name, value in headers.items() if name.lower() not in _REQUEST_DROPPED_HEADERS
     }
+    if observe_request is not None:
+        observe_request(url, forwarded, body)
     head: Final = (
         forward_stream(method, url, headers=forwarded, body=body, timeout=timeout)
         if cache is None else cache.forward(mount, method, url, forwarded, body, timeout, test_key=test_key)
@@ -868,9 +871,10 @@ def handle_edge_request(
                 method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
                 backend, mount, test_key,
             )
-        case LiveEdge():
+        case LiveEdge(observe_request=observe_request):
             return _handle_live(
-                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout
+                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
+                observe_request=observe_request,
             )
         case RecordEdge():
             return _handle_record(
diff --git a/tests/e2e/proxy_client.py b/tests/e2e/proxy_client.py
index 44d9df5e5c5..c6ede240c3b 100644
--- a/tests/e2e/proxy_client.py
+++ b/tests/e2e/proxy_client.py
@@ -89,6 +89,7 @@ from models import (
     TeamDeleteBody,
     TeamNewBody,
     TeamNewResponse,
+    TeamUpdateBody,
     ToolsetCreateBody,
     ToolsetRow,
     ToolsetUpdateBody,
@@ -871,6 +872,16 @@ class ProxyClient:
             )
         ).team_id
 
+    def update_team(self, body: TeamUpdateBody) -> None:
+        unwrap(
+            self.transport.post(
+                "/team/update",
+                headers=self.transport.master,
+                json=body,
+                response_type=NoBody,
+            )
+        )
+
     def delete_team(self, team_id: str) -> None:
         result = self.transport.post(
             "/team/delete",
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index f9e5995079b..97acb9ec52b 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -12,3 +12,4 @@ markers =
     prompt_caching_stack: needs a proxy running with router_settings.optional_pre_call_checks including prompt_caching; deselected unless E2E_PROMPT_CACHING_STACK is set
     cli_determinism: drives the real claude CLI for several seconds; deselected unless E2E_CLI_DETERMINISM is set
     redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set
+    mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless E2E_MCP_OAUTH_LIVE is set

From a9ad3eaf9548dea95882bc3b71625b511ebf840b Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:25:47 -0700
Subject: [PATCH 133/162] fix(router): add NotFoundErrorRetries so a retry
 policy can pin 404 retries

RetryPolicy had no field for 404s, so any policy that set DefaultRetries made
the router retry every 404 across the pool, including OpenAI's 404 on a missing
response id, which arrives as a BadRequestError whose status_code is 404

NotFoundErrorRetries now governs every answer whose status code is 404 whatever
exception class the mapping picked, ahead of the class walk and DefaultRetries.
A 404 without it still falls back to BadRequestErrorRetries for the
BadRequestError shape and then to DefaultRetries, so existing policies keep
their behavior until the new field is set. The Admin UI retry settings tab
gains a NotFoundError (404) row above the catch-all row

Fixes #36896
---
 litellm/router_utils/get_retry_from_policy.py | 11 +++-
 litellm/types/router.py                       |  1 +
 .../test_get_retry_from_policy.py             | 55 ++++++++++++++++++-
 tests/test_litellm/test_router.py             | 47 ++++++++++++++++
 .../components/ModelRetrySettingsTab.test.tsx | 20 +++++++
 .../components/ModelRetrySettingsTab.tsx      |  1 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  2 +
 7 files changed, 134 insertions(+), 3 deletions(-)

diff --git a/litellm/router_utils/get_retry_from_policy.py b/litellm/router_utils/get_retry_from_policy.py
index ad4a6b0be99..8771d072434 100644
--- a/litellm/router_utils/get_retry_from_policy.py
+++ b/litellm/router_utils/get_retry_from_policy.py
@@ -1,6 +1,7 @@
 """Resolve how many retries a RetryPolicy grants for a given exception."""
 
 from collections.abc import Callable, Mapping
+from itertools import chain
 from types import MappingProxyType
 from typing import Final
 
@@ -28,6 +29,11 @@ _RETRIES_BY_EXCEPTION_TYPE: Final[Mapping[type, Callable[[RetryPolicy], int | No
 )
 
 
+def _retries_for_a_404_answer(exception: Exception, policy: RetryPolicy) -> int | None:
+    status_code: Final = getattr(exception, "status_code", None)
+    return policy.NotFoundErrorRetries if status_code == 404 else None
+
+
 def _resolve_policy(
     retry_policy: RetryPolicy | Mapping[str, int | None] | None,
     model_group: str | None,
@@ -49,13 +55,14 @@ def get_num_retries_from_retry_policy(
     model_group: str | None = None,
     model_group_retry_policy: Mapping[str, RetryPolicy | Mapping[str, int | None]] | None = None,
 ) -> int | None:
-    """Walk the exception's MRO, most specific class first, and return the first configured retry count."""
+    """Prefer NotFoundErrorRetries for any 404 answer, then walk the exception's MRO most specific class first."""
     policy: Final = _resolve_policy(retry_policy, model_group, model_group_retry_policy)
     if policy is None:
         return None
-    configured: Final = (
+    by_class: Final = (
         _RETRIES_BY_EXCEPTION_TYPE[cls](policy) for cls in type(exception).__mro__ if cls in _RETRIES_BY_EXCEPTION_TYPE
     )
+    configured: Final = chain((_retries_for_a_404_answer(exception, policy),), by_class)
     return next((retries for retries in configured if retries is not None), policy.DefaultRetries)
 
 
diff --git a/litellm/types/router.py b/litellm/types/router.py
index adadb053ab2..7fec8be8231 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -109,6 +109,7 @@ class RetryPolicy(BaseModel):
     ContentPolicyViolationErrorRetries: int | None = None
     InternalServerErrorRetries: int | None = None
     ServiceUnavailableErrorRetries: int | None = None
+    NotFoundErrorRetries: int | None = None
     DefaultRetries: int | None = None
 
 
diff --git a/tests/test_litellm/router_utils/test_get_retry_from_policy.py b/tests/test_litellm/router_utils/test_get_retry_from_policy.py
index df157ea5ff7..1f358f477d4 100644
--- a/tests/test_litellm/router_utils/test_get_retry_from_policy.py
+++ b/tests/test_litellm/router_utils/test_get_retry_from_policy.py
@@ -1,6 +1,7 @@
 from types import MappingProxyType
 from typing import Final
 
+import httpx
 import pytest
 
 import litellm
@@ -16,6 +17,7 @@ _EXCEPTION_FOR_FIELD: Final = MappingProxyType(
         "ContentPolicyViolationErrorRetries": litellm.ContentPolicyViolationError,
         "InternalServerErrorRetries": litellm.InternalServerError,
         "ServiceUnavailableErrorRetries": litellm.ServiceUnavailableError,
+        "NotFoundErrorRetries": litellm.NotFoundError,
     }
 )
 
@@ -26,6 +28,17 @@ def _error(exception_type: type[Exception]) -> Exception:
     return exception_type(message="boom", llm_provider="openai", model="gpt-5.6")
 
 
+def _bad_request_answered_with_404() -> litellm.BadRequestError:
+    upstream: Final = httpx.Response(
+        404, request=httpx.Request("GET", "https://api.openai.com/v1/responses/resp_missing")
+    )
+    exception: Final = litellm.BadRequestError(
+        message="Response with id 'resp_missing' not found.", llm_provider="openai", model="gpt-5.6", response=upstream
+    )
+    assert exception.status_code == 404
+    return exception
+
+
 @pytest.mark.parametrize("field", _SPECIFIC_FIELDS)
 def test_every_specific_field_controls_retries_for_its_exception(field: str):
     exception: Final = _error(_EXCEPTION_FOR_FIELD[field])
@@ -66,7 +79,7 @@ def test_subclass_falls_back_to_the_parent_field():
     )
 
 
-@pytest.mark.parametrize("exception_type", (litellm.BadGatewayError, litellm.NotFoundError))
+@pytest.mark.parametrize("exception_type", (litellm.BadGatewayError,))
 def test_default_retries_covers_exceptions_without_a_specific_field(exception_type: type[Exception]):
     exception: Final = _error(exception_type)
 
@@ -86,6 +99,46 @@ def test_specific_field_wins_over_default_retries():
     assert get_num_retries_from_retry_policy(exception=_error(litellm.BadGatewayError), retry_policy=policy) == 0
 
 
+def test_not_found_retries_governs_a_bad_request_error_answered_with_404():
+    exception: Final = _bad_request_answered_with_404()
+
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0)) == 0
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=4)) == 4
+
+
+def test_not_found_retries_wins_over_bad_request_and_default_retries_for_a_404():
+    policy: Final = RetryPolicy(NotFoundErrorRetries=0, BadRequestErrorRetries=5, DefaultRetries=3)
+
+    assert get_num_retries_from_retry_policy(exception=_bad_request_answered_with_404(), retry_policy=policy) == 0
+    assert get_num_retries_from_retry_policy(exception=_error(litellm.NotFoundError), retry_policy=policy) == 0
+
+
+def test_a_404_without_not_found_retries_falls_back_to_bad_request_then_default_retries():
+    exception: Final = _bad_request_answered_with_404()
+
+    assert (
+        get_num_retries_from_retry_policy(
+            exception=exception, retry_policy=RetryPolicy(BadRequestErrorRetries=0, DefaultRetries=3)
+        )
+        == 0
+    )
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(DefaultRetries=3)) == 3
+    assert get_num_retries_from_retry_policy(exception=_error(litellm.NotFoundError), retry_policy=RetryPolicy(DefaultRetries=3)) == 3
+
+
+def test_not_found_retries_leaves_a_plain_400_alone():
+    exception: Final = _error(litellm.BadRequestError)
+    assert exception.status_code == 400
+
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0)) is None
+    assert (
+        get_num_retries_from_retry_policy(
+            exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0, BadRequestErrorRetries=2)
+        )
+        == 2
+    )
+
+
 def test_default_retries_applies_when_the_specific_field_is_unset():
     policy: Final = RetryPolicy(DefaultRetries=2)
 
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index c5ae5d4b151..fde91b25fa5 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -15391,6 +15391,53 @@ async def test_router_retry_policy_controls_upstream_attempt_count(
     assert upstream.call_count == expected_upstream_calls
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "error_body,error_type",
+    [
+        ({"message": "model is down", "type": "server_error"}, litellm.NotFoundError),
+        ({"message": "Response with id 'resp_x' not found.", "type": "invalid_request_error"}, litellm.BadRequestError),
+    ],
+)
+@pytest.mark.parametrize(
+    "retry_policy,expected_upstream_calls",
+    [
+        ({"DefaultRetries": 3}, 4),
+        ({"DefaultRetries": 3, "NotFoundErrorRetries": 0}, 1),
+        ({"NotFoundErrorRetries": 2}, 3),
+    ],
+)
+async def test_router_not_found_retries_governs_every_404_shape(
+    monkeypatch: pytest.MonkeyPatch, retry_policy, expected_upstream_calls, error_body, error_type
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-5.6",
+                "litellm_params": {
+                    "model": "openai/gpt-5.6",
+                    "api_key": "sk-fake",
+                    "api_base": "https://retry-policy.local/v1",
+                },
+            }
+        ],
+        num_retries=2,
+        retry_policy=retry_policy,
+        disable_cooldowns=True,
+    )
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        upstream = respx_mock.post("https://retry-policy.local/v1/chat/completions").mock(
+            return_value=httpx.Response(404, headers={"retry-after": "0"}, json={"error": error_body})
+        )
+        with pytest.raises(error_type) as raised:
+            await router.acompletion(model="gpt-5.6", messages=[{"role": "user", "content": "hi"}])
+
+    assert raised.value.status_code == 404
+    assert upstream.call_count == expected_upstream_calls
+
+
 @pytest.mark.asyncio
 async def test_generic_call_keeps_the_deployment_name_of_an_azure_ai_model_on_an_azure_openai_host(monkeypatch):
     monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
index 14549420623..838d47ff7e5 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
@@ -43,6 +43,26 @@ describe("ModelRetrySettingsTab", () => {
     expect(screen.getByText(/RateLimitError \(429\)/)).toBeInTheDocument();
     expect(screen.getByText(/ContentPolicyViolationError \(400\)/)).toBeInTheDocument();
     expect(screen.getByText(/InternalServerError \(500\)/)).toBeInTheDocument();
+    expect(screen.getByText(/NotFoundError \(404\)/)).toBeInTheDocument();
+  });
+
+  it("should write the NotFoundError row to NotFoundErrorRetries ahead of the catch-all row", () => {
+    const setGlobalRetryPolicy = vi.fn();
+    render(
+      <ModelRetrySettingsTab
+        {...buildProps({
+          selectedModelGroup: "global",
+          globalRetryPolicy: { DefaultRetries: 3 },
+          setGlobalRetryPolicy,
+        })}
+      />,
+    );
+
+    const notFoundInput = screen.getByRole("spinbutton", { name: /NotFoundError \(404\) retry count$/ });
+    fireEvent.change(notFoundInput, { target: { value: "2" } });
+
+    const updater = setGlobalRetryPolicy.mock.calls.at(-1)![0];
+    expect(updater({ DefaultRetries: 3 })).toMatchObject({ DefaultRetries: 3, NotFoundErrorRetries: 2 });
   });
 
   it("should use defaultRetry when globalRetryPolicy is null (global scope)", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
index 069a3f27beb..a61eccbb5a2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
@@ -35,6 +35,7 @@ const retryPolicyMap: Record<string, string> = {
   "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries",
   "InternalServerError (500)": "InternalServerErrorRetries",
   "ServiceUnavailableError (503)": "ServiceUnavailableErrorRetries",
+  "NotFoundError (404)": "NotFoundErrorRetries",
   "All other errors": "DefaultRetries",
 };
 
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 7e725da3f46..94df947eeab 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -36811,6 +36811,8 @@ export interface components {
             DefaultRetries?: number | null;
             /** Internalservererrorretries */
             InternalServerErrorRetries?: number | null;
+            /** Notfounderrorretries */
+            NotFoundErrorRetries?: number | null;
             /** Ratelimiterrorretries */
             RateLimitErrorRetries?: number | null;
             /** Serviceunavailableerrorretries */

From d669dac0121f3cd6a5a890813a9f712aad14c541 Mon Sep 17 00:00:00 2001
From: yassin <yassin@berri.ai>
Date: Sat, 19 Sep 2026 23:25:53 +0000
Subject: [PATCH 134/162] fix(router): skip cooldown for background response
 cost poll 404s

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/router.py                         | 12 ++-
 litellm/router_utils/cooldown_handlers.py | 14 ++++
 tests/test_litellm/test_router.py         | 98 +++++++++++++++++++++++
 3 files changed, 122 insertions(+), 2 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 3f3daaf2eae..05c03dd69f7 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -179,6 +179,7 @@ from litellm.router_utils.cooldown_handlers import (
     _get_cooldown_deployments,
     _set_cooldown_deployments,
     is_advisor_orchestration_failure,
+    is_background_response_cost_poll_failure,
     is_caller_timeout_408,
 )
 from litellm.router_utils.fallback_event_handlers import (
@@ -8137,12 +8138,19 @@ class Router:
                 )
                 return False
 
-            exception_status: Final = getattr(exception, "status_code", "")
-
             # Cache litellm_params to avoid repeated dict lookups
             litellm_params: Final = kwargs.get("litellm_params", {})
             _model_info: Final = litellm_params.get("model_info", {})
 
+            if is_background_response_cost_poll_failure(litellm_params):
+                verbose_router_logger.debug(
+                    "Router: Exiting 'deployment_callback_on_failure' without cooldown. "
+                    "Failure came from the background response cost poll, not the deployment's health."
+                )
+                return False
+
+            exception_status: Final = getattr(exception, "status_code", "")
+
             if is_caller_timeout_408(kwargs, exception_status):
                 verbose_router_logger.debug(
                     "Router: Exiting 'deployment_callback_on_failure' without cooldown. "
diff --git a/litellm/router_utils/cooldown_handlers.py b/litellm/router_utils/cooldown_handlers.py
index 6e6d4c253e9..cda1cca497c 100644
--- a/litellm/router_utils/cooldown_handlers.py
+++ b/litellm/router_utils/cooldown_handlers.py
@@ -20,9 +20,11 @@ from litellm.constants import (
     DEFAULT_COOLDOWN_TIME_SECONDS,
     DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS,
     DEFAULT_FAILURE_THRESHOLD_PERCENT,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
     SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD,
 )
 from litellm.router_utils.cooldown_callbacks import router_cooldown_event_callback
+from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
 
 from .router_callbacks.track_deployment_metrics import (
     get_deployment_failures_for_current_minute,
@@ -62,6 +64,18 @@ def is_advisor_orchestration_failure(exception: BaseException | None) -> bool:
     return bool(getattr(exception, _ADVISOR_ORCHESTRATION_FAILURE_ATTR, False))
 
 
+def is_background_response_cost_poll_failure(litellm_params: Mapping[str, object]) -> bool:
+    """Whether the failed call was the enterprise cost poller reading back a stored background response.
+
+    A provider 404 there means the provider dropped the stored object, not that the deployment is unhealthy.
+    """
+    return any(
+        isinstance(candidate, Mapping)
+        and candidate.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) == BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+        for candidate in (litellm_params.get("metadata"), litellm_params.get("litellm_metadata"))
+    )
+
+
 _EXCEPTION_POLICY_FIELDS: Final[tuple[tuple[type, str], ...]] = (
     # ContentPolicyViolationError subclasses BadRequestError, so it must be checked first.
     (litellm.ContentPolicyViolationError, "ContentPolicyViolationErrorAllowedFails"),
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index c5ae5d4b151..e6037bebabe 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -8779,6 +8779,104 @@ class TestAdvisorSubCallCooldown:
         assert "dep-1" not in self._cooled_down_ids(router)
 
 
+class TestBackgroundResponseCostPollCooldown:
+    def _router(self):
+        return litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-4.1",
+                    "litellm_params": {"model": "openai/gpt-4.1"},
+                    "model_info": {"id": "dep-1"},
+                }
+            ],
+        )
+
+    def _cooled_down_ids(self, router):
+        active = router.cooldown_cache.get_active_cooldowns(model_ids=["dep-1"], parent_otel_span=None)
+        return [entry[0] for entry in active]
+
+    def _not_found(self):
+        return litellm.NotFoundError(
+            message="Response with id 'resp_gone' not found.", llm_provider="openai", model="gpt-4.1"
+        )
+
+    def _deployment_callback_on_failure(self, router, kwargs):
+        import asyncio
+        from datetime import datetime
+
+        async def callback():
+            now = datetime.now()
+            return router.deployment_callback_on_failure(kwargs, None, now, now)
+
+        return asyncio.run(callback())
+
+    def test_untagged_not_found_cools_down_deployment(self):
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {"model_info": {"id": "dep-1"}, "metadata": {}},
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+    def test_cost_poll_not_found_does_not_cool_down_deployment(self):
+        from datetime import datetime
+
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.router_utils.router_callbacks.track_deployment_metrics import (
+            get_deployment_failures_for_current_minute,
+        )
+        from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+
+        router = self._router()
+        now = datetime.now()
+        assert (
+            router.deployment_callback_on_failure(
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {
+                            INTERNAL_CALL_ORIGIN_METADATA_KEY: BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+                        },
+                    },
+                },
+                None,
+                now,
+                now,
+            )
+            is False
+        )
+        assert self._cooled_down_ids(router) == []
+        value = get_deployment_failures_for_current_minute(litellm_router_instance=router, deployment_id="dep-1")
+        assert not value
+
+    def test_other_internal_origin_not_found_still_cools_down_deployment(self):
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.types.utils import AUTOROUTER_CLASSIFIER_CALL_ORIGIN
+
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {INTERNAL_CALL_ORIGIN_METADATA_KEY: AUTOROUTER_CLASSIFIER_CALL_ORIGIN},
+                    },
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+
 class TestCallerTimeoutCooldown:
     """A timeout the caller set (the proxy's `timeout` body field or x-litellm-timeout
     header) comes back as a 408 whatever the deployment's health, so it must neither

From 02736e20cc1713fa233c41e3df415c159bed29a4 Mon Sep 17 00:00:00 2001
From: kerry <kerry@berri.ai>
Date: Sat, 19 Sep 2026 23:33:29 +0000
Subject: [PATCH 135/162] fix(test): repin fireworks fallback cache-read case
 to the 50% default

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 tests/integration/contracts.json                            | 2 +-
 tests/integration/cost_calculation/cost_tracking_cases.json | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index fe7b6dfe7ac..91bf7a1ca18 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -550,7 +550,7 @@
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-input_text]": [
       "quota_management.spend_tracking.cost_matrix.logs_cost"
     ],
-    "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_input_rate]": [
+    "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_half_input_rate]": [
       "quota_management.spend_tracking.cost_matrix.logs_cost"
     ],
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-stream]": [
diff --git a/tests/integration/cost_calculation/cost_tracking_cases.json b/tests/integration/cost_calculation/cost_tracking_cases.json
index 3627774816f..d8b9be3a558 100644
--- a/tests/integration/cost_calculation/cost_tracking_cases.json
+++ b/tests/integration/cost_calculation/cost_tracking_cases.json
@@ -7952,7 +7952,7 @@
       }
     },
     {
-      "name": "fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_input_rate",
+      "name": "fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_half_input_rate",
       "covers": "quota_management.spend_tracking.cost_matrix.logs_cost",
       "model": "fireworks_ai/accounts/fireworks/models/deepseek-v4p1-flash",
       "request": {
@@ -8008,8 +8008,8 @@
         }
       },
       "expected": {
-        "spend": 0.0021672,
-        "input_cost": 0.0019392,
+        "spend": 0.0012456,
+        "input_cost": 0.0010176,
         "output_cost": 0.000228,
         "prompt_tokens": 12928,
         "completion_tokens": 380

From 7966f50c34773cad1eaf586c4b88e8ffdf63bd1d Mon Sep 17 00:00:00 2001
From: kerry <kerry@berri.ai>
Date: Sat, 19 Sep 2026 23:33:29 +0000
Subject: [PATCH 136/162] fix(test): run the all-beta-headers bedrock cases on
 Claude Fable 5.1

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../test_all_beta_headers.py                           |  4 ++--
 .../test_config.yaml                                   | 10 ++++++++++
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py b/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
index 6d6be9c4b77..76d1ac5e9eb 100644
--- a/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
@@ -101,8 +101,8 @@ async def test_anthropic_messages_with_all_beta_headers(model_name, provider_nam
 @pytest.mark.parametrize(
     "model_name,provider_name",
     [
-        ("bedrock-claude-opus-4.5", "bedrock"),
-        ("bedrock-converse-claude-sonnet-4.5", "bedrock_converse"),
+        ("bedrock-claude-fable-5.1", "bedrock"),
+        ("bedrock-converse-claude-fable-5.1", "bedrock_converse"),
     ],
 )
 async def test_bedrock_invoke_messages_with_all_beta_headers(model_name, provider_name):
diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
index 1b91d975648..199a0272788 100644
--- a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
@@ -25,6 +25,11 @@ model_list:
       model: "bedrock/us.anthropic.claude-opus-4-5-20251101-v1:0"
       aws_region_name: "us-east-1"
 
+  - model_name: bedrock-claude-fable-5.1
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-fable-5-1"
+      aws_region_name: "us-east-1"
+
   - model_name: bedrock-nova-pro
     litellm_params:
       model: "bedrock/us.amazon.nova-pro-v1:0"
@@ -35,6 +40,11 @@ model_list:
     litellm_params:
       model: "bedrock/converse/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
       aws_region_name: "us-east-1"
+
+  - model_name: bedrock-converse-claude-fable-5.1
+    litellm_params:
+      model: "bedrock/converse/us.anthropic.claude-fable-5-1"
+      aws_region_name: "us-east-1"
   
   # Azure AI models
   - model_name: azure-ai-claude-opus-4.5

From 479360ae87d712a34cb56c6654f3a857baca09ae Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 16:41:31 -0700
Subject: [PATCH 137/162] test(mcp): restore scoped execution and credential
 isolation regressions

---
 tests/integration/_support/mcp.py             |  19 +-
 tests/integration/contracts.json              |  21 +
 tests/integration/mcp/README.md               |  28 +
 tests/integration/mcp/test_mcp_lifecycle.py   | 185 ++++-
 .../mcp/test_oauth_configuration.py           |  88 +-
 .../observability/test_guardrail_effects.py   |  71 ++
 tests/mcp_tests/mcp_e2e_upstream_server.py    |  18 +-
 tests/mcp_tests/test_mcp_guardrails.py        | 770 ------------------
 tests/mcp_tests/test_mcp_hooks.py             | 475 -----------
 9 files changed, 407 insertions(+), 1268 deletions(-)
 create mode 100644 tests/integration/mcp/README.md
 delete mode 100644 tests/mcp_tests/test_mcp_guardrails.py
 delete mode 100644 tests/mcp_tests/test_mcp_hooks.py

diff --git a/tests/integration/_support/mcp.py b/tests/integration/_support/mcp.py
index d924ee6dad0..bdf60becbaa 100644
--- a/tests/integration/_support/mcp.py
+++ b/tests/integration/_support/mcp.py
@@ -9,7 +9,7 @@ import httpx
 from integration._support.asgi import asgi_server
 from integration._support.client import Gateway, Scenario
 from integration._support.database import read_rows
-from mcp.server.fastmcp import FastMCP
+from mcp.server.mcpserver import MCPServer
 from mcp.server.transport_security import TransportSecuritySettings
 from mcp_tests.mcp_e2e_upstream_server import add, multiply
 from starlette.requests import Request
@@ -27,12 +27,7 @@ class McpPeer:
 
 @contextmanager
 def mcp_peer() -> Iterator[McpPeer]:
-    service: Final = FastMCP(
-        "integration-math",
-        stateless_http=True,
-        json_response=True,
-        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-    )
+    service: Final = MCPServer("integration-math")
     service.add_tool(add)
     service.add_tool(multiply)
 
@@ -40,7 +35,11 @@ def mcp_peer() -> Iterator[McpPeer]:
     def fail() -> str:
         raise ValueError("synthetic tool failure")
 
-    app: Final = service.streamable_http_app()
+    app: Final = service.streamable_http_app(
+        stateless_http=True,
+        json_response=True,
+        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+    )
     observed: Final[queue.Queue[dict[str, object]]] = queue.Queue()
 
     async def capture(scope: Scope, receive: Receive, send: Send) -> None:
@@ -94,9 +93,7 @@ def tool_names(gateway: Gateway, key: str, identity: str) -> dict[str, str]:
     }
 
 
-def call_tool(
-    gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]
-) -> httpx.Response:
+def call_tool(gateway: Gateway, key: str, identity: str, name: str, arguments: dict[str, object]) -> httpx.Response:
     return gateway.client.post(
         "/mcp-rest/tools/call",
         headers={"x-litellm-api-key": key},
diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index fe7b6dfe7ac..3f1ecab3489 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -1311,6 +1311,27 @@
     ],
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[us.anthropic.claude-opus-5-v1:0-stream_full_usage]": [
       "quota_management.spend_tracking.scripted_wire.logs_cost"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_health_intersects_route_restricted_key_grants_in_both_management_modes": [
+      "other.mcp.health.restricted_keys_intersect_grants_in_both_modes"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_warm_credential_removal_rejects_without_upstream_traffic": [
+      "other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic"
+    ],
+    "tests/integration/observability/test_guardrail_effects.py::test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls": [
+      "other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution"
+    ],
+    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[revoke]": [
+      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
+    ],
+    "tests/integration/mcp/test_oauth_configuration.py::test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server[expire]": [
+      "other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[anonymous]": [
+      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
+    ],
+    "tests/integration/mcp/test_mcp_lifecycle.py::test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution[bearer]": [
+      "other.mcp.permissions.same_url_servers_enforce_discovery_and_execution"
     ]
   },
   "browser": {
diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
new file mode 100644
index 00000000000..6260d128a2c
--- /dev/null
+++ b/tests/integration/mcp/README.md
@@ -0,0 +1,28 @@
+# MCP security regression coverage
+
+[LIT-4506](https://linear.app/litellm-ai/issue/LIT-4506) tracks ten gateway guards and the later JWT/OAuth acceptance. This inventory distinguishes executable assertions from unresolved coverage. A listed test counts as verified only when its exact commit has an executed, passing result
+
+Run the controlled gateway cases through `python tests/integration/run.py extensions`. They use real HTTP, PostgreSQL, scoped non-master keys and an SDK upstream. The existing runner supplies test entitlement; these tests do not validate licenses or external-provider consent. Canonical nodes and contract IDs live in `../contracts.json`
+
+| Requested guard | Existing or added coverage | Remaining limitation and owner |
+| --- | --- | --- |
+| 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
+| 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
+| 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
+| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies calls to the other, using explicit server IDs for direct REST calls and server-qualified search results for virtual calls, with and without bearer credentials | Virtual calls identify the target by the searched tool name, not the REST `server_id` field. Bare names such as `add` are ambiguous across servers; duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
+| 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
+| 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
+| 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
+| 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
+| 9. Permissions enforced at discovery and execution | Exact key catalog and virtual search results plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
+| 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
+
+## Additional JWT/OAuth acceptance
+
+[LIT-3467 / PR #41909](https://github.com/BerriAI/litellm/pull/41909) owns one shared real login/consent, immediate list/call and cold-restart implementation, with aggregate SSO and explicitly configured per-server JWT variants. Reuse that implementation and its protected login secret; do not create another browser bootstrap here. Credit its exact-commit evidence separately from these controlled credential tests
+
+The two-user/two-server cases here create non-admin users and scoped API keys through management APIs. They store synthetic upstream OAuth credentials through the real credential endpoint and assert the actual bearer at the owned upstream. This deliberately isolates credential lookup, expiry and revocation from consent. No gateway API key may replace the expected upstream token
+
+Gateway JWT precedence, invalid/expired gateway JWTs, inactive-user denial, and their MCP-specific interaction with isolated credential lookup remain unverified by these API-key cases. General JWT unit/API tests are useful existing coverage but do not substitute for those MCP outcomes. Real-provider auth failures should extend LIT-3467's settled helpers; its explicit-header case must not be described as an uninterrupted Authorization-only OAuth flow
+
+[PR #41718 / LIT-7737](https://github.com/BerriAI/litellm/pull/41718) owns dependency and public-client compatibility checks. This suite consumes the merged SDK2 API and keeps the existing dependency constraints. Its result must be reported independently of an installation-matrix pass
diff --git a/tests/integration/mcp/test_mcp_lifecycle.py b/tests/integration/mcp/test_mcp_lifecycle.py
index 7ded23794be..b32cf97605f 100644
--- a/tests/integration/mcp/test_mcp_lifecycle.py
+++ b/tests/integration/mcp/test_mcp_lifecycle.py
@@ -1,14 +1,18 @@
+import json
 import uuid
 from contextlib import ExitStack
+from pathlib import Path
 from typing import Final
 
 import pytest
+import yaml
 from hypothesis import strategies as st
 from hypothesis.stateful import RuleBasedStateMachine, invariant, rule, run_state_machine_as_test
 
 from integration._support.client import Gateway
 from integration._support.database import read_rows
 from integration._support.generation import LIFECYCLE_SETTINGS, bounded_http_requests
+from integration._support.process import owned_proxy
 from integration._support.mcp import call_tool, mcp_peer, register_mcp, tool_names
 
 
@@ -53,7 +57,7 @@ def test_tool_error_remains_error_and_healthy_sibling_returns_value(gateway: Gat
         failure: Final = call_tool(gateway, key, identity, names["fail"], {})
         assert failure.status_code == 200, failure.text
         assert failure.json()["isError"] is True
-        assert "synthetic tool failure" in failure.json()["content"][0]["text"]
+        assert failure.json()["content"][0]["text"] == "Error executing tool fail"
         healthy: Final = call_tool(gateway, key, identity, names["multiply"], {"a": 3, "b": 5})
         assert healthy.status_code == 200, healthy.text
         assert healthy.json()["isError"] is False
@@ -121,3 +125,182 @@ def test_generated_mcp_edits_preserve_actual_headers_and_tool_results(gateway: G
                     self.resources.close()
 
         run_state_machine_as_test(Servers, settings=LIFECYCLE_SETTINGS)
+
+
+@pytest.mark.covers("other.mcp.health.restricted_keys_intersect_grants_in_both_modes")
+def test_health_intersects_route_restricted_key_grants_in_both_management_modes(
+    gateway: Gateway, tmp_path: Path
+) -> None:
+    for mode in ("restricted", "view_all"):
+        config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
+        config["general_settings"]["user_mcp_management_mode"] = mode
+        path = tmp_path / f"health-{mode}.yaml"
+        path.write_text(yaml.safe_dump(config))
+        with (
+            owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
+            mcp_peer() as peer,
+            candidate.scenario() as scenario,
+        ):
+            first = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
+            second = register_mcp(scenario, peer, "health" + uuid.uuid4().hex)
+            control = scenario.key(object_permission={"mcp_servers": [first]})
+            names = tool_names(candidate, control, first)
+            healthy = call_tool(candidate, control, first, names["add"], {"a": 3, "b": 5})
+            assert healthy.status_code == 200 and healthy.json()["content"][0]["text"] == "8", healthy.text
+            for grants in ([first], [second], []):
+                key = scenario.key(
+                    allowed_routes=["/v1/mcp/server", "/v1/mcp/server/health"],
+                    object_permission={"mcp_servers": grants},
+                )
+                listed = candidate.request("GET", "/v1/mcp/server", key=key)
+                assert listed.status_code == 200, listed.text
+                assert {row["server_id"] for row in listed.json()} == set(grants), listed.text
+                for requested in (None, [second], [first, second]):
+                    response = candidate.client.get(
+                        "/v1/mcp/server/health",
+                        headers={"Authorization": f"Bearer {key}"},
+                        params=[] if requested is None else [("server_ids", identity) for identity in requested],
+                    )
+                    assert response.status_code == 200, response.text
+                    expected = set(grants) if requested is None else set(grants).intersection(requested)
+                    assert {row["server_id"] for row in response.json()} == expected, response.text
+                    assert all(row["status"] == "healthy" for row in response.json())
+
+
+@pytest.mark.covers("other.mcp.credentials.warm_removal_fails_closed_without_upstream_traffic")
+def test_warm_credential_removal_rejects_without_upstream_traffic(gateway: Gateway) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        identity = register_mcp(
+            scenario,
+            peer,
+            "credentials" + uuid.uuid4().hex,
+            auth_type="bearer_token",
+            static_headers={"Authorization": "Bearer synthetic-upstream-credential"},
+        )
+        key = scenario.key(object_permission={"mcp_servers": [identity]})
+        names = tool_names(gateway, key, identity)
+        warm = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+        assert warm.status_code == 200 and warm.json()["content"][0]["text"] == "8", warm.text
+        calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
+        assert len(calls) == 1
+        assert calls[0]["headers"][b"authorization"] == b"Bearer synthetic-upstream-credential"
+        removed = gateway.request("PUT", "/v1/mcp/server", {"server_id": identity, "static_headers": {}})
+        assert removed.status_code == 202, removed.text
+        stored = gateway.request("GET", f"/v1/mcp/server/{identity}")
+        assert stored.status_code == 200, stored.text
+        assert stored.json()["auth_type"] == "bearer_token"
+        assert not stored.json().get("static_headers"), stored.text
+        peer.drain()
+        for operation in ("list", "call"):
+            rejected = (
+                gateway.client.get(
+                    "/mcp-rest/tools/list", params={"server_id": identity}, headers={"x-litellm-api-key": key}
+                )
+                if operation == "list"
+                else call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+            )
+            assert rejected.status_code == 500, rejected.text
+            if operation == "list":
+                assert rejected.json()["detail"]["error"] == "internal", rejected.text
+                assert "Failed to list tools from server" in rejected.json()["detail"]["message"], rejected.text
+            else:
+                assert "requires a usable upstream credential" in rejected.text, rejected.text
+            assert peer.drain() == (), "missing static credential escaped to upstream"
+        changed = gateway.request(
+            "PUT",
+            "/v1/mcp/server",
+            {
+                "server_id": identity,
+                "auth_type": "oauth2_token_exchange",
+                "token_exchange_endpoint": peer.url + "/token",
+                "credentials": {"client_id": "synthetic-client"},
+            },
+        )
+        assert changed.status_code == 202, changed.text
+        peer.drain()
+        rejected_subject = call_tool(gateway, key, identity, names["add"], {"a": 3, "b": 5})
+        assert rejected_subject.status_code == 401, rejected_subject.text
+        assert peer.drain() == (), "virtual key cannot supply an OBO subject token"
+        control_id = register_mcp(scenario, peer, "control" + uuid.uuid4().hex, auth_type="none")
+        control_key = scenario.key(object_permission={"mcp_servers": [control_id]})
+        control_names = tool_names(gateway, control_key, control_id)
+        control = call_tool(gateway, control_key, control_id, control_names["multiply"], {"a": 3, "b": 5})
+        assert control.status_code == 200 and control.json()["content"][0]["text"] == "15", control.text
+
+
+@pytest.mark.parametrize("authenticated", (False, True), ids=("anonymous", "bearer"))
+@pytest.mark.covers("other.mcp.permissions.same_url_servers_enforce_discovery_and_execution")
+def test_same_url_server_grants_scope_discovery_and_direct_or_virtual_execution(
+    gateway: Gateway, authenticated: bool
+) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        aliases: Final = tuple("scope" + uuid.uuid4().hex for _ in range(2))
+        servers: Final = tuple(
+            register_mcp(
+                scenario,
+                peer,
+                alias,
+                auth_type="bearer_token" if authenticated else "none",
+                static_headers={
+                    "X-Integration-Server": alias,
+                    **({"Authorization": f"Bearer synthetic-{alias}"} if authenticated else {}),
+                },
+            )
+            for alias in aliases
+        )
+        for virtual in (False, True):
+            keys: Final = tuple(
+                scenario.key(object_permission={"mcp_servers": [server], "mcp_tool_search_enabled": virtual})
+                for server in servers
+            )
+            for server, alias, key in zip(servers, aliases, keys):
+                catalog: Final = gateway.request("GET", "/mcp-rest/tools/list", key=key)
+                assert catalog.status_code == 200, catalog.text
+                if virtual:
+                    assert {tool["name"] for tool in catalog.json()["tools"]} == {
+                        "mcp_tool_search",
+                        "mcp_tool_call",
+                        "agent_search",
+                        "skill_search",
+                    }, catalog.text
+                    search: Final = gateway.request(
+                        "POST",
+                        "/mcp-rest/tools/call",
+                        {"name": "mcp_tool_search", "arguments": {"query": "add", "top_k": 10}},
+                        key=key,
+                    )
+                    assert search.status_code == 200 and search.json()["isError"] is False, search.text
+                    assert [tool["name"] for tool in json.loads(search.json()["content"][0]["text"])] == [
+                        f"{alias}-add"
+                    ], search.text
+                else:
+                    assert {tool["mcp_info"]["server_id"] for tool in catalog.json()["tools"]} == {server}
+                    assert {tool["name"] for tool in catalog.json()["tools"]} == {"add", "multiply", "fail"}
+            for server_index, caller_index in ((0, 0), (1, 0), (1, 1)):
+                peer.drain()
+                response: Final = gateway.request(
+                    "POST",
+                    "/mcp-rest/tools/call",
+                    {
+                        "name": "mcp_tool_call" if virtual else "add",
+                        **({} if virtual else {"server_id": servers[server_index]}),
+                        "arguments": (
+                            {"tool_name": f"{aliases[server_index]}-add", "arguments": {"a": 3, "b": 5}}
+                            if virtual
+                            else {"a": 3, "b": 5}
+                        ),
+                    },
+                    key=keys[caller_index],
+                )
+                observed: Final = peer.drain()
+                if server_index != caller_index:
+                    assert response.status_code == 403 and "not allowed" in response.text, response.text
+                    assert observed == (), "forbidden server reached the upstream"
+                    continue
+                assert response.status_code == 200 and response.json()["isError"] is False, response.text
+                assert response.json()["content"][0]["text"] == "8", response.text
+                calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
+                assert len(calls) == 1
+                assert calls[0]["headers"][b"x-integration-server"] == aliases[server_index].encode()
+                expected_auth: Final = f"Bearer synthetic-{aliases[server_index]}".encode() if authenticated else None
+                assert all(item["headers"].get(b"authorization") == expected_auth for item in observed)
diff --git a/tests/integration/mcp/test_oauth_configuration.py b/tests/integration/mcp/test_oauth_configuration.py
index 45d407f2423..4c46c706054 100644
--- a/tests/integration/mcp/test_oauth_configuration.py
+++ b/tests/integration/mcp/test_oauth_configuration.py
@@ -2,14 +2,14 @@ import json
 import queue
 import uuid
 from urllib.parse import parse_qs, urlsplit
-from typing import Final
+from typing import Final, Literal
 from pathlib import Path
 
 import pytest
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
-from integration._support.mcp import McpPeer, register_mcp
+from integration._support.mcp import McpPeer, call_tool, mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -102,3 +102,87 @@ def test_partial_discovery_and_unrelated_edit_keep_actual_authorization_destinat
                     "PUT", "/v1/mcp/server", {"server_id": identity, "server_name": alias + "renamed"}
                 )
                 assert updated.status_code == 202, updated.text
+
+
+@pytest.mark.covers("other.mcp.oauth.same_url_credentials_are_isolated_by_user_and_server")
+@pytest.mark.parametrize("transition", ("revoke", "expire"))
+def test_same_url_oauth_credentials_and_revocation_are_isolated_by_user_and_server(
+    gateway: Gateway,
+    transition: Literal["revoke", "expire"],
+) -> None:
+    with mcp_peer() as peer, gateway.scenario() as scenario:
+        servers: Final = tuple(
+            register_mcp(
+                scenario,
+                peer,
+                "oauth" + uuid.uuid4().hex,
+                auth_type="oauth2",
+                oauth2_flow="authorization_code",
+                authorization_url=peer.url + "/authorize",
+                token_url=peer.url + "/token",
+                credentials={"client_id": "synthetic-oauth-client"},
+            )
+            for _ in range(2)
+        )
+        users: Final = tuple(scenario.user(user_role="internal_user") for _ in range(2))
+        keys: Final = tuple(
+            scenario.key(user_id=user, object_permission={"mcp_servers": list(servers)}) for user in users
+        )
+        for user_index, key in enumerate(keys):
+            for server_index, server_id in enumerate(servers):
+                stored: Final = gateway.request(
+                    "POST",
+                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                    {"access_token": f"synthetic-user-{user_index}-server-{server_index}", "expires_in": 3600},
+                    key=key,
+                )
+                assert stored.status_code == 200 and stored.json()["has_credential"] is True, stored.text
+                scenario.cleanups.callback(
+                    gateway.request,
+                    "DELETE",
+                    f"/v1/mcp/server/{server_id}/oauth-user-credential",
+                    key=key,
+                )
+        names: Final = tuple(tool_names(gateway, keys[0], server) for server in servers)
+        for generation in range(2):
+            for user_index, key in enumerate(keys):
+                for server_index, server_id in enumerate(servers):
+                    peer.drain()
+                    discovery: Final = gateway.request(
+                        "GET",
+                        "/mcp-rest/tools/list",
+                        key=key,
+                        params={"server_id": server_id},
+                    )
+                    call: Final = call_tool(gateway, key, server_id, names[server_index]["add"], {"a": 3, "b": 5})
+                    observed: Final = peer.drain()
+                    if generation == 1 and user_index == 0 and server_index == 0:
+                        for rejected in (discovery, call):
+                            assert rejected.status_code == 401, rejected.text
+                            assert rejected.json() == {"detail": "Unauthorized"}, rejected.text
+                            assert "resource_metadata=" in rejected.headers["www-authenticate"]
+                        assert observed == (), "unusable credentials must not fall back to another user or server"
+                    else:
+                        assert discovery.status_code == 200, discovery.text
+                        assert {tool["name"] for tool in discovery.json()["tools"]} == set(names[server_index].values())
+                        assert call.status_code == 200 and call.json()["isError"] is False, call.text
+                        assert call.json()["content"][0]["text"] == "8", call.text
+                        calls: Final = tuple(item for item in observed if item["body"].get("method") == "tools/call")
+                        assert len(calls) == 1
+                        expected: Final = f"Bearer synthetic-user-{user_index}-server-{server_index}".encode()
+                        assert calls[0]["headers"][b"authorization"] == expected
+                        assert all(item["headers"].get(b"authorization") == expected for item in observed)
+            if generation == 0:
+                changed: Final = gateway.request(
+                    "DELETE" if transition == "revoke" else "POST",
+                    f"/v1/mcp/server/{servers[0]}/oauth-user-credential",
+                    None
+                    if transition == "revoke"
+                    else {
+                        "access_token": "synthetic-expired-user-0-server-0",
+                        "expires_in": -60,
+                    },
+                    key=keys[0],
+                )
+                assert changed.status_code == 200, changed.text
+                assert changed.json()["has_credential"] is (transition == "expire"), changed.text
diff --git a/tests/integration/observability/test_guardrail_effects.py b/tests/integration/observability/test_guardrail_effects.py
index 645af77526f..5a79b619906 100644
--- a/tests/integration/observability/test_guardrail_effects.py
+++ b/tests/integration/observability/test_guardrail_effects.py
@@ -8,6 +8,7 @@ import yaml
 
 from integration._support.client import Gateway, eventually
 from integration._support.database import read_rows
+from integration._support.mcp import mcp_peer, register_mcp, tool_names
 from integration._support.process import owned_proxy
 from integration._support.wire import Reply, Request, wire_server
 
@@ -143,3 +144,73 @@ def test_guardrail_denial_prevents_provider_and_preserves_allowed_control(gatewa
                 )
                 assert len(observed.get("/__observations").json()["requests"]) == 1
             assert len(policy.drain()) == 2
+
+
+@pytest.mark.covers("other.mcp.guardrails.request_selection_blocks_resolved_tool_without_execution")
+def test_request_selected_mcp_guardrail_blocks_direct_and_virtual_calls(gateway: Gateway, tmp_path: Path) -> None:
+    guardrail = "mcp-policy-" + uuid.uuid4().hex
+    config = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())
+    config["guardrails"] = [
+        {
+            "guardrail_name": guardrail,
+            "litellm_params": {
+                "guardrail": "custom_code",
+                "mode": "pre_mcp_call",
+                "default_on": False,
+                "custom_code": (
+                    "def apply_guardrail(inputs, request_data, input_type):\n"
+                    '    if inputs.get("tools", [{}])[0].get("function", {}).get("name") == "add":\n'
+                    '        return block("integration resolved add denied")\n'
+                    "    return allow()\n"
+                ),
+            },
+        }
+    ]
+    path = tmp_path / "mcp-guardrail.yaml"
+    path.write_text(yaml.safe_dump(config))
+    with (
+        owned_proxy(gateway, tmp_path, {}, config=path) as candidate,
+        mcp_peer() as peer,
+        candidate.scenario() as scenario,
+    ):
+        identity = register_mcp(scenario, peer, "guardrail" + uuid.uuid4().hex)
+        permission = {"mcp_servers": [identity], "mcp_tool_search_enabled": True}
+        key = scenario.key(object_permission=permission)
+        key_selected = scenario.key(object_permission=permission, guardrails=[guardrail])
+        team = scenario.team(guardrails=[guardrail], object_permission={"mcp_servers": [identity]})
+        team_selected = scenario.key(team_id=team, object_permission=permission)
+        catalog_key = scenario.key(object_permission={"mcp_servers": [identity]})
+        names = tool_names(candidate, catalog_key, identity)
+        assert set(names) == {"add", "multiply", "fail"}
+        for virtual in (False, True):
+            for caller, selected, tool, expected in (
+                (key, [], "add", 8),
+                (key, [guardrail], "add", None),
+                (key_selected, [], "add", None),
+                (team_selected, [], "add", None),
+                (key, [guardrail], "multiply", 15),
+            ):
+                arguments = {"a": 3, "b": 5}
+                peer.drain()
+                response = candidate.client.post(
+                    "/mcp-rest/tools/call",
+                    headers={"x-litellm-api-key": caller},
+                    json={
+                        "server_id": identity,
+                        "name": "mcp_tool_call" if virtual else names[tool],
+                        "arguments": {"tool_name": names[tool], "arguments": arguments} if virtual else arguments,
+                        "guardrails": selected,
+                    },
+                )
+                calls = tuple(item for item in peer.drain() if item["body"].get("method") == "tools/call")
+                if expected is None:
+                    assert response.status_code == 400, response.text
+                    assert "integration resolved add denied" in response.text, response.text
+                    assert calls == (), "pre-call denial must prevent upstream execution"
+                else:
+                    assert response.status_code == 200, response.text
+                    assert response.json()["isError"] is False
+                    assert response.json()["content"][0]["text"] == str(expected), response.text
+                    assert len(calls) == 1
+                    assert calls[0]["body"]["params"]["name"] == tool
+                    assert calls[0]["body"]["params"]["arguments"] == arguments
diff --git a/tests/mcp_tests/mcp_e2e_upstream_server.py b/tests/mcp_tests/mcp_e2e_upstream_server.py
index 28fb0846481..3361163badf 100644
--- a/tests/mcp_tests/mcp_e2e_upstream_server.py
+++ b/tests/mcp_tests/mcp_e2e_upstream_server.py
@@ -1,6 +1,6 @@
 """Deterministic upstream MCP server for the mcp e2e suite.
 
-A tiny FastMCP server exposing `add` and `multiply` over streamable-http so the
+A tiny MCP server exposing `add` and `multiply` over streamable-http so the
 suite has a self-hosted, offline upstream to register and exercise. DNS-rebinding
 protection is turned off because the litellm container reaches this over the
 compose network by service name (`mcp-upstream:8090`), not localhost, and the
@@ -9,15 +9,10 @@ stack is an isolated throwaway. Bind host/port come from MCP_HOST/MCP_PORT.
 
 import os
 
-from mcp.server.fastmcp import FastMCP
+from mcp.server.mcpserver import MCPServer
 from mcp.server.transport_security import TransportSecuritySettings
 
-mcp: FastMCP = FastMCP(
-    "e2e-math",
-    host=os.getenv("MCP_HOST", "0.0.0.0"),
-    port=int(os.getenv("MCP_PORT", "8090")),
-    transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
-)
+mcp: MCPServer = MCPServer("e2e-math")
 
 
 @mcp.tool()
@@ -33,7 +28,12 @@ def multiply(a: int, b: int) -> int:
 
 
 def main() -> None:
-    mcp.run(transport="streamable-http")
+    mcp.run(
+        transport="streamable-http",
+        host=os.getenv("MCP_HOST", "0.0.0.0"),
+        port=int(os.getenv("MCP_PORT", "8090")),
+        transport_security=TransportSecuritySettings(enable_dns_rebinding_protection=False),
+    )
 
 
 if __name__ == "__main__":
diff --git a/tests/mcp_tests/test_mcp_guardrails.py b/tests/mcp_tests/test_mcp_guardrails.py
deleted file mode 100644
index 04401992449..00000000000
--- a/tests/mcp_tests/test_mcp_guardrails.py
+++ /dev/null
@@ -1,770 +0,0 @@
-"""
-Test file for MCP Guardrails Feature
-
-This file tests the MCP guardrails functionality for both pre and during MCP call hooks,
-including various guardrail types and proper exception handling.
-"""
-
-import asyncio
-import pytest
-from datetime import datetime
-from typing import Optional, Dict, Any
-from unittest.mock import MagicMock, AsyncMock, patch
-
-# Add the project root to the path
-
-import litellm
-from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException
-from litellm.integrations.custom_guardrail import CustomGuardrail
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.proxy._types import UserAPIKeyAuth
-from litellm.caching.caching import DualCache
-from litellm.types.mcp import (
-    MCPPreCallRequestObject,
-    MCPPreCallResponseObject,
-    MCPDuringCallRequestObject,
-    MCPDuringCallResponseObject,
-)
-from litellm.types.llms.base import HiddenParams
-from litellm.types.guardrails import GuardrailEventHooks
-from fastapi import HTTPException
-
-
-class MockPiiGuardrail(CustomGuardrail):
-    """Mock PII guardrail that raises BlockedPiiEntityError"""
-
-    def __init__(self, should_block: bool = True, entity_type: str = "EMAIL_ADDRESS"):
-        super().__init__()
-        self.should_block = should_block
-        self.entity_type = entity_type
-        self.guardrail_name = "mock-pii-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises BlockedPiiEntityError"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise BlockedPiiEntityError(
-                entity_type=self.entity_type,
-                guardrail_name=self.guardrail_name,
-            )
-        return None
-
-
-class MockContentGuardrail(CustomGuardrail):
-    """Mock content guardrail that raises GuardrailRaisedException"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-content-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises GuardrailRaisedException"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise GuardrailRaisedException(
-                guardrail_name=self.guardrail_name, message="Content violates policy"
-            )
-        return None
-
-
-class MockHttpGuardrail(CustomGuardrail):
-    """Mock HTTP guardrail that raises HTTPException"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-http-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_pre_call_hook(
-        self,
-        user_api_key_dict: UserAPIKeyAuth,
-        cache: DualCache,
-        data: dict,
-        call_type: str,
-    ):
-        """Mock pre-call hook that raises HTTPException"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise HTTPException(
-                status_code=400, detail={"error": "Violated guardrail policy"}
-            )
-        return None
-
-
-class MockDuringCallGuardrail(CustomGuardrail):
-    """Mock guardrail for during-call testing"""
-
-    def __init__(self, should_block: bool = True):
-        super().__init__()
-        self.should_block = should_block
-        self.guardrail_name = "mock-during-guardrail"
-        self.call_count = 0
-
-    def should_run_guardrail(self, data: dict, event_type: GuardrailEventHooks) -> bool:
-        """Always run for testing"""
-        return True
-
-    async def async_moderation_hook(
-        self,
-        data: dict,
-        user_api_key_dict: UserAPIKeyAuth,
-        call_type: str,
-    ):
-        """Mock during-call hook that raises exceptions"""
-        self.call_count += 1
-
-        if self.should_block:
-            raise BlockedPiiEntityError(
-                entity_type="PHONE_NUMBER",
-                guardrail_name=self.guardrail_name,
-            )
-        return None
-
-
-class MockProxyLogging:
-    """Mock proxy logging object for testing MCP guardrails"""
-
-    def __init__(self, guardrails: Optional[list] = None):
-        self.guardrails = guardrails if guardrails is not None else []
-        self.call_details = {"user_api_key_cache": DualCache()}
-        self.dynamic_success_callbacks = []
-        self.call_count = 0
-
-    def get_combined_callback_list(self, dynamic_success_callbacks, global_callbacks):
-        """Return the guardrails for testing"""
-        return self.guardrails
-
-    def _convert_mcp_to_llm_format(self, request_obj, kwargs: dict) -> dict:
-        """Convert MCP tool call to LLM message format"""
-        tool_call_content = (
-            f"Tool: {request_obj.tool_name}\nArguments: {request_obj.arguments}"
-        )
-
-        return {
-            "messages": [{"role": "user", "content": tool_call_content}],
-            "model": kwargs.get("model", "mcp-tool-call"),
-            "user_api_key_user_id": kwargs.get("user_api_key_user_id"),
-            "user_api_key_team_id": kwargs.get("user_api_key_team_id"),
-        }
-
-    def _convert_llm_result_to_mcp_response(self, llm_result, request_obj):
-        """Convert LLM result back to MCP response format"""
-        return None  # For testing, we don't need to convert back
-
-    def _parse_pre_mcp_call_hook_response(self, response, original_request):
-        """Parse pre MCP call hook response"""
-        return response
-
-    async def async_pre_mcp_tool_call_hook(
-        self,
-        kwargs: dict,
-        request_obj: Any,
-        start_time: datetime,
-        end_time: datetime,
-    ) -> Optional[Any]:
-        """Mock pre MCP tool call hook"""
-        self.call_count += 1
-
-        # Simulate the actual hook logic
-        for guardrail in self.guardrails:
-            if isinstance(guardrail, CustomGuardrail):
-                try:
-                    synthetic_data = self._convert_mcp_to_llm_format(
-                        request_obj, kwargs
-                    )
-
-                    # Check if guardrail should run
-                    if not guardrail.should_run_guardrail(
-                        synthetic_data, GuardrailEventHooks.pre_mcp_call
-                    ):
-                        continue
-
-                    result = await guardrail.async_pre_call_hook(
-                        user_api_key_dict=kwargs.get("user_api_key_auth"),
-                        cache=self.call_details["user_api_key_cache"],
-                        data=synthetic_data,
-                        call_type="mcp_call",
-                    )
-                    if result is not None:
-                        return self._parse_pre_mcp_call_hook_response(
-                            result, request_obj
-                        )
-                except (
-                    BlockedPiiEntityError,
-                    GuardrailRaisedException,
-                    HTTPException,
-                ) as e:
-                    # Re-raise guardrail exceptions
-                    raise e
-                except Exception as e:
-                    # Log non-guardrail exceptions as non-blocking
-                    print(
-                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
-                    )
-
-        return None
-
-    async def async_during_mcp_tool_call_hook(
-        self,
-        kwargs: dict,
-        request_obj: Any,
-        start_time: datetime,
-        end_time: datetime,
-    ) -> Optional[Any]:
-        """Mock during MCP tool call hook"""
-        self.call_count += 1
-
-        # Simulate the actual hook logic
-        for guardrail in self.guardrails:
-            if isinstance(guardrail, CustomGuardrail):
-                try:
-                    synthetic_data = self._convert_mcp_to_llm_format(
-                        request_obj, kwargs
-                    )
-                    result = await guardrail.async_moderation_hook(
-                        data=synthetic_data,
-                        user_api_key_dict=kwargs.get("user_api_key_auth"),
-                        call_type="mcp_call",
-                    )
-                    if result is not None:
-                        return result
-                except (
-                    BlockedPiiEntityError,
-                    GuardrailRaisedException,
-                    HTTPException,
-                ) as e:
-                    # Re-raise guardrail exceptions
-                    raise e
-                except Exception as e:
-                    # Log non-guardrail exceptions as non-blocking
-                    print(
-                        f"LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging {str(e)}"
-                    )
-
-        return None
-
-
-@pytest.fixture
-def mock_user_api_key():
-    """Mock user API key for testing"""
-    return UserAPIKeyAuth(api_key="test_key", user_id="test_user")
-
-
-@pytest.fixture
-def mock_cache():
-    """Mock cache for testing"""
-    return DualCache()
-
-
-@pytest.fixture
-def mock_pii_guardrail():
-    """Mock PII guardrail that blocks"""
-    return MockPiiGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_pii_guardrail_allow():
-    """Mock PII guardrail that allows"""
-    return MockPiiGuardrail(should_block=False)
-
-
-@pytest.fixture
-def mock_content_guardrail():
-    """Mock content guardrail that blocks"""
-    return MockContentGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_http_guardrail():
-    """Mock HTTP guardrail that blocks"""
-    return MockHttpGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_during_guardrail():
-    """Mock during-call guardrail that blocks"""
-    return MockDuringCallGuardrail(should_block=True)
-
-
-@pytest.fixture
-def mock_proxy_logging():
-    """Mock proxy logging object"""
-    return MockProxyLogging()
-
-
-class TestMCPGuardrailsPreCall:
-    """Test MCP guardrails for pre-call hooks"""
-
-    @pytest.mark.asyncio
-    async def test_pii_guardrail_blocks_pre_call(
-        self, mock_pii_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that PII guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail])
-
-        # Create MCP request
-        request_obj = MCPPreCallRequestObject(
-            tool_name="email_tool",
-            arguments={"email": "test@example.com"},
-            server_name="email_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "email_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "email_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that BlockedPiiEntityError is raised
-        with pytest.raises(BlockedPiiEntityError) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.entity_type == "EMAIL_ADDRESS"
-        assert excinfo.value.guardrail_name == "mock-pii-guardrail"
-        assert mock_pii_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_pii_guardrail_allows_pre_call(
-        self, mock_pii_guardrail_allow, mock_user_api_key, mock_cache
-    ):
-        """Test that PII guardrail allows pre-call when configured to allow"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail_allow])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="email_tool",
-            arguments={"email": "test@example.com"},
-            server_name="email_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "email_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "email_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that no exception is raised
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-        assert mock_pii_guardrail_allow.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_content_guardrail_blocks_pre_call(
-        self, mock_content_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that content guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_content_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="content_tool",
-            arguments={"content": "sensitive content"},
-            server_name="content_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "content_tool",
-            "arguments": {"content": "sensitive content"},
-            "server_name": "content_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that GuardrailRaisedException is raised
-        with pytest.raises(GuardrailRaisedException) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert "Content violates policy" in str(excinfo.value)
-        assert excinfo.value.guardrail_name == "mock-content-guardrail"
-        assert mock_content_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_http_guardrail_blocks_pre_call(
-        self, mock_http_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that HTTP guardrail properly blocks pre-call"""
-        proxy_logging = MockProxyLogging([mock_http_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="http_tool",
-            arguments={"url": "http://example.com"},
-            server_name="http_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "http_tool",
-            "arguments": {"url": "http://example.com"},
-            "server_name": "http_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that HTTPException is raised
-        with pytest.raises(HTTPException) as excinfo:
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.status_code == 400
-        assert "Violated guardrail policy" in str(excinfo.value.detail)
-        assert mock_http_guardrail.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_multiple_guardrails_pre_call(
-        self, mock_pii_guardrail, mock_content_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test multiple guardrails - first one should block"""
-        proxy_logging = MockProxyLogging([mock_pii_guardrail, mock_content_guardrail])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"email": "test@example.com"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"email": "test@example.com"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that first guardrail blocks
-        with pytest.raises(BlockedPiiEntityError):
-            await proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify only first guardrail was called
-        assert mock_pii_guardrail.call_count == 1
-        assert mock_content_guardrail.call_count == 0
-
-
-class TestMCPGuardrailsDuringCall:
-    """Test MCP guardrails for during-call hooks"""
-
-    @pytest.mark.asyncio
-    async def test_during_call_guardrail_blocks(
-        self, mock_during_guardrail, mock_user_api_key, mock_cache
-    ):
-        """Test that during-call guardrail properly blocks execution"""
-        proxy_logging = MockProxyLogging([mock_during_guardrail])
-
-        request_obj = MCPDuringCallRequestObject(
-            tool_name="phone_tool",
-            arguments={"phone": "555-123-4567"},
-            server_name="phone_server",
-            start_time=datetime.now().timestamp(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "phone_tool",
-            "arguments": {"phone": "555-123-4567"},
-            "server_name": "phone_server",
-        }
-
-        # Test that BlockedPiiEntityError is raised
-        with pytest.raises(BlockedPiiEntityError) as excinfo:
-            await proxy_logging.async_during_mcp_tool_call_hook(
-                kwargs=kwargs,
-                request_obj=request_obj,
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-        # Verify the error details
-        assert excinfo.value.entity_type == "PHONE_NUMBER"
-        assert excinfo.value.guardrail_name == "mock-during-guardrail"
-        assert mock_during_guardrail.call_count == 1
-
-
-class TestMCPGuardrailsIntegration:
-    """Test MCP guardrails integration with MCP server manager"""
-
-    @pytest.mark.asyncio
-    async def test_mcp_server_manager_with_guardrails(self):
-        """Test MCP server manager with guardrail integration"""
-
-        mock_proxy_logging = MockProxyLogging([MockPiiGuardrail(should_block=True)])
-
-        # Test that guardrail exception is properly raised in the hook
-        with pytest.raises(BlockedPiiEntityError):
-            await mock_proxy_logging.async_pre_mcp_tool_call_hook(
-                kwargs={
-                    "name": "email_tool",
-                    "arguments": {"email": "test@example.com"},
-                },
-                request_obj=MagicMock(),
-                start_time=datetime.now(),
-                end_time=datetime.now(),
-            )
-
-    @pytest.mark.asyncio
-    async def test_guardrail_exception_propagation(self):
-        """Test that guardrail exceptions properly propagate through the system"""
-        # Test BlockedPiiEntityError
-        with pytest.raises(BlockedPiiEntityError):
-            raise BlockedPiiEntityError(
-                entity_type="EMAIL_ADDRESS", guardrail_name="test-guardrail"
-            )
-
-        # Test GuardrailRaisedException
-        with pytest.raises(GuardrailRaisedException):
-            raise GuardrailRaisedException(
-                guardrail_name="test-guardrail", message="Test message"
-            )
-
-        # Test HTTPException
-        with pytest.raises(HTTPException):
-            raise HTTPException(status_code=400, detail={"error": "Test error"})
-
-
-class TestMCPGuardrailsErrorHandling:
-    """Test MCP guardrails error handling scenarios"""
-
-    @pytest.mark.asyncio
-    async def test_non_guardrail_exception_logging(self, mock_user_api_key, mock_cache):
-        """Test that non-guardrail exceptions are logged as non-blocking"""
-
-        class MockFailingGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return True
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                raise Exception("Non-guardrail error")
-
-        proxy_logging = MockProxyLogging([MockFailingGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that non-guardrail exceptions are handled gracefully
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Should return None (not raise exception)
-        assert result is None
-
-    @pytest.mark.asyncio
-    async def test_guardrail_should_not_run(self, mock_user_api_key, mock_cache):
-        """Test that guardrails don't run when should_run_guardrail returns False"""
-
-        class MockConditionalGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return False  # Don't run
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
-
-        proxy_logging = MockProxyLogging([MockConditionalGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Test that guardrail doesn't run and no exception is raised
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Should return None (guardrail didn't run)
-        assert result is None
-
-
-class TestMCPGuardrailsEdgeCases:
-    """Test MCP guardrails edge cases and error conditions"""
-
-    @pytest.mark.asyncio
-    async def test_empty_guardrails_list(self, mock_user_api_key, mock_cache):
-        """Test behavior with empty guardrails list"""
-        proxy_logging = MockProxyLogging([])  # No guardrails
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Should return None without any issues
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-
-    @pytest.mark.asyncio
-    async def test_guardrail_with_invalid_data(self, mock_user_api_key, mock_cache):
-        """Test guardrail behavior with invalid data"""
-
-        class MockInvalidDataGuardrail(CustomGuardrail):
-            def should_run_guardrail(
-                self, data: dict, event_type: GuardrailEventHooks
-            ) -> bool:
-                return True
-
-            async def async_pre_call_hook(
-                self,
-                user_api_key_dict: UserAPIKeyAuth,
-                cache: DualCache,
-                data: dict,
-                call_type: str,
-            ):
-                # Try to access invalid data
-                invalid_data = data.get("invalid_key", {})
-                if invalid_data.get("should_fail"):
-                    raise BlockedPiiEntityError("EMAIL_ADDRESS", "test-guardrail")
-                return None
-
-        proxy_logging = MockProxyLogging([MockInvalidDataGuardrail()])
-
-        request_obj = MCPPreCallRequestObject(
-            tool_name="test_tool",
-            arguments={"test": "data"},
-            server_name="test_server",
-            user_api_key_auth=mock_user_api_key.model_dump(),
-            hidden_params=HiddenParams(),
-        )
-
-        kwargs = {
-            "name": "test_tool",
-            "arguments": {"test": "data"},
-            "server_name": "test_server",
-            "user_api_key_auth": mock_user_api_key,
-        }
-
-        # Should handle invalid data gracefully
-        result = await proxy_logging.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None
-
-
-if __name__ == "__main__":
-    pytest.main([__file__])
diff --git a/tests/mcp_tests/test_mcp_hooks.py b/tests/mcp_tests/test_mcp_hooks.py
deleted file mode 100644
index 6dac7da6d07..00000000000
--- a/tests/mcp_tests/test_mcp_hooks.py
+++ /dev/null
@@ -1,475 +0,0 @@
-"""
-Test file for MCP Hook Architecture
-
-This file demonstrates the new MCP hook system with comprehensive examples
-and validation tests.
-"""
-
-import asyncio
-import pytest
-from datetime import datetime
-from typing import Optional
-
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.mcp import (
-    MCPPreCallRequestObject,
-    MCPPreCallResponseObject,
-    MCPDuringCallRequestObject,
-    MCPDuringCallResponseObject,
-    MCPPostCallResponseObject,
-)
-from litellm.types.llms.base import HiddenParams
-
-
-class TestMCPAccessControlHook(CustomLogger):
-    """Test hook for access control functionality"""
-
-    def __init__(self):
-        self.allowed_tools = {"github/create_issue", "zapier/send_email"}
-        self.blocked_users = {"user123", "user456"}
-        self.call_count = 0
-
-    async def async_pre_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
-    ) -> Optional[MCPPreCallResponseObject]:
-        """Test access control validation"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        user_id = kwargs.get("user_api_key_auth", {}).get("user_id")
-
-        # Check if user is blocked
-        if user_id in self.blocked_users:
-            return MCPPreCallResponseObject(
-                should_proceed=False,
-                error_message=f"User {user_id} is not authorized to use MCP tools",
-            )
-
-        # Check if tool is allowed
-        if tool_name not in self.allowed_tools:
-            return MCPPreCallResponseObject(
-                should_proceed=False,
-                error_message=f"Tool {tool_name} is not authorized",
-            )
-
-        return None  # Allow execution to proceed
-
-
-class TestMCPCostTrackingHook(CustomLogger):
-    """Test hook for cost tracking functionality"""
-
-    def __init__(self):
-        self.cost_map = {
-            "github/create_issue": 0.10,
-            "zapier/send_email": 0.05,
-            "default": 0.01,
-        }
-        self.call_count = 0
-
-    async def async_post_mcp_tool_call_hook(
-        self, kwargs, response_obj: MCPPostCallResponseObject, start_time, end_time
-    ) -> Optional[MCPPostCallResponseObject]:
-        """Test cost calculation after tool execution"""
-        self.call_count += 1
-
-        tool_name = kwargs.get("name", "")
-        cost = self.cost_map.get(tool_name, self.cost_map["default"])
-
-        # Set the response cost
-        response_obj.hidden_params.response_cost = cost
-
-        return response_obj
-
-
-class TestMCPMonitoringHook(CustomLogger):
-    """Test hook for real-time monitoring functionality"""
-
-    def __init__(self):
-        self.max_execution_time = 30.0  # seconds
-        self.call_count = 0
-
-    async def async_during_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPDuringCallRequestObject, start_time, end_time
-    ) -> Optional[MCPDuringCallResponseObject]:
-        """Test execution time monitoring"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        execution_time = (datetime.now() - start_time).total_seconds()
-
-        # Check if execution is taking too long
-        if execution_time > self.max_execution_time:
-            return MCPDuringCallResponseObject(
-                should_continue=False,
-                error_message=f"Tool {tool_name} execution timeout after {execution_time}s",
-            )
-
-        return None  # Allow execution to continue
-
-
-class TestMCPArgumentValidationHook(CustomLogger):
-    """Test hook for argument validation functionality"""
-
-    def __init__(self):
-        self.call_count = 0
-
-    async def async_pre_mcp_tool_call_hook(
-        self, kwargs, request_obj: MCPPreCallRequestObject, start_time, end_time
-    ) -> Optional[MCPPreCallResponseObject]:
-        """Test argument validation and sanitization"""
-        self.call_count += 1
-
-        tool_name = request_obj.tool_name
-        arguments = request_obj.arguments.copy()  # Create a copy to modify
-
-        # Example: Validate GitHub issue creation
-        if tool_name == "github/create_issue":
-            if not arguments.get("title"):
-                return MCPPreCallResponseObject(
-                    should_proceed=False, error_message="GitHub issue title is required"
-                )
-
-            # Sanitize the title
-            title = arguments["title"]
-            if len(title) > 100:
-                title = title[:97] + "..."
-                arguments["title"] = title
-
-        # Example: Validate email sending
-        elif tool_name == "zapier/send_email":
-            if not arguments.get("to"):
-                return MCPPreCallResponseObject(
-                    should_proceed=False, error_message="Email recipient is required"
-                )
-
-        return MCPPreCallResponseObject(
-            should_proceed=True, modified_arguments=arguments
-        )
-
-
-# Test fixtures
-@pytest.fixture
-def access_control_hook():
-    return TestMCPAccessControlHook()
-
-
-@pytest.fixture
-def cost_tracking_hook():
-    return TestMCPCostTrackingHook()
-
-
-@pytest.fixture
-def monitoring_hook():
-    return TestMCPMonitoringHook()
-
-
-@pytest.fixture
-def argument_validation_hook():
-    return TestMCPArgumentValidationHook()
-
-
-# Test cases
-class TestMCPHooks:
-    """Test cases for MCP hook functionality"""
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_allowed_tool(self, access_control_hook):
-        """Test that allowed tools pass validation"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Test issue"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None  # Should allow execution
-        assert access_control_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_blocked_user(self, access_control_hook):
-        """Test that blocked users are rejected"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user123"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Test issue"},
-            user_api_key_auth={"user_id": "user123"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "not authorized" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_access_control_hook_unauthorized_tool(self, access_control_hook):
-        """Test that unauthorized tools are rejected"""
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "unauthorized_tool",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="unauthorized_tool",
-            arguments={"param": "value"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        result = await access_control_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "not authorized" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_cost_tracking_hook(self, cost_tracking_hook):
-        """Test cost tracking functionality"""
-        kwargs = {"name": "github/create_issue"}
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.hidden_params.response_cost == 0.10
-        assert cost_tracking_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_cost_tracking_hook_default_cost(self, cost_tracking_hook):
-        """Test default cost assignment"""
-        kwargs = {"name": "unknown_tool"}
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        result = await cost_tracking_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.hidden_params.response_cost == 0.01  # Default cost
-
-    @pytest.mark.asyncio
-    async def test_monitoring_hook_normal_execution(self, monitoring_hook):
-        """Test monitoring hook with normal execution time"""
-        kwargs = {"name": "test_tool"}
-        request_obj = MCPDuringCallRequestObject(
-            tool_name="test_tool", arguments={}, start_time=datetime.now().timestamp()
-        )
-
-        result = await monitoring_hook.async_during_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is None  # Should allow execution to continue
-        assert monitoring_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_valid_github_issue(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for valid GitHub issue"""
-        kwargs = {"name": "github/create_issue"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={"title": "Valid issue title"}
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert result.modified_arguments == {"title": "Valid issue title"}
-        assert argument_validation_hook.call_count == 1
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_missing_title(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for missing GitHub issue title"""
-        kwargs = {"name": "github/create_issue"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={}  # Missing title
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "title is required" in result.error_message
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_long_title_sanitization(
-        self, argument_validation_hook
-    ):
-        """Test argument validation with title sanitization"""
-        kwargs = {"name": "github/create_issue"}
-        long_title = "A" * 150  # Very long title
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue", arguments={"title": long_title}
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert len(result.modified_arguments["title"]) == 100  # Truncated
-        assert result.modified_arguments["title"].endswith("...")
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_email_validation(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for email sending"""
-        kwargs = {"name": "zapier/send_email"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="zapier/send_email",
-            arguments={"to": "test@example.com", "subject": "Test"},
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is True
-        assert result.modified_arguments == {
-            "to": "test@example.com",
-            "subject": "Test",
-        }
-
-    @pytest.mark.asyncio
-    async def test_argument_validation_hook_missing_email_recipient(
-        self, argument_validation_hook
-    ):
-        """Test argument validation for missing email recipient"""
-        kwargs = {"name": "zapier/send_email"}
-        request_obj = MCPPreCallRequestObject(
-            tool_name="zapier/send_email",
-            arguments={"subject": "Test"},  # Missing 'to' field
-        )
-
-        result = await argument_validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert result is not None
-        assert result.should_proceed is False
-        assert "recipient is required" in result.error_message
-
-
-# Integration test
-class TestMCPHookIntegration:
-    """Integration tests for MCP hook system"""
-
-    @pytest.mark.asyncio
-    async def test_hook_chain_execution(self):
-        """Test that multiple hooks can work together"""
-        access_hook = TestMCPAccessControlHook()
-        cost_hook = TestMCPCostTrackingHook()
-        validation_hook = TestMCPArgumentValidationHook()
-
-        # Test data
-        kwargs = {
-            "user_api_key_auth": {"user_id": "user789"},
-            "name": "github/create_issue",
-        }
-        request_obj = MCPPreCallRequestObject(
-            tool_name="github/create_issue",
-            arguments={"title": "Integration test issue"},
-            user_api_key_auth={"user_id": "user789"},
-        )
-
-        # Execute pre-hooks
-        access_result = await access_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        validation_result = await validation_hook.async_pre_mcp_tool_call_hook(
-            kwargs=kwargs,
-            request_obj=request_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        # Both hooks should allow execution
-        assert access_result is None
-        assert validation_result is not None
-        assert validation_result.should_proceed is True
-
-        # Simulate post-hook execution
-        response_obj = MCPPostCallResponseObject(
-            mcp_tool_call_response=[], hidden_params=HiddenParams()
-        )
-
-        cost_result = await cost_hook.async_post_mcp_tool_call_hook(
-            kwargs=kwargs,
-            response_obj=response_obj,
-            start_time=datetime.now(),
-            end_time=datetime.now(),
-        )
-
-        assert cost_result is not None
-        assert cost_result.hidden_params.response_cost == 0.10
-
-
-if __name__ == "__main__":
-    # Run the tests
-    pytest.main([__file__, "-v"])

From dc4cefe87963e9101f32ce93e0e54c510be2cb89 Mon Sep 17 00:00:00 2001
From: yassin <yassin@berri.ai>
Date: Sat, 19 Sep 2026 23:44:03 +0000
Subject: [PATCH 138/162] fix(router): limit cost poll cooldown exemption to
 provider 404s

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/router.py                         |  6 ++--
 litellm/router_utils/cooldown_handlers.py |  9 ++---
 tests/test_litellm/test_router.py         | 40 ++++++++++++++++++-----
 3 files changed, 38 insertions(+), 17 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 05c03dd69f7..f10115863b2 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -179,7 +179,7 @@ from litellm.router_utils.cooldown_handlers import (
     _get_cooldown_deployments,
     _set_cooldown_deployments,
     is_advisor_orchestration_failure,
-    is_background_response_cost_poll_failure,
+    is_background_response_cost_poll_not_found,
     is_caller_timeout_408,
 )
 from litellm.router_utils.fallback_event_handlers import (
@@ -8142,10 +8142,10 @@ class Router:
             litellm_params: Final = kwargs.get("litellm_params", {})
             _model_info: Final = litellm_params.get("model_info", {})
 
-            if is_background_response_cost_poll_failure(litellm_params):
+            if is_background_response_cost_poll_not_found(exception, litellm_params):
                 verbose_router_logger.debug(
                     "Router: Exiting 'deployment_callback_on_failure' without cooldown. "
-                    "Failure came from the background response cost poll, not the deployment's health."
+                    "Provider 404 came from the background response cost poll, not the deployment's health."
                 )
                 return False
 
diff --git a/litellm/router_utils/cooldown_handlers.py b/litellm/router_utils/cooldown_handlers.py
index cda1cca497c..408ddbab34b 100644
--- a/litellm/router_utils/cooldown_handlers.py
+++ b/litellm/router_utils/cooldown_handlers.py
@@ -64,12 +64,9 @@ def is_advisor_orchestration_failure(exception: BaseException | None) -> bool:
     return bool(getattr(exception, _ADVISOR_ORCHESTRATION_FAILURE_ATTR, False))
 
 
-def is_background_response_cost_poll_failure(litellm_params: Mapping[str, object]) -> bool:
-    """Whether the failed call was the enterprise cost poller reading back a stored background response.
-
-    A provider 404 there means the provider dropped the stored object, not that the deployment is unhealthy.
-    """
-    return any(
+def is_background_response_cost_poll_not_found(exception: Exception, litellm_params: Mapping[str, object]) -> bool:
+    """Whether a background response cost poll failed with a provider 404."""
+    return getattr(exception, "status_code", None) == 404 and any(
         isinstance(candidate, Mapping)
         and candidate.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) == BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
         for candidate in (litellm_params.get("metadata"), litellm_params.get("litellm_metadata"))
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index e6037bebabe..184092e4096 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -8789,6 +8789,7 @@ class TestBackgroundResponseCostPollCooldown:
                     "model_info": {"id": "dep-1"},
                 }
             ],
+            allowed_fails=0,
         )
 
     def _cooled_down_ids(self, router):
@@ -8801,16 +8802,13 @@ class TestBackgroundResponseCostPollCooldown:
         )
 
     def _deployment_callback_on_failure(self, router, kwargs):
-        import asyncio
         from datetime import datetime
 
-        async def callback():
-            now = datetime.now()
-            return router.deployment_callback_on_failure(kwargs, None, now, now)
+        now = datetime.now()
+        return router.deployment_callback_on_failure(kwargs, None, now, now)
 
-        return asyncio.run(callback())
-
-    def test_untagged_not_found_cools_down_deployment(self):
+    @pytest.mark.asyncio
+    async def test_untagged_not_found_cools_down_deployment(self):
         router = self._router()
         assert (
             self._deployment_callback_on_failure(
@@ -8856,7 +8854,33 @@ class TestBackgroundResponseCostPollCooldown:
         value = get_deployment_failures_for_current_minute(litellm_router_instance=router, deployment_id="dep-1")
         assert not value
 
-    def test_other_internal_origin_not_found_still_cools_down_deployment(self):
+    @pytest.mark.asyncio
+    async def test_cost_poll_non_404_still_cools_down_deployment(self):
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": litellm.InternalServerError(
+                        message="upstream 500", llm_provider="openai", model="gpt-4.1"
+                    ),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {
+                            INTERNAL_CALL_ORIGIN_METADATA_KEY: BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+                        },
+                    },
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+    @pytest.mark.asyncio
+    async def test_other_internal_origin_not_found_still_cools_down_deployment(self):
         from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
         from litellm.types.utils import AUTOROUTER_CLASSIFIER_CALL_ORIGIN
 

From f6e5ef0d267135b1e5bb1caa5719a04eafd721f0 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 23:48:52 +0000
Subject: [PATCH 139/162] refactor(otel v2): drop the docstring from
 conflicting_span_scope_error

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/common_utils/callback_config_validation.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index 8b98c6d96e7..30c4ab31d6f 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -161,7 +161,6 @@ def conflicting_span_scope_error(
     callback_vars: Mapping[str, str] | None,
     stored_vars_by_entry: Sequence[Mapping[str, str]],
 ) -> str | None:
-    """Reject a ``langfuse_span_scope`` another entry already sets differently; the entries flatten last-wins."""
     incoming: Final = None if callback_vars is None else callback_vars.get(_LANGFUSE_SPAN_SCOPE_VAR)
     if incoming is None:
         return None

From ca18755b64672a614161624bfedd4b66d62171dd Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 16:55:00 -0700
Subject: [PATCH 140/162] test(e2e): point the Nova Sonic realtime test at
 nova-2-sonic

AWS retired amazon.nova-sonic-v1:0. GetFoundationModel now answers
ResourceNotFoundException "This model version has reached the end of its life",
and opening a bidirectional stream against it fails with ValidationException
"The provided model identifier is invalid". amazon.nova-2-sonic-v1:0 is the
active replacement.

The test passed on builds 219 (2026-09-16) and 246 (2026-09-17) and has failed
every run since, three attempts per build, with no litellm change to the
realtime path in between. The symptom was a clean websocket close: Bedrock ends
the stream rather than erroring, the forwarder treats a None receive as a normal
stream end and closes the client socket, so the client sees ConnectionClosedOK
and the test fails waiting for response.done.

litellm already carries both models in the cost map, with
"deprecation_date": "2026-09-14" on the old one, and the promptStart
transformation already sends the audioOutputConfiguration that nova-2-sonic
requires; only the test constant was left behind.

Verified against live Bedrock with the promptStart shape the transformation
builds: amazon.nova-sonic-v1:0 raises "The provided model identifier is
invalid", amazon.nova-2-sonic-v1:0 opens a session and returns a usageEvent.

The mocked handler and provider-cache tests keep the old id: it is only a label
there, no call reaches AWS.
---
 tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
index fff744b2134..a9836d64a07 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
@@ -25,7 +25,7 @@ from realtime_client import (
 
 pytestmark = pytest.mark.e2e
 
-NOVA_SONIC = "bedrock/amazon.nova-sonic-v1:0"
+NOVA_SONIC = "bedrock/amazon.nova-2-sonic-v1:0"
 
 
 class TestNovaSonicRealtime:

From b7db48c7c1f162efda73ccd3bde1386c912c0786 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sat, 19 Sep 2026 23:57:38 +0000
Subject: [PATCH 141/162] fix(team): 404 a role update whose target left the
 roster before the locked read

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    |  3 ++
 .../test_team_endpoints.py                    | 39 +++++++++++++++++++
 2 files changed, 42 insertions(+)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 6eaed62013e..5917f219fde 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -3069,6 +3069,9 @@ async def _update_team_member_role(
             raise HTTPException(status_code=404, detail={"error": f"Team id={team_id} does not exist in db"})
 
         before: Final = tuple(locked_members)
+        if all(member.user_id != user_id for member in before):
+            raise HTTPException(status_code=404, detail={"error": f"User {user_id} is not a member of team {team_id}"})
+
         after: Final = tuple(
             Member(user_id=member.user_id, role=role, user_email=user_email or member.user_email)
             if member.user_id == user_id
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index dc72a6a2256..155f03e6d3e 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13675,6 +13675,45 @@ async def test_team_member_update_role_change_404s_when_the_team_is_gone_under_t
     mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
 
 
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_404s_when_the_member_left_before_the_locked_read(monkeypatch):
+    """Regression: a member removed between the pre-lock read and the locked read was reported as updated."""
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    snapshot = LiteLLM_TeamTable(
+        team_id="team-member-gone-race",
+        team_alias="member-gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    locked_row = LiteLLM_TeamTable(
+        team_id="team-member-gone-race",
+        team_alias="member-gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin")],
+    )
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=[snapshot, locked_row])
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(snapshot)
+    with team_info_patch, upsert_patch, pytest.raises(HTTPException) as exc_info:
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-member-gone-race", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+
+    assert exc_info.value.status_code == 404
+    assert "bob" in str(exc_info.value.detail)
+    mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
+    await _settle_audit_log_tasks()
+    assert audit_logger.payloads == []
+
+
 @pytest.mark.asyncio
 async def test_team_member_delete_response_does_not_wait_for_the_audit_insert(
     monkeypatch, mock_db_client, mock_admin_auth

From aa8bbdbae47ef565b9fe019203fa0c52980188a7 Mon Sep 17 00:00:00 2001
From: "berriai-litellm-provider-info-sync[bot]"
 <328147090+berriai-litellm-provider-info-sync[bot]@users.noreply.github.com>
Date: Sun, 20 Sep 2026 00:00:50 +0000
Subject: [PATCH 142/162] chore(prices): sync OpenRouter prices: 2 models

openrouter/deepseek/deepseek-v4-flash: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/z-ai/glm-5.2: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
---
 litellm/model_prices_and_context_window_backup.json | 12 ++++++------
 model_prices_and_context_window.json                | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 4b0f5e8b49a..4f6e1d35317 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -66772,9 +66772,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 5.544e-07,
-        "output_cost_per_token": 1.7424e-06,
-        "cache_read_input_token_cost": 1.0296e-07,
+        "input_cost_per_token": 6.496e-07,
+        "output_cost_per_token": 2.0416e-06,
+        "cache_read_input_token_cost": 1.2064e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 4.032e-08,
-        "output_cost_per_token": 8.064e-08,
-        "cache_read_input_token_cost": 8.064e-09,
+        "input_cost_per_token": 3.78e-08,
+        "output_cost_per_token": 7.56e-08,
+        "cache_read_input_token_cost": 7.56e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 4b0f5e8b49a..4f6e1d35317 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -66772,9 +66772,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 5.544e-07,
-        "output_cost_per_token": 1.7424e-06,
-        "cache_read_input_token_cost": 1.0296e-07,
+        "input_cost_per_token": 6.496e-07,
+        "output_cost_per_token": 2.0416e-06,
+        "cache_read_input_token_cost": 1.2064e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 4.032e-08,
-        "output_cost_per_token": 8.064e-08,
-        "cache_read_input_token_cost": 8.064e-09,
+        "input_cost_per_token": 3.78e-08,
+        "output_cost_per_token": 7.56e-08,
+        "cache_read_input_token_cost": 7.56e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,

From 368401e85cd7793771139d3710dcf0b604e8ebb4 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 17:03:38 -0700
Subject: [PATCH 143/162] test(e2e): complete OAuth triggers and preserve
 failure diagnostics

---
 .github/e2e-stack/assert_tests_ran.py         | 15 ++++----
 .github/workflows/test-mcp-oauth-e2e.yml      |  3 ++
 .../test_e2e_changed_gate.py                  | 35 +++++++++++++++++--
 3 files changed, 44 insertions(+), 9 deletions(-)

diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index 1b051f860cc..3af49007b1e 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -18,11 +18,6 @@ def main() -> int:
         return 1
     cases: Final = tuple(report.iter("testcase"))
     expected_count: Final = os.environ.get("E2E_REQUIRED_TEST_COUNT")
-    if expected_count is not None and (
-        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
-    ):
-        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
-        return 1
     passed: Final = frozenset(
         case.get("file") for case in cases if all(case.find(tag) is None for tag in ("skipped", "failure", "error"))
     )
@@ -43,9 +38,10 @@ def main() -> int:
         skipped: Final = sum(case.get("file") == path and case.find("skipped") is not None for case in cases)
         _ = sys.stdout.write(f"{path}: {collected} collected, {skipped} skipped\n")
         for case in cases:
-            if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error")):
+            if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error", "skipped")):
                 continue
-            _ = sys.stdout.write(f"  failed: {case.get('classname', '')}::{case.get('name', '')}\n")
+            outcome = "skipped" if case.find("skipped") is not None else "failed"
+            _ = sys.stdout.write(f"  {outcome}: {case.get('classname', '')}::{case.get('name', '')}\n")
             for prop in case.findall("./properties/property"):
                 name = prop.get("name", "")
                 value = prop.get("value", "")
@@ -53,6 +49,11 @@ def main() -> int:
                     r"[A-Za-z0-9_.:<>-]{1,240}", value
                 ):
                     _ = sys.stdout.write(f"    {name}: {value}\n")
+    if expected_count is not None and (
+        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
+    ):
+        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
+        return 1
     if (
         selected
         and not missing
diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
index 034b9fe49ec..5c07a68714e 100644
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -12,6 +12,9 @@ on:
       - 'litellm/experimental_mcp_client/**'
       - 'litellm/proxy/_experimental/mcp_server/**'
       - 'litellm/proxy/auth/**'
+      - 'litellm/proxy/management_endpoints/mcp_management_endpoints.py'
+      - 'litellm/proxy/_types.py'
+      - 'litellm/types/mcp_server/mcp_server_manager.py'
       - 'litellm/proxy/management_endpoints/*sso*.py'
       - 'litellm/proxy/management_endpoints/sso/**'
       - 'litellm/proxy/common_utils/encrypt_decrypt_utils.py'
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index 707566c0333..e9fa3c5af0b 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -1,3 +1,4 @@
+import os
 import subprocess
 import sys
 import xml.etree.ElementTree as ET
@@ -229,7 +230,10 @@ def test_an_unusable_secret_is_named_without_printing_its_value(
 
 
 @pytest.mark.parametrize("phase", ("setup", "call", "teardown"))
-def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Path, phase: str) -> None:
+@pytest.mark.parametrize("required_count", ("1", "4"))
+def test_oauth_failure_diagnostics_do_not_publish_private_payloads(
+    tmp_path: Path, phase: str, required_count: str
+) -> None:
     suite: Final = ET.Element("testsuite")
     case: Final = ET.SubElement(suite, "testcase", file=SELECTED[0])
     private: Final = "private-token-in-exception-message"
@@ -247,10 +251,37 @@ def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Pat
     report: Final = tmp_path / "report.xml"
     ET.ElementTree(suite).write(report)
     result: Final = subprocess.run(
-        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]],
+        capture_output=True,
+        text=True,
+        env={**os.environ, "E2E_REQUIRED_TEST_COUNT": required_count},
     )
     assert result.returncode == 1
     assert f"oauth_failure_phase: {phase}" in result.stdout
     assert "oauth_exception_type: AssertionError" in result.stdout
     assert "oauth_frame: oauth_gateway.py:120:start" in result.stdout
     assert private not in result.stdout + result.stderr
+
+
+@pytest.mark.parametrize(
+    ("count", "skip", "expected"), ((0, False, 1), (3, False, 1), (4, False, 0), (5, False, 1), (4, True, 1))
+)
+def test_required_count_reports_cases_before_rejecting(tmp_path: Path, count: int, skip: bool, expected: int) -> None:
+    suite = ET.Element("testsuite")
+    for index in range(count):
+        case = ET.SubElement(suite, "testcase", file=SELECTED[0], classname="OAuth", name=f"variant{index}")
+        if skip and index == 0:
+            ET.SubElement(case, "skipped", message="private-skip-reason")
+    report = tmp_path / "report.xml"
+    ET.ElementTree(suite).write(report)
+    result = subprocess.run(
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]],
+        env={**os.environ, "E2E_REQUIRED_TEST_COUNT": "4"},
+        capture_output=True,
+        text=True,
+    )
+    assert result.returncode == expected
+    assert f"{count} collected, {int(skip)} skipped" in result.stdout
+    if skip:
+        assert "skipped: OAuth::variant0" in result.stdout
+    assert "private-skip-reason" not in result.stdout + result.stderr

From de70cf842a17674c9be9351926d1532e6fa50d45 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@berri.ai>
Date: Sun, 20 Sep 2026 00:04:32 +0000
Subject: [PATCH 144/162] fix(team): run the role update and budget upsert in
 one transaction under the team lock

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../management_endpoints/team_endpoints.py    | 59 ++++++++++---------
 .../test_team_endpoints.py                    |  7 ++-
 2 files changed, 37 insertions(+), 29 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 5917f219fde..dbc709a1742 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -3054,6 +3054,7 @@ async def _add_team_members_to_team(
 
 
 async def _update_team_member_role(
+    tx: "Prisma",
     prisma_client: PrismaClient,
     team_id: str,
     user_id: str,
@@ -3061,27 +3062,26 @@ async def _update_team_member_role(
     user_email: str | None,
 ) -> tuple[tuple[Member, ...], tuple[Member, ...]]:
     """Rewrite one member's role from the roster read under the team lock; returns (before, after)."""
-    async with prisma_client.tx() as tx:
-        await tx.query_raw(TEAM_ADVISORY_LOCK_SQL, team_id)
+    await tx.query_raw(TEAM_ADVISORY_LOCK_SQL, team_id)
 
-        locked_members: Final = await TeamRepository(prisma_client).get_members_with_roles_locked(tx, team_id)
-        if locked_members is None:
-            raise HTTPException(status_code=404, detail={"error": f"Team id={team_id} does not exist in db"})
+    locked_members: Final = await TeamRepository(prisma_client).get_members_with_roles_locked(tx, team_id)
+    if locked_members is None:
+        raise HTTPException(status_code=404, detail={"error": f"Team id={team_id} does not exist in db"})
 
-        before: Final = tuple(locked_members)
-        if all(member.user_id != user_id for member in before):
-            raise HTTPException(status_code=404, detail={"error": f"User {user_id} is not a member of team {team_id}"})
+    before: Final = tuple(locked_members)
+    if all(member.user_id != user_id for member in before):
+        raise HTTPException(status_code=404, detail={"error": f"User {user_id} is not a member of team {team_id}"})
 
-        after: Final = tuple(
-            Member(user_id=member.user_id, role=role, user_email=user_email or member.user_email)
-            if member.user_id == user_id
-            else member
-            for member in before
-        )
-        await _team_tx_db(tx).update(
-            where={"team_id": team_id},
-            data={"members_with_roles": json.dumps([m.model_dump() for m in after])},
-        )
+    after: Final = tuple(
+        Member(user_id=member.user_id, role=role, user_email=user_email or member.user_email)
+        if member.user_id == user_id
+        else member
+        for member in before
+    )
+    await _team_tx_db(tx).update(
+        where={"team_id": team_id},
+        data={"members_with_roles": json.dumps([m.model_dump() for m in after])},
+    )
     return before, after
 
 
@@ -3885,6 +3885,18 @@ async def team_member_update(
     ### upsert new budget
     budget_patch: Final = member_budget_patch(data)
     async with prisma_client.tx() as tx:
+        role_change: Final = (
+            await _update_team_member_role(
+                tx=tx,
+                prisma_client=prisma_client,
+                team_id=data.team_id,
+                user_id=received_user_id,
+                role=data.role,
+                user_email=data.user_email,
+            )
+            if data.role is not None
+            else None
+        )
         await _upsert_budget_and_membership(
             tx=tx,
             team_id=data.team_id,
@@ -3901,15 +3913,8 @@ async def team_member_update(
             user_api_key_cache=user_api_key_cache,
         )
 
-    ### update team member role
-    if data.role is not None:
-        members_before_role_update, team_members = await _update_team_member_role(
-            prisma_client=prisma_client,
-            team_id=data.team_id,
-            user_id=received_user_id,
-            role=data.role,
-            user_email=data.user_email,
-        )
+    if role_change is not None:
+        members_before_role_update, team_members = role_change
         team_table.members_with_roles = list(team_members)
         _schedule_team_membership_audit_log(
             team_id=data.team_id,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 155f03e6d3e..7cb62a8da11 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -13698,9 +13698,11 @@ async def test_team_member_update_role_change_404s_when_the_member_left_before_t
     _wire_member_delete_tx(mock_prisma_client)
 
     team_info_patch, upsert_patch = _member_update_patches(snapshot)
-    with team_info_patch, upsert_patch, pytest.raises(HTTPException) as exc_info:
+    with team_info_patch, upsert_patch as upsert_budget, pytest.raises(HTTPException) as exc_info:
         await team_member_update(
-            data=TeamMemberUpdateRequest(team_id="team-member-gone-race", user_id="bob", role="admin"),
+            data=TeamMemberUpdateRequest(
+                team_id="team-member-gone-race", user_id="bob", role="admin", max_budget_in_team=5.0
+            ),
             http_request=MagicMock(),
             user_api_key_dict=UserAPIKeyAuth(
                 user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
@@ -13710,6 +13712,7 @@ async def test_team_member_update_role_change_404s_when_the_member_left_before_t
     assert exc_info.value.status_code == 404
     assert "bob" in str(exc_info.value.detail)
     mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
+    upsert_budget.assert_not_awaited()
     await _settle_audit_log_tasks()
     assert audit_logger.payloads == []
 

From 9f84382a24817cfdad7e73e32e77a1cdd2b7c983 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 17:20:00 -0700
Subject: [PATCH 145/162] test(e2e): cite the source and date for the pinned
 Nova Sonic model id

AGENTS.md allows a vendor-owned literal only when its source and date are cited
next to it. A live realtime test cannot avoid naming a model, so record how the
id was checked, and record that a retired id fails as a hang rather than an
error so the next reader does not start by suspecting litellm.
---
 .../realtime/test_realtime_bedrock_e2e.py                | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
index a9836d64a07..656882a4d92 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
@@ -3,6 +3,15 @@
 Customer path: open /v1/realtime, session.update, conversation.item.create,
 response.create, and receive a completed response. A hang with no response.done
 is the regression.
+
+NOVA_SONIC pins a vendor-owned model id, which AWS retires on its own schedule.
+Source: `aws bedrock list-foundation-models --region us-east-1`, checked
+2026-09-19, where amazon.nova-2-sonic-v1:0 is ACTIVE and its predecessor
+amazon.nova-sonic-v1:0 answers GetFoundationModel with "This model version has
+reached the end of its life". A retired id does not fail loudly here: Bedrock
+ends the bidirectional stream instead of erroring, so the proxy closes the
+client socket with 1000 OK and this test reads it as a hang. Re-check the id
+against that command before concluding litellm broke.
 """
 
 from __future__ import annotations

From 260990629ab2029fc85b47894995a47e48d501c7 Mon Sep 17 00:00:00 2001
From: "berriai-litellm-provider-info-sync[bot]"
 <328147090+berriai-litellm-provider-info-sync[bot]@users.noreply.github.com>
Date: Sun, 20 Sep 2026 00:30:47 +0000
Subject: [PATCH 146/162] chore(prices): sync OpenRouter prices: 5 models

openrouter/deepseek/deepseek-v4-flash: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/qwen/qwen3.5-35b-a3b: max_tokens, max_output_tokens, supports_prompt_caching, input_cost_per_token, output_cost_per_token
openrouter/qwen/qwen3.5-9b: max_tokens, max_output_tokens
openrouter/qwen/qwen3.8-27b: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/z-ai/glm-5.2: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
---
 ...odel_prices_and_context_window_backup.json | 32 +++++++++----------
 model_prices_and_context_window.json          | 32 +++++++++----------
 2 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 4f6e1d35317..89828ee65a1 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -42770,13 +42770,13 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.5-35b-a3b": {
-        "input_cost_per_token": 1.625e-07,
+        "input_cost_per_token": 3.125e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 65536,
-        "max_tokens": 65536,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 1.3e-06,
+        "output_cost_per_token": 1.25e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
         "supports_reasoning": true,
@@ -42785,7 +42785,7 @@
         "cache_read_input_token_cost": 1.5625e-07,
         "supports_audio_input": false,
         "supports_pdf_input": false,
-        "supports_prompt_caching": false,
+        "supports_prompt_caching": true,
         "supports_response_schema": true,
         "supports_web_search": false
     },
@@ -66466,9 +66466,9 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.8-27b": {
-        "input_cost_per_token": 2.14e-07,
-        "output_cost_per_token": 2.55e-06,
-        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 4.2e-07,
+        "output_cost_per_token": 3e-06,
+        "cache_read_input_token_cost": 8.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1000000,
         "max_output_tokens": 131072,
@@ -66772,9 +66772,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 6.496e-07,
-        "output_cost_per_token": 2.0416e-06,
-        "cache_read_input_token_cost": 1.2064e-07,
+        "input_cost_per_token": 5.544e-07,
+        "output_cost_per_token": 1.7424e-06,
+        "cache_read_input_token_cost": 1.0296e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.78e-08,
-        "output_cost_per_token": 7.56e-08,
-        "cache_read_input_token_cost": 7.56e-09,
+        "input_cost_per_token": 3.752e-08,
+        "output_cost_per_token": 7.504e-08,
+        "cache_read_input_token_cost": 7.504e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67392,8 +67392,8 @@
         "output_cost_per_token": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 235929,
-        "max_tokens": 235929,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 4f6e1d35317..89828ee65a1 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -42770,13 +42770,13 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.5-35b-a3b": {
-        "input_cost_per_token": 1.625e-07,
+        "input_cost_per_token": 3.125e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 65536,
-        "max_tokens": 65536,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 1.3e-06,
+        "output_cost_per_token": 1.25e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
         "supports_reasoning": true,
@@ -42785,7 +42785,7 @@
         "cache_read_input_token_cost": 1.5625e-07,
         "supports_audio_input": false,
         "supports_pdf_input": false,
-        "supports_prompt_caching": false,
+        "supports_prompt_caching": true,
         "supports_response_schema": true,
         "supports_web_search": false
     },
@@ -66466,9 +66466,9 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.8-27b": {
-        "input_cost_per_token": 2.14e-07,
-        "output_cost_per_token": 2.55e-06,
-        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 4.2e-07,
+        "output_cost_per_token": 3e-06,
+        "cache_read_input_token_cost": 8.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1000000,
         "max_output_tokens": 131072,
@@ -66772,9 +66772,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 6.496e-07,
-        "output_cost_per_token": 2.0416e-06,
-        "cache_read_input_token_cost": 1.2064e-07,
+        "input_cost_per_token": 5.544e-07,
+        "output_cost_per_token": 1.7424e-06,
+        "cache_read_input_token_cost": 1.0296e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.78e-08,
-        "output_cost_per_token": 7.56e-08,
-        "cache_read_input_token_cost": 7.56e-09,
+        "input_cost_per_token": 3.752e-08,
+        "output_cost_per_token": 7.504e-08,
+        "cache_read_input_token_cost": 7.504e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67392,8 +67392,8 @@
         "output_cost_per_token": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 235929,
-        "max_tokens": 235929,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,

From 38d776bd2b269bb2920c9a9e8f80bf3efa745576 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 17:32:58 -0700
Subject: [PATCH 147/162] feat(proxy): re-encrypt stored secrets at boot from
 LITELLM_MIGRATE_FROM_MASTER_KEY so an unsafe key can be replaced while the
 proxy refuses to start

Rotating through POST /key/regenerate needs a running proxy, which a refused boot does not have. The refusal now counts the stored values that decrypt under the unsafe key. When there are none it only asks for a new key. When there are some it also asks for LITELLM_MIGRATE_FROM_MASTER_KEY, and the next boot with a safe key re-encrypts them and logs that the variable can be deleted. Leaving the variable set afterwards is a no-op with one notice.
---
 litellm/proxy/auth/master_key_boot_check.py   |  99 ++++-
 litellm/proxy/common_utils/callback_utils.py  |   3 +-
 .../common_utils/encrypt_decrypt_utils.py     |  43 +-
 litellm/proxy/db/master_key_migration.py      | 248 +++++++++++
 litellm/proxy/proxy_server.py                 |  44 +-
 .../proxy/auth/test_master_key_boot_check.py  | 158 +++++--
 .../test_encrypt_decrypt_utils.py             |  34 ++
 .../proxy/db/test_master_key_migration.py     | 398 ++++++++++++++++++
 tests/test_litellm/proxy/test_proxy_server.py |  77 +++-
 9 files changed, 1032 insertions(+), 72 deletions(-)
 create mode 100644 litellm/proxy/db/master_key_migration.py
 create mode 100644 tests/test_litellm/proxy/db/test_master_key_migration.py

diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index 68cbf2ea6e1..c8c2ea3539c 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -1,7 +1,7 @@
 import atexit
 import sys
-from collections.abc import Callable, Mapping
-from dataclasses import dataclass
+from collections.abc import Awaitable, Callable, Mapping
+from dataclasses import dataclass, replace
 from enum import Enum
 from types import MappingProxyType
 from typing import Final
@@ -15,6 +15,7 @@ UNSAFE_PROXY_OVERRIDE_ENV_VAR: Final = "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY"
 MASTER_KEY_SETTING: Final = "master_key"
 MASTER_KEY_ENV_VAR: Final = "LITELLM_MASTER_KEY"
 SALT_KEY_ENV_VAR: Final = "LITELLM_SALT_KEY"
+MIGRATE_FROM_MASTER_KEY_ENV_VAR: Final = "LITELLM_MIGRATE_FROM_MASTER_KEY"
 PUBLICLY_KNOWN_MASTER_KEYS: Final = frozenset({"sk-1234"})
 ROTATION_DOCS_URL: Final = "https://docs.litellm.ai/docs/proxy/master_key_rotations#proxy-refuses-to-start"
 _NEW_MASTER_KEY: Final = "sk-$(openssl rand -hex 32)"
@@ -51,12 +52,18 @@ class UnsafeMasterKeyAllowed:
     reason: UnsafeMasterKeyReason
 
 
+@dataclass(frozen=True, slots=True)
+class StoredSecretsMigration:
+    from_master_key: str
+    encrypted_value_count: int | None
+
+
 @dataclass(frozen=True, slots=True)
 class UnsafeMasterKeyRefused:
     reason: UnsafeMasterKeyReason
     source: MasterKeySource
     environment_variable_is_set: bool
-    stored_credentials_need_rotation: bool
+    migration: StoredSecretsMigration | None
 
 
 MasterKeyBootVerdict = SafeMasterKey | UnsafeMasterKeyAllowed | UnsafeMasterKeyRefused
@@ -90,12 +97,23 @@ def master_key_boot_verdict(
             else EnvironmentSource()
         ),
         environment_variable_is_set=environment_master_key is not None,
-        stored_credentials_need_rotation=(
-            reason is UnsafeMasterKeyReason.PUBLICLY_KNOWN and not salt_key_is_set and database_is_configured
+        migration=(
+            StoredSecretsMigration(from_master_key=master_key, encrypted_value_count=None)
+            if master_key is not None and not salt_key_is_set and database_is_configured
+            else None
         ),
     )
 
 
+async def with_stored_secrets_counted(
+    verdict: MasterKeyBootVerdict, count_values_encrypted_with: Callable[[str], Awaitable[int | None]]
+) -> MasterKeyBootVerdict:
+    if not isinstance(verdict, UnsafeMasterKeyRefused) or verdict.migration is None:
+        return verdict
+    count: Final = await count_values_encrypted_with(verdict.migration.from_master_key)
+    return replace(verdict, migration=None if count == 0 else replace(verdict.migration, encrypted_value_count=count))
+
+
 def enforce_master_key_boot_verdict(verdict: MasterKeyBootVerdict, announce: Callable[[str], object]) -> None:
     match verdict:
         case SafeMasterKey():
@@ -129,7 +147,7 @@ def render_refusal(refusal: UnsafeMasterKeyRefused) -> str:
     return "\n\n".join(
         (
             f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[refusal.reason]}\n{_source_line(refusal)}",
-            _ROTATE_INSTEAD_OF_REPLACING if refusal.stored_credentials_need_rotation else _fix_steps(refusal),
+            _fix_steps(refusal),
             _OVERRIDE_HINT,
         )
     )
@@ -168,12 +186,9 @@ _REPLACE_EXPORTED_KEY_STEP: Final = (
     "   already exported in the environment wins over .env."
 )
 
-_ROTATE_INSTEAD_OF_REPLACING: Final = (
-    f"Credentials stored in your database are encrypted with this master key because {SALT_KEY_ENV_VAR} is not\n"
-    "set, so replacing the key makes them undecryptable. Rotate it by following this guide, which re-encrypts them:\n"
-    f"     {ROTATION_DOCS_URL}\n"
-    "Generate the new key for it with (save it only once the guide says to):\n"
-    f"     {PRINT_NEW_MASTER_KEY_COMMAND}"
+_RESTART_TO_MIGRATE_STEP: Final = (
+    "Start the proxy again. It re-encrypts the stored values with the new key, then logs that\n"
+    f"   {MIGRATE_FROM_MASTER_KEY_ENV_VAR} can be removed. Details: {ROTATION_DOCS_URL}"
 )
 
 _OVERRIDE_HINT: Final = (
@@ -218,15 +233,59 @@ def _source_line(refusal: UnsafeMasterKeyRefused) -> str:
 
 
 def _fix_steps(refusal: UnsafeMasterKeyRefused) -> str:
-    set_key_step: Final = _REPLACE_EXPORTED_KEY_STEP if refusal.environment_variable_is_set else _SAVE_KEY_STEP
-    match refusal.source:
-        case ConfigFileSource() as source:
+    steps: Final = (*_config_steps(refusal.source), *_key_steps(refusal))
+    numbered: Final = "\n".join(f"{number}. {step}" for number, step in enumerate(steps, start=1))
+    return numbered if refusal.migration is None else f"{_migration_lead(refusal.migration)}\n{numbered}"
+
+
+def _config_steps(source: MasterKeySource) -> tuple[str, ...]:
+    match source:
+        case ConfigFileSource():
             return (
-                f"1. Make sure {_config_label(source)} reads the key from the environment:\n"
-                f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}\n"
-                f"2. {set_key_step}"
+                f"Make sure {_config_label(source)} reads the key from the environment:\n"
+                f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}",
             )
         case EnvironmentSource():
-            return f"1. {set_key_step}"
+            return ()
         case _:
-            assert_never(refusal.source)
+            assert_never(source)
+
+
+def _key_steps(refusal: UnsafeMasterKeyRefused) -> tuple[str, ...]:
+    if refusal.migration is None:
+        return (_REPLACE_EXPORTED_KEY_STEP if refusal.environment_variable_is_set else _SAVE_KEY_STEP,)
+    if refusal.environment_variable_is_set:
+        return (
+            f"Set the key to migrate from next to {MASTER_KEY_ENV_VAR}, wherever that is set (a shell export, your\n"
+            "   container or deployment environment, or .env):\n"
+            f"     {_migrate_from_assignment(refusal.migration)}",
+            _REPLACE_EXPORTED_KEY_STEP,
+            _RESTART_TO_MIGRATE_STEP,
+        )
+    return (
+        "Save the key to migrate from and a newly generated key to .env:\n"
+        f"     echo '{_migrate_from_assignment(refusal.migration)}' | tee -a .env\n"
+        f"     {GENERATE_MASTER_KEY_COMMAND}\n"
+        "   Not using a .env file (docker run, Kubernetes, pip install)? Pass the same two values as\n"
+        "   environment variables instead.",
+        _RESTART_TO_MIGRATE_STEP,
+    )
+
+
+def _migrate_from_assignment(migration: StoredSecretsMigration) -> str:
+    key: Final = migration.from_master_key
+    value: Final = key if key == key.strip() else f'"{key}"'
+    return f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}={value}"
+
+
+def _migration_lead(migration: StoredSecretsMigration) -> str:
+    found: Final = (
+        "could not be checked for values"
+        if migration.encrypted_value_count is None
+        else f"holds {migration.encrypted_value_count} value(s)"
+    )
+    return (
+        f"Your database {found} encrypted with this master key, which encrypts stored\n"
+        f"credentials while {SALT_KEY_ENV_VAR} is not set. Replacing the key alone makes them unreadable, so also tell\n"
+        "the proxy which key to migrate from:"
+    )
diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py
index 561a53409f4..bdf45ad46f8 100644
--- a/litellm/proxy/common_utils/callback_utils.py
+++ b/litellm/proxy/common_utils/callback_utils.py
@@ -44,7 +44,8 @@ _EXTRA_SENSITIVE_CALLBACK_KEYS: Final = {"gcs_path_service_account"}
 # Sentinel prefix on encrypted callback_var values. Lets us detect
 # already-encrypted input cheaply (no decrypt-attempt round trip) and
 # avoid double-encrypting if `LITELLM_SALT_KEY` is rotated between writes.
-_CALLBACK_VAR_ENCRYPTED_PREFIX: Final = "litellm_enc::"
+CALLBACK_VAR_ENCRYPTED_PREFIX: Final = "litellm_enc::"
+_CALLBACK_VAR_ENCRYPTED_PREFIX: Final = CALLBACK_VAR_ENCRYPTED_PREFIX
 # Metadata slots that hold operator-configured callback and secret-manager setup
 # (and therefore integration credentials). Resolved from UserAPIKeyAuth during
 # pre-call setup, never read back off the copies stamped into request metadata.
diff --git a/litellm/proxy/common_utils/encrypt_decrypt_utils.py b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
index 288dedebbc6..e655d51b31e 100644
--- a/litellm/proxy/common_utils/encrypt_decrypt_utils.py
+++ b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
@@ -119,6 +119,33 @@ def encrypt_value_helper(value: str, new_encryption_key: str | None = None):
         raise e
 
 
+def _decrypt_with_signing_key(value: str, signing_key: str) -> str:
+    # Versioned AES-256-GCM values are detected before any base64 decode.
+    # The prefix is the algorithm tag the legacy nacl format never carried.
+    if value.startswith(_V2_GCM_PREFIX):
+        return _decrypt_aes_gcm(value=value, signing_key=signing_key)
+
+    # Try URL-safe base64 decoding first (new format)
+    # Fall back to standard base64 decoding for backwards compatibility (old format)
+    try:
+        decoded_b64 = base64.urlsafe_b64decode(value)
+    except Exception:
+        # If URL-safe decoding fails, try standard base64 decoding for backwards compatibility
+        decoded_b64 = base64.b64decode(value)
+
+    return decrypt_value(value=decoded_b64, signing_key=signing_key)
+
+
+def decrypt_if_encrypted_with(value: str, signing_key: str) -> str | None:
+    """None unless value is a ciphertext under signing_key. Both ciphers are authenticated, so a wrong key never passes."""
+    if not value:
+        return None
+    try:
+        return _decrypt_with_signing_key(value=value, signing_key=signing_key)
+    except Exception:  # noqa: BLE001  # base64, nacl and AES-GCM each raise their own "not a ciphertext" type
+        return None
+
+
 def decrypt_value_helper(
     value: str,
     key: str,  # this is just for debug purposes, showing the k,v pair that's invalid. not a signing key.
@@ -129,21 +156,7 @@ def decrypt_value_helper(
 
     try:
         if isinstance(value, str):
-            # Versioned AES-256-GCM values are detected before any base64 decode.
-            # The prefix is the algorithm tag the legacy nacl format never carried.
-            if value.startswith(_V2_GCM_PREFIX):
-                return _decrypt_aes_gcm(value=value, signing_key=cast(str, signing_key))
-
-            # Try URL-safe base64 decoding first (new format)
-            # Fall back to standard base64 decoding for backwards compatibility (old format)
-            try:
-                decoded_b64 = base64.urlsafe_b64decode(value)
-            except Exception:
-                # If URL-safe decoding fails, try standard base64 decoding for backwards compatibility
-                decoded_b64 = base64.b64decode(value)
-
-            value = decrypt_value(value=decoded_b64, signing_key=signing_key)
-            return value
+            return _decrypt_with_signing_key(value=value, signing_key=cast(str, signing_key))
 
         # if it's not str - do not decrypt it, return the value
         return value
diff --git a/litellm/proxy/db/master_key_migration.py b/litellm/proxy/db/master_key_migration.py
new file mode 100644
index 00000000000..452298516bd
--- /dev/null
+++ b/litellm/proxy/db/master_key_migration.py
@@ -0,0 +1,248 @@
+import json
+from collections.abc import Awaitable, Callable, Mapping
+from dataclasses import dataclass
+from enum import Enum
+from typing import Final
+
+from pydantic import JsonValue, TypeAdapter
+from typing_extensions import assert_never
+
+from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
+from litellm.proxy.common_utils.callback_utils import CALLBACK_VAR_ENCRYPTED_PREFIX
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
+from litellm.proxy.db.create_views import SupportsRawQueries
+
+
+@dataclass(frozen=True, slots=True)
+class _SecretColumn:
+    table: str
+    primary_key: str
+    column: str
+    is_json: bool = True
+    only_rows_with_marked_ciphertexts: bool = False
+
+
+_SECRET_COLUMNS: Final = (
+    _SecretColumn("LiteLLM_ProxyModelTable", "model_id", "litellm_params"),
+    _SecretColumn("LiteLLM_CredentialsTable", "credential_id", "credential_values"),
+    _SecretColumn("LiteLLM_Config", "param_name", "param_value"),
+    _SecretColumn("LiteLLM_SSOConfig", "id", "sso_settings"),
+    _SecretColumn("LiteLLM_CacheConfig", "id", "cache_settings"),
+    _SecretColumn("LiteLLM_ConfigOverrides", "config_type", "config_value"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "credentials"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "static_headers"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "env_vars"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "env"),
+    _SecretColumn("LiteLLM_MCPServerOAuthClient", "server_id", "credentials"),
+    _SecretColumn("LiteLLM_MCPUserCredentials", "id", "credential_b64", is_json=False),
+    _SecretColumn("LiteLLM_MCPUserEnvVars", "id", "values_b64", is_json=False),
+    _SecretColumn("LiteLLM_SSOIdentityAssertion", "user_id", "assertion_b64", is_json=False),
+    _SecretColumn("LiteLLM_TeamTable", "team_id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_VerificationToken", "token", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_UserTable", "user_id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_DeletedTeamTable", "id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_DeletedVerificationToken", "id", "metadata", only_rows_with_marked_ciphertexts=True),
+)
+
+_STORED_VALUE: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+_PRIMARY_KEY: Final = TypeAdapter(str)
+
+ReplaceCiphertext = Callable[[str], str | None]
+
+
+def replace_ciphertexts(value: JsonValue, replacement_for: ReplaceCiphertext) -> tuple[JsonValue, int]:
+    match value:
+        case str():
+            marker: Final = CALLBACK_VAR_ENCRYPTED_PREFIX if value.startswith(CALLBACK_VAR_ENCRYPTED_PREFIX) else ""
+            replacement: Final = replacement_for(value.removeprefix(marker))
+            return (value, 0) if replacement is None else (marker + replacement, 1)
+        case list():
+            items: Final = tuple(replace_ciphertexts(item, replacement_for) for item in value)
+            return [item for item, _ in items], sum(count for _, count in items)
+        case dict():
+            fields: Final = {key: replace_ciphertexts(item, replacement_for) for key, item in value.items()}
+            return {key: item for key, (item, _) in fields.items()}, sum(count for _, count in fields.values())
+        case _:
+            return value, 0
+
+
+async def count_values_encrypted_with(database: SupportsRawQueries, signing_key: str) -> int:
+    def keep(value: str) -> str | None:
+        return None if decrypt_if_encrypted_with(value, signing_key) is None else value
+
+    return sum(
+        [
+            replace_ciphertexts(_STORED_VALUE.validate_python(row[secret_column.column]), keep)[1]
+            for secret_column in await _secret_columns_in(database)
+            for row in await _rows_of(database, secret_column)
+        ]
+    )
+
+
+async def count_values_encrypted_with_or_none(
+    connect: Callable[[], Awaitable[SupportsRawQueries]], signing_key: str
+) -> int | None:
+    try:
+        return await count_values_encrypted_with(await connect(), signing_key)
+    except Exception:  # noqa: BLE001  # an unreadable database must not replace the boot refusal with a traceback
+        return None
+
+
+async def reencrypt_stored_values(database: SupportsRawQueries, *, from_key: str, to_key: str) -> int:
+    def reencrypted(value: str) -> str | None:
+        plaintext: Final = decrypt_if_encrypted_with(value, from_key)
+        return None if plaintext is None else _CIPHERTEXT.validate_python(encrypt_value_helper(plaintext, to_key))
+
+    return sum(
+        [
+            await _reencrypt_row(database, secret_column, row, reencrypted)
+            for secret_column in await _secret_columns_in(database)
+            for row in await _rows_of(database, secret_column)
+        ]
+    )
+
+
+_CIPHERTEXT: Final = TypeAdapter(str)
+
+
+async def _secret_columns_in(database: SupportsRawQueries) -> tuple[_SecretColumn, ...]:
+    existing: Final = frozenset(
+        (row["table_name"], row["column_name"])
+        for row in await database.query_raw(
+            "SELECT table_name, column_name FROM information_schema.columns WHERE table_schema = current_schema()"
+        )
+    )
+    return tuple(
+        secret_column for secret_column in _SECRET_COLUMNS if (secret_column.table, secret_column.column) in existing
+    )
+
+
+async def _rows_of(database: SupportsRawQueries, secret_column: _SecretColumn) -> tuple[Mapping[str, object], ...]:
+    marked_only: Final = (
+        f" AND \"{secret_column.column}\"::text LIKE '%{CALLBACK_VAR_ENCRYPTED_PREFIX}%'"
+        if secret_column.only_rows_with_marked_ciphertexts
+        else ""
+    )
+    return tuple(
+        await database.query_raw(
+            f'SELECT "{secret_column.primary_key}", "{secret_column.column}" FROM "{secret_column.table}" '
+            f'WHERE "{secret_column.column}" IS NOT NULL{marked_only}'
+        )
+    )
+
+
+async def _reencrypt_row(
+    database: SupportsRawQueries,
+    secret_column: _SecretColumn,
+    row: Mapping[str, object],
+    reencrypted: ReplaceCiphertext,
+) -> int:
+    stored: Final = _STORED_VALUE.validate_python(row[secret_column.column])
+    migrated, count = replace_ciphertexts(stored, reencrypted)
+    if count == 0:
+        return 0
+    cast_to: Final = "::jsonb" if secret_column.is_json else ""
+    rows_updated: Final = await database.execute_raw(
+        f'UPDATE "{secret_column.table}" SET "{secret_column.column}" = $1{cast_to} '
+        f'WHERE "{secret_column.primary_key}" = $2 AND "{secret_column.column}" = $3{cast_to}',
+        _as_sql_parameter(migrated, secret_column),
+        _PRIMARY_KEY.validate_python(row[secret_column.primary_key]),
+        _as_sql_parameter(stored, secret_column),
+    )
+    return count if rows_updated else 0
+
+
+def _as_sql_parameter(value: JsonValue, secret_column: _SecretColumn) -> str:
+    return json.dumps(value) if secret_column.is_json else _CIPHERTEXT.validate_python(value)
+
+
+class NothingToMigrate(Enum):
+    SALT_KEY_ENCRYPTS_STORED_VALUES = "salt_key_encrypts_stored_values"
+    NO_DATABASE = "no_database"
+    NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY = "nothing_encrypted_with_previous_key"
+
+
+@dataclass(frozen=True, slots=True)
+class Migrated:
+    migrated: int
+    remaining: int
+
+
+MigrationOutcome = NothingToMigrate | Migrated
+
+
+async def migrate_from_previous_master_key(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    outcome: Final = await _migrate(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+        database=database,
+        log=log,
+    )
+    log(describe_outcome(outcome))
+    return outcome
+
+
+async def _migrate(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    if salt_key_is_set:
+        return NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES
+    if database is None:
+        return NothingToMigrate.NO_DATABASE
+    if previous_master_key == master_key:
+        return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    found: Final = await count_values_encrypted_with(database, previous_master_key)
+    if found == 0:
+        return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    log(f"Re-encrypting {found} stored value(s) from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key to the new master key.")
+    migrated: Final = Migrated(
+        migrated=await reencrypt_stored_values(database, from_key=previous_master_key, to_key=master_key),
+        remaining=await count_values_encrypted_with(database, previous_master_key),
+    )
+    another_worker_migrated_everything: Final = migrated == Migrated(migrated=0, remaining=0)
+    return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY if another_worker_migrated_everything else migrated
+
+
+def describe_outcome(outcome: MigrationOutcome) -> str:
+    match outcome:
+        case NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is set, but {SALT_KEY_ENV_VAR} is what encrypts your stored "
+                f"values, so there is nothing to migrate. You may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case NothingToMigrate.NO_DATABASE:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is set, but no database is connected, so nothing was migrated. If "
+                f"this proxy has no database, you may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is still set, but nothing in the database is left to migrate "
+                f"from that key. You may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case Migrated(migrated=migrated, remaining=0):
+            return (
+                f"Done re-encrypting {migrated} stored value(s) with the new master key. You may now delete the "
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} environment variable."
+            )
+        case Migrated(migrated=migrated, remaining=remaining):
+            return (
+                f"Re-encrypted {migrated} stored value(s), but {remaining} are still encrypted with the previous key "
+                f"because they changed during the migration. Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart "
+                "the proxy to migrate them."
+            )
+        case _:
+            assert_never(outcome)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 6c734186faf..5eff79193f1 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -344,11 +344,13 @@ from litellm.proxy.auth.login_throttle import (
 )
 from litellm.proxy.auth.master_key_boot_check import (
     MASTER_KEY_ENV_VAR,
+    MIGRATE_FROM_MASTER_KEY_ENV_VAR,
     SALT_KEY_ENV_VAR,
     UNSAFE_PROXY_OVERRIDE_ENV_VAR,
     announce_on_stderr_at_exit,
     enforce_master_key_boot_verdict,
     master_key_boot_verdict,
+    with_stored_secrets_counted,
 )
 from litellm.proxy.auth.model_checks import (
     expand_wildcard_deployments_for_model_info,
@@ -472,6 +474,7 @@ from litellm.proxy.config_resolvers.settings_rules import (
 )
 from litellm.proxy.container_endpoints.endpoints import router as container_router
 from litellm.proxy.credential_endpoints.endpoints import router as credential_router
+from litellm.proxy.db.create_views import SupportsRawQueries
 from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager
 from litellm.proxy.db.db_transaction_queue.spend_log_cleanup import SpendLogCleanup
 from litellm.proxy.db.db_transaction_queue.window_spend_update_queue import (
@@ -486,6 +489,10 @@ from litellm.proxy.db.gateway_request_tracking import (
     GatewayRequestRedisBuffer,
     flush_gateway_requests,
 )
+from litellm.proxy.db.master_key_migration import (
+    count_values_encrypted_with_or_none,
+    migrate_from_previous_master_key,
+)
 from litellm.proxy.db.proxy_worker_heartbeat import (
     PROXY_WORKER_HEARTBEAT_INTERVAL_SECONDS,
     ProxyWorkerHeartbeat,
@@ -1131,6 +1138,14 @@ async def _initialize_shared_aiohttp_session():
         return None
 
 
+async def _connect_to_count_stored_values() -> SupportsRawQueries:
+    client: Final = prisma_client or PrismaClient(
+        database_url=str(get_secret("DATABASE_URL")), proxy_logging_obj=proxy_logging_obj
+    )
+    await client.connect()
+    return client.db
+
+
 @asynccontextmanager
 async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
     global \
@@ -1224,14 +1239,17 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
                 await initialize(**worker_config)
 
     enforce_master_key_boot_verdict(
-        master_key_boot_verdict(
-            master_key=master_key,
-            environment_master_key=os.getenv(MASTER_KEY_ENV_VAR),
-            general_settings=general_settings,
-            config_file_path=user_config_file_path,
-            override_env_is_on=get_secret_bool(UNSAFE_PROXY_OVERRIDE_ENV_VAR) is True,
-            salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
-            database_is_configured=prisma_client is not None or get_secret("DATABASE_URL", None) is not None,
+        await with_stored_secrets_counted(
+            master_key_boot_verdict(
+                master_key=master_key,
+                environment_master_key=os.getenv(MASTER_KEY_ENV_VAR),
+                general_settings=general_settings,
+                config_file_path=user_config_file_path,
+                override_env_is_on=get_secret_bool(UNSAFE_PROXY_OVERRIDE_ENV_VAR) is True,
+                salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
+                database_is_configured=prisma_client is not None or get_secret("DATABASE_URL", None) is not None,
+            ),
+            count_values_encrypted_with=partial(count_values_encrypted_with_or_none, _connect_to_count_stored_values),
         ),
         announce=announce_on_stderr_at_exit,
     )
@@ -1245,6 +1263,16 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
             user_api_key_cache=user_api_key_cache,
         )
 
+    previous_master_key: Final = os.getenv(MIGRATE_FROM_MASTER_KEY_ENV_VAR)
+    if previous_master_key is not None and master_key is not None:
+        await migrate_from_previous_master_key(
+            previous_master_key=previous_master_key,
+            master_key=master_key,
+            salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
+            database=None if prisma_client is None else prisma_client.db,
+            log=verbose_proxy_logger.warning,
+        )
+
     if prisma_client is not None:
 
         async def _run_pw_migration():
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
index 2bb33276a0c..bf208bf235b 100644
--- a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -1,3 +1,4 @@
+import asyncio
 import re
 import shutil
 import subprocess
@@ -10,6 +11,7 @@ import pytest
 from litellm.proxy.auth.master_key_boot_check import (
     GENERATE_MASTER_KEY_COMMAND,
     MASTER_KEY_ENV_VAR,
+    MIGRATE_FROM_MASTER_KEY_ENV_VAR,
     PRINT_NEW_MASTER_KEY_COMMAND,
     ROTATION_DOCS_URL,
     UNSAFE_PROXY_OVERRIDE_ENV_VAR,
@@ -18,6 +20,7 @@ from litellm.proxy.auth.master_key_boot_check import (
     EnvironmentSource,
     MasterKeyBootVerdict,
     SafeMasterKey,
+    StoredSecretsMigration,
     UnsafeMasterKeyAllowed,
     UnsafeMasterKeyError,
     UnsafeMasterKeyReason,
@@ -26,6 +29,7 @@ from litellm.proxy.auth.master_key_boot_check import (
     enforce_master_key_boot_verdict,
     master_key_boot_verdict,
     render_refusal,
+    with_stored_secrets_counted,
 )
 
 
@@ -125,38 +129,86 @@ def test_environment_is_the_source_when_yaml_does_not_set_a_master_key():
 
 
 @pytest.mark.parametrize(
-    ("master_key", "salt_key_is_set", "database_is_configured", "needs_rotation"),
+    ("master_key", "salt_key_is_set", "database_is_configured", "migration"),
     [
-        ("sk-1234", False, True, True),
-        ("sk-1234", True, True, False),
-        ("sk-1234", False, False, False),
-        (None, False, True, False),
-        ("", False, True, False),
+        ("sk-1234", False, True, StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=None)),
+        ("", False, True, StoredSecretsMigration(from_master_key="", encrypted_value_count=None)),
+        (" sk-1234\n", False, True, StoredSecretsMigration(from_master_key=" sk-1234\n", encrypted_value_count=None)),
+        ("sk-1234", True, True, None),
+        ("sk-1234", False, False, None),
+        (None, False, True, None),
     ],
 )
-def test_rotation_is_only_needed_when_the_known_key_encrypts_a_database(
-    master_key: str | None, salt_key_is_set: bool, database_is_configured: bool, needs_rotation: bool
+def test_migration_is_offered_from_the_exact_key_that_may_encrypt_a_database(
+    master_key: str | None,
+    salt_key_is_set: bool,
+    database_is_configured: bool,
+    migration: StoredSecretsMigration | None,
 ):
     verdict = _verdict(master_key, salt_key_is_set=salt_key_is_set, database_is_configured=database_is_configured)
 
     assert isinstance(verdict, UnsafeMasterKeyRefused)
-    assert verdict.stored_credentials_need_rotation is needs_rotation
+    assert verdict.migration == migration
+
+
+def _counted(verdict: MasterKeyBootVerdict, count: int | None) -> tuple[MasterKeyBootVerdict, list[str]]:
+    asked_about: list[str] = []
+
+    async def count_values_encrypted_with(signing_key: str) -> int | None:
+        asked_about.append(signing_key)
+        return count
+
+    return asyncio.run(with_stored_secrets_counted(verdict, count_values_encrypted_with)), asked_about
+
+
+def test_database_with_nothing_encrypted_needs_no_migration():
+    counted, asked_about = _counted(_verdict("sk-1234", database_is_configured=True), 0)
+
+    assert isinstance(counted, UnsafeMasterKeyRefused)
+    assert counted.migration is None
+    assert asked_about == ["sk-1234"]
+
+
+@pytest.mark.parametrize("count", [4, None])
+def test_database_with_encrypted_values_or_unreadable_keeps_the_migration(count: int | None):
+    counted, _ = _counted(_verdict("", database_is_configured=True), count)
+
+    assert isinstance(counted, UnsafeMasterKeyRefused)
+    assert counted.migration == StoredSecretsMigration(from_master_key="", encrypted_value_count=count)
+
+
+@pytest.mark.parametrize(
+    "verdict",
+    [
+        SafeMasterKey(),
+        UnsafeMasterKeyAllowed(reason=UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+        _verdict("sk-1234", database_is_configured=False),
+    ],
+)
+def test_database_is_not_read_when_no_migration_is_on_the_table(verdict: MasterKeyBootVerdict):
+    counted, asked_about = _counted(verdict, 7)
+
+    assert counted == verdict
+    assert asked_about == []
 
 
 def _refusal(
     reason: UnsafeMasterKeyReason = UnsafeMasterKeyReason.PUBLICLY_KNOWN,
     source: ConfigFileSource | EnvironmentSource = EnvironmentSource(),
     environment_variable_is_set: bool = False,
-    stored_credentials_need_rotation: bool = False,
+    migration: StoredSecretsMigration | None = None,
 ) -> UnsafeMasterKeyRefused:
     return UnsafeMasterKeyRefused(
         reason=reason,
         source=source,
         environment_variable_is_set=environment_variable_is_set,
-        stored_credentials_need_rotation=stored_credentials_need_rotation,
+        migration=migration,
     )
 
 
+_MIGRATION = StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=3)
+
+
 def test_config_refusal_names_the_file_and_tells_it_to_read_the_environment():
     text = render_refusal(_refusal(source=ConfigFileSource(config_file_path="/app/config.yaml")))
 
@@ -208,28 +260,82 @@ def test_unset_key_refusal_says_nothing_supplied_one():
     assert "Neither general_settings.master_key nor" in text
 
 
-def test_rotation_guide_appears_only_when_needed():
-    with_rotation = render_refusal(_refusal(stored_credentials_need_rotation=True))
-    without_rotation = render_refusal(_refusal(stored_credentials_need_rotation=False))
+def test_migration_steps_appear_only_when_the_database_needs_them():
+    with_migration = render_refusal(_refusal(migration=_MIGRATION))
+    without_migration = render_refusal(_refusal(migration=None))
 
-    assert ROTATION_DOCS_URL in with_rotation
-    assert ROTATION_DOCS_URL not in without_rotation
+    assert f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234" in with_migration
+    assert "holds 3 value(s) encrypted with this master key" in with_migration
+    assert ROTATION_DOCS_URL in with_migration
+    assert MIGRATE_FROM_MASTER_KEY_ENV_VAR not in without_migration
+    assert ROTATION_DOCS_URL not in without_migration
 
 
-@pytest.mark.parametrize("source", [EnvironmentSource(), ConfigFileSource(config_file_path="/app/config.yaml")])
-def test_refusal_never_tells_a_user_who_must_rotate_to_save_the_new_key_first(
-    source: ConfigFileSource | EnvironmentSource,
-):
-    text = render_refusal(_refusal(source=source, stored_credentials_need_rotation=True))
+def test_unreadable_database_is_reported_as_unchecked_rather_than_counted():
+    text = render_refusal(
+        _refusal(migration=StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=None))
+    )
 
+    assert "could not be checked" in text
+    assert "value(s)" not in text
+    assert f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234" in text
+
+
+@pytest.mark.parametrize(
+    ("from_master_key", "assignment"),
+    [
+        ("sk-1234", f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234"),
+        ("", f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}="),
+        (" sk-1234", f'{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=" sk-1234"'),
+    ],
+)
+def test_migrate_from_assignment_carries_the_exact_previous_key(from_master_key: str, assignment: str):
+    text = render_refusal(
+        _refusal(
+            environment_variable_is_set=True,
+            migration=StoredSecretsMigration(from_master_key=from_master_key, encrypted_value_count=1),
+        )
+    )
+
+    assert f"     {assignment}\n" in text
+
+
+def test_migration_with_an_exported_key_replaces_it_in_place_and_numbers_every_step():
+    text = render_refusal(
+        _refusal(
+            source=ConfigFileSource(config_file_path="/app/config.yaml"),
+            environment_variable_is_set=True,
+            migration=_MIGRATION,
+        )
+    )
+
+    assert "tee" not in text
     assert PRINT_NEW_MASTER_KEY_COMMAND in text
-    assert ".env" not in text
-    assert "os.environ/" not in text
+    assert [line[:2] for line in text.splitlines() if re.match(r"\d\. ", line)] == ["1.", "2.", "3.", "4."]
+    assert text.index("os.environ/") < text.index(MIGRATE_FROM_MASTER_KEY_ENV_VAR + "=") < text.index("Start the proxy")
 
 
-@pytest.mark.parametrize("stored_credentials_need_rotation", [True, False])
-def test_override_hint_is_the_last_paragraph(stored_credentials_need_rotation: bool):
-    text = render_refusal(_refusal(stored_credentials_need_rotation=stored_credentials_need_rotation))
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+@pytest.mark.parametrize("from_master_key", ["sk-1234", "", " sk-1234"])
+def test_printed_migration_commands_save_both_keys_to_the_env_file(tmp_path: Path, from_master_key: str):
+    from dotenv import dotenv_values
+
+    text = render_refusal(
+        _refusal(migration=StoredSecretsMigration(from_master_key=from_master_key, encrypted_value_count=1))
+    )
+    commands = [line.strip() for line in text.splitlines() if line.strip().startswith("echo ")]
+
+    subprocess.run(["bash", "-c", "\n".join(commands)], cwd=tmp_path, capture_output=True, text=True, check=True)
+
+    saved = dotenv_values(tmp_path / ".env")
+    assert saved[MIGRATE_FROM_MASTER_KEY_ENV_VAR] == from_master_key
+    assert _verdict(saved[MASTER_KEY_ENV_VAR]) == SafeMasterKey()
+    assert len(commands) == 2
+
+
+@pytest.mark.parametrize("migration", [_MIGRATION, None])
+def test_override_hint_is_the_last_paragraph(migration: StoredSecretsMigration | None):
+    text = render_refusal(_refusal(migration=migration))
     last_paragraph = text.split("\n\n")[-1]
 
     assert UNSAFE_PROXY_OVERRIDE_ENV_VAR in last_paragraph
diff --git a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
index 08cf1e45812..fe9659f4fd7 100644
--- a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
@@ -6,12 +6,16 @@ gate, and the backward-compatibility guarantees that let legacy XSalsa20-Poly130
 (nacl) ciphertext and new AES values coexist and decrypt correctly.
 """
 
+import base64
+
 import pytest
 
 from litellm.proxy import proxy_server
 from litellm.proxy.common_utils.encrypt_decrypt_utils import (
     _V2_GCM_PREFIX,
+    decrypt_if_encrypted_with,
     decrypt_value_helper,
+    encrypt_value,
     encrypt_value_helper,
 )
 
@@ -185,3 +189,33 @@ def test_decrypt_failure_debug_log_omits_raw_value(monkeypatch):
         "the failing key should still be named in the breadcrumb"
     )
     assert result == secret
+
+
+@pytest.mark.parametrize("use_aes", [False, True])
+def test_explicit_key_decrypt_reads_only_values_written_under_that_key(monkeypatch, use_aes: bool):
+    if use_aes:
+        _use_aes(monkeypatch)
+    written_with_previous_key = encrypt_value_helper("stored-secret", new_encryption_key="sk-1234")
+
+    assert decrypt_if_encrypted_with(written_with_previous_key, "sk-1234") == "stored-secret"
+    assert decrypt_if_encrypted_with(written_with_previous_key, "sk-another-key") is None
+    assert decrypt_value_helper(written_with_previous_key, key="t", exception_type="debug") is None
+
+
+@pytest.mark.parametrize("not_a_ciphertext", ["", "gpt-5.4-mini", "https://example.invalid/v1", "v2:gcm:", "aGVsbG8="])
+def test_explicit_key_decrypt_rejects_values_that_are_not_ciphertexts(not_a_ciphertext: str):
+    assert decrypt_if_encrypted_with(not_a_ciphertext, "sk-1234") is None
+
+
+@pytest.mark.parametrize("use_aes", [False, True])
+def test_explicit_key_decrypt_tells_an_encrypted_empty_string_from_no_ciphertext(monkeypatch, use_aes: bool):
+    if use_aes:
+        _use_aes(monkeypatch)
+
+    assert decrypt_if_encrypted_with(encrypt_value_helper("", new_encryption_key="sk-1234"), "sk-1234") == ""
+
+
+def test_explicit_key_decrypt_supports_the_empty_master_key():
+    written_with_empty_key = encrypt_value(value="stored-secret", signing_key="")
+
+    assert decrypt_if_encrypted_with(base64.urlsafe_b64encode(written_with_empty_key).decode(), "") == "stored-secret"
diff --git a/tests/test_litellm/proxy/db/test_master_key_migration.py b/tests/test_litellm/proxy/db/test_master_key_migration.py
new file mode 100644
index 00000000000..31732adc666
--- /dev/null
+++ b/tests/test_litellm/proxy/db/test_master_key_migration.py
@@ -0,0 +1,398 @@
+import json
+import re
+from collections.abc import Mapping, Sequence
+
+import pytest
+
+from litellm.proxy import proxy_server
+from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
+from litellm.proxy.db.master_key_migration import (
+    _SECRET_COLUMNS,
+    Migrated,
+    NothingToMigrate,
+    count_values_encrypted_with,
+    describe_outcome,
+    migrate_from_previous_master_key,
+    reencrypt_stored_values,
+    replace_ciphertexts,
+)
+
+PREVIOUS_KEY = "sk-1234"
+NEW_KEY = "sk-qa-9f2c1e7a44b0d3"
+UNRELATED_KEY = "sk-some-other-deployment"
+
+Tables = dict[str, list[dict[str, object]]]
+
+
+@pytest.fixture(autouse=True)
+def _legacy_algorithm_and_no_salt_key(monkeypatch: pytest.MonkeyPatch):
+    monkeypatch.delenv(SALT_KEY_ENV_VAR, raising=False)
+    monkeypatch.setattr(proxy_server, "general_settings", {})
+
+
+def _encrypted(plaintext: str, key: str = PREVIOUS_KEY) -> str:
+    return str(encrypt_value_helper(plaintext, new_encryption_key=key))
+
+
+class _FakeDatabase:
+    def __init__(self, tables: Tables, tables_missing_from_the_schema: frozenset[str] = frozenset()) -> None:
+        self.tables = tables
+        self.tables_missing_from_the_schema = tables_missing_from_the_schema
+        self.writes: list[tuple[str, str, str]] = []
+
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        if "information_schema.columns" in query:
+            assert "table_schema = current_schema()" in query
+            return [
+                {"table_name": secret_column.table, "column_name": secret_column.column}
+                for secret_column in _SECRET_COLUMNS
+                if secret_column.table not in self.tables_missing_from_the_schema
+            ]
+        select = re.fullmatch(r'SELECT "(\w+)", "(\w+)" FROM "(\w+)" WHERE "\2" IS NOT NULL(.*)', query)
+        assert select is not None, query
+        primary_key, column, table, row_filter = select.groups()
+        assert row_filter in ("", f" AND \"{column}\"::text LIKE '%litellm_enc::%'")
+        assert table not in self.tables_missing_from_the_schema, f'relation "{table}" does not exist'
+        return [
+            {primary_key: row[primary_key], column: json.loads(json.dumps(row[column]))}
+            for row in self.tables.get(table, [])
+            if row.get(column) is not None and (not row_filter or "litellm_enc::" in json.dumps(row[column]))
+        ]
+
+    async def execute_raw(self, query: str, *args: object) -> int:
+        update = re.fullmatch(r'UPDATE "(\w+)" SET "(\w+)" = \$1(::jsonb|) WHERE "(\w+)" = \$2 AND "\2" = \$3\3', query)
+        assert update is not None, query
+        table, column, json_cast, primary_key = update.groups()
+        new_value, row_id, expected = (
+            json.loads(str(arg)) if json_cast and index != 1 else arg for index, arg in enumerate(args)
+        )
+        matching = [row for row in self.tables[table] if row[primary_key] == row_id and row[column] == expected]
+        for row in matching:
+            row[column] = new_value
+            self.writes.append((table, column, str(row_id)))
+        return len(matching)
+
+
+class _DatabaseThatMustNotBeTouched:
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        raise AssertionError(f"unexpected read: {query}")
+
+    async def execute_raw(self, query: str, *args: object) -> int:
+        raise AssertionError(f"unexpected write: {query}")
+
+
+def _seeded_tables() -> Tables:
+    return {
+        "LiteLLM_ProxyModelTable": [
+            {
+                "model_id": "model-1",
+                "litellm_params": {
+                    "api_key": _encrypted("provider-key"),
+                    "model": _encrypted("openai/gpt-5.4-mini"),
+                    "rpm": 10,
+                    "use_in_pass_through": False,
+                    "api_base": None,
+                },
+            },
+            {"model_id": "model-2", "litellm_params": {"api_key": _encrypted("other-deployment", UNRELATED_KEY)}},
+        ],
+        "LiteLLM_Config": [
+            {"param_name": "environment_variables", "param_value": {"LANGFUSE_SECRET_KEY": _encrypted("env-secret")}},
+            {"param_name": "general_settings", "param_value": {"proxy_batch_write_at": 10, "ui_name": "plain text"}},
+            {"param_name": "cleared", "param_value": None},
+        ],
+        "LiteLLM_MCPServerTable": [
+            {
+                "server_id": "mcp-1",
+                "credentials": {"auth_value": _encrypted("mcp-token"), "aws_region_name": "us-east-1"},
+                "static_headers": _encrypted('{"X-Api-Key": "header-secret"}'),
+                "env_vars": [
+                    {"name": "GLOBAL", "scope": "global", "value": _encrypted("global-env")},
+                    {"name": "PER_USER", "scope": "user", "value": ""},
+                ],
+                "env": {},
+            }
+        ],
+        "LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}],
+        "LiteLLM_TeamTable": [
+            {
+                "team_id": "team-1",
+                "metadata": {
+                    "logging": [
+                        {
+                            "callback_name": "langfuse",
+                            "callback_vars": {
+                                "langfuse_host": "https://example.invalid",
+                                "langfuse_secret_key": "litellm_enc::" + _encrypted("team-callback-secret"),
+                            },
+                        }
+                    ]
+                },
+            },
+            {"team_id": "team-without-callbacks", "metadata": {"note": _encrypted("unmarked, so never selected")}},
+        ],
+    }
+
+
+_VALUES_UNDER_THE_PREVIOUS_KEY = 8
+
+
+@pytest.mark.asyncio
+async def test_reencryption_moves_every_stored_shape_to_the_new_key_and_nothing_else():
+    tables = _seeded_tables()
+    untouched_before = json.dumps(
+        [tables["LiteLLM_ProxyModelTable"][1], tables["LiteLLM_Config"][1:], tables["LiteLLM_TeamTable"][1]]
+    )
+
+    migrated = await reencrypt_stored_values(_FakeDatabase(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert migrated == _VALUES_UNDER_THE_PREVIOUS_KEY
+    model_params = tables["LiteLLM_ProxyModelTable"][0]["litellm_params"]
+    assert isinstance(model_params, dict)
+    assert decrypt_if_encrypted_with(model_params["api_key"], NEW_KEY) == "provider-key"
+    assert decrypt_if_encrypted_with(model_params["model"], NEW_KEY) == "openai/gpt-5.4-mini"
+    assert decrypt_if_encrypted_with(model_params["api_key"], PREVIOUS_KEY) is None
+    assert (model_params["rpm"], model_params["use_in_pass_through"], model_params["api_base"]) == (10, False, None)
+    mcp_server = tables["LiteLLM_MCPServerTable"][0]
+    assert decrypt_if_encrypted_with(mcp_server["static_headers"], NEW_KEY) == '{"X-Api-Key": "header-secret"}'
+    assert mcp_server["credentials"]["aws_region_name"] == "us-east-1"
+    assert decrypt_if_encrypted_with(mcp_server["env_vars"][0]["value"], NEW_KEY) == "global-env"
+    assert mcp_server["env_vars"][1] == {"name": "PER_USER", "scope": "user", "value": ""}
+    assert (
+        decrypt_if_encrypted_with(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"], NEW_KEY) == "byok-secret"
+    )
+    callback_secret = tables["LiteLLM_TeamTable"][0]["metadata"]["logging"][0]["callback_vars"]["langfuse_secret_key"]
+    assert callback_secret.startswith("litellm_enc::")
+    assert decrypt_if_encrypted_with(callback_secret.removeprefix("litellm_enc::"), NEW_KEY) == "team-callback-secret"
+    assert untouched_before == json.dumps(
+        [tables["LiteLLM_ProxyModelTable"][1], tables["LiteLLM_Config"][1:], tables["LiteLLM_TeamTable"][1]]
+    )
+
+
+@pytest.mark.asyncio
+async def test_count_follows_the_values_from_the_previous_key_to_the_new_one():
+    database = _FakeDatabase(_seeded_tables())
+
+    assert await count_values_encrypted_with(database, PREVIOUS_KEY) == _VALUES_UNDER_THE_PREVIOUS_KEY
+    assert await count_values_encrypted_with(database, NEW_KEY) == 0
+
+    await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert await count_values_encrypted_with(database, PREVIOUS_KEY) == 0
+    assert await count_values_encrypted_with(database, NEW_KEY) == _VALUES_UNDER_THE_PREVIOUS_KEY
+    assert await count_values_encrypted_with(database, UNRELATED_KEY) == 1
+
+
+@pytest.mark.asyncio
+async def test_only_rows_holding_values_under_the_previous_key_are_written():
+    database = _FakeDatabase(_seeded_tables())
+
+    await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert sorted(database.writes) == [
+        ("LiteLLM_Config", "param_value", "environment_variables"),
+        ("LiteLLM_MCPServerTable", "credentials", "mcp-1"),
+        ("LiteLLM_MCPServerTable", "env_vars", "mcp-1"),
+        ("LiteLLM_MCPServerTable", "static_headers", "mcp-1"),
+        ("LiteLLM_MCPUserCredentials", "credential_b64", "cred-row-1"),
+        ("LiteLLM_ProxyModelTable", "litellm_params", "model-1"),
+        ("LiteLLM_TeamTable", "metadata", "team-1"),
+    ]
+
+
+@pytest.mark.asyncio
+async def test_schema_without_some_of_the_tables_is_migrated_for_the_tables_it_has():
+    missing = frozenset({"LiteLLM_MCPUserCredentials", "LiteLLM_SSOIdentityAssertion"})
+    tables = _seeded_tables()
+    database = _FakeDatabase(tables, tables_missing_from_the_schema=missing)
+
+    found = await count_values_encrypted_with(database, PREVIOUS_KEY)
+    migrated = await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert found == migrated == _VALUES_UNDER_THE_PREVIOUS_KEY - 1
+    assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), PREVIOUS_KEY)
+
+
+class _SomeoneEditsEachRowAfterItIsRead(_FakeDatabase):
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        rows = await super().query_raw(query, *args)
+        for row in self.tables.get("LiteLLM_MCPUserCredentials", []):
+            row["credential_b64"] = "edited-by-an-admin"
+        return rows
+
+
+@pytest.mark.asyncio
+async def test_value_edited_while_the_migration_runs_is_not_overwritten():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}]}
+
+    migrated = await reencrypt_stored_values(
+        _SomeoneEditsEachRowAfterItIsRead(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY
+    )
+
+    assert migrated == 0
+    assert tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"] == "edited-by-an-admin"
+
+
+def test_replacing_ciphertexts_keeps_structure_markers_and_non_strings():
+    value = {"keep": [1, True, None, "plain"], "swap": ["old", {"nested": "litellm_enc::old"}]}
+
+    replaced, count = replace_ciphertexts(value, lambda text: "new" if text == "old" else None)
+
+    assert replaced == {"keep": [1, True, None, "plain"], "swap": ["new", {"nested": "litellm_enc::new"}]}
+    assert count == 2
+    assert value["swap"] == ["old", {"nested": "litellm_enc::old"}]
+
+
+async def _run(
+    database: _FakeDatabase | _DatabaseThatMustNotBeTouched | None,
+    *,
+    previous_master_key: str = PREVIOUS_KEY,
+    master_key: str = NEW_KEY,
+    salt_key_is_set: bool = False,
+) -> tuple[object, list[str]]:
+    logged: list[str] = []
+    outcome = await migrate_from_previous_master_key(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+        database=database,
+        log=logged.append,
+    )
+    return outcome, logged
+
+
+@pytest.mark.asyncio
+async def test_migration_announces_itself_then_says_the_variable_can_go():
+    database = _FakeDatabase(_seeded_tables())
+
+    outcome, logged = await _run(database)
+
+    assert outcome == Migrated(migrated=_VALUES_UNDER_THE_PREVIOUS_KEY, remaining=0)
+    assert len(logged) == 2
+    assert logged[0].startswith(f"Re-encrypting {_VALUES_UNDER_THE_PREVIOUS_KEY} stored value(s)")
+    assert logged[1].startswith(f"Done re-encrypting {_VALUES_UNDER_THE_PREVIOUS_KEY} stored value(s)")
+    assert f"You may now delete the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} environment variable" in logged[1]
+
+
+@pytest.mark.asyncio
+async def test_variable_left_set_after_the_migration_is_a_no_op_with_one_notice():
+    database = _FakeDatabase(_seeded_tables())
+    await _run(database)
+    writes_after_the_migration = list(database.writes)
+    stored_after_the_migration = json.dumps(database.tables)
+
+    outcome, logged = await _run(database)
+
+    assert outcome is NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    assert logged == [describe_outcome(NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY)]
+    assert database.writes == writes_after_the_migration
+    assert json.dumps(database.tables) == stored_after_the_migration
+
+
+@pytest.mark.asyncio
+async def test_empty_previous_master_key_migrates_like_any_other():
+    tables: Tables = {"LiteLLM_CredentialsTable": [{"credential_id": "c1", "credential_values": {"api_key": "x"}}]}
+    tables["LiteLLM_CredentialsTable"][0]["credential_values"] = {"api_key": _encrypted_with_empty_key("cred-secret")}
+
+    outcome, _ = await _run(_FakeDatabase(tables), previous_master_key="")
+
+    assert outcome == Migrated(migrated=1, remaining=0)
+    stored = tables["LiteLLM_CredentialsTable"][0]["credential_values"]
+    assert isinstance(stored, dict)
+    assert decrypt_if_encrypted_with(stored["api_key"], NEW_KEY) == "cred-secret"
+
+
+def _encrypted_with_empty_key(plaintext: str) -> str:
+    import base64
+
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value
+
+    return base64.urlsafe_b64encode(encrypt_value(value=plaintext, signing_key="")).decode()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("salt_key_is_set", "has_database", "master_key", "expected"),
+    [
+        (True, True, NEW_KEY, NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES),
+        (False, False, NEW_KEY, NothingToMigrate.NO_DATABASE),
+        (False, True, PREVIOUS_KEY, NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY),
+    ],
+)
+async def test_database_is_left_alone_when_the_master_key_cannot_have_encrypted_it(
+    salt_key_is_set: bool, has_database: bool, master_key: str, expected: NothingToMigrate
+):
+    outcome, logged = await _run(
+        _DatabaseThatMustNotBeTouched() if has_database else None,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+    )
+
+    assert outcome is expected
+    assert logged == [describe_outcome(expected)]
+
+
+class _AnotherWorkerMigratesRightAfterTheFirstCount(_FakeDatabase):
+    def __init__(self, tables: Tables) -> None:
+        super().__init__(tables)
+        self.reads = 0
+
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        rows = await super().query_raw(query, *args)
+        self.reads += 1
+        if self.reads == len(_SECRET_COLUMNS):
+            await reencrypt_stored_values(_FakeDatabase(self.tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+        return rows
+
+
+@pytest.mark.asyncio
+async def test_worker_that_loses_the_race_reports_nothing_left_instead_of_zero_values_done():
+    database = _AnotherWorkerMigratesRightAfterTheFirstCount(_seeded_tables())
+
+    outcome, logged = await _run(database)
+
+    assert outcome is NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    assert database.writes == []
+    assert logged[-1] == describe_outcome(NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY)
+
+
+@pytest.mark.asyncio
+async def test_values_that_could_not_be_written_keep_the_variable_in_place():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}]}
+
+    class _EveryWriteLosesToACurrentEdit(_FakeDatabase):
+        async def execute_raw(self, query: str, *args: object) -> int:
+            return 0
+
+    outcome, logged = await _run(_EveryWriteLosesToACurrentEdit(tables))
+
+    assert outcome == Migrated(migrated=0, remaining=1)
+    assert "1 are still encrypted with the previous key" in logged[-1]
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[-1]
+    assert "You may now delete" not in logged[-1]
+
+
+@pytest.mark.parametrize(
+    "outcome", [*NothingToMigrate, Migrated(migrated=5, remaining=0)], ids=lambda outcome: str(outcome)
+)
+def test_every_finished_outcome_tells_the_user_the_variable_can_be_deleted(outcome: NothingToMigrate | Migrated):
+    message = describe_outcome(outcome)
+
+    assert "ou may now delete" in message
+    assert MIGRATE_FROM_MASTER_KEY_ENV_VAR in message
+
+
+def test_salt_key_outcome_names_the_salt_key_as_the_reason():
+    assert SALT_KEY_ENV_VAR in describe_outcome(NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES)
+    assert SALT_KEY_ENV_VAR not in describe_outcome(NothingToMigrate.NO_DATABASE)
+
+
+@pytest.mark.asyncio
+async def test_encrypted_empty_string_is_migrated_like_any_other_value():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("")}]}
+
+    migrated = await reencrypt_stored_values(_FakeDatabase(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert migrated == 1
+    assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), NEW_KEY) == ""
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index a670f467619..191fa862f6c 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1633,7 +1633,14 @@ def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
 
     config_path = tmp_path / "config.yaml"
     config_path.write_text(yaml.dump({"general_settings": general_settings}))
-    for name in ("LITELLM_MASTER_KEY", "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "WORKER_CONFIG", "DATABASE_URL"):
+    for name in (
+        "LITELLM_MASTER_KEY",
+        "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY",
+        "LITELLM_MIGRATE_FROM_MASTER_KEY",
+        "LITELLM_SALT_KEY",
+        "WORKER_CONFIG",
+        "DATABASE_URL",
+    ):
         monkeypatch.delenv(name, raising=False)
     monkeypatch.setenv("CONFIG_FILE_PATH", str(config_path))
     scheduler_left_on_a_closed_event_loop_by_an_earlier_test = "litellm.proxy.proxy_server.scheduler"
@@ -1649,7 +1656,7 @@ def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
     [{"master_key": "sk-1234"}, {"master_key": ""}, {"master_key": None}, {}],
     ids=["publicly-known", "empty", "yaml-null", "no-general-settings"],
 )
-async def test_proxy_startup_refuses_an_unsafe_master_key_before_connecting_to_the_database(
+async def test_proxy_startup_refuses_an_unsafe_master_key_even_when_the_database_is_unreachable(
     monkeypatch, tmp_path, general_settings
 ):
     from fastapi import FastAPI
@@ -1657,8 +1664,12 @@ async def test_proxy_startup_refuses_an_unsafe_master_key_before_connecting_to_t
     from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
     from litellm.proxy.proxy_server import proxy_startup_event
 
+    async def unreachable():
+        raise ConnectionError("database is down")
+
     _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
     monkeypatch.setenv("DATABASE_URL", "postgresql://nobody:nothing@127.0.0.1:1/unreachable")
+    monkeypatch.setattr("litellm.proxy.proxy_server._connect_to_count_stored_values", unreachable)
 
     with pytest.raises(UnsafeMasterKeyError):
         async with proxy_startup_event(FastAPI()):
@@ -1666,6 +1677,68 @@ async def test_proxy_startup_refuses_an_unsafe_master_key_before_connecting_to_t
 
     assert len(announced) == 1
     assert "sk-$(openssl rand -hex 32)" in announced[0]
+    key_can_have_encrypted_the_database = general_settings.get("master_key") is not None
+    assert ("could not be checked" in announced[0]) == key_can_have_encrypted_the_database
+
+
+class _DatabaseWithOneStoredCredential:
+    def __init__(self, ciphertext):
+        self._ciphertext = ciphertext
+
+    async def query_raw(self, query, *args):
+        if "information_schema.columns" in query:
+            return [{"table_name": "LiteLLM_CredentialsTable", "column_name": "credential_values"}]
+        return [{"credential_id": "cred-1", "credential_values": {"api_key": self._ciphertext}}]
+
+    async def execute_raw(self, query, *args):
+        raise AssertionError("a refused boot must not write to the database")
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("encrypted_with, asks_to_migrate", [("sk-1234", True), ("sk-some-other-key", False)])
+async def test_proxy_startup_asks_to_migrate_only_when_the_database_holds_values_under_the_unsafe_key(
+    monkeypatch, tmp_path, encrypted_with, asks_to_migrate
+):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    database = _DatabaseWithOneStoredCredential(encrypt_value_helper("sk-provider", new_encryption_key=encrypted_with))
+
+    async def connected():
+        return database
+
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-1234"})
+    monkeypatch.setenv("DATABASE_URL", "postgresql://nobody:nothing@127.0.0.1:1/unreachable")
+    monkeypatch.setattr("litellm.proxy.proxy_server._connect_to_count_stored_values", connected)
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert ("LITELLM_MIGRATE_FROM_MASTER_KEY=sk-1234" in announced[0]) == asks_to_migrate
+    assert ("holds 1 value(s) encrypted with this master key" in announced[0]) == asks_to_migrate
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_says_a_lingering_migrate_from_variable_can_be_deleted(monkeypatch, tmp_path, caplog):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-a-safe-master-key"})
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setenv("LITELLM_MIGRATE_FROM_MASTER_KEY", "")
+
+    with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    notices = [record.getMessage() for record in caplog.records if "LITELLM_MIGRATE_FROM_MASTER_KEY" in record.message]
+    assert len(notices) == 1
+    assert "you may now delete LITELLM_MIGRATE_FROM_MASTER_KEY" in notices[0]
 
 
 @pytest.mark.asyncio

From 144cf9a9baf163b931cf51bd44650f8d8afd6433 Mon Sep 17 00:00:00 2001
From: mateo <mateo@berri.ai>
Date: Sun, 20 Sep 2026 00:38:42 +0000
Subject: [PATCH 148/162] test(logging): add autorouter estimate keys to the
 GCS pub/sub spend-log golden

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../gcs_pub_sub_body/spend_logs_payload.json                    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
index 9fa63b211dc..1d2d2bb336e 100644
--- a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
+++ b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
@@ -11,7 +11,7 @@
     "user": "",
     "team_id": "",
     "organization_id": "",
-    "metadata": "{\"applied_guardrails\": [], \"attempted_fallbacks\": null, \"original_model_group\": null, \"batch_models\": null, \"batch_successful_requests\": null, \"batch_failed_requests\": null, \"mcp_tool_call_metadata\": null, \"vector_store_request_metadata\": null, \"routing_decision\": null, \"internal_call_origin\": null, \"router_metadata\": null, \"azure_spillover\": null, \"guardrail_information\": null, \"compression_savings\": null, \"litellm_gateway_injected_cache\": null, \"usage_object\": {\"completion_tokens\": 20, \"prompt_tokens\": 10, \"total_tokens\": 30, \"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"model_map_information\": {\"model_map_key\": \"gpt-4o\", \"model_map_value\": {\"key\": \"gpt-4o\", \"max_tokens\": 16384, \"max_input_tokens\": 128000, \"max_output_tokens\": 16384, \"input_cost_per_token\": 2.5e-06, \"cache_creation_input_token_cost\": null, \"cache_read_input_token_cost\": 1.25e-06, \"input_cost_per_character\": null, \"input_cost_per_token_above_128k_tokens\": null, \"input_cost_per_token_above_200k_tokens\": null, \"input_cost_per_query\": null, \"input_cost_per_second\": null, \"input_cost_per_audio_token\": null, \"input_cost_per_token_batches\": 1.25e-06, \"output_cost_per_token_batches\": 5e-06, \"output_cost_per_token\": 1e-05, \"output_cost_per_audio_token\": null, \"output_cost_per_character\": null, \"output_cost_per_token_above_128k_tokens\": null, \"output_cost_per_character_above_128k_tokens\": null, \"output_cost_per_token_above_200k_tokens\": null, \"output_cost_per_second\": null, \"output_cost_per_image\": null, \"output_vector_size\": null, \"litellm_provider\": \"openai\", \"mode\": \"chat\", \"supports_system_messages\": true, \"supports_response_schema\": true, \"supports_vision\": true, \"supports_function_calling\": true, \"supports_tool_choice\": true, \"supports_assistant_prefill\": false, \"supports_prompt_caching\": true, \"supports_audio_input\": false, \"supports_audio_output\": false, \"supports_pdf_input\": false, \"supports_embedding_image_input\": false, \"supports_native_streaming\": null, \"supports_web_search\": true, \"supports_reasoning\": false, \"search_context_cost_per_query\": {\"search_context_size_low\": 0.03, \"search_context_size_medium\": 0.035, \"search_context_size_high\": 0.05}, \"tpm\": null, \"rpm\": null, \"supported_openai_params\": [\"frequency_penalty\", \"logit_bias\", \"logprobs\", \"top_logprobs\", \"max_tokens\", \"max_completion_tokens\", \"modalities\", \"prediction\", \"n\", \"presence_penalty\", \"seed\", \"stop\", \"stream\", \"stream_options\", \"temperature\", \"top_p\", \"tools\", \"tool_choice\", \"function_call\", \"functions\", \"max_retries\", \"extra_headers\", \"parallel_tool_calls\", \"audio\", \"response_format\", \"user\"]}}, \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"user_api_key\": null, \"user_api_key_alias\": null, \"user_api_key_team_id\": null, \"user_api_key_project_id\": null, \"user_api_key_project_alias\": null, \"user_api_key_org_id\": null, \"user_api_key_user_id\": null, \"user_api_key_team_alias\": null, \"spend_logs_metadata\": null, \"requester_ip_address\": null, \"user_agent\": null, \"status\": null, \"proxy_server_request\": null, \"error_information\": null, \"attempted_retries\": null, \"max_retries\": null}",
+    "metadata": "{\"applied_guardrails\": [], \"attempted_fallbacks\": null, \"original_model_group\": null, \"batch_models\": null, \"batch_successful_requests\": null, \"batch_failed_requests\": null, \"mcp_tool_call_metadata\": null, \"vector_store_request_metadata\": null, \"routing_decision\": null, \"internal_call_origin\": null, \"router_metadata\": null, \"autorouter_savings_estimate\": null, \"autorouter_baseline_observation\": null, \"azure_spillover\": null, \"guardrail_information\": null, \"compression_savings\": null, \"litellm_gateway_injected_cache\": null, \"usage_object\": {\"completion_tokens\": 20, \"prompt_tokens\": 10, \"total_tokens\": 30, \"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"model_map_information\": {\"model_map_key\": \"gpt-4o\", \"model_map_value\": {\"key\": \"gpt-4o\", \"max_tokens\": 16384, \"max_input_tokens\": 128000, \"max_output_tokens\": 16384, \"input_cost_per_token\": 2.5e-06, \"cache_creation_input_token_cost\": null, \"cache_read_input_token_cost\": 1.25e-06, \"input_cost_per_character\": null, \"input_cost_per_token_above_128k_tokens\": null, \"input_cost_per_token_above_200k_tokens\": null, \"input_cost_per_query\": null, \"input_cost_per_second\": null, \"input_cost_per_audio_token\": null, \"input_cost_per_token_batches\": 1.25e-06, \"output_cost_per_token_batches\": 5e-06, \"output_cost_per_token\": 1e-05, \"output_cost_per_audio_token\": null, \"output_cost_per_character\": null, \"output_cost_per_token_above_128k_tokens\": null, \"output_cost_per_character_above_128k_tokens\": null, \"output_cost_per_token_above_200k_tokens\": null, \"output_cost_per_second\": null, \"output_cost_per_image\": null, \"output_vector_size\": null, \"litellm_provider\": \"openai\", \"mode\": \"chat\", \"supports_system_messages\": true, \"supports_response_schema\": true, \"supports_vision\": true, \"supports_function_calling\": true, \"supports_tool_choice\": true, \"supports_assistant_prefill\": false, \"supports_prompt_caching\": true, \"supports_audio_input\": false, \"supports_audio_output\": false, \"supports_pdf_input\": false, \"supports_embedding_image_input\": false, \"supports_native_streaming\": null, \"supports_web_search\": true, \"supports_reasoning\": false, \"search_context_cost_per_query\": {\"search_context_size_low\": 0.03, \"search_context_size_medium\": 0.035, \"search_context_size_high\": 0.05}, \"tpm\": null, \"rpm\": null, \"supported_openai_params\": [\"frequency_penalty\", \"logit_bias\", \"logprobs\", \"top_logprobs\", \"max_tokens\", \"max_completion_tokens\", \"modalities\", \"prediction\", \"n\", \"presence_penalty\", \"seed\", \"stop\", \"stream\", \"stream_options\", \"temperature\", \"top_p\", \"tools\", \"tool_choice\", \"function_call\", \"functions\", \"max_retries\", \"extra_headers\", \"parallel_tool_calls\", \"audio\", \"response_format\", \"user\"]}}, \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"user_api_key\": null, \"user_api_key_alias\": null, \"user_api_key_team_id\": null, \"user_api_key_project_id\": null, \"user_api_key_project_alias\": null, \"user_api_key_org_id\": null, \"user_api_key_user_id\": null, \"user_api_key_team_alias\": null, \"spend_logs_metadata\": null, \"requester_ip_address\": null, \"user_agent\": null, \"status\": null, \"proxy_server_request\": null, \"error_information\": null, \"attempted_retries\": null, \"max_retries\": null}",
     "cache_key": "Cache OFF",
     "spend": 0.00022500000000000002,
     "total_tokens": 30,

From 867a4df347a2632f8d93af52a9154f1679545ca7 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 17:41:19 -0700
Subject: [PATCH 149/162] fix(proxy): claim a finished batch's per-model budget
 charge atomically

A finished batch reports its whole cost on every poll. The charge-once
marker is now taken with one atomic increment on the shared cache, so two
workers polling the same batch at once cannot both charge it, and the
marker's TTL is refreshed on every poll so a batch polled within every
budget window is never charged again after the marker's first expiry.
---
 .../proxy/hooks/model_max_budget_limiter.py   |   8 +-
 .../hooks/test_model_max_budget_limiter.py    | 113 +++++++++++++++++-
 2 files changed, 115 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/hooks/model_max_budget_limiter.py b/litellm/proxy/hooks/model_max_budget_limiter.py
index 67577a68f5c..cfa54ae01a2 100644
--- a/litellm/proxy/hooks/model_max_budget_limiter.py
+++ b/litellm/proxy/hooks/model_max_budget_limiter.py
@@ -610,7 +610,7 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
 
     async def _claim_batch_charge(self, spend_key: str, batch_id: str, ttl_seconds: int) -> bool:
         marker_key: Final = batch_charged_once_marker_key(spend_key=spend_key, batch_id=batch_id)
-        if await self.dual_cache.async_get_cache(key=marker_key) is not None:
-            return False
-        await self.dual_cache.async_set_cache(key=marker_key, value=1, ttl=ttl_seconds)
-        return True
+        polls: Final = await self.dual_cache.async_increment_cache(
+            key=marker_key, value=1, ttl=ttl_seconds, refresh_ttl=True
+        )
+        return polls == 1
diff --git a/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
index 47b14438212..ffb60fb4651 100644
--- a/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
+++ b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
@@ -1,3 +1,7 @@
+import asyncio
+import time
+from collections.abc import Callable, Mapping
+from types import MappingProxyType
 from typing import Final
 
 import pytest
@@ -6,6 +10,7 @@ from litellm.caching.caching import DualCache
 from litellm.proxy.hooks.model_max_budget_limiter import (
     _PROXY_VirtualKeyModelMaxBudgetLimiter,
 )
+from litellm.types.caching import RedisPipelineIncrementOperation
 from litellm.types.utils import LiteLLMBatch, Usage
 
 KEY_HASH: Final = "key-hash-batch"
@@ -30,7 +35,7 @@ def _batch(batch_id: str, status: str) -> LiteLLMBatch:
     )
 
 
-def _event(call_type: str, response_cost: float) -> dict:
+def _event(call_type: str, response_cost: float) -> dict[str, object]:
     return {
         "call_type": call_type,
         "standard_logging_object": {
@@ -56,13 +61,88 @@ async def _poll(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, batch: LiteLLMB
 
 
 async def _chat(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter) -> None:
-    await limiter.async_log_success_event(_event("acompletion", CHAT_COST), response_obj=None, start_time=None, end_time=None)
+    await limiter.async_log_success_event(
+        _event("acompletion", CHAT_COST), response_obj=None, start_time=None, end_time=None
+    )
 
 
 async def _spend(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, spend_key: str) -> float:
     return await limiter.dual_cache.async_get_cache(key=spend_key) or 0.0
 
 
+def _local_spend(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, spend_key: str) -> float:
+    return limiter.dual_cache.in_memory_cache.get_cache(key=spend_key) or 0.0
+
+
+class _Clock:
+    def __init__(self) -> None:
+        self.seconds = 0.0
+
+    def now(self) -> float:
+        return self.seconds
+
+    def advance(self, seconds: float) -> None:
+        self.seconds = self.seconds + seconds
+
+
+class _SharedRedisDouble:
+    def __init__(self, now: Callable[[], float] = time.time) -> None:
+        self.now = now
+        self.entries: Mapping[str, tuple[float, float | None]] = MappingProxyType({})
+
+    def _live(self, key: str) -> tuple[float, float | None] | None:
+        entry: Final = self.entries.get(key)
+        if entry is None:
+            return None
+        expires_at: Final = entry[1]
+        if expires_at is not None and expires_at <= self.now():
+            return None
+        return entry
+
+    def _store(self, key: str, value: float, expires_at: float | None) -> None:
+        self.entries = MappingProxyType({**self.entries, key: (value, expires_at)})
+
+    async def async_get_cache(self, key: str, **kwargs: object) -> float | None:
+        await asyncio.sleep(0)
+        entry: Final = self._live(key)
+        return None if entry is None else entry[0]
+
+    async def async_set_cache(self, key: str, value: float, ttl: int | None = None, **kwargs: object) -> None:
+        await asyncio.sleep(0)
+        self._store(key, value, None if ttl is None else self.now() + ttl)
+
+    async def async_increment(
+        self,
+        key: str,
+        value: float,
+        ttl: int | None = None,
+        parent_otel_span: object = None,
+        refresh_ttl: bool = False,
+    ) -> float:
+        await asyncio.sleep(0)
+        live: Final = self._live(key)
+        total: Final = value if live is None else live[0] + value
+        kept_expiry: Final = None if live is None else live[1]
+        expires_at: Final = (
+            kept_expiry if ttl is None or (kept_expiry is not None and not refresh_ttl) else self.now() + ttl
+        )
+        self._store(key, total, expires_at)
+        return total
+
+    async def async_increment_pipeline(self, increment_list: list[RedisPipelineIncrementOperation]) -> list[float]:
+        return [await self.async_increment(op["key"], op["increment_value"], ttl=op["ttl"]) for op in increment_list]
+
+
+def _worker(redis: _SharedRedisDouble) -> _PROXY_VirtualKeyModelMaxBudgetLimiter:
+    return _PROXY_VirtualKeyModelMaxBudgetLimiter(
+        dual_cache=DualCache(redis_cache=redis)  # pyright: ignore[reportArgumentType]  # duck-typed Redis double
+    )
+
+
+async def _drain_redis_pushes() -> None:
+    await asyncio.gather(*(task for task in asyncio.all_tasks() if task is not asyncio.current_task()))
+
+
 @pytest.mark.asyncio
 async def test_polls_of_a_finished_batch_charge_each_per_model_budget_once():
     limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache())
@@ -87,3 +167,32 @@ async def test_a_second_batch_and_chat_requests_still_charge_the_budget():
     await _chat(limiter)
 
     assert await _spend(limiter, KEY_SPEND_KEY) == pytest.approx(2 * BATCH_COST + 2 * CHAT_COST)
+
+
+@pytest.mark.asyncio
+async def test_two_workers_polling_the_same_finished_batch_at_once_charge_it_once():
+    redis: Final = _SharedRedisDouble()
+    worker_a: Final = _worker(redis)
+    worker_b: Final = _worker(redis)
+    finished: Final = _batch("batch_first", "completed")
+
+    await asyncio.gather(_poll(worker_a, finished, BATCH_COST), _poll(worker_b, finished, BATCH_COST))
+    await _drain_redis_pushes()
+
+    assert _local_spend(worker_a, KEY_SPEND_KEY) + _local_spend(worker_b, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+    assert await redis.async_get_cache(KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+
+
+@pytest.mark.asyncio
+async def test_a_batch_polled_within_every_budget_window_is_never_charged_again():
+    clock: Final = _Clock()
+    limiter: Final = _worker(_SharedRedisDouble(now=clock.now))
+    finished: Final = _batch("batch_first", "completed")
+
+    await _poll(limiter, finished, BATCH_COST)
+    clock.advance(12 * 3600)
+    await _poll(limiter, finished, BATCH_COST)
+    clock.advance(18 * 3600)
+    await _poll(limiter, finished, BATCH_COST)
+
+    assert _local_spend(limiter, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)

From a6c51ba3de332ce163b619bada5dcbcecdf38624 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 17:53:17 -0700
Subject: [PATCH 150/162] fix(proxy): never treat plaintext that base64-decodes
 to nothing as a ciphertext during the master key migration

A string such as "*" or "..." has no base64 characters, so it decoded to no bytes and read as an empty plaintext under any key. The migration would have counted it and overwritten it with a ciphertext of the empty string. Also read from the writer database instead of a read replica, report a database error during the migration instead of crashing the boot, skip columns the connected schema lacks across every schema on the search path, cap the JSON walk depth for the recursion detector, and move the boot wiring into one tested function.
---
 litellm/proxy/auth/master_key_boot_check.py   |   6 +-
 .../common_utils/encrypt_decrypt_utils.py     |  28 ++--
 litellm/proxy/db/master_key_migration.py      |  66 +++++++++-
 litellm/proxy/proxy_server.py                 |  20 ++-
 .../code_coverage_tests/recursive_detector.py |   1 +
 .../test_encrypt_decrypt_utils.py             |  19 ++-
 .../proxy/db/test_master_key_migration.py     | 122 +++++++++++++++++-
 7 files changed, 226 insertions(+), 36 deletions(-)

diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index c8c2ea3539c..4b91cbc676d 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -285,7 +285,7 @@ def _migration_lead(migration: StoredSecretsMigration) -> str:
         else f"holds {migration.encrypted_value_count} value(s)"
     )
     return (
-        f"Your database {found} encrypted with this master key, which encrypts stored\n"
-        f"credentials while {SALT_KEY_ENV_VAR} is not set. Replacing the key alone makes them unreadable, so also tell\n"
-        "the proxy which key to migrate from:"
+        f"Your database {found} encrypted with this master key,\n"
+        f"which encrypts stored credentials while {SALT_KEY_ENV_VAR} is not set. Replacing the key alone makes them\n"
+        "unreadable, so also tell the proxy which key to migrate from:"
     )
diff --git a/litellm/proxy/common_utils/encrypt_decrypt_utils.py b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
index e655d51b31e..3584aaaf833 100644
--- a/litellm/proxy/common_utils/encrypt_decrypt_utils.py
+++ b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
@@ -119,29 +119,31 @@ def encrypt_value_helper(value: str, new_encryption_key: str | None = None):
         raise e
 
 
+def _legacy_ciphertext_bytes(value: str) -> bytes:
+    # Try URL-safe base64 decoding first (new format)
+    # Fall back to standard base64 decoding for backwards compatibility (old format)
+    try:
+        return base64.urlsafe_b64decode(value)
+    except Exception:
+        return base64.b64decode(value)
+
+
 def _decrypt_with_signing_key(value: str, signing_key: str) -> str:
     # Versioned AES-256-GCM values are detected before any base64 decode.
     # The prefix is the algorithm tag the legacy nacl format never carried.
     if value.startswith(_V2_GCM_PREFIX):
         return _decrypt_aes_gcm(value=value, signing_key=signing_key)
 
-    # Try URL-safe base64 decoding first (new format)
-    # Fall back to standard base64 decoding for backwards compatibility (old format)
-    try:
-        decoded_b64 = base64.urlsafe_b64decode(value)
-    except Exception:
-        # If URL-safe decoding fails, try standard base64 decoding for backwards compatibility
-        decoded_b64 = base64.b64decode(value)
-
-    return decrypt_value(value=decoded_b64, signing_key=signing_key)
+    return decrypt_value(value=_legacy_ciphertext_bytes(value), signing_key=signing_key)
 
 
 def decrypt_if_encrypted_with(value: str, signing_key: str) -> str | None:
-    """None unless value is a ciphertext under signing_key. Both ciphers are authenticated, so a wrong key never passes."""
-    if not value:
-        return None
+    """None unless value is a ciphertext under signing_key."""
     try:
-        return _decrypt_with_signing_key(value=value, signing_key=signing_key)
+        # base64 decoding skips characters outside its alphabet, so "" and "*" decode to no bytes,
+        # which decrypt_value reads as an empty plaintext under any key.
+        decodes_to_nothing: Final = not value.startswith(_V2_GCM_PREFIX) and not _legacy_ciphertext_bytes(value)
+        return None if decodes_to_nothing else _decrypt_with_signing_key(value=value, signing_key=signing_key)
     except Exception:  # noqa: BLE001  # base64, nacl and AES-GCM each raise their own "not a ciphertext" type
         return None
 
diff --git a/litellm/proxy/db/master_key_migration.py b/litellm/proxy/db/master_key_migration.py
index 452298516bd..78a00cf9ce9 100644
--- a/litellm/proxy/db/master_key_migration.py
+++ b/litellm/proxy/db/master_key_migration.py
@@ -7,6 +7,7 @@ from typing import Final
 from pydantic import JsonValue, TypeAdapter
 from typing_extensions import assert_never
 
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
 from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
 from litellm.proxy.common_utils.callback_utils import CALLBACK_VAR_ENCRYPTED_PREFIX
 from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
@@ -50,17 +51,19 @@ _PRIMARY_KEY: Final = TypeAdapter(str)
 ReplaceCiphertext = Callable[[str], str | None]
 
 
-def replace_ciphertexts(value: JsonValue, replacement_for: ReplaceCiphertext) -> tuple[JsonValue, int]:
+def replace_ciphertexts(value: JsonValue, replacement_for: ReplaceCiphertext, depth: int = 0) -> tuple[JsonValue, int]:
+    if depth > DEFAULT_MAX_RECURSE_DEPTH:
+        return value, 0
     match value:
         case str():
             marker: Final = CALLBACK_VAR_ENCRYPTED_PREFIX if value.startswith(CALLBACK_VAR_ENCRYPTED_PREFIX) else ""
             replacement: Final = replacement_for(value.removeprefix(marker))
             return (value, 0) if replacement is None else (marker + replacement, 1)
         case list():
-            items: Final = tuple(replace_ciphertexts(item, replacement_for) for item in value)
+            items: Final = tuple(replace_ciphertexts(item, replacement_for, depth + 1) for item in value)
             return [item for item, _ in items], sum(count for _, count in items)
         case dict():
-            fields: Final = {key: replace_ciphertexts(item, replacement_for) for key, item in value.items()}
+            fields: Final = {key: replace_ciphertexts(item, replacement_for, depth + 1) for key, item in value.items()}
             return {key: item for key, (item, _) in fields.items()}, sum(count for _, count in fields.values())
         case _:
             return value, 0
@@ -109,7 +112,8 @@ async def _secret_columns_in(database: SupportsRawQueries) -> tuple[_SecretColum
     existing: Final = frozenset(
         (row["table_name"], row["column_name"])
         for row in await database.query_raw(
-            "SELECT table_name, column_name FROM information_schema.columns WHERE table_schema = current_schema()"
+            "SELECT table_name, column_name FROM information_schema.columns "
+            "WHERE table_schema = ANY (current_schemas(false))"
         )
     )
     return tuple(
@@ -168,7 +172,31 @@ class Migrated:
     remaining: int
 
 
-MigrationOutcome = NothingToMigrate | Migrated
+@dataclass(frozen=True, slots=True)
+class MigrationFailed:
+    error: str
+
+
+MigrationOutcome = NothingToMigrate | Migrated | MigrationFailed
+
+
+async def migrate_if_requested(
+    *,
+    environ: Mapping[str, str],
+    master_key: str | None,
+    connected_database: Callable[[], SupportsRawQueries | None],
+    log: Callable[[str], None],
+) -> MigrationOutcome | None:
+    previous_master_key: Final = environ.get(MIGRATE_FROM_MASTER_KEY_ENV_VAR)
+    if previous_master_key is None or master_key is None:
+        return None
+    return await migrate_from_previous_master_key(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=SALT_KEY_ENV_VAR in environ,
+        database=connected_database(),
+        log=log,
+    )
 
 
 async def migrate_from_previous_master_key(
@@ -179,7 +207,7 @@ async def migrate_from_previous_master_key(
     database: SupportsRawQueries | None,
     log: Callable[[str], None],
 ) -> MigrationOutcome:
-    outcome: Final = await _migrate(
+    outcome: Final = await _migrate_or_failure(
         previous_master_key=previous_master_key,
         master_key=master_key,
         salt_key_is_set=salt_key_is_set,
@@ -190,6 +218,26 @@ async def migrate_from_previous_master_key(
     return outcome
 
 
+async def _migrate_or_failure(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    try:
+        return await _migrate(
+            previous_master_key=previous_master_key,
+            master_key=master_key,
+            salt_key_is_set=salt_key_is_set,
+            database=database,
+            log=log,
+        )
+    except Exception as error:  # noqa: BLE001  # the proxy tolerates a database outage at boot, so the migration must too
+        return MigrationFailed(error=f"{type(error).__name__}: {error}"[:300])
+
+
 async def _migrate(
     *,
     previous_master_key: str,
@@ -244,5 +292,11 @@ def describe_outcome(outcome: MigrationOutcome) -> str:
                 f"because they changed during the migration. Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart "
                 "the proxy to migrate them."
             )
+        case MigrationFailed(error=error):
+            return (
+                f"Could not migrate stored values from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key ({error}). Values "
+                "still encrypted with the previous key cannot be read until the migration succeeds. Keep "
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart the proxy once the database is reachable."
+            )
         case _:
             assert_never(outcome)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 5eff79193f1..0b15ea902ac 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -344,7 +344,6 @@ from litellm.proxy.auth.login_throttle import (
 )
 from litellm.proxy.auth.master_key_boot_check import (
     MASTER_KEY_ENV_VAR,
-    MIGRATE_FROM_MASTER_KEY_ENV_VAR,
     SALT_KEY_ENV_VAR,
     UNSAFE_PROXY_OVERRIDE_ENV_VAR,
     announce_on_stderr_at_exit,
@@ -491,7 +490,7 @@ from litellm.proxy.db.gateway_request_tracking import (
 )
 from litellm.proxy.db.master_key_migration import (
     count_values_encrypted_with_or_none,
-    migrate_from_previous_master_key,
+    migrate_if_requested,
 )
 from litellm.proxy.db.proxy_worker_heartbeat import (
     PROXY_WORKER_HEARTBEAT_INTERVAL_SECONDS,
@@ -1143,7 +1142,7 @@ async def _connect_to_count_stored_values() -> SupportsRawQueries:
         database_url=str(get_secret("DATABASE_URL")), proxy_logging_obj=proxy_logging_obj
     )
     await client.connect()
-    return client.db
+    return client.writer_db
 
 
 @asynccontextmanager
@@ -1263,15 +1262,12 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
             user_api_key_cache=user_api_key_cache,
         )
 
-    previous_master_key: Final = os.getenv(MIGRATE_FROM_MASTER_KEY_ENV_VAR)
-    if previous_master_key is not None and master_key is not None:
-        await migrate_from_previous_master_key(
-            previous_master_key=previous_master_key,
-            master_key=master_key,
-            salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
-            database=None if prisma_client is None else prisma_client.db,
-            log=verbose_proxy_logger.warning,
-        )
+    await migrate_if_requested(
+        environ=os.environ,
+        master_key=master_key,
+        connected_database=lambda: None if prisma_client is None else prisma_client.writer_db,
+        log=verbose_proxy_logger.warning,
+    )
 
     if prisma_client is not None:
 
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index 3c6a6a58820..071191183df 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -55,6 +55,7 @@ IGNORE_FUNCTIONS = [
     "apply_json_merge_patch",  # max depth set (_MAX_MERGE_DEPTH=64); fails closed by raising ValueError at the cap.
     "_filter_argument_value",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); fails closed by blocking the tool call at the cap.
     "_redact_scanned_content",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); fails closed by returning "[REDACTED]" at the cap.
+    "replace_ciphertexts",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); walks stored JSON, which has no cycles, and leaves values below the cap untouched.
     "_iter_fallback_targets",  # max depth set (2 * ROUTER_MAX_FALLBACKS); fails closed by raising ValueError at the cap.
     "_mergeable_branch",  # max depth set (_MAX_SCHEMA_FLATTEN_DEPTH=32) plus a seen_refs cycle guard; passes the schema through untouched at the cap.
     "json_string_leaves",  # max depth set (MAX_STRUCTURED_CONTENT_SCAN_DEPTH); fails closed by raising at the cap so nothing goes unscanned.
diff --git a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
index fe9659f4fd7..9c07242bd23 100644
--- a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
@@ -202,7 +202,24 @@ def test_explicit_key_decrypt_reads_only_values_written_under_that_key(monkeypat
     assert decrypt_value_helper(written_with_previous_key, key="t", exception_type="debug") is None
 
 
-@pytest.mark.parametrize("not_a_ciphertext", ["", "gpt-5.4-mini", "https://example.invalid/v1", "v2:gcm:", "aGVsbG8="])
+@pytest.mark.parametrize(
+    "not_a_ciphertext",
+    [
+        "",
+        "gpt-5.4-mini",
+        "https://example.invalid/v1",
+        "v2:gcm:",
+        "aGVsbG8=",
+        "*",
+        "-",
+        "_",
+        "...",
+        " ",
+        "{}",
+        "[]",
+        "=",
+    ],
+)
 def test_explicit_key_decrypt_rejects_values_that_are_not_ciphertexts(not_a_ciphertext: str):
     assert decrypt_if_encrypted_with(not_a_ciphertext, "sk-1234") is None
 
diff --git a/tests/test_litellm/proxy/db/test_master_key_migration.py b/tests/test_litellm/proxy/db/test_master_key_migration.py
index 31732adc666..4cc9a652969 100644
--- a/tests/test_litellm/proxy/db/test_master_key_migration.py
+++ b/tests/test_litellm/proxy/db/test_master_key_migration.py
@@ -1,19 +1,24 @@
 import json
 import re
 from collections.abc import Mapping, Sequence
+from functools import reduce
 
 import pytest
+from pydantic import JsonValue
 
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
 from litellm.proxy import proxy_server
 from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
 from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
 from litellm.proxy.db.master_key_migration import (
     _SECRET_COLUMNS,
     Migrated,
+    MigrationFailed,
     NothingToMigrate,
     count_values_encrypted_with,
     describe_outcome,
     migrate_from_previous_master_key,
+    migrate_if_requested,
     reencrypt_stored_values,
     replace_ciphertexts,
 )
@@ -43,7 +48,7 @@ class _FakeDatabase:
 
     async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
         if "information_schema.columns" in query:
-            assert "table_schema = current_schema()" in query
+            assert "table_schema = ANY (current_schemas(false))" in query
             return [
                 {"table_name": secret_column.table, "column_name": secret_column.column}
                 for secret_column in _SECRET_COLUMNS
@@ -201,6 +206,26 @@ async def test_only_rows_holding_values_under_the_previous_key_are_written():
     ]
 
 
+@pytest.mark.asyncio
+async def test_plaintext_that_base64_decodes_to_nothing_is_neither_counted_nor_rewritten():
+    settings = {"allowed_routes": ["*"], "ui_name": "-", "separator": "...", "blank": " ", "shape": "{}"}
+    tables: Tables = {
+        "LiteLLM_Config": [{"param_name": "general_settings", "param_value": dict(settings)}],
+        "LiteLLM_VerificationToken": [
+            {"token": "hashed", "metadata": {"notes": "...", "secret": "litellm_enc::" + _encrypted("callback-secret")}}
+        ],
+    }
+    database = _FakeDatabase(tables)
+
+    found = await count_values_encrypted_with(database, PREVIOUS_KEY)
+    migrated = await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert found == migrated == 1
+    assert tables["LiteLLM_Config"][0]["param_value"] == settings
+    assert tables["LiteLLM_VerificationToken"][0]["metadata"]["notes"] == "..."
+    assert database.writes == [("LiteLLM_VerificationToken", "metadata", "hashed")]
+
+
 @pytest.mark.asyncio
 async def test_schema_without_some_of_the_tables_is_migrated_for_the_tables_it_has():
     missing = frozenset({"LiteLLM_MCPUserCredentials", "LiteLLM_SSOIdentityAssertion"})
@@ -244,6 +269,22 @@ def test_replacing_ciphertexts_keeps_structure_markers_and_non_strings():
     assert value["swap"] == ["old", {"nested": "litellm_enc::old"}]
 
 
+def _nested(levels: int, leaf: str) -> JsonValue:
+    return reduce(lambda inner, _: [inner], range(levels), leaf)
+
+
+@pytest.mark.parametrize("levels_past_the_cap, replaced_count", [(0, 1), (1, 0), (50, 0)])
+def test_walk_stops_at_the_recursion_cap_and_leaves_deeper_values_as_they_were(
+    levels_past_the_cap: int, replaced_count: int
+):
+    value = _nested(DEFAULT_MAX_RECURSE_DEPTH + levels_past_the_cap, "old")
+
+    replaced, count = replace_ciphertexts(value, lambda text: "new")
+
+    assert count == replaced_count
+    assert replaced == _nested(DEFAULT_MAX_RECURSE_DEPTH + levels_past_the_cap, "new" if replaced_count else "old")
+
+
 async def _run(
     database: _FakeDatabase | _DatabaseThatMustNotBeTouched | None,
     *,
@@ -396,3 +437,82 @@ async def test_encrypted_empty_string_is_migrated_like_any_other_value():
 
     assert migrated == 1
     assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), NEW_KEY) == ""
+
+
+@pytest.mark.asyncio
+async def test_database_error_during_the_migration_is_reported_instead_of_crashing_the_boot():
+    class _DatabaseIsDown(_FakeDatabase):
+        async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+            raise ConnectionError("Can't reach database server")
+
+    outcome, logged = await _run(_DatabaseIsDown(_seeded_tables()))
+
+    assert outcome == MigrationFailed(error="ConnectionError: Can't reach database server")
+    assert len(logged) == 1
+    assert "ConnectionError: Can't reach database server" in logged[0]
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[0]
+    assert "ou may now delete" not in logged[0]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("previous_master_key", [PREVIOUS_KEY, ""])
+async def test_boot_migrates_from_the_environment_variable_to_the_running_master_key(previous_master_key: str):
+    tables: Tables = {
+        "LiteLLM_CredentialsTable": [
+            {
+                "credential_id": "cred-1",
+                "credential_values": {
+                    "api_key": _encrypted("sk-provider", previous_master_key)
+                    if previous_master_key
+                    else _encrypted_with_empty_key("sk-provider")
+                },
+            }
+        ]
+    }
+    logged: list[str] = []
+
+    outcome = await migrate_if_requested(
+        environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: previous_master_key},
+        master_key=NEW_KEY,
+        connected_database=lambda: _FakeDatabase(tables),
+        log=logged.append,
+    )
+
+    assert outcome == Migrated(migrated=1, remaining=0)
+    stored = tables["LiteLLM_CredentialsTable"][0]["credential_values"]
+    assert isinstance(stored, dict)
+    assert decrypt_if_encrypted_with(stored["api_key"], NEW_KEY) == "sk-provider"
+    assert "Done re-encrypting 1 stored value(s)" in logged[-1]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "environ, master_key, outcome",
+    [
+        ({}, NEW_KEY, None),
+        ({MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY}, None, None),
+        (
+            {MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY, SALT_KEY_ENV_VAR: "a-salt-key"},
+            NEW_KEY,
+            NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES,
+        ),
+    ],
+    ids=["variable-not-set", "no-master-key", "salt-key-set"],
+)
+async def test_boot_leaves_the_database_alone_unless_a_migration_was_requested_and_can_apply(
+    environ: dict[str, str], master_key: str | None, outcome: NothingToMigrate | None
+):
+    logged: list[str] = []
+    database_handles_taken: list[str] = []
+
+    def connected_database() -> _DatabaseThatMustNotBeTouched:
+        database_handles_taken.append("taken")
+        return _DatabaseThatMustNotBeTouched()
+
+    result = await migrate_if_requested(
+        environ=environ, master_key=master_key, connected_database=connected_database, log=logged.append
+    )
+
+    assert result is outcome
+    assert len(database_handles_taken) == (0 if outcome is None else 1)
+    assert len(logged) == (0 if outcome is None else 1)

From 98a3f45d217950409187782135bef2fcbb2212d2 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 19 Sep 2026 17:59:07 -0700
Subject: [PATCH 151/162] chore: update Next.js build artifacts (2026-09-20
 00:59 UTC, node v24.19.0)

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new file mode 100644
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js b/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js
deleted file mode 100644
index 76db7c5cbde..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js b/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js
new file mode 100644
index 00000000000..06d596c068f
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js b/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js
new file mode 100644
index 00000000000..fcd3449f935
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
index c85c34f5f01..0816e96f4dd 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0atshyj15ucq4.js b/litellm/proxy/_experimental/out/_next/static/chunks/0atshyj15ucq4.js
deleted file mode 100644
index 399c3a01a75..00000000000
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-curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,eM=`
-curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{
-  "model": "gpt-3.5-turbo',
-  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
-`,ek=`from openai import OpenAI
-client = OpenAI(
-  base_url="<your_proxy_base_url>",
-  api_key="<your_proxy_key>"
-)
-
-completion = client.chat.completions.create(
-  model="gpt-3.5-turbo",
-  messages=[
-    {"role": "system", "content": "You are a helpful assistant."},
-    {"role": "user", "content": "Hello!"}
-  ],
-  user="my-customer-id"
-)
-
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js b/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js
new file mode 100644
index 00000000000..35a0718a0f0
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js
@@ -0,0 +1,421 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,306228,e=>{"use strict";let t=(0,e.i(475254).default)("link-2",[["path",{d:"M9 17H7A5 5 0 0 1 7 7h2",key:"8i5ue5"}],["path",{d:"M15 7h2a5 5 0 1 1 0 10h-2",key:"1b9ql8"}],["line",{x1:"8",x2:"16",y1:"12",y2:"12",key:"1jonct"}]]);e.s(["Link2",0,t],306228)},455037,e=>{"use strict";var t=e.i(494144);e.s(["prism",()=>t.default])},157058,e=>{"use strict";var t=e.i(843476),a=e.i(934879),i=e.i(976883),r=e.i(135214),s=e.i(708347);e.s(["default",0,function(){let{accessToken:e,userRole:n,premiumUser:o}=(0,r.default)();return(0,s.isAdminRole)(n)?(0,t.jsx)(a.default,{accessToken:e,publicPage:!1,premiumUser:o,userRole:n}):(0,t.jsx)(i.default,{accessToken:e,isEmbedded:!0})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let a,{apiKeySource:i,accessToken:r,apiKey:s,inputMessage:n,chatHistory:o,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:m,selectedVoice:u,endpointType:c,selectedModel:g,selectedSdk:f,proxySettings:h,customHeaders:x}=e,_="session"===i?r:s,b=window.location.origin,y=h?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?b=y:h?.PROXY_BASE_URL&&(b=h.PROXY_BASE_URL);let j=n||"Your prompt here",N=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),$={};l.length>0&&($.tags=l),p.length>0&&($.vector_stores=p),d.length>0&&($.guardrails=d),m.length>0&&($.policies=m);let v=g||"your-model-name",k=x&&Object.keys(x).length>0?`,
+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${b}",
+	api_version="2024-02-01"${k}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	base_url="${b}"${k}
+)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys($).length>0,t="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${v}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${v}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${N}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys($).length>0,t="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${v}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${v}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${N}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:a="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${v}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:a=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${v}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:a=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${v}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:a=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${v}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${v}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",_=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,b=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!c.test(e.hostname),N=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},w=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),$=(e,t,a,i)=>{let r=p(i??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:t,path:r},label:`${e} subdir — ${t} @ ${r}`,suggestedName:w(N(r))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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new file mode 100644
index 00000000000..4b990f3a1f5
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new file mode 100644
index 00000000000..39cbd65bf5c
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i,{apiKeySource:s,accessToken:n,apiKey:a,inputMessage:r,chatHistory:o,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:m,selectedModel:g,selectedSdk:h,proxySettings:f}=e,x="session"===s?n:a,b=window.location.origin,v=f?.LITELLM_UI_API_DOC_BASE_URL;v&&v.trim()?b=v:f?.PROXY_BASE_URL&&(b=f.PROXY_BASE_URL);let y=r||"Your prompt here",j=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),_=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),w={};l.length>0&&(w.tags=l),d.length>0&&(w.vector_stores=d),c.length>0&&(w.guardrails=c),u.length>0&&(w.policies=u);let k=g||"your-model-name",N="azure"===h?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(m){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let s=_.length>0?_:[{role:"user",content:y}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${k}",
-    messages=${JSON.stringify(s,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${k}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let s=_.length>0?_:[{role:"user",content:y}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${k}",
-    input=${JSON.stringify(s,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${k}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:i="azure"===h?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${k}",
-	prompt="${r}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:i="azure"===h?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:i=`
-response = client.embeddings.create(
-	input="${r||"Your string here"}",
-	model="${k}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:i=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${k}",
-	file=audio_file${r?`,
-	prompt="${r.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:i=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${k}",
-	input="${r||"Your text to convert to speech here"}",
-	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${k}",
-#     input="${r||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/18zqgesa45bi6.js b/litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
similarity index 68%
rename from litellm/proxy/_experimental/out/_next/static/chunks/18zqgesa45bi6.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
index a4dbc565875..efaf11cf78e 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
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new file mode 100644
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e},"hasAllModelsSentinel",0,e=>e.includes("all-proxy-models")||e.includes("all-team-models"),"unfurlWildcardModelsInList",0,(e,t)=>{let o=[],i=[];return e.forEach(e=>{if(e.endsWith("/*")){let n=e.replace("/*",""),s=t.filter(e=>e.startsWith(n+"/"));i.push(...s),o.push(e)}else i.push(e)}),[...o,...i].filter((e,t,o)=>o.indexOf(e)===t)}])},182668,e=>{"use strict";var t=e.i(843476),o=e.i(271645),i=e.i(653145),n=e.i(542450);e.s(["FormField",0,({control:e,name:s,label:a,description:r,orientation:l,className:u,children:d})=>{let c=o.useId(),p=`${c}-control`,g=`${c}-description`,h=`${c}-error`;return(0,t.jsx)(i.Controller,{control:e,name:s,render:({field:e,fieldState:o})=>{let i=void 0!==o.error,s=[void 0!==r?g:void 0,i?h:void 0].filter(e=>void 0!==e).join(" ")||void 0,c={...e,id:p,"aria-invalid":i||void 0,"aria-describedby":s};return(0,t.jsxs)(n.Field,{orientation:l,"data-invalid":i||void 0,className:u,children:[void 0!==a&&(0,t.jsx)(n.FieldLabel,{htmlFor:p,children:a}),d(c),void 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js b/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js
new file mode 100644
index 00000000000..d4979cd8973
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js
@@ -0,0 +1,421 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,434626,e=>{"use strict";var t=e.i(271645);let a=t.forwardRef(function(e,a){return t.createElement("svg",Object.assign({xmlns:"http://www.w3.org/2000/svg",fill:"none",viewBox:"0 0 24 24",strokeWidth:2,stroke:"currentColor","aria-hidden":"true",ref:a},e),t.createElement("path",{strokeLinecap:"round",strokeLinejoin:"round",d:"M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"}))});e.s(["ExternalLinkIcon",0,a],434626)},541071,373488,e=>{"use strict";let t=(0,e.i(475254).default)("ellipsis",[["circle",{cx:"12",cy:"12",r:"1",key:"41hilf"}],["circle",{cx:"19",cy:"12",r:"1",key:"1wjl8i"}],["circle",{cx:"5",cy:"12",r:"1",key:"1pcz8c"}]]);e.s(["default",0,t],373488),e.s(["MoreHorizontal",0,t],541071)},546467,e=>{"use strict";let t=(0,e.i(475254).default)("external-link",[["path",{d:"M15 3h6v6",key:"1q9fwt"}],["path",{d:"M10 14 21 3",key:"gplh6r"}],["path",{d:"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6",key:"a6xqqp"}]]);e.s(["default",0,t])},778917,e=>{"use strict";var t=e.i(546467);e.s(["ExternalLink",()=>t.default])},332102,e=>{"use strict";let t=(0,e.i(475254).default)("inbox",[["polyline",{points:"22 12 16 12 14 15 10 15 8 12 2 12",key:"o97t9d"}],["path",{d:"M5.45 5.11 2 12v6a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2v-6l-3.45-6.89A2 2 0 0 0 16.76 4H7.24a2 2 0 0 0-1.79 1.11z",key:"oot6mr"}]]);e.s(["Inbox",0,t],332102)},306228,e=>{"use strict";let t=(0,e.i(475254).default)("link-2",[["path",{d:"M9 17H7A5 5 0 0 1 7 7h2",key:"8i5ue5"}],["path",{d:"M15 7h2a5 5 0 1 1 0 10h-2",key:"1b9ql8"}],["line",{x1:"8",x2:"16",y1:"12",y2:"12",key:"1jonct"}]]);e.s(["Link2",0,t],306228)},560280,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(618566),r=e.i(976883);function s(){let e=(0,i.useSearchParams)().get("key"),[s,n]=(0,a.useState)(null);return(0,a.useEffect)(()=>{e&&n(e)},[e]),(0,t.jsx)(r.default,{accessToken:s})}e.s(["default",0,function(){return(0,t.jsx)(a.Suspense,{fallback:(0,t.jsx)("div",{className:"flex items-center justify-center min-h-screen",children:"Loading..."}),children:(0,t.jsx)(s,{})})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let a,{apiKeySource:i,accessToken:r,apiKey:s,inputMessage:n,chatHistory:o,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:m,selectedVoice:u,endpointType:c,selectedModel:g,selectedSdk:f,proxySettings:h,customHeaders:x}=e,b="session"===i?r:s,_=window.location.origin,y=h?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?_=y:h?.PROXY_BASE_URL&&(_=h.PROXY_BASE_URL);let j=n||"Your prompt here",w=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),v=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),N={};l.length>0&&(N.tags=l),p.length>0&&(N.vector_stores=p),d.length>0&&(N.guardrails=d),m.length>0&&(N.policies=m);let k=g||"your-model-name",$=x&&Object.keys(x).length>0?`,
+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${$}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${$}
+)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(N).length>0,t="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${k}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${k}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${w}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(N).length>0,t="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${k}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${k}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${w}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:a="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${k}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:a=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${k}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:a=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${k}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:a=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${k}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${k}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",b=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,_=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!c.test(e.hostname),w=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},v=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),N=(e,t,a,i)=>{let r=p(i??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:t,path:r},label:`${e} subdir — ${t} @ ${r}`,suggestedName:v(w(r))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else if(t.includes("integration")||t.includes("api"))return"yellow";return"gray"},"getSourceDisplayText",0,C,"getSourceLink",0,I,"isValidEmail",0,e=>!e||/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(e),"isValidSemanticVersion",0,e=>!e||/^\d+\.\d+\.\d+(-[a-zA-Z0-9.-]+)?(\+[a-zA-Z0-9.-]+)?$/.test(e),"isValidSha256",0,e=>""===e.trim()||u.test(e.trim()),"isValidSubPath",0,e=>{let t=p(e);return""!==t&&l.test(t)},"parseKeywords",0,e=>e&&""!==e.trim()?e.split(",").map(e=>e.trim()).filter(e=>""!==e):[],"parseSkillSource",0,(e,t)=>{let a=((e,t)=>{let a=e.trim(),i=b.exec(a),r=i?`${x}${i[1]}@${i[2]}/${i[3]}`:a;if(!r.toLowerCase().startsWith(x))return null;let s=y(r);if(!s||""===s.username||""!==s.password||!j(s))return null;let n=r.indexOf("/",x.length);return -1===n||s.pathname!==r.slice(n)||_(s).length<2?null:N("SSH",a,w(s.pathname).replace(/\.git$/i,""),t)})(e,t);if(a)return a;let i=(e=>{let t=e.trim();if(""===t||t.startsWith("//"))return null;let a=y(/^[a-z][a-z0-9+.-]*:\/\//i.test(t)?t:`https://${t}`);return a&&"https:"===a.protocol&&""===a.username&&""===a.password&&j(a)?a:null})(e);if(!i)return null;if(m.test(i.pathname))return{parsed:{source:"archive",url:i.href},label:`Zip archive — ${i.host}${i.pathname}`,suggestedName:v(w(i.pathname).replace(m,""))};if("github.com"===i.hostname.replace(/^www\./,""))return((e,t)=>{let a=_(e);if(a.length<2)return null;let i=a[0],r=a[1].replace(/\.git$/,"");if(!g.test(i)||!f.test(r))return null;let s=`${i}/${r}`,n=`https://github.com/${s}`,o={parsed:{source:"github",repo:s},label:`GitHub repo — ${s}`,suggestedName:v(r)};if(a.length>=4&&("tree"===a[2]||"blob"===a[2])){let e=a.slice(4),t=w(e.join("/")),i=d.test(t)?e.slice(0,-1):e;if(0===i.length)return o;let r=p(i.join("/"));return l.test(r)?{parsed:{source:"git-subdir",url:n,path:r},label:`GitHub subdir — ${s} @ ${r}`,suggestedName:v(w(r))}:null}if(2!==a.length)return null;let m=p(t??"");return""!==m?l.test(m)?{parsed:{source:"git-subdir",url:n,path:m},label:`GitHub subdir — ${s} @ ${m}`,suggestedName:v(w(m))}:null:o})(i,t);if(_(i).length<2)return null;let r=w(i.pathname).replace(/\.git$/,"");return N("Git",`${i.protocol}//${i.host}${i.pathname.replace(/\/+$/,"")}`,r,t)},"validatePluginName",0,e=>!!e&&""!==e.trim()&&/^[a-z0-9-]+$/.test(e)],209261);let S=({source:e})=>{let a=I(e),i=a&&"git-subdir"===e.source&&e.path?`${a}/tree/main/${e.path}`:a;return i?(0,t.jsxs)("div",{className:"mb-6",children:[(0,t.jsx)("div",{className:"mb-1 text-xs text-muted-foreground",children:"Source"}),(0,t.jsxs)("a",{href:i,target:"_blank",rel:"noopener noreferrer",className:"flex items-center gap-1 break-all text-[13px] 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pr-8",children:[(0,t.jsxs)("div",{onClick:n,className:"mb-6 inline-flex cursor-pointer items-center gap-1.5 text-sm text-muted-foreground",children:[(0,t.jsx)(i.ArrowLeft,{className:"size-3"}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{className:"mb-2",children:[(0,t.jsx)("h1",{className:"m-0 text-[28px] font-normal leading-tight text-foreground",children:e.name}),e.description&&(0,t.jsx)("p",{className:"mb-0 ml-0 mr-0 mt-2 text-sm leading-relaxed text-muted-foreground",children:e.description})]}),(0,t.jsx)("div",{className:"mb-7 mt-6 border-b border-border",children:(0,t.jsx)("div",{className:"flex",children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>p(e.key),className:(0,o.cn)("-mb-px cursor-pointer border-b-[3px] px-5 py-3 text-sm",l===e.key?"border-info font-medium text-info":"border-transparent font-normal 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js b/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js
new file mode 100644
index 00000000000..6707ae430b3
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js b/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js
new file mode 100644
index 00000000000..bbed93f787a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js b/litellm/proxy/_experimental/out/_next/static/chunks/0tzl5rama7x4_.js
similarity index 53%
rename from litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0tzl5rama7x4_.js
index 4d86a5c87b9..c6dd0ab7074 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0veol604iu812.js b/litellm/proxy/_experimental/out/_next/static/chunks/0veol604iu812.js
deleted file mode 100644
index df22ba9b86a..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2oyhu8rllo9v-.js b/litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
similarity index 69%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2oyhu8rllo9v-.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
index 1c0aa680584..100603d1151 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js b/litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
similarity index 59%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
index 7c53e977c32..c91eb12c3aa 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
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WeakMap,_=new WeakMap,N=new WeakMap,S=new WeakMap,T=new WeakMap,d=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new t3("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},C=function(){if(0===this.receivedMessages.length)throw new t3("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new t3("stream ended without producing a content block with type=text");return e.join(" ")},E=function(){this.ended||t0(this,c,void 0,"f")},A=function(e){if(this.ended)return;let t=t1(this,d,"m",I).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let 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Write a continuation summary that will allow you (or another instance of yourself) to resume work efficiently in a future context window where the conversation history will be replaced with this summary. Your summary should be structured, concise, and actionable. Include:
+1. Task Overview
+The user's core request and success criteria
+Any clarifications or constraints they specified
+2. Current State
+What has been completed so far
+Files created, modified, or analyzed (with paths if relevant)
+Key outputs or artifacts produced
+3. Important Discoveries
+Technical constraints or requirements uncovered
+Decisions made and their rationale
+Errors encountered and how they were resolved
+What approaches were tried that didn't work (and why)
+4. Next Steps
+Specific actions needed to complete the task
+Any blockers or open questions to resolve
+Priority order if multiple steps remain
+5. Context to Preserve
+User preferences or style requirements
+Domain-specific details that aren't obvious
+Any promises made to the user
+Be concise but complete—err on the side of including information that would prevent duplicate work or repeated mistakes. Write in a way that enables immediate resumption of the task.
+Wrap your summary in <summary></summary> tags.`;function rN(){let e,t;return{promise:new Promise((s,r)=>{e=s,t=r}),resolve:e,reject:t}}class rS{constructor(e,t,s){M.add(this),this.client=e,R.set(this,!1),$.set(this,!1),O.set(this,void 0),L.set(this,void 0),U.set(this,void 0),D.set(this,void 0),z.set(this,void 0),B.set(this,0),t0(this,O,{params:{...t,messages:structuredClone(t.messages)}},"f");const r=["BetaToolRunner",...re(t.tools,t.messages)].join(", ");t0(this,L,{...s,headers:s4([{"x-stainless-helper":r},s?.headers])},"f"),t0(this,z,rN(),"f"),t.compactionControl?.enabled&&console.warn('Anthropic: The `compactionControl` parameter is deprecated and will be removed in a future version. Use server-side compaction instead by passing `edits: [{ type: "compact_20260112" }]` in the params passed to `toolRunner()`. 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+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),rT.includes(a.model)&&a.thinking&&"enabled"===a.thinking.type&&console.warn(`Using Claude with ${a.model} and 'thinking.type=enabled' is deprecated. 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this._client.get(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{session_id:r,betas:a,...n}=t;return this._client.post(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{body:n,...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(s6`/v1/sessions/${e}/resources?beta=true`,sF,{query:a,...s,headers:s4([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}delete(e,t,s){let{session_id:r,betas:a}=t;return this._client.delete(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}add(e,t,s){let{betas:r,...a}=t;return 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of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sM(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rH(e){}class rV extends s1{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(s6`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sq,{query:e,...t})}delete(e,t){return this._client.delete(s6`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(s6`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new t3(`No batch \`results_url\`; Has it finished processing? 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+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),rK.includes(e.model)&&e.thinking&&"enabled"===e.thinking.type&&console.warn(`Using Claude with ${e.model} and 'thinking.type=enabled' is deprecated. Use 'thinking.type=adaptive' instead which results in better model performance in our testing: https://platform.claude.com/docs/en/build-with-claude/adaptive-thinking`);let s=this._client._options.timeout;if(!e.stream&&null==s){let t=rm[e.model]??void 0;s=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}let r=rt(e.tools,e.messages);return this._client.post("/v1/messages",{body:e,timeout:s??6e5,...t,headers:s4([r,t?.headers]),stream:e.stream??!1})}parse(e,t){return this.create(e,t).then(t=>rB(t,e,{logger:this._client.logger??console}))}stream(e,t){return rW.createMessage(this,e,t,{logger:this._client.logger??console})}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let rJ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-3-opus-20240229":"January 5th, 2026","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025","claude-3-7-sonnet-latest":"February 19th, 2026","claude-3-7-sonnet-20250219":"February 19th, 2026","claude-3-5-haiku-latest":"February 19th, 2026","claude-3-5-haiku-20241022":"February 19th, 2026","claude-opus-4-0":"June 15th, 2026","claude-opus-4-20250514":"June 15th, 2026","claude-sonnet-4-0":"June 15th, 2026","claude-sonnet-4-20250514":"June 15th, 2026"},rK=["claude-mythos-preview","claude-opus-4-6"];rG.Batches=rV;class rX extends s1{retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(s6`/v1/models/${e}`,{...s,headers:s4([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/models",sq,{query:r,...t,headers:s4([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers])})}}class rY extends s1{create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:s4([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let rQ=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()||void 0:void 0!==globalThis.Deno&&globalThis.Deno.env?.get?.(e)?.trim()||void 0;class rZ{constructor({baseURL:e=rQ("ANTHROPIC_BASE_URL"),apiKey:t=rQ("ANTHROPIC_API_KEY")??null,authToken:s=rQ("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){ep.add(this),eg.set(this,void 0);const a={apiKey:t,authToken:s,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&"u">typeof window&&void 0!==window.document&&"u">typeof navigator)throw new t3("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??ef.DEFAULT_TIMEOUT,this.logger=a.logger??console;const n="warn";this.logLevel=n,this.logLevel=sk(a.logLevel,"ClientOptions.logLevel",this)??sk(rQ("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??n,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("u">typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),t0(this,eg,sj,"f");const i=rQ("ANTHROPIC_CUSTOM_HEADERS");if(i){const e={};for(const t of i.split("\n")){const s=t.indexOf(":");s>=0&&(e[t.substring(0,s).trim()]=t.substring(s+1).trim())}a.defaultHeaders={...e,...a.defaultHeaders}}this._options=a,this.apiKey="string"==typeof t?t:null,this.authToken=s}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetch:this.fetch,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(e.get("x-api-key")||e.get("authorization")||this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization"))&&!t.has("authorization"))throw Error('Could not resolve authentication method. Expected either apiKey or authToken to be set. Or for one of the "X-Api-Key" or "Authorization" headers to be explicitly omitted')}async authHeaders(e){return s4([await this.apiKeyAuth(e),await this.bearerAuth(e)])}async apiKeyAuth(e){if(null!=this.apiKey)return s4([{"X-Api-Key":this.apiKey}])}async bearerAuth(e){if(null!=this.authToken)return s4([{Authorization:`Bearer ${this.authToken}`}])}stringifyQuery(e){return Object.entries(e).filter(([e,t])=>void 0!==t).map(([e,t])=>{if("string"==typeof t||"number"==typeof t||"boolean"==typeof t)return`${encodeURIComponent(e)}=${encodeURIComponent(t)}`;if(null===t)return`${encodeURIComponent(e)}=`;throw new t3(`Cannot stringify type ${typeof t}; Expected string, number, boolean, or null. If you need to pass nested query parameters, you can manually encode them, e.g. { query: { 'foo[key1]': value1, 'foo[key2]': value2 } }, and please open a GitHub issue requesting better support for your use case.`)}).join("&")}getUserAgent(){return`${this.constructor.name}/JS ${sp}`}defaultIdempotencyKey(){return`stainless-node-retry-${t2()}`}makeStatusError(e,t,s,r){return t6.generate(e,t,s,r)}buildURL(e,t,s){let r=!t1(this,ep,"m",ex).call(this)&&s||this.baseURL,a=new URL(sl.test(e)?e:r+(r.endsWith("/")&&e.startsWith("/")?e.slice(1):e)),n=this.defaultQuery(),i=Object.fromEntries(a.searchParams);return sm(n)&&sm(i)||(t={...i,...n,...t}),"object"==typeof t&&t&&!Array.isArray(t)&&(a.search=this.stringifyQuery(t)),a.toString()}_calculateNonstreamingTimeout(e){if(3600*e/128e3>600)throw new t3("Streaming is required for operations that may take longer than 10 minutes. See https://github.com/anthropics/anthropic-sdk-typescript#streaming-responses for more details");return 6e5}async prepareOptions(e){}async prepareRequest(e,{url:t,options:s}){}get(e,t){return this.methodRequest("get",e,t)}post(e,t){return this.methodRequest("post",e,t)}patch(e,t){return this.methodRequest("patch",e,t)}put(e,t){return this.methodRequest("put",e,t)}delete(e,t){return this.methodRequest("delete",e,t)}methodRequest(e,t,s){return this.request(Promise.resolve(s).then(s=>({method:e,path:t,...s})))}request(e,t=null){return new sD(this,this.makeRequest(e,t,void 0))}async makeRequest(e,t,s){let r=await e,a=r.maxRetries??this.maxRetries;null==t&&(t=a),await this.prepareOptions(r);let{req:n,url:i,timeout:o}=await this.buildRequest(r,{retryCount:a-t});await this.prepareRequest(n,{url:i,options:r});let l="log_"+(0x1000000*Math.random()|0).toString(16).padStart(6,"0"),d=void 0===s?"":`, retryOf: ${s}`,c=Date.now();if(sP(this).debug(`[${l}] sending request`,sI({retryOfRequestLogID:s,method:r.method,url:i,options:r,headers:n.headers})),r.signal?.aborted)throw new t8;let u=new AbortController,m=await this.fetchWithTimeout(i,n,o,u).catch(t5),h=Date.now();if(m instanceof globalThis.Error){let e=`retrying, ${t} attempts remaining`;if(r.signal?.aborted)throw new t8;let a=t4(m)||/timed? ?out/i.test(String(m)+("cause"in m?String(m.cause):""));if(t)return sP(this).info(`[${l}] connection ${a?"timed out":"failed"} - ${e}`),sP(this).debug(`[${l}] connection ${a?"timed out":"failed"} (${e})`,sI({retryOfRequestLogID:s,url:i,durationMs:h-c,message:m.message})),this.retryRequest(r,t,s??l);if(sP(this).info(`[${l}] connection ${a?"timed out":"failed"} - error; no more retries left`),sP(this).debug(`[${l}] connection ${a?"timed out":"failed"} (error; no more retries left)`,sI({retryOfRequestLogID:s,url:i,durationMs:h-c,message:m.message})),a)throw new t7;throw new t9({cause:m})}let p=[...m.headers.entries()].filter(([e])=>"request-id"===e).map(([e,t])=>", "+e+": "+JSON.stringify(t)).join(""),f=`[${l}${d}${p}] ${n.method} ${i} ${m.ok?"succeeded":"failed"} with status ${m.status} in ${h-c}ms`;if(!m.ok){let e=await this.shouldRetry(m);if(t&&e){let e=`retrying, ${t} attempts remaining`;return await sv(m.body),sP(this).info(`${f} - ${e}`),sP(this).debug(`[${l}] response error (${e})`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-c})),this.retryRequest(r,t,s??l,m.headers)}let a=e?"error; no more retries left":"error; not retryable";sP(this).info(`${f} - ${a}`);let n=await m.text().catch(e=>t5(e).message),i=sh(n),o=i?void 0:n;throw sP(this).debug(`[${l}] response error (${a})`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,message:o,durationMs:Date.now()-c})),this.makeStatusError(m.status,i,o,m.headers)}return sP(this).info(f),sP(this).debug(`[${l}] response start`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-c})),{response:m,options:r,controller:u,requestLogID:l,retryOfRequestLogID:s,startTime:c}}getAPIList(e,t,s){return this.requestAPIList(t,s&&"then"in s?s.then(t=>({method:"get",path:e,...t})):{method:"get",path:e,...s})}requestAPIList(e,t){return new sB(this,this.makeRequest(t,null,void 0),e)}async fetchWithTimeout(e,t,s,r){let{signal:a,method:n,...i}=t||{},o=this._makeAbort(r);a&&a.addEventListener("abort",o,{once:!0});let l=setTimeout(o,s),d=globalThis.ReadableStream&&i.body instanceof globalThis.ReadableStream||"object"==typeof i.body&&null!==i.body&&Symbol.asyncIterator in i.body,c={signal:r.signal,...d?{duplex:"half"}:{},method:"GET",...i};n&&(c.method=n.toUpperCase());try{return await this.fetch.call(void 0,e,c)}finally{clearTimeout(l)}}async shouldRetry(e){let t=e.headers.get("x-should-retry");return"true"===t||"false"!==t&&(408===e.status||409===e.status||429===e.status||!!(e.status>=500))}async retryRequest(e,t,s,r){let a,n,i=r?.get("retry-after-ms");if(i){let e=parseFloat(i);Number.isNaN(e)||(a=e)}let o=r?.get("retry-after");if(o&&!a){let e=parseFloat(o);a=Number.isNaN(e)?Date.parse(o)-Date.now():1e3*e}if(void 0===a){let s=e.maxRetries??this.maxRetries;a=this.calculateDefaultRetryTimeoutMillis(t,s)}return await (n=a,new Promise(e=>setTimeout(e,n))),this.makeRequest(e,t-1,s)}calculateDefaultRetryTimeoutMillis(e,t){return Math.min(.5*Math.pow(2,t-e),8)*(1-.25*Math.random())*1e3}calculateNonstreamingTimeout(e,t){if(36e5*e/128e3>6e5||null!=t&&e>t)throw new t3("Streaming is required for operations that may take longer than 10 minutes. 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n={};this.idempotencyHeader&&"get"!==s&&(e.idempotencyKey||(e.idempotencyKey=this.defaultIdempotencyKey()),n[this.idempotencyHeader]=e.idempotencyKey);let i=s4([n,{Accept:"application/json","User-Agent":this.getUserAgent(),"X-Stainless-Retry-Count":String(a),...e.timeout?{"X-Stainless-Timeout":String(Math.trunc(e.timeout/1e3))}:{},...t??(t=(()=>{let e="u">typeof Deno&&null!=Deno.build?"deno":"u">typeof EdgeRuntime?"edge":"[object process]"===Object.prototype.toString.call(void 0!==globalThis.process?globalThis.process:0)?"node":"unknown";if("deno"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":sg(Deno.build.os),"X-Stainless-Arch":sf(Deno.build.arch),"X-Stainless-Runtime":"deno","X-Stainless-Runtime-Version":"string"==typeof Deno.version?Deno.version:Deno.version?.deno??"unknown"};if("u">typeof EdgeRuntime)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":`other:${EdgeRuntime}`,"X-Stainless-Runtime":"edge","X-Stainless-Runtime-Version":globalThis.process.version};if("node"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":sg(globalThis.process.platform??"unknown"),"X-Stainless-Arch":sf(globalThis.process.arch??"unknown"),"X-Stainless-Runtime":"node","X-Stainless-Runtime-Version":globalThis.process.version??"unknown"};let t=function(){if("u"<typeof navigator||!navigator)return null;for(let{key:e,pattern:t}of[{key:"edge",pattern:/Edge(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/MSIE(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/Trident(?:.*rv\:(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"chrome",pattern:/Chrome(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"firefox",pattern:/Firefox(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"safari",pattern:/(?:Version\W+(\d+)\.(\d+)(?:\.(\d+))?)?(?:\W+Mobile\S*)?\W+Safari/}]){let s=t.exec(navigator.userAgent);if(s){let t=s[1]||0,r=s[2]||0,a=s[3]||0;return{browser:e,version:`${t}.${r}.${a}`}}}return null}();return t?{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":`browser:${t.browser}`,"X-Stainless-Runtime-Version":t.version}:{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":"unknown","X-Stainless-Runtime-Version":"unknown"}})()),...this._options.dangerouslyAllowBrowser?{"anthropic-dangerous-direct-browser-access":"true"}:void 0,"anthropic-version":"2023-06-01"},await this.authHeaders(e),this._options.defaultHeaders,r,e.headers]);return this.validateHeaders(i),i.values}_makeAbort(e){return()=>e.abort()}buildBody({options:{body:e,headers:t}}){if(!e)return{bodyHeaders:void 0,body:void 0};let s=s4([t]);return ArrayBuffer.isView(e)||e instanceof ArrayBuffer||e instanceof DataView||"string"==typeof e&&s.values.has("content-type")||globalThis.Blob&&e instanceof globalThis.Blob||e instanceof FormData||e instanceof URLSearchParams||globalThis.ReadableStream&&e instanceof globalThis.ReadableStream?{bodyHeaders:void 0,body:e}:"object"==typeof e&&(Symbol.asyncIterator in e||Symbol.iterator in e&&"next"in e&&"function"==typeof e.next)?{bodyHeaders:void 0,body:sb(e)}:"object"==typeof e&&"application/x-www-form-urlencoded"===s.values.get("content-type")?{bodyHeaders:{"content-type":"application/x-www-form-urlencoded"},body:this.stringifyQuery(e)}:t1(this,eg,"f").call(this,{body:e,headers:s})}}ef=rZ,eg=new WeakMap,ep=new WeakSet,ex=function(){return"https://api.anthropic.com"!==this.baseURL},rZ.Anthropic=ef,rZ.HUMAN_PROMPT="\\n\\nHuman:",rZ.AI_PROMPT="\\n\\nAssistant:",rZ.DEFAULT_TIMEOUT=6e5,rZ.AnthropicError=t3,rZ.APIError=t6,rZ.APIConnectionError=t9,rZ.APIConnectionTimeoutError=t7,rZ.APIUserAbortError=t8,rZ.NotFoundError=sr,rZ.ConflictError=sa,rZ.RateLimitError=si,rZ.BadRequestError=se,rZ.AuthenticationError=st,rZ.InternalServerError=so,rZ.PermissionDeniedError=ss,rZ.UnprocessableEntityError=sn,rZ.toFile=sZ;class r0 extends rZ{constructor(){super(...arguments),this.completions=new rY(this),this.messages=new rG(this),this.models=new rX(this),this.beta=new rU(this)}}r0.Completions=rY,r0.Messages=rG,r0.Models=rX,r0.Beta=rU;let r1="toolset:",r2=e=>({completionTokens:e.output_tokens,promptTokens:e.input_tokens,totalTokens:e.input_tokens+e.output_tokens,...(0,eV.extractPromptCacheTokens)(e)});async function r4(e,t,s,r,a=[],n,i,o,l,d,c,u,m,h,p,f,g,x,b=!0,y){if(!r)throw Error("Virtual Key is required");console.log=function(){};let v=new r0({apiKey:r,baseURL:p||(0,eU.getProxyBaseUrl)(),dangerouslyAllowBrowser:!0,defaultHeaders:(0,eJ.buildPlaygroundHeaders)(a,y)});try{let r=Date.now(),a=!1,p={model:s,messages:e.map(e=>({role:e.role,content:e.content})),stream:b,max_tokens:1024,litellm_trace_id:d},y=function({selectedMCPServers:e,mcpServers:t,mcpToolsets:s,mcpServerToolRestrictions:r}){return e&&0!==e.length?e.includes("__all__")?[{type:"mcp",server_label:"litellm",server_url:"litellm_proxy/mcp",require_approval:"never"}]:e.map(e=>{if(e.startsWith(r1)){let t=e.slice(r1.length),r=s?.find(e=>e.toolset_id===t),a=r?.toolset_name||t;return{type:"mcp",server_label:a,server_url:`litellm_proxy/mcp/${a}`,require_approval:"never"}}let 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deleted file mode 100644
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deleted file mode 100644
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-Any clarifications or constraints they specified
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-Files created, modified, or analyzed (with paths if relevant)
-Key outputs or artifacts produced
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-Decisions made and their rationale
-Errors encountered and how they were resolved
-What approaches were tried that didn't work (and why)
-4. Next Steps
-Specific actions needed to complete the task
-Any blockers or open questions to resolve
-Priority order if multiple steps remain
-5. Context to Preserve
-User preferences or style requirements
-Domain-specific details that aren't obvious
-Any promises made to the user
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ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},el=function(){if(0===this.receivedMessages.length)throw new t4("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new t4("stream ended without producing a content block with type=text");return e.join(" ")},ec=function(){this.ended||tQ(this,V,void 0,"f")},eu=function(e){if(this.ended)return;let t=tZ(this,W,"m",eh).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":rB(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:rF(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(rU(t,tZ(this,H,"f"),{logger:tZ(this,ei,"f")}),!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":tQ(this,V,t,"f")}},em=function(){if(this.ended)throw new t4("stream has ended, this shouldn't happen");let e=tZ(this,V,"f");if(!e)throw new t4("request ended without sending any chunks");return tQ(this,V,void 0,"f"),rU(e,tZ(this,H,"f"),{logger:tZ(this,ei,"f")})},eh=function(e){let t=tZ(this,V,"f");if("message_start"===e.type){if(t)throw new t4(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new t4(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push({...e.content_block}),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(t.content[e.index]={...s,text:(s.text||"")+e.delta.text});break;case"citations_delta":s?.type==="text"&&(t.content[e.index]={...s,citations:[...s.citations??[],e.delta.citation]});break;case"input_json_delta":if(s&&rB(s)){let r=s[rz]||"";r+=e.delta.partial_json;let a={...s};Object.defineProperty(a,rz,{value:r,enumerable:!1,writable:!0}),r&&(a.input=rf(r)),t.content[e.index]=a}break;case"thinking_delta":s?.type==="thinking"&&(t.content[e.index]={...s,thinking:s.thinking+e.delta.thinking});break;case"signature_delta":s?.type==="thinking"&&(t.content[e.index]={...s,signature:e.delta.signature});break;default:rF(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sP(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rF(e){}class rW extends sZ{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(s5`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sz,{query:e,...t})}delete(e,t){return this._client.delete(s5`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(s5`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new t4(`No batch \`results_url\`; Has it finished processing? 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-  "stream_options": {
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-      "content": "hey"
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js b/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js
deleted file mode 100644
index ccadcdece66..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js
+++ /dev/null
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deleted file mode 100644
index e113656604c..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1epr0w1wnpysy.js b/litellm/proxy/_experimental/out/_next/static/chunks/1epr0w1wnpysy.js
new file mode 100644
index 00000000000..74c82f29843
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js b/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js
deleted file mode 100644
index 56c5c2a1378..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js b/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js
deleted file mode 100644
index 13f24053aed..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js
+++ /dev/null
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new file mode 100644
index 00000000000..34dfe84138a
--- /dev/null
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new file mode 100644
index 00000000000..6b7c0c7a2b1
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js b/litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
similarity index 62%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
index b3ff1be6022..ca2a17a8e42 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js b/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js
new file mode 100644
index 00000000000..c6fda331bef
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js
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new file mode 100644
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similarity index 81%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1jmyhc5ofvym2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1xuknsk2a9jly.js
index ce182aa7d73..c4d1f78cd29 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1jmyhc5ofvym2.js
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deleted file mode 100644
index 0a41e174b77..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1z7dh9gmmrw_m.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js b/litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
similarity index 52%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
index a7bc7dce1ca..86340860b98 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js b/litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
similarity index 66%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
index ad28ac48760..da71ce39248 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js b/litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
similarity index 68%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
index 8a4a402cde0..2449048b079 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
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g={...p.popupStoreSelectors,disabled:(0,u.createSelector)(e=>e.disabled),instantType:(0,u.createSelector)(e=>e.instantType),isInstantPhase:(0,u.createSelector)(e=>e.isInstantPhase),trackCursorAxis:(0,u.createSelector)(e=>e.trackCursorAxis),disableHoverablePopup:(0,u.createSelector)(e=>e.disableHoverablePopup),lastOpenChangeReason:(0,u.createSelector)(e=>e.openChangeReason),closeOnClick:(0,u.createSelector)(e=>e.closeOnClick),closeDelay:(0,u.createSelector)(e=>e.closeDelay),hasViewport:(0,u.createSelector)(e=>e.hasViewport)};class h extends d.ReactStore{constructor(e,r,o=!1){const n=new m.PopupTriggerMap,a={...{...(0,p.createInitialPopupStoreState)(),disabled:!1,instantType:void 0,isInstantPhase:!1,trackCursorAxis:"none",disableHoverablePopup:!1,openChangeReason:null,closeOnClick:!0,closeDelay:0,hasViewport:!1},...e};a.floatingRootContext=(0,p.createPopupFloatingRootContext)(n,r,o),super(a,{popupRef:t.createRef(),onOpenChange:void 0,onOpenChangeComplete:void 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deleted file mode 100644
index 0acd4c45bed..00000000000
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text-muted-foreground"}),(0,t.jsxs)("div",{className:"min-w-0 flex-1",children:[(0,t.jsx)("p",{className:"font-medium",children:`${e} is on a draft deprecation list`}),(0,t.jsxs)("p",{className:"mt-1 break-words text-muted-foreground",children:[`${e} is one of several experimental features we're considering removing, potentially as early as September 1, 2026. This list is a draft and is not final. If you rely on this feature, please share feedback on the `,(0,t.jsx)(o.default,{href:"https://github.com/BerriAI/litellm/discussions/32090",target:"_blank",rel:"noopener noreferrer",className:"underline underline-offset-4",children:"deprecation discussion"}),"."]})]}),(0,t.jsx)("button",{type:"button","aria-label":"Close",onClick:()=>s(!0),className:"shrink-0 rounded-md p-0.5 text-muted-foreground transition-colors hover:text-foreground",children:(0,t.jsx)(a.X,{className:"size-4"})})]})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let r,{apiKeySource:o,accessToken:i,apiKey:a,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:h,selectedModel:m,selectedSdk:g,proxySettings:f,customHeaders:b}=e,x="session"===o?i:a,_=window.location.origin,k=f?.LITELLM_UI_API_DOC_BASE_URL;k&&k.trim()?_=k:f?.PROXY_BASE_URL&&(_=f.PROXY_BASE_URL);let y=n||"Your prompt here",v=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),j={};l.length>0&&(j.tags=l),d.length>0&&(j.vector_stores=d),c.length>0&&(j.guardrails=c),u.length>0&&(j.policies=u);let C=m||"your-model-name",S=b&&Object.keys(b).length>0?`,
+	default_headers=${JSON.stringify(b,null,2).replace(/\n/g,"\n	")}`:"",T="azure"===g?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${S}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${S}
+)`;switch(h){case t.EndpointType.CHAT:{let e=Object.keys(j).length>0,t="";if(e){let e=JSON.stringify({metadata:j},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let o=w.length>0?w:[{role:"user",content:y}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${C}",
+    messages=${JSON.stringify(o,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${C}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${v}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(j).length>0,t="";if(e){let e=JSON.stringify({metadata:j},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let o=w.length>0?w:[{role:"user",content:y}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${C}",
+    input=${JSON.stringify(o,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${C}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${v}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:r="azure"===g?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${C}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===g?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:r=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${C}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:r=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${C}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:r=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${C}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${C}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${T}
+${r}`}])},499569,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(463059),i=e.i(204258),a=e.i(196631);function n({toolsEvent:e,mcpCallEvents:o,defaultOpenKeys:i}){let[a,l]=(0,r.useState)(i),d=(e,t)=>{l(r=>{let o=new Set(r);return t?o.add(e):o.delete(e),o})};return(0,t.jsxs)("div",{className:"relative m-0 p-0",children:[(0,t.jsx)("div",{className:"absolute bottom-0 left-[9px] top-[18px] w-px bg-muted opacity-80","aria-hidden":"true"}),(0,t.jsxs)("div",{className:"space-y-1",children:[e&&(0,t.jsx)(s,{panelKey:"list-tools",title:"List tools",open:a.has("list-tools"),onOpenChange:e=>d("list-tools",e),children:(0,t.jsx)("div",{children:e.item?.tools?.map((e,r)=>(0,t.jsx)("div",{className:"relative z-raised bg-card font-mono text-[13px] leading-[18px] text-muted-foreground",children:e.name},r))})}),o.map((e,r)=>{let o=`mcp-call-${r}`;return(0,t.jsx)(s,{panelKey:o,title:e.item?.name||"Tool 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o=e.find(e=>"response.output_item.done"===e.type&&e.item?.type==="mcp_list_tools"&&!!(e.item.tools&&e.item.tools.length>0)),i=e.filter(e=>"response.output_item.done"===e.type&&e.item?.type==="mcp_call");if(!o&&0===i.length)return null;let s=new Set(o?["list-tools"]:i.map((e,t)=>`mcp-call-${t}`));return(0,t.jsx)("div",{className:(0,a.cn)("mcp-events-display",r),children:(0,t.jsx)(n,{toolsEvent:o,mcpCallEvents:i,defaultOpenKeys:s})})}])},936772,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(918789),i=e.i(650056),a=e.i(219470),n=e.i(488012),s=e.i(664659),l=e.i(463059),d=e.i(341240),c=e.i(519455),u=e.i(204258);e.s(["default",0,({reasoningContent:e})=>{let p=(0,n.useSyntaxTheme)(a.coy),[h,m]=(0,r.useState)(!0);return e?(0,t.jsx)("div",{className:"reasoning-content mt-1 mb-2",children:(0,t.jsxs)(u.Collapsible,{open:h,onOpenChange:m,children:[(0,t.jsxs)(u.CollapsibleTrigger,{render:(0,t.jsx)(c.Button,{type:"button",variant:"ghost",size:"sm",className:"text-xs text-muted-foreground 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The request never reached the provider, so it did not read from or write to the provider's own prompt cache.",icon:(0,t.jsx)(d.History,{className:"size-3","aria-hidden":"true"}),value:"Hit"})}function f({usage:e}){if(e?.servedFromResponseCache)return(0,t.jsx)(g,{});let r=e?.cacheReadTokens??0,o=e?.cacheCreationTokens??0;return(0,t.jsxs)(t.Fragment,{children:[r>0&&(0,t.jsx)(m,{label:"Cache Read",tooltip:h.PROMPT_CACHE_READ_TOOLTIP,icon:(0,t.jsx)(a.Database,{className:"size-3","aria-hidden":"true"}),value:String(r)}),o>0&&(0,t.jsx)(m,{label:"Cache Write",tooltip:h.PROMPT_CACHE_CREATION_TOOLTIP,icon:(0,t.jsx)(n.DatabaseBackup,{className:"size-3","aria-hidden":"true"}),value:String(o)})]})}e.s(["default",0,({timeToFirstToken:e,totalLatency:a,usage:n,toolName:d})=>e||a||n?(0,t.jsxs)("div",{className:"response-metrics mt-2 flex flex-wrap gap-3 border-t border-border pt-2 text-xs text-muted-foreground",children:[void 0!==e&&(0,t.jsx)(m,{label:"TTFT",tooltip:"Time to first token",icon:(0,t.jsx)(i.Clock,{className:"size-3","aria-hidden":"true"}),value:`${(e/1e3).toFixed(2)}s`}),void 0!==a&&(0,t.jsx)(m,{label:"Total Latency",tooltip:"Total latency",icon:(0,t.jsx)(i.Clock,{className:"size-3","aria-hidden":"true"}),value:`${(a/1e3).toFixed(2)}s`}),n?.promptTokens!==void 0&&(0,t.jsx)(m,{label:"In",tooltip:"Prompt tokens",icon:(0,t.jsx)(r.ArrowDownToLine,{className:"size-3","aria-hidden":"true"}),value:String(n.promptTokens)}),(0,t.jsx)(f,{usage:n}),n?.completionTokens!==void 0&&(0,t.jsx)(m,{label:"Out",tooltip:"Completion tokens",icon:(0,t.jsx)(o.ArrowUpFromLine,{className:"size-3","aria-hidden":"true"}),value:String(n.completionTokens)}),n?.reasoningTokens!==void 0&&(0,t.jsx)(m,{label:"Reasoning",tooltip:"Reasoning tokens",icon:(0,t.jsx)(c.Lightbulb,{className:"size-3","aria-hidden":"true"}),value:String(n.reasoningTokens)}),n?.totalTokens!==void 0&&(0,t.jsx)(m,{label:"Total",tooltip:"Total tokens",icon:(0,t.jsx)(l.Hash,{className:"size-3","aria-hidden":"true"}),value:String(n.totalTokens)}),"number"==typeof n?.cost&&Number.isFinite(n.cost)&&(0,t.jsx)(m,{label:"Cost",tooltip:"Cost",icon:(0,t.jsx)(s.DollarSign,{className:"size-3","aria-hidden":"true"}),value:`$${n.cost.toFixed(6)}`}),d&&(0,t.jsx)(m,{label:"Tool",tooltip:"Tool used",icon:(0,t.jsx)(u.Wrench,{className:"size-3","aria-hidden":"true"}),value:d})]}):null])},248467,e=>{"use strict";var t=e.i(843476),r=e.i(299023),o=e.i(107233),i=e.i(519455),a=e.i(793479);e.s(["default",0,({value:e=[],onChange:n})=>{let s=(t,r)=>n?.(e.map((e,o)=>o===t?r:e));return(0,t.jsxs)("div",{className:"space-y-2",children:[e.map(([o,l],d)=>(0,t.jsxs)("div",{className:"flex items-center gap-2",children:[(0,t.jsx)(a.Input,{placeholder:"Header Name",value:o,onChange:e=>s(d,[e.target.value,l])}),(0,t.jsx)(a.Input,{placeholder:"Header Value",value:l,onChange:e=>s(d,[o,e.target.value])}),(0,t.jsx)(i.Button,{type:"button",variant:"ghost",size:"icon-sm",onClick:()=>n?.(e.filter((e,t)=>t!==d)),"aria-label":`Remove header ${d+1}`,children:(0,t.jsx)(r.Minus,{})})]},d)),(0,t.jsxs)(i.Button,{type:"button",variant:"outline",onClick:()=>n?.([...e,["",""]]),children:[(0,t.jsx)(o.Plus,{}),"Add Header"]})]})}])},459161,892034,757625,e=>{"use strict";var t=e.i(356449),r=e.i(602869),o=e.i(417385),i=e.i(441773);function a(e){if("number"==typeof e)return Number.isFinite(e)?e:void 0;if("string"!=typeof e)return;let t=e.trim();if(""===t)return;let r=Number(t);return Number.isFinite(r)?r:void 0}e.s(["parseUsageCost",0,a],892034);let n=e=>Array.isArray(e)&&2===e.length&&e.every(e=>"string"==typeof e),s=(e,t)=>({...e&&e.length>0?{"x-litellm-tags":e.join(",")}:{},...t});async function l(e,n,d,c,u=[],p,h,m,g,f,b,x,_,k,y,v,w,j,C,S,T,N,z,E=!0,R,I){if(!c)throw Error("Virtual Key is required");if(!d||""===d.trim())throw Error("Model is required. 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+  "mcpServers": {
+    "circleci-mcp-server": {
+      "command": "npx",
+      "args": ["-y", "@circleci/mcp-server-circleci"],
+      "env": {
+        "CIRCLECI_TOKEN": "your-circleci-token",
+        "CIRCLECI_BASE_URL": "https://circleci.com"
+      }
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+      "authorization_token": "..."
+    }
+  }
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js b/litellm/proxy/_experimental/out/_next/static/chunks/2aiq7su4mjaro.js
similarity index 56%
rename from litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2aiq7su4mjaro.js
index 1578ae21667..3430b587678 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2d2evddzxtbq6.js b/litellm/proxy/_experimental/out/_next/static/chunks/2d2evddzxtbq6.js
deleted file mode 100644
index 712637dc787..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js b/litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
similarity index 50%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
index 94b10b45345..e7de80533b5 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js b/litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
similarity index 85%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
index acc938b9b11..cb96931c9b8 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js b/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js
new file mode 100644
index 00000000000..2b241a1bbf8
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js
@@ -0,0 +1,5 @@
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z(e){let t="[0-5]\\d";e.precision?t=`${t}\\.\\d{${e.precision}}`:null==e.precision&&(t=`${t}(\\.\\d+)?`);let s=e.precision?"+":"?";return`([01]\\d|2[0-3]):[0-5]\\d(:${t})${s}`}function B(e){let t=`${Z}T${z(e)}`,s=[];return s.push(e.local?"Z?":"Z"),e.offset&&s.push("([+-]\\d{2}:?\\d{2})"),t=`${t}(${s.join("|")})`,RegExp(`^${t}$`)}class q extends k{_parse(e){var a,r,n,l;let o;if(this._def.coerce&&(e.data=String(e.data)),this._getType(e)!==s.string){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.string,received:t.parsedType}),f}let d=new p;for(let s of this._def.checks)if("min"===s.kind)e.data.length<s.value&&(h(o=this._getOrReturnCtx(e,o),{code:i.too_small,minimum:s.value,type:"string",inclusive:!0,exact:!1,message:s.message}),d.dirty());else if("max"===s.kind)e.data.length>s.value&&(h(o=this._getOrReturnCtx(e,o),{code:i.too_big,maximum:s.value,type:"string",inclusive:!0,exact:!1,message:s.message}),d.dirty());else if("length"===s.kind){let t=e.data.length>s.value,a=e.data.length<s.value;(t||a)&&(o=this._getOrReturnCtx(e,o),t?h(o,{code:i.too_big,maximum:s.value,type:"string",inclusive:!0,exact:!0,message:s.message}):a&&h(o,{code:i.too_small,minimum:s.value,type:"string",inclusive:!0,exact:!0,message:s.message}),d.dirty())}else if("email"===s.kind)O.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"email",code:i.invalid_string,message:s.message}),d.dirty());else if("emoji"===s.kind)t||(t=RegExp("^(\\p{Extended_Pictographic}|\\p{Emoji_Component})+$","u")),t.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"emoji",code:i.invalid_string,message:s.message}),d.dirty());else if("uuid"===s.kind)I.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"uuid",code:i.invalid_string,message:s.message}),d.dirty());else if("nanoid"===s.kind)E.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"nanoid",code:i.invalid_string,message:s.message}),d.dirty());else if("cuid"===s.kind)T.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"cuid",code:i.invalid_string,message:s.message}),d.dirty());else if("cuid2"===s.kind)C.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"cuid2",code:i.invalid_string,message:s.message}),d.dirty());else if("ulid"===s.kind)S.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"ulid",code:i.invalid_string,message:s.message}),d.dirty());else if("url"===s.kind)try{new URL(e.data)}catch{h(o=this._getOrReturnCtx(e,o),{validation:"url",code:i.invalid_string,message:s.message}),d.dirty()}else"regex"===s.kind?(s.regex.lastIndex=0,s.regex.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"regex",code:i.invalid_string,message:s.message}),d.dirty())):"trim"===s.kind?e.data=e.data.trim():"includes"===s.kind?e.data.includes(s.value,s.position)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{includes:s.value,position:s.position},message:s.message}),d.dirty()):"toLowerCase"===s.kind?e.data=e.data.toLowerCase():"toUpperCase"===s.kind?e.data=e.data.toUpperCase():"startsWith"===s.kind?e.data.startsWith(s.value)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{startsWith:s.value},message:s.message}),d.dirty()):"endsWith"===s.kind?e.data.endsWith(s.value)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{endsWith:s.value},message:s.message}),d.dirty()):"datetime"===s.kind?B(s).test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"datetime",message:s.message}),d.dirty()):"date"===s.kind?U.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"date",message:s.message}),d.dirty()):"time"===s.kind?RegExp(`^${z(s)}$`).test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"time",message:s.message}),d.dirty()):"duration"===s.kind?R.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"duration",code:i.invalid_string,message:s.message}),d.dirty()):"ip"===s.kind?(a=e.data,!(("v4"===(r=s.version)||!r)&&M.test(a)||("v6"===r||!r)&&F.test(a))&&1&&(h(o=this._getOrReturnCtx(e,o),{validation:"ip",code:i.invalid_string,message:s.message}),d.dirty())):"jwt"===s.kind?!function(e,t){if(!A.test(e))return!1;try{let[s]=e.split(".");if(!s)return!1;let 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new q({...this._def,checks:[...this._def.checks,e]})}email(e){return this._addCheck({kind:"email",...tm.errToObj(e)})}url(e){return this._addCheck({kind:"url",...tm.errToObj(e)})}emoji(e){return this._addCheck({kind:"emoji",...tm.errToObj(e)})}uuid(e){return this._addCheck({kind:"uuid",...tm.errToObj(e)})}nanoid(e){return this._addCheck({kind:"nanoid",...tm.errToObj(e)})}cuid(e){return this._addCheck({kind:"cuid",...tm.errToObj(e)})}cuid2(e){return this._addCheck({kind:"cuid2",...tm.errToObj(e)})}ulid(e){return this._addCheck({kind:"ulid",...tm.errToObj(e)})}base64(e){return this._addCheck({kind:"base64",...tm.errToObj(e)})}base64url(e){return this._addCheck({kind:"base64url",...tm.errToObj(e)})}jwt(e){return this._addCheck({kind:"jwt",...tm.errToObj(e)})}ip(e){return this._addCheck({kind:"ip",...tm.errToObj(e)})}cidr(e){return this._addCheck({kind:"cidr",...tm.errToObj(e)})}datetime(e){return"string"==typeof e?this._addCheck({kind:"datetime",precision:null,offset:!1,local:!1,message:e}):this._addCheck({kind:"datetime",precision:void 0===e?.precision?null:e?.precision,offset:e?.offset??!1,local:e?.local??!1,...tm.errToObj(e?.message)})}date(e){return this._addCheck({kind:"date",message:e})}time(e){return"string"==typeof e?this._addCheck({kind:"time",precision:null,message:e}):this._addCheck({kind:"time",precision:void 0===e?.precision?null:e?.precision,...tm.errToObj(e?.message)})}duration(e){return this._addCheck({kind:"duration",...tm.errToObj(e)})}regex(e,t){return this._addCheck({kind:"regex",regex:e,...tm.errToObj(t)})}includes(e,t){return this._addCheck({kind:"includes",value:e,position:t?.position,...tm.errToObj(t?.message)})}startsWith(e,t){return this._addCheck({kind:"startsWith",value:e,...tm.errToObj(t)})}endsWith(e,t){return this._addCheck({kind:"endsWith",value:e,...tm.errToObj(t)})}min(e,t){return this._addCheck({kind:"min",value:e,...tm.errToObj(t)})}max(e,t){return this._addCheck({kind:"max",value:e,...tm.errToObj(t)})}length(e,t){return this._addCheck({kind:"length",value:e,...tm.errToObj(t)})}nonempty(e){return this.min(1,tm.errToObj(e))}trim(){return new q({...this._def,checks:[...this._def.checks,{kind:"trim"}]})}toLowerCase(){return new q({...this._def,checks:[...this._def.checks,{kind:"toLowerCase"}]})}toUpperCase(){return new q({...this._def,checks:[...this._def.checks,{kind:"toUpperCase"}]})}get isDatetime(){return!!this._def.checks.find(e=>"datetime"===e.kind)}get isDate(){return!!this._def.checks.find(e=>"date"===e.kind)}get isTime(){return!!this._def.checks.find(e=>"time"===e.kind)}get isDuration(){return!!this._def.checks.find(e=>"duration"===e.kind)}get isEmail(){return!!this._def.checks.find(e=>"email"===e.kind)}get isURL(){return!!this._def.checks.find(e=>"url"===e.kind)}get isEmoji(){return!!this._def.checks.find(e=>"emoji"===e.kind)}get isUUID(){return!!this._def.checks.find(e=>"uuid"===e.kind)}get isNANOID(){return!!this._def.checks.find(e=>"nanoid"===e.kind)}get isCUID(){return!!this._def.checks.find(e=>"cuid"===e.kind)}get isCUID2(){return!!this._def.checks.find(e=>"cuid2"===e.kind)}get isULID(){return!!this._def.checks.find(e=>"ulid"===e.kind)}get isIP(){return!!this._def.checks.find(e=>"ip"===e.kind)}get isCIDR(){return!!this._def.checks.find(e=>"cidr"===e.kind)}get isBase64(){return!!this._def.checks.find(e=>"base64"===e.kind)}get isBase64url(){return!!this._def.checks.find(e=>"base64url"===e.kind)}get minLength(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxLength(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}q.create=e=>new q({checks:[],typeName:th.ZodString,coerce:e?.coerce??!1,...N(e)});class V extends k{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte,this.step=this.multipleOf}_parse(e){let t;if(this._def.coerce&&(e.data=Number(e.data)),this._getType(e)!==s.number){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.number,received:t.parsedType}),f}let a=new p;for(let s of this._def.checks)"int"===s.kind?tc.isInteger(e.data)||(h(t=this._getOrReturnCtx(e,t),{code:i.invalid_type,expected:"integer",received:"float",message:s.message}),a.dirty()):"min"===s.kind?(s.inclusive?e.data<s.value:e.data<=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,minimum:s.value,type:"number",inclusive:s.inclusive,exact:!1,message:s.message}),a.dirty()):"max"===s.kind?(s.inclusive?e.data>s.value:e.data>=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,maximum:s.value,type:"number",inclusive:s.inclusive,exact:!1,message:s.message}),a.dirty()):"multipleOf"===s.kind?0!==function(e,t){let s=(e.toString().split(".")[1]||"").length,a=(t.toString().split(".")[1]||"").length,i=s>a?s:a;return Number.parseInt(e.toFixed(i).replace(".",""))%Number.parseInt(t.toFixed(i).replace(".",""))/10**i}(e.data,s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.not_multiple_of,multipleOf:s.value,message:s.message}),a.dirty()):"finite"===s.kind?Number.isFinite(e.data)||(h(t=this._getOrReturnCtx(e,t),{code:i.not_finite,message:s.message}),a.dirty()):tc.assertNever(s);return{status:a.value,value:e.data}}gte(e,t){return this.setLimit("min",e,!0,tm.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tm.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tm.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tm.toString(t))}setLimit(e,t,s,a){return new V({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tm.toString(a)}]})}_addCheck(e){return new V({...this._def,checks:[...this._def.checks,e]})}int(e){return this._addCheck({kind:"int",message:tm.toString(e)})}positive(e){return this._addCheck({kind:"min",value:0,inclusive:!1,message:tm.toString(e)})}negative(e){return this._addCheck({kind:"max",value:0,inclusive:!1,message:tm.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:0,inclusive:!0,message:tm.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:0,inclusive:!0,message:tm.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tm.toString(t)})}finite(e){return this._addCheck({kind:"finite",message:tm.toString(e)})}safe(e){return this._addCheck({kind:"min",inclusive:!0,value:Number.MIN_SAFE_INTEGER,message:tm.toString(e)})._addCheck({kind:"max",inclusive:!0,value:Number.MAX_SAFE_INTEGER,message:tm.toString(e)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}get isInt(){return!!this._def.checks.find(e=>"int"===e.kind||"multipleOf"===e.kind&&tc.isInteger(e.value))}get isFinite(){let e=null,t=null;for(let s of this._def.checks)if("finite"===s.kind||"int"===s.kind||"multipleOf"===s.kind)return!0;else"min"===s.kind?(null===t||s.value>t)&&(t=s.value):"max"===s.kind&&(null===e||s.value<e)&&(e=s.value);return Number.isFinite(t)&&Number.isFinite(e)}}V.create=e=>new V({checks:[],typeName:th.ZodNumber,coerce:e?.coerce||!1,...N(e)});class K extends k{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte}_parse(e){let t;if(this._def.coerce)try{e.data=BigInt(e.data)}catch{return this._getInvalidInput(e)}if(this._getType(e)!==s.bigint)return this._getInvalidInput(e);let a=new p;for(let s of this._def.checks)"min"===s.kind?(s.inclusive?e.data<s.value:e.data<=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,type:"bigint",minimum:s.value,inclusive:s.inclusive,message:s.message}),a.dirty()):"max"===s.kind?(s.inclusive?e.data>s.value:e.data>=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,type:"bigint",maximum:s.value,inclusive:s.inclusive,message:s.message}),a.dirty()):"multipleOf"===s.kind?e.data%s.value!==BigInt(0)&&(h(t=this._getOrReturnCtx(e,t),{code:i.not_multiple_of,multipleOf:s.value,message:s.message}),a.dirty()):tc.assertNever(s);return{status:a.value,value:e.data}}_getInvalidInput(e){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.bigint,received:t.parsedType}),f}gte(e,t){return this.setLimit("min",e,!0,tm.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tm.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tm.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tm.toString(t))}setLimit(e,t,s,a){return new K({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tm.toString(a)}]})}_addCheck(e){return new K({...this._def,checks:[...this._def.checks,e]})}positive(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!1,message:tm.toString(e)})}negative(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!1,message:tm.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!0,message:tm.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!0,message:tm.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tm.toString(t)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}K.create=e=>new K({checks:[],typeName:th.ZodBigInt,coerce:e?.coerce??!1,...N(e)});class H extends k{_parse(e){if(this._def.coerce&&(e.data=!!e.data),this._getType(e)!==s.boolean){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.boolean,received:t.parsedType}),f}return x(e.data)}}H.create=e=>new H({typeName:th.ZodBoolean,coerce:e?.coerce||!1,...N(e)});class W extends k{_parse(e){let t;if(this._def.coerce&&(e.data=new Date(e.data)),this._getType(e)!==s.date){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.date,received:t.parsedType}),f}if(Number.isNaN(e.data.getTime()))return h(this._getOrReturnCtx(e),{code:i.invalid_date}),f;let a=new p;for(let s of this._def.checks)"min"===s.kind?e.data.getTime()<s.value&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,message:s.message,inclusive:!0,exact:!1,minimum:s.value,type:"date"}),a.dirty()):"max"===s.kind?e.data.getTime()>s.value&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,message:s.message,inclusive:!0,exact:!1,maximum:s.value,type:"date"}),a.dirty()):tc.assertNever(s);return{status:a.value,value:new Date(e.data.getTime())}}_addCheck(e){return new W({...this._def,checks:[...this._def.checks,e]})}min(e,t){return this._addCheck({kind:"min",value:e.getTime(),message:tm.toString(t)})}max(e,t){return this._addCheck({kind:"max",value:e.getTime(),message:tm.toString(t)})}get minDate(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return null!=e?new Date(e):null}get maxDate(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return null!=e?new Date(e):null}}W.create=e=>new W({checks:[],coerce:e?.coerce||!1,typeName:th.ZodDate,...N(e)});class G extends k{_parse(e){if(this._getType(e)!==s.symbol){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.symbol,received:t.parsedType}),f}return x(e.data)}}G.create=e=>new G({typeName:th.ZodSymbol,...N(e)});class Y extends k{_parse(e){if(this._getType(e)!==s.undefined){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.undefined,received:t.parsedType}),f}return x(e.data)}}Y.create=e=>new Y({typeName:th.ZodUndefined,...N(e)});class X extends k{_parse(e){if(this._getType(e)!==s.null){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.null,received:t.parsedType}),f}return x(e.data)}}X.create=e=>new X({typeName:th.ZodNull,...N(e)});class J extends k{constructor(){super(...arguments),this._any=!0}_parse(e){return x(e.data)}}J.create=e=>new J({typeName:th.ZodAny,...N(e)});class Q extends k{constructor(){super(...arguments),this._unknown=!0}_parse(e){return x(e.data)}}Q.create=e=>new Q({typeName:th.ZodUnknown,...N(e)});class ee extends k{_parse(e){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.never,received:t.parsedType}),f}}ee.create=e=>new ee({typeName:th.ZodNever,...N(e)});class et extends k{_parse(e){if(this._getType(e)!==s.undefined){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.void,received:t.parsedType}),f}return x(e.data)}}et.create=e=>new et({typeName:th.ZodVoid,...N(e)});class es extends k{_parse(e){let{ctx:t,status:a}=this._processInputParams(e),r=this._def;if(t.parsedType!==s.array)return h(t,{code:i.invalid_type,expected:s.array,received:t.parsedType}),f;if(null!==r.exactLength){let e=t.data.length>r.exactLength.value,s=t.data.length<r.exactLength.value;(e||s)&&(h(t,{code:e?i.too_big:i.too_small,minimum:s?r.exactLength.value:void 0,maximum:e?r.exactLength.value:void 0,type:"array",inclusive:!0,exact:!0,message:r.exactLength.message}),a.dirty())}if(null!==r.minLength&&t.data.length<r.minLength.value&&(h(t,{code:i.too_small,minimum:r.minLength.value,type:"array",inclusive:!0,exact:!1,message:r.minLength.message}),a.dirty()),null!==r.maxLength&&t.data.length>r.maxLength.value&&(h(t,{code:i.too_big,maximum:r.maxLength.value,type:"array",inclusive:!0,exact:!1,message:r.maxLength.message}),a.dirty()),t.common.async)return Promise.all([...t.data].map((e,s)=>r.type._parseAsync(new j(t,e,t.path,s)))).then(e=>p.mergeArray(a,e));let n=[...t.data].map((e,s)=>r.type._parseSync(new j(t,e,t.path,s)));return p.mergeArray(a,n)}get element(){return this._def.type}min(e,t){return new es({...this._def,minLength:{value:e,message:tm.toString(t)}})}max(e,t){return new es({...this._def,maxLength:{value:e,message:tm.toString(t)}})}length(e,t){return new es({...this._def,exactLength:{value:e,message:tm.toString(t)}})}nonempty(e){return this.min(1,e)}}es.create=(e,t)=>new es({type:e,minLength:null,maxLength:null,exactLength:null,typeName:th.ZodArray,...N(t)});class ea extends k{constructor(){super(...arguments),this._cached=null,this.nonstrict=this.passthrough,this.augment=this.extend}_getCached(){if(null!==this._cached)return this._cached;let e=this._def.shape(),t=tc.objectKeys(e);return this._cached={shape:e,keys:t},this._cached}_parse(e){if(this._getType(e)!==s.object){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.object,received:t.parsedType}),f}let{status:t,ctx:a}=this._processInputParams(e),{shape:r,keys:n}=this._getCached(),l=[];if(!(this._def.catchall instanceof ee&&"strip"===this._def.unknownKeys))for(let e in a.data)n.includes(e)||l.push(e);let o=[];for(let e of n){let t=r[e],s=a.data[e];o.push({key:{status:"valid",value:e},value:t._parse(new j(a,s,a.path,e)),alwaysSet:e in a.data})}if(this._def.catchall instanceof ee){let e=this._def.unknownKeys;if("passthrough"===e)for(let e of l)o.push({key:{status:"valid",value:e},value:{status:"valid",value:a.data[e]}});else if("strict"===e)l.length>0&&(h(a,{code:i.unrecognized_keys,keys:l}),t.dirty());else if("strip"===e);else throw Error("Internal ZodObject error: invalid unknownKeys value.")}else{let e=this._def.catchall;for(let t of l){let s=a.data[t];o.push({key:{status:"valid",value:t},value:e._parse(new j(a,s,a.path,t)),alwaysSet:t in a.data})}}return a.common.async?Promise.resolve().then(async()=>{let e=[];for(let t of o){let s=await t.key,a=await t.value;e.push({key:s,value:a,alwaysSet:t.alwaysSet})}return e}).then(e=>p.mergeObjectSync(t,e)):p.mergeObjectSync(t,o)}get shape(){return this._def.shape()}strict(e){return tm.errToObj,new ea({...this._def,unknownKeys:"strict",...void 0!==e?{errorMap:(t,s)=>{let a=this._def.errorMap?.(t,s).message??s.defaultError;return"unrecognized_keys"===t.code?{message:tm.errToObj(e).message??a}:{message:a}}}:{}})}strip(){return new ea({...this._def,unknownKeys:"strip"})}passthrough(){return new ea({...this._def,unknownKeys:"passthrough"})}extend(e){return new ea({...this._def,shape:()=>({...this._def.shape(),...e})})}merge(e){return new ea({unknownKeys:e._def.unknownKeys,catchall:e._def.catchall,shape:()=>({...this._def.shape(),...e._def.shape()}),typeName:th.ZodObject})}setKey(e,t){return this.augment({[e]:t})}catchall(e){return new ea({...this._def,catchall:e})}pick(e){let t={};for(let s of tc.objectKeys(e))e[s]&&this.shape[s]&&(t[s]=this.shape[s]);return new ea({...this._def,shape:()=>t})}omit(e){let t={};for(let s of tc.objectKeys(this.shape))e[s]||(t[s]=this.shape[s]);return new ea({...this._def,shape:()=>t})}deepPartial(){return function e(t){if(t instanceof ea){let s={};for(let a in t.shape){let i=t.shape[a];s[a]=ev.create(e(i))}return new ea({...t._def,shape:()=>s})}if(t instanceof es)return new es({...t._def,type:e(t.element)});if(t instanceof ev)return ev.create(e(t.unwrap()));if(t instanceof ey)return ey.create(e(t.unwrap()));if(t instanceof eo)return eo.create(t.items.map(t=>e(t)));else return t}(this)}partial(e){let t={};for(let s of tc.objectKeys(this.shape)){let a=this.shape[s];e&&!e[s]?t[s]=a:t[s]=a.optional()}return new ea({...this._def,shape:()=>t})}required(e){let t={};for(let s of tc.objectKeys(this.shape))if(e&&!e[s])t[s]=this.shape[s];else{let e=this.shape[s];for(;e instanceof ev;)e=e._def.innerType;t[s]=e}return new ea({...this._def,shape:()=>t})}keyof(){return ef(tc.objectKeys(this.shape))}}ea.create=(e,t)=>new ea({shape:()=>e,unknownKeys:"strip",catchall:ee.create(),typeName:th.ZodObject,...N(t)}),ea.strictCreate=(e,t)=>new ea({shape:()=>e,unknownKeys:"strict",catchall:ee.create(),typeName:th.ZodObject,...N(t)}),ea.lazycreate=(e,t)=>new ea({shape:e,unknownKeys:"strip",catchall:ee.create(),typeName:th.ZodObject,...N(t)});class ei extends k{_parse(e){let{ctx:t}=this._processInputParams(e),s=this._def.options;if(t.common.async)return Promise.all(s.map(async e=>{let s={...t,common:{...t.common,issues:[]},parent:null};return{result:await e._parseAsync({data:t.data,path:t.path,parent:s}),ctx:s}})).then(function(e){for(let t of e)if("valid"===t.result.status)return t.result;for(let s of e)if("dirty"===s.result.status)return t.common.issues.push(...s.ctx.common.issues),s.result;let s=e.map(e=>new n(e.ctx.common.issues));return h(t,{code:i.invalid_union,unionErrors:s}),f});{let e,a=[];for(let i of s){let s={...t,common:{...t.common,issues:[]},parent:null},r=i._parseSync({data:t.data,path:t.path,parent:s});if("valid"===r.status)return r;"dirty"!==r.status||e||(e={result:r,ctx:s}),s.common.issues.length&&a.push(s.common.issues)}if(e)return t.common.issues.push(...e.ctx.common.issues),e.result;let r=a.map(e=>new n(e));return h(t,{code:i.invalid_union,unionErrors:r}),f}}get options(){return this._def.options}}ei.create=(e,t)=>new ei({options:e,typeName:th.ZodUnion,...N(t)});let er=e=>{if(e instanceof eh)return er(e.schema);if(e instanceof eb)return er(e.innerType());if(e instanceof ep)return[e.value];if(e instanceof eg)return e.options;if(e instanceof ex)return tc.objectValues(e.enum);else if(e instanceof ej)return er(e._def.innerType);else if(e instanceof Y)return[void 0];else if(e instanceof X)return[null];else if(e instanceof ev)return[void 0,...er(e.unwrap())];else if(e instanceof ey)return[null,...er(e.unwrap())];else if(e instanceof eT)return er(e.unwrap());else if(e instanceof eS)return er(e.unwrap());else if(e instanceof ew)return er(e._def.innerType);else return[]};class en extends k{_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==s.object)return h(t,{code:i.invalid_type,expected:s.object,received:t.parsedType}),f;let a=this.discriminator,r=t.data[a],n=this.optionsMap.get(r);return n?t.common.async?n._parseAsync({data:t.data,path:t.path,parent:t}):n._parseSync({data:t.data,path:t.path,parent:t}):(h(t,{code:i.invalid_union_discriminator,options:Array.from(this.optionsMap.keys()),path:[a]}),f)}get discriminator(){return this._def.discriminator}get options(){return this._def.options}get optionsMap(){return this._def.optionsMap}static create(e,t,s){let a=new Map;for(let s of t){let t=er(s.shape[e]);if(!t.length)throw Error(`A discriminator value for key \`${e}\` could not be extracted from all schema options`);for(let i of t){if(a.has(i))throw Error(`Discriminator property ${String(e)} has duplicate value ${String(i)}`);a.set(i,s)}}return new en({typeName:th.ZodDiscriminatedUnion,discriminator:e,options:t,optionsMap:a,...N(s)})}}class el extends k{_parse(e){let{status:t,ctx:r}=this._processInputParams(e),n=(e,n)=>{if(_(e)||_(n))return f;let l=function e(t,i){let r=a(t),n=a(i);if(t===i)return{valid:!0,data:t};if(r===s.object&&n===s.object){let s=tc.objectKeys(i),a=tc.objectKeys(t).filter(e=>-1!==s.indexOf(e)),r={...t,...i};for(let s of a){let a=e(t[s],i[s]);if(!a.valid)return{valid:!1};r[s]=a.data}return{valid:!0,data:r}}if(r===s.array&&n===s.array){if(t.length!==i.length)return{valid:!1};let s=[];for(let a=0;a<t.length;a++){let r=e(t[a],i[a]);if(!r.valid)return{valid:!1};s.push(r.data)}return{valid:!0,data:s}}if(r===s.date&&n===s.date&&+t==+i)return{valid:!0,data:t};return{valid:!1}}(e.value,n.value);return l.valid?((b(e)||b(n))&&t.dirty(),{status:t.value,value:l.data}):(h(r,{code:i.invalid_intersection_types}),f)};return r.common.async?Promise.all([this._def.left._parseAsync({data:r.data,path:r.path,parent:r}),this._def.right._parseAsync({data:r.data,path:r.path,parent:r})]).then(([e,t])=>n(e,t)):n(this._def.left._parseSync({data:r.data,path:r.path,parent:r}),this._def.right._parseSync({data:r.data,path:r.path,parent:r}))}}el.create=(e,t,s)=>new el({left:e,right:t,typeName:th.ZodIntersection,...N(s)});class eo extends k{_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.array)return h(a,{code:i.invalid_type,expected:s.array,received:a.parsedType}),f;if(a.data.length<this._def.items.length)return h(a,{code:i.too_small,minimum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),f;!this._def.rest&&a.data.length>this._def.items.length&&(h(a,{code:i.too_big,maximum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),t.dirty());let r=[...a.data].map((e,t)=>{let s=this._def.items[t]||this._def.rest;return s?s._parse(new j(a,e,a.path,t)):null}).filter(e=>!!e);return a.common.async?Promise.all(r).then(e=>p.mergeArray(t,e)):p.mergeArray(t,r)}get items(){return this._def.items}rest(e){return new eo({...this._def,rest:e})}}eo.create=(e,t)=>{if(!Array.isArray(e))throw Error("You must pass an array of schemas to z.tuple([ ... ])");return new eo({items:e,typeName:th.ZodTuple,rest:null,...N(t)})};class ed extends k{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.object)return h(a,{code:i.invalid_type,expected:s.object,received:a.parsedType}),f;let r=[],n=this._def.keyType,l=this._def.valueType;for(let e in a.data)r.push({key:n._parse(new j(a,e,a.path,e)),value:l._parse(new j(a,a.data[e],a.path,e)),alwaysSet:e in a.data});return a.common.async?p.mergeObjectAsync(t,r):p.mergeObjectSync(t,r)}get element(){return this._def.valueType}static create(e,t,s){return new ed(t instanceof k?{keyType:e,valueType:t,typeName:th.ZodRecord,...N(s)}:{keyType:q.create(),valueType:e,typeName:th.ZodRecord,...N(t)})}}class ec extends k{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.map)return h(a,{code:i.invalid_type,expected:s.map,received:a.parsedType}),f;let 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deleted file mode 100644
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deleted file mode 100644
index b0ba608b049..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2k-eesgmrqwgw.js
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new file mode 100644
index 00000000000..71731d100e3
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2k4elswwq3t81.js
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deleted file mode 100644
index eeffb15c115..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js b/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js
deleted file mode 100644
index a1ff117b934..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js
+++ /dev/null
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new file mode 100644
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strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let i,{apiKeySource:a,accessToken:r,apiKey:s,inputMessage:l,chatHistory:o,selectedTags:n,selectedVectorStores:d,selectedGuardrails:A,selectedPolicies:p,selectedVoice:m,endpointType:c,selectedModel:u,selectedSdk:g,proxySettings:h}=e,f="session"===a?r:s,b=window.location.origin,x=h?.LITELLM_UI_API_DOC_BASE_URL;x&&x.trim()?b=x:h?.PROXY_BASE_URL&&(b=h.PROXY_BASE_URL);let _=l||"Your prompt here",I=_.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),E={};n.length>0&&(E.tags=n),d.length>0&&(E.vector_stores=d),A.length>0&&(E.guardrails=A),p.length>0&&(E.policies=p);let C=u||"your-model-name",v="azure"===g?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${f||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${f||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(E).length>0,t="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let a=w.length>0?w:[{role:"user",content:_}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${C}",
-    messages=${JSON.stringify(a,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${C}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${I}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(E).length>0,t="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let a=w.length>0?w:[{role:"user",content:_}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${C}",
-    input=${JSON.stringify(a,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${C}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${I}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:i="azure"===g?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${C}",
-	prompt="${l}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:i="azure"===g?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:i=`
-response = client.embeddings.create(
-	input="${l||"Your string here"}",
-	model="${C}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:i=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${C}",
-	file=audio_file${l?`,
-	prompt="${l.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:i=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${C}",
-	input="${l||"Your text to convert to speech here"}",
-	voice="${m}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
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-#     input="${l||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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new file mode 100644
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deleted file mode 100644
index 85a62dace60..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/06wpdq9jkir66.js b/litellm/proxy/_experimental/out/_next/static/chunks/2rc6p1101cht_.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/06wpdq9jkir66.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2rc6p1101cht_.js
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rename to litellm/proxy/_experimental/out/_next/static/chunks/2riseu9p5tv2u.js
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deleted file mode 100644
index 339fc6f6fd3..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2yb9_zvwzrw3_.js
+++ /dev/null
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new file mode 100644
index 00000000000..3b02b6426af
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+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${$}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${$}
+)`;switch(u){case t.EndpointType.CHAT:{let e=Object.keys(k).length>0,t="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${N}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${N}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${v}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(k).length>0,t="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${N}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${N}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${v}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:r="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${N}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:r=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${N}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:r=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${N}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:r=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${N}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${c}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${N}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${r}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),r=e.i(271645),i=e.i(871689),a=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,c=/^[0-9a-fA-F]{64}$/,u=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",b=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,_=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!u.test(e.hostname),v=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},w=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),k=(e,t,r,i)=>{let a=p(i??"");return""!==a?l.test(a)?{parsed:{source:"git-subdir",url:t,path:a},label:`${e} subdir — ${t} @ ${a}`,suggestedName:w(v(a))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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This list is a draft and is not final. If you rely on this feature, please share feedback on the `,(0,t.jsx)(o.default,{href:"https://github.com/BerriAI/litellm/discussions/32090",target:"_blank",rel:"noopener noreferrer",className:"underline underline-offset-4",children:"deprecation discussion"}),"."]})]}),(0,t.jsx)("button",{type:"button","aria-label":"Close",onClick:()=>s(!0),className:"shrink-0 rounded-md p-0.5 text-muted-foreground transition-colors hover:text-foreground",children:(0,t.jsx)(a.X,{className:"size-4"})})]})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let r,{apiKeySource:o,accessToken:i,apiKey:a,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:h,selectedModel:m,selectedSdk:g,proxySettings:f}=e,b="session"===o?i:a,x=window.location.origin,_=f?.LITELLM_UI_API_DOC_BASE_URL;_&&_.trim()?x=_:f?.PROXY_BASE_URL&&(x=f.PROXY_BASE_URL);let k=n||"Your prompt here",y=k.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),v=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),w={};l.length>0&&(w.tags=l),d.length>0&&(w.vector_stores=d),c.length>0&&(w.guardrails=c),u.length>0&&(w.policies=u);let j=m||"your-model-name",C="azure"===g?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${x}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	base_url="${x}"
-)`;switch(h){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let o=v.length>0?v:[{role:"user",content:k}];r=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${j}",
-    messages=${JSON.stringify(o,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${j}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${y}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let o=v.length>0?v:[{role:"user",content:k}];r=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${j}",
-    input=${JSON.stringify(o,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${j}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${y}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:r="azure"===g?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${j}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===g?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:r=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${j}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:r=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${j}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:r=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${j}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${j}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${C}
-${r}`}])},499569,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(463059),i=e.i(204258),a=e.i(196631);function n({toolsEvent:e,mcpCallEvents:o,defaultOpenKeys:i}){let[a,l]=(0,r.useState)(i),d=(e,t)=>{l(r=>{let o=new Set(r);return t?o.add(e):o.delete(e),o})};return(0,t.jsxs)("div",{className:"relative m-0 p-0",children:[(0,t.jsx)("div",{className:"absolute bottom-0 left-[9px] top-[18px] w-px bg-muted opacity-80","aria-hidden":"true"}),(0,t.jsxs)("div",{className:"space-y-1",children:[e&&(0,t.jsx)(s,{panelKey:"list-tools",title:"List tools",open:a.has("list-tools"),onOpenChange:e=>d("list-tools",e),children:(0,t.jsx)("div",{children:e.item?.tools?.map((e,r)=>(0,t.jsx)("div",{className:"relative z-raised bg-card font-mono text-[13px] leading-[18px] text-muted-foreground",children:e.name},r))})}),o.map((e,r)=>{let o=`mcp-call-${r}`;return(0,t.jsx)(s,{panelKey:o,title:e.item?.name||"Tool 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js b/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js
deleted file mode 100644
index def1003640c..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js
+++ /dev/null
@@ -1 +0,0 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js b/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js
deleted file mode 100644
index 7863d066920..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js
+++ /dev/null
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index 00000000000..406ef27decd
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/358tk1ngnl1kd.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js b/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js
deleted file mode 100644
index 9589ebc0e6e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js
+++ /dev/null
@@ -1 +0,0 @@
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new file mode 100644
index 00000000000..4948f96839b
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3_lqzuqv-kb0c.js
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index 78477cabf56..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js b/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js
deleted file mode 100644
index 7ed02ea1f3c..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js b/litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
similarity index 56%
rename from litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
index 210d91f1e3d..c346139043b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
@@ -1 +1 @@
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e?this._addCheck({kind:"datetime",precision:null,offset:!1,local:!1,message:e}):this._addCheck({kind:"datetime",precision:void 0===e?.precision?null:e?.precision,offset:e?.offset??!1,local:e?.local??!1,...tp.errToObj(e?.message)})}date(e){return this._addCheck({kind:"date",message:e})}time(e){return"string"==typeof e?this._addCheck({kind:"time",precision:null,message:e}):this._addCheck({kind:"time",precision:void 0===e?.precision?null:e?.precision,...tp.errToObj(e?.message)})}duration(e){return this._addCheck({kind:"duration",...tp.errToObj(e)})}regex(e,t){return this._addCheck({kind:"regex",regex:e,...tp.errToObj(t)})}includes(e,t){return this._addCheck({kind:"includes",value:e,position:t?.position,...tp.errToObj(t?.message)})}startsWith(e,t){return this._addCheck({kind:"startsWith",value:e,...tp.errToObj(t)})}endsWith(e,t){return this._addCheck({kind:"endsWith",value:e,...tp.errToObj(t)})}min(e,t){return this._addCheck({kind:"min",value:e,...tp.errToObj(t)})}max(e,t){return this._addCheck({kind:"max",value:e,...tp.errToObj(t)})}length(e,t){return this._addCheck({kind:"length",value:e,...tp.errToObj(t)})}nonempty(e){return this.min(1,tp.errToObj(e))}trim(){return new K({...this._def,checks:[...this._def.checks,{kind:"trim"}]})}toLowerCase(){return new K({...this._def,checks:[...this._def.checks,{kind:"toLowerCase"}]})}toUpperCase(){return new K({...this._def,checks:[...this._def.checks,{kind:"toUpperCase"}]})}get isDatetime(){return!!this._def.checks.find(e=>"datetime"===e.kind)}get isDate(){return!!this._def.checks.find(e=>"date"===e.kind)}get isTime(){return!!this._def.checks.find(e=>"time"===e.kind)}get isDuration(){return!!this._def.checks.find(e=>"duration"===e.kind)}get isEmail(){return!!this._def.checks.find(e=>"email"===e.kind)}get isURL(){return!!this._def.checks.find(e=>"url"===e.kind)}get isEmoji(){return!!this._def.checks.find(e=>"emoji"===e.kind)}get isUUID(){return!!this._def.checks.find(e=>"uuid"===e.kind)}get isNANOID(){return!!this._def.checks.find(e=>"nanoid"===e.kind)}get isCUID(){return!!this._def.checks.find(e=>"cuid"===e.kind)}get isCUID2(){return!!this._def.checks.find(e=>"cuid2"===e.kind)}get isULID(){return!!this._def.checks.find(e=>"ulid"===e.kind)}get isIP(){return!!this._def.checks.find(e=>"ip"===e.kind)}get isCIDR(){return!!this._def.checks.find(e=>"cidr"===e.kind)}get isBase64(){return!!this._def.checks.find(e=>"base64"===e.kind)}get isBase64url(){return!!this._def.checks.find(e=>"base64url"===e.kind)}get minLength(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxLength(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}K.create=e=>new K({checks:[],typeName:tf.ZodString,coerce:e?.coerce??!1,...T(e)});class H extends C{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte,this.step=this.multipleOf}_parse(e){let 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Number.parseInt(e.toFixed(r).replace(".",""))%Number.parseInt(t.toFixed(r).replace(".",""))/10**r}(e.data,a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.not_multiple_of,multipleOf:a.value,message:a.message}),s.dirty()):"finite"===a.kind?Number.isFinite(e.data)||(f(t=this._getOrReturnCtx(e,t),{code:n.not_finite,message:a.message}),s.dirty()):tm.assertNever(a);return{status:s.value,value:e.data}}gte(e,t){return this.setLimit("min",e,!0,tp.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tp.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tp.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tp.toString(t))}setLimit(e,t,s,a){return new H({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tp.toString(a)}]})}_addCheck(e){return new H({...this._def,checks:[...this._def.checks,e]})}int(e){return this._addCheck({kind:"int",message:tp.toString(e)})}positive(e){return this._addCheck({kind:"min",value:0,inclusive:!1,message:tp.toString(e)})}negative(e){return this._addCheck({kind:"max",value:0,inclusive:!1,message:tp.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:0,inclusive:!0,message:tp.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:0,inclusive:!0,message:tp.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tp.toString(t)})}finite(e){return this._addCheck({kind:"finite",message:tp.toString(e)})}safe(e){return this._addCheck({kind:"min",inclusive:!0,value:Number.MIN_SAFE_INTEGER,message:tp.toString(e)})._addCheck({kind:"max",inclusive:!0,value:Number.MAX_SAFE_INTEGER,message:tp.toString(e)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}get isInt(){return!!this._def.checks.find(e=>"int"===e.kind||"multipleOf"===e.kind&&tm.isInteger(e.value))}get isFinite(){let e=null,t=null;for(let s of this._def.checks)if("finite"===s.kind||"int"===s.kind||"multipleOf"===s.kind)return!0;else"min"===s.kind?(null===t||s.value>t)&&(t=s.value):"max"===s.kind&&(null===e||s.value<e)&&(e=s.value);return Number.isFinite(t)&&Number.isFinite(e)}}H.create=e=>new H({checks:[],typeName:tf.ZodNumber,coerce:e?.coerce||!1,...T(e)});class W extends C{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte}_parse(e){let t;if(this._def.coerce)try{e.data=BigInt(e.data)}catch{return this._getInvalidInput(e)}if(this._getType(e)!==r.bigint)return this._getInvalidInput(e);let s=new g;for(let a of this._def.checks)"min"===a.kind?(a.inclusive?e.data<a.value:e.data<=a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_small,type:"bigint",minimum:a.value,inclusive:a.inclusive,message:a.message}),s.dirty()):"max"===a.kind?(a.inclusive?e.data>a.value:e.data>=a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_big,type:"bigint",maximum:a.value,inclusive:a.inclusive,message:a.message}),s.dirty()):"multipleOf"===a.kind?e.data%a.value!==BigInt(0)&&(f(t=this._getOrReturnCtx(e,t),{code:n.not_multiple_of,multipleOf:a.value,message:a.message}),s.dirty()):tm.assertNever(a);return{status:s.value,value:e.data}}_getInvalidInput(e){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.bigint,received:t.parsedType}),x}gte(e,t){return this.setLimit("min",e,!0,tp.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tp.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tp.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tp.toString(t))}setLimit(e,t,s,a){return new W({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tp.toString(a)}]})}_addCheck(e){return new W({...this._def,checks:[...this._def.checks,e]})}positive(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!1,message:tp.toString(e)})}negative(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!1,message:tp.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!0,message:tp.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!0,message:tp.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tp.toString(t)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}W.create=e=>new W({checks:[],typeName:tf.ZodBigInt,coerce:e?.coerce??!1,...T(e)});class G extends C{_parse(e){if(this._def.coerce&&(e.data=!!e.data),this._getType(e)!==r.boolean){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.boolean,received:t.parsedType}),x}return b(e.data)}}G.create=e=>new G({typeName:tf.ZodBoolean,coerce:e?.coerce||!1,...T(e)});class Y extends C{_parse(e){let t;if(this._def.coerce&&(e.data=new Date(e.data)),this._getType(e)!==r.date){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.date,received:t.parsedType}),x}if(Number.isNaN(e.data.getTime()))return f(this._getOrReturnCtx(e),{code:n.invalid_date}),x;let s=new g;for(let a of this._def.checks)"min"===a.kind?e.data.getTime()<a.value&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_small,message:a.message,inclusive:!0,exact:!1,minimum:a.value,type:"date"}),s.dirty()):"max"===a.kind?e.data.getTime()>a.value&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_big,message:a.message,inclusive:!0,exact:!1,maximum:a.value,type:"date"}),s.dirty()):tm.assertNever(a);return{status:s.value,value:new Date(e.data.getTime())}}_addCheck(e){return new Y({...this._def,checks:[...this._def.checks,e]})}min(e,t){return this._addCheck({kind:"min",value:e.getTime(),message:tp.toString(t)})}max(e,t){return this._addCheck({kind:"max",value:e.getTime(),message:tp.toString(t)})}get minDate(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return null!=e?new Date(e):null}get maxDate(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return null!=e?new Date(e):null}}Y.create=e=>new Y({checks:[],coerce:e?.coerce||!1,typeName:tf.ZodDate,...T(e)});class X extends C{_parse(e){if(this._getType(e)!==r.symbol){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.symbol,received:t.parsedType}),x}return b(e.data)}}X.create=e=>new X({typeName:tf.ZodSymbol,...T(e)});class Q extends C{_parse(e){if(this._getType(e)!==r.undefined){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.undefined,received:t.parsedType}),x}return b(e.data)}}Q.create=e=>new Q({typeName:tf.ZodUndefined,...T(e)});class J extends C{_parse(e){if(this._getType(e)!==r.null){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.null,received:t.parsedType}),x}return b(e.data)}}J.create=e=>new J({typeName:tf.ZodNull,...T(e)});class ee extends C{constructor(){super(...arguments),this._any=!0}_parse(e){return b(e.data)}}ee.create=e=>new ee({typeName:tf.ZodAny,...T(e)});class et extends C{constructor(){super(...arguments),this._unknown=!0}_parse(e){return b(e.data)}}et.create=e=>new et({typeName:tf.ZodUnknown,...T(e)});class es extends C{_parse(e){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.never,received:t.parsedType}),x}}es.create=e=>new es({typeName:tf.ZodNever,...T(e)});class ea extends C{_parse(e){if(this._getType(e)!==r.undefined){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.void,received:t.parsedType}),x}return b(e.data)}}ea.create=e=>new ea({typeName:tf.ZodVoid,...T(e)});class er extends C{_parse(e){let{ctx:t,status:s}=this._processInputParams(e),a=this._def;if(t.parsedType!==r.array)return f(t,{code:n.invalid_type,expected:r.array,received:t.parsedType}),x;if(null!==a.exactLength){let e=t.data.length>a.exactLength.value,r=t.data.length<a.exactLength.value;(e||r)&&(f(t,{code:e?n.too_big:n.too_small,minimum:r?a.exactLength.value:void 0,maximum:e?a.exactLength.value:void 0,type:"array",inclusive:!0,exact:!0,message:a.exactLength.message}),s.dirty())}if(null!==a.minLength&&t.data.length<a.minLength.value&&(f(t,{code:n.too_small,minimum:a.minLength.value,type:"array",inclusive:!0,exact:!1,message:a.minLength.message}),s.dirty()),null!==a.maxLength&&t.data.length>a.maxLength.value&&(f(t,{code:n.too_big,maximum:a.maxLength.value,type:"array",inclusive:!0,exact:!1,message:a.maxLength.message}),s.dirty()),t.common.async)return Promise.all([...t.data].map((e,s)=>a.type._parseAsync(new N(t,e,t.path,s)))).then(e=>g.mergeArray(s,e));let i=[...t.data].map((e,s)=>a.type._parseSync(new N(t,e,t.path,s)));return g.mergeArray(s,i)}get element(){return this._def.type}min(e,t){return new er({...this._def,minLength:{value:e,message:tp.toString(t)}})}max(e,t){return new er({...this._def,maxLength:{value:e,message:tp.toString(t)}})}length(e,t){return new er({...this._def,exactLength:{value:e,message:tp.toString(t)}})}nonempty(e){return this.min(1,e)}}er.create=(e,t)=>new er({type:e,minLength:null,maxLength:null,exactLength:null,typeName:tf.ZodArray,...T(t)});class ei extends C{constructor(){super(...arguments),this._cached=null,this.nonstrict=this.passthrough,this.augment=this.extend}_getCached(){if(null!==this._cached)return this._cached;let e=this._def.shape(),t=tm.objectKeys(e);return this._cached={shape:e,keys:t},this._cached}_parse(e){if(this._getType(e)!==r.object){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.object,received:t.parsedType}),x}let{status:t,ctx:s}=this._processInputParams(e),{shape:a,keys:i}=this._getCached(),l=[];if(!(this._def.catchall instanceof es&&"strip"===this._def.unknownKeys))for(let e in s.data)i.includes(e)||l.push(e);let o=[];for(let e of i){let t=a[e],r=s.data[e];o.push({key:{status:"valid",value:e},value:t._parse(new N(s,r,s.path,e)),alwaysSet:e in s.data})}if(this._def.catchall instanceof es){let e=this._def.unknownKeys;if("passthrough"===e)for(let e of l)o.push({key:{status:"valid",value:e},value:{status:"valid",value:s.data[e]}});else if("strict"===e)l.length>0&&(f(s,{code:n.unrecognized_keys,keys:l}),t.dirty());else if("strip"===e);else throw Error("Internal ZodObject error: invalid unknownKeys value.")}else{let e=this._def.catchall;for(let t of l){let a=s.data[t];o.push({key:{status:"valid",value:t},value:e._parse(new N(s,a,s.path,t)),alwaysSet:t in s.data})}}return s.common.async?Promise.resolve().then(async()=>{let e=[];for(let t of o){let s=await t.key,a=await t.value;e.push({key:s,value:a,alwaysSet:t.alwaysSet})}return e}).then(e=>g.mergeObjectSync(t,e)):g.mergeObjectSync(t,o)}get shape(){return this._def.shape()}strict(e){return tp.errToObj,new ei({...this._def,unknownKeys:"strict",...void 0!==e?{errorMap:(t,s)=>{let a=this._def.errorMap?.(t,s).message??s.defaultError;return"unrecognized_keys"===t.code?{message:tp.errToObj(e).message??a}:{message:a}}}:{}})}strip(){return new ei({...this._def,unknownKeys:"strip"})}passthrough(){return new ei({...this._def,unknownKeys:"passthrough"})}extend(e){return new ei({...this._def,shape:()=>({...this._def.shape(),...e})})}merge(e){return new ei({unknownKeys:e._def.unknownKeys,catchall:e._def.catchall,shape:()=>({...this._def.shape(),...e._def.shape()}),typeName:tf.ZodObject})}setKey(e,t){return this.augment({[e]:t})}catchall(e){return new ei({...this._def,catchall:e})}pick(e){let t={};for(let s of tm.objectKeys(e))e[s]&&this.shape[s]&&(t[s]=this.shape[s]);return new ei({...this._def,shape:()=>t})}omit(e){let t={};for(let s of tm.objectKeys(this.shape))e[s]||(t[s]=this.shape[s]);return new ei({...this._def,shape:()=>t})}deepPartial(){return function e(t){if(t instanceof ei){let s={};for(let a in t.shape){let r=t.shape[a];s[a]=ej.create(e(r))}return new ei({...t._def,shape:()=>s})}if(t instanceof er)return new er({...t._def,type:e(t.element)});if(t instanceof ej)return ej.create(e(t.unwrap()));if(t instanceof ew)return ew.create(e(t.unwrap()));if(t instanceof ec)return ec.create(t.items.map(t=>e(t)));else return t}(this)}partial(e){let t={};for(let s of tm.objectKeys(this.shape)){let a=this.shape[s];e&&!e[s]?t[s]=a:t[s]=a.optional()}return new ei({...this._def,shape:()=>t})}required(e){let t={};for(let s of tm.objectKeys(this.shape))if(e&&!e[s])t[s]=this.shape[s];else{let e=this.shape[s];for(;e instanceof ej;)e=e._def.innerType;t[s]=e}return new ei({...this._def,shape:()=>t})}keyof(){return ex(tm.objectKeys(this.shape))}}ei.create=(e,t)=>new ei({shape:()=>e,unknownKeys:"strip",catchall:es.create(),typeName:tf.ZodObject,...T(t)}),ei.strictCreate=(e,t)=>new ei({shape:()=>e,unknownKeys:"strict",catchall:es.create(),typeName:tf.ZodObject,...T(t)}),ei.lazycreate=(e,t)=>new ei({shape:e,unknownKeys:"strip",catchall:es.create(),typeName:tf.ZodObject,...T(t)});class en extends C{_parse(e){let{ctx:t}=this._processInputParams(e),s=this._def.options;if(t.common.async)return Promise.all(s.map(async e=>{let s={...t,common:{...t.common,issues:[]},parent:null};return{result:await e._parseAsync({data:t.data,path:t.path,parent:s}),ctx:s}})).then(function(e){for(let t of e)if("valid"===t.result.status)return t.result;for(let s of e)if("dirty"===s.result.status)return t.common.issues.push(...s.ctx.common.issues),s.result;let s=e.map(e=>new o(e.ctx.common.issues));return f(t,{code:n.invalid_union,unionErrors:s}),x});{let e,a=[];for(let r of s){let s={...t,common:{...t.common,issues:[]},parent:null},i=r._parseSync({data:t.data,path:t.path,parent:s});if("valid"===i.status)return i;"dirty"!==i.status||e||(e={result:i,ctx:s}),s.common.issues.length&&a.push(s.common.issues)}if(e)return t.common.issues.push(...e.ctx.common.issues),e.result;let r=a.map(e=>new o(e));return f(t,{code:n.invalid_union,unionErrors:r}),x}}get options(){return this._def.options}}en.create=(e,t)=>new en({options:e,typeName:tf.ZodUnion,...T(t)});let el=e=>{if(e instanceof ef)return el(e.schema);if(e instanceof ey)return el(e.innerType());if(e instanceof eg)return[e.value];if(e instanceof e_)return e.options;if(e instanceof eb)return tm.objectValues(e.enum);else if(e instanceof eN)return el(e._def.innerType);else if(e instanceof Q)return[void 0];else if(e instanceof J)return[null];else if(e instanceof ej)return[void 0,...el(e.unwrap())];else if(e instanceof ew)return[null,...el(e.unwrap())];else if(e instanceof eS)return el(e.unwrap());else if(e instanceof eE)return el(e.unwrap());else if(e instanceof ek)return el(e._def.innerType);else return[]};class eo extends C{_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==r.object)return f(t,{code:n.invalid_type,expected:r.object,received:t.parsedType}),x;let s=this.discriminator,a=t.data[s],i=this.optionsMap.get(a);return i?t.common.async?i._parseAsync({data:t.data,path:t.path,parent:t}):i._parseSync({data:t.data,path:t.path,parent:t}):(f(t,{code:n.invalid_union_discriminator,options:Array.from(this.optionsMap.keys()),path:[s]}),x)}get discriminator(){return this._def.discriminator}get options(){return this._def.options}get optionsMap(){return this._def.optionsMap}static create(e,t,s){let a=new Map;for(let s of t){let t=el(s.shape[e]);if(!t.length)throw Error(`A discriminator value for key \`${e}\` could not be extracted from all schema options`);for(let r of t){if(a.has(r))throw Error(`Discriminator property ${String(e)} has duplicate value ${String(r)}`);a.set(r,s)}}return new eo({typeName:tf.ZodDiscriminatedUnion,discriminator:e,options:t,optionsMap:a,...T(s)})}}class ed extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e),a=(e,a)=>{if(v(e)||v(a))return x;let l=function e(t,s){let a=i(t),n=i(s);if(t===s)return{valid:!0,data:t};if(a===r.object&&n===r.object){let a=tm.objectKeys(s),r=tm.objectKeys(t).filter(e=>-1!==a.indexOf(e)),i={...t,...s};for(let a of r){let r=e(t[a],s[a]);if(!r.valid)return{valid:!1};i[a]=r.data}return{valid:!0,data:i}}if(a===r.array&&n===r.array){if(t.length!==s.length)return{valid:!1};let a=[];for(let r=0;r<t.length;r++){let i=e(t[r],s[r]);if(!i.valid)return{valid:!1};a.push(i.data)}return{valid:!0,data:a}}if(a===r.date&&n===r.date&&+t==+s)return{valid:!0,data:t};return{valid:!1}}(e.value,a.value);return l.valid?((y(e)||y(a))&&t.dirty(),{status:t.value,value:l.data}):(f(s,{code:n.invalid_intersection_types}),x)};return s.common.async?Promise.all([this._def.left._parseAsync({data:s.data,path:s.path,parent:s}),this._def.right._parseAsync({data:s.data,path:s.path,parent:s})]).then(([e,t])=>a(e,t)):a(this._def.left._parseSync({data:s.data,path:s.path,parent:s}),this._def.right._parseSync({data:s.data,path:s.path,parent:s}))}}ed.create=(e,t,s)=>new ed({left:e,right:t,typeName:tf.ZodIntersection,...T(s)});class ec extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.array)return f(s,{code:n.invalid_type,expected:r.array,received:s.parsedType}),x;if(s.data.length<this._def.items.length)return f(s,{code:n.too_small,minimum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),x;!this._def.rest&&s.data.length>this._def.items.length&&(f(s,{code:n.too_big,maximum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),t.dirty());let a=[...s.data].map((e,t)=>{let a=this._def.items[t]||this._def.rest;return a?a._parse(new N(s,e,s.path,t)):null}).filter(e=>!!e);return s.common.async?Promise.all(a).then(e=>g.mergeArray(t,e)):g.mergeArray(t,a)}get items(){return this._def.items}rest(e){return new ec({...this._def,rest:e})}}ec.create=(e,t)=>{if(!Array.isArray(e))throw Error("You must pass an array of schemas to z.tuple([ ... ])");return new ec({items:e,typeName:tf.ZodTuple,rest:null,...T(t)})};class eu extends C{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.object)return f(s,{code:n.invalid_type,expected:r.object,received:s.parsedType}),x;let a=[],i=this._def.keyType,l=this._def.valueType;for(let e in s.data)a.push({key:i._parse(new N(s,e,s.path,e)),value:l._parse(new N(s,s.data[e],s.path,e)),alwaysSet:e in s.data});return s.common.async?g.mergeObjectAsync(t,a):g.mergeObjectSync(t,a)}get element(){return this._def.valueType}static create(e,t,s){return new eu(t instanceof C?{keyType:e,valueType:t,typeName:tf.ZodRecord,...T(s)}:{keyType:K.create(),valueType:e,typeName:tf.ZodRecord,...T(t)})}}class em extends C{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.map)return f(s,{code:n.invalid_type,expected:r.map,received:s.parsedType}),x;let a=this._def.keyType,i=this._def.valueType,l=[...s.data.entries()].map(([e,t],r)=>({key:a._parse(new N(s,e,s.path,[r,"key"])),value:i._parse(new N(s,t,s.path,[r,"value"]))}));if(s.common.async){let e=new Map;return Promise.resolve().then(async()=>{for(let s of l){let a=await s.key,r=await s.value;if("aborted"===a.status||"aborted"===r.status)return x;("dirty"===a.status||"dirty"===r.status)&&t.dirty(),e.set(a.value,r.value)}return{status:t.value,value:e}})}{let e=new Map;for(let s of l){let a=s.key,r=s.value;if("aborted"===a.status||"aborted"===r.status)return x;("dirty"===a.status||"dirty"===r.status)&&t.dirty(),e.set(a.value,r.value)}return{status:t.value,value:e}}}}em.create=(e,t,s)=>new em({valueType:t,keyType:e,typeName:tf.ZodMap,...T(s)});class eh extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.set)return f(s,{code:n.invalid_type,expected:r.set,received:s.parsedType}),x;let a=this._def;null!==a.minSize&&s.data.size<a.minSize.value&&(f(s,{code:n.too_small,minimum:a.minSize.value,type:"set",inclusive:!0,exact:!1,message:a.minSize.message}),t.dirty()),null!==a.maxSize&&s.data.size>a.maxSize.value&&(f(s,{code:n.too_big,maximum:a.maxSize.value,type:"set",inclusive:!0,exact:!1,message:a.maxSize.message}),t.dirty());let i=this._def.valueType;function l(e){let s=new Set;for(let a of e){if("aborted"===a.status)return x;"dirty"===a.status&&t.dirty(),s.add(a.value)}return{status:t.value,value:s}}let o=[...s.data.values()].map((e,t)=>i._parse(new N(s,e,s.path,t)));return s.common.async?Promise.all(o).then(e=>l(e)):l(o)}min(e,t){return new eh({...this._def,minSize:{value:e,message:tp.toString(t)}})}max(e,t){return new eh({...this._def,maxSize:{value:e,message:tp.toString(t)}})}size(e,t){return this.min(e,t).max(e,t)}nonempty(e){return this.min(1,e)}}eh.create=(e,t)=>new eh({valueType:e,minSize:null,maxSize:null,typeName:tf.ZodSet,...T(t)});class ep extends C{constructor(){super(...arguments),this.validate=this.implement}_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==r.function)return f(t,{code:n.invalid_type,expected:r.function,received:t.parsedType}),x;function s(e,s){return h({data:e,path:t.path,errorMaps:[t.common.contextualErrorMap,t.schemaErrorMap,m(),d].filter(e=>!!e),issueData:{code:n.invalid_arguments,argumentsError:s}})}function a(e,s){return h({data:e,path:t.path,errorMaps:[t.common.contextualErrorMap,t.schemaErrorMap,m(),d].filter(e=>!!e),issueData:{code:n.invalid_return_type,returnTypeError:s}})}let i={errorMap:t.common.contextualErrorMap},l=t.data;if(this._def.returns instanceof ev){let e=this;return b(async function(...t){let r=new o([]),n=await e._def.args.parseAsync(t,i).catch(e=>{throw r.addIssue(s(t,e)),r}),d=await Reflect.apply(l,this,n);return await e._def.returns._def.type.parseAsync(d,i).catch(e=>{throw r.addIssue(a(d,e)),r})})}{let e=this;return b(function(...t){let 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new file mode 100644
index 00000000000..47b284548a5
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3p8aoxk193z4f.js
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new file mode 100644
index 00000000000..6fa2d1ac60c
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deleted file mode 100644
index cdc2bcc324d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3spb6tl66f5ga.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js b/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js
new file mode 100644
index 00000000000..d27e592728e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js b/litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
similarity index 77%
rename from litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
index d2271075ea3..5bdf8c1dfd7 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3xo65w_zz25u4.js b/litellm/proxy/_experimental/out/_next/static/chunks/3xo65w_zz25u4.js
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new file mode 100644
index 00000000000..c0c20d14c93
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js b/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js
deleted file mode 100644
index c4763018867..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js
+++ /dev/null
@@ -1,420 +0,0 @@
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-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:y}];a=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${N}",
-    messages=${JSON.stringify(i,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${N}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:y}];a=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${N}",
-    input=${JSON.stringify(i,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${N}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:a="azure"===f?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${N}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:a=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${N}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:a=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${N}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:a=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${N}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${N}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${k}
-${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,d=e=>e.trim().replace(/\/+$/,""),p=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=e=>e.pathname.split("/").filter(e=>""!==e),x=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},b=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),_=e=>JSON.stringify({extraKnownMarketplaces:{litellm:{source:{source:"url",url:`${e}/claude-code/marketplace.json`}}}},null,2),y=e=>`/plugin install ${e.name}@litellm`;e.s(["buildMarketplaceSettingsSnippet",0,_,"formatInstallCommand",0,y,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else if(t.includes("integration")||t.includes("api"))return"yellow";return"gray"},"isValidEmail",0,e=>!e||/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(e),"isValidSemanticVersion",0,e=>!e||/^\d+\.\d+\.\d+(-[a-zA-Z0-9.-]+)?(\+[a-zA-Z0-9.-]+)?$/.test(e),"isValidSha256",0,e=>""===e.trim()||u.test(e.trim()),"isValidSubPath",0,e=>{let t=d(e);return""!==t&&l.test(t)},"parseKeywords",0,e=>e&&""!==e.trim()?e.split(",").map(e=>e.trim()).filter(e=>""!==e):[],"parseSkillSource",0,(e,t)=>{let a=(e=>{let t,a=e.trim();if(""===a||a.startsWith("//"))return null;let i=/^[a-z][a-z0-9+.-]*:\/\//i.test(a)?a:`https://${a}`;try{t=new URL(i)}catch{return null}return"https:"!==t.protocol||""!==t.username||""!==t.password||!t.hostname.includes(".")||t.hostname.startsWith("[")||c.test(t.hostname)?null:t})(e);if(!a)return null;if(m.test(a.pathname))return{parsed:{source:"archive",url:a.href},label:`Zip archive — ${a.host}${a.pathname}`,suggestedName:b(x(a.pathname).replace(m,""))};if("github.com"===a.hostname.replace(/^www\./,""))return((e,t)=>{let a=h(e);if(a.length<2)return null;let i=a[0],r=a[1].replace(/\.git$/,"");if(!g.test(i)||!f.test(r))return null;let s=`${i}/${r}`,n=`https://github.com/${s}`,o={parsed:{source:"github",repo:s},label:`GitHub repo — ${s}`,suggestedName:b(r)};if(a.length>=4&&("tree"===a[2]||"blob"===a[2])){let e=a.slice(4),t=x(e.join("/")),i=p.test(t)?e.slice(0,-1):e;if(0===i.length)return o;let r=d(i.join("/"));return l.test(r)?{parsed:{source:"git-subdir",url:n,path:r},label:`GitHub subdir — ${s} @ ${r}`,suggestedName:b(x(r))}:null}if(2!==a.length)return null;let m=d(t??"");return""!==m?l.test(m)?{parsed:{source:"git-subdir",url:n,path:m},label:`GitHub subdir — ${s} @ ${m}`,suggestedName:b(x(m))}:null:o})(a,t);if(h(a).length<2)return null;let i=`${a.protocol}//${a.host}${a.pathname.replace(/\/+$/,"")}`,r=d(t??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:i,path:r},label:`Git subdir — ${i} @ ${r}`,suggestedName:b(x(r))}:null:{parsed:{source:"url",url:i},label:`Git repo — ${i}`,suggestedName:b(x(a.pathname).replace(/\.git$/,""))}},"validatePluginName",0,e=>!!e&&""!==e.trim()&&/^[a-z0-9-]+$/.test(e)],209261),e.s(["default",0,({skill:e,onBack:l})=>{let d,[p,m]=(0,a.useState)("overview"),[u,c]=(0,a.useState)(null),g=(e,t)=>{navigator.clipboard.writeText(e),c(t),setTimeout(()=>c(null),2e3)},f="github"===(d=e.source).source&&d.repo?`https://github.com/${d.repo}`:"git-subdir"===d.source&&d.url?d.path?`${d.url}/tree/main/${d.path}`:d.url:("url"===d.source||"archive"===d.source)&&d.url?d.url:null,h=y(e),x=_(window.location.origin),b=[...e.category?[{property:"Category",value:e.category}]:[],...e.domain?[{property:"Domain",value:e.domain}]:[],...e.namespace?[{property:"Namespace",value:e.namespace}]:[],...e.version?[{property:"Version",value:e.version}]:[],...e.author?.name?[{property:"Author",value:e.author.name}]:[],...e.created_at?[{property:"Added",value:new Date(e.created_at).toLocaleDateString()}]:[]];return(0,t.jsxs)("div",{className:"py-6 pl-0 pr-8",children:[(0,t.jsxs)("div",{onClick:l,className:"mb-6 inline-flex cursor-pointer items-center gap-1.5 text-sm text-muted-foreground",children:[(0,t.jsx)(i.ArrowLeft,{className:"size-3"}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{className:"mb-2",children:[(0,t.jsx)("h1",{className:"m-0 text-[28px] font-normal leading-tight text-foreground",children:e.name}),e.description&&(0,t.jsx)("p",{className:"mb-0 ml-0 mr-0 mt-2 text-sm leading-relaxed text-muted-foreground",children:e.description})]}),(0,t.jsx)("div",{className:"mb-7 mt-6 border-b border-border",children:(0,t.jsx)("div",{className:"flex",children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>m(e.key),className:(0,o.cn)("-mb-px cursor-pointer border-b-[3px] px-5 py-3 text-sm",p===e.key?"border-info font-medium text-info":"border-transparent font-normal text-muted-foreground"),children:e.label},e.key))})}),"overview"===p&&(0,t.jsxs)("div",{className:"flex gap-16",children:[(0,t.jsxs)("div",{className:"min-w-0 flex-1",children:[(0,t.jsx)("h2",{className:"m-0 mb-1 text-lg font-normal text-foreground",children:"Skill Details"}),(0,t.jsx)("p",{className:"m-0 mb-4 text-[13px] text-muted-foreground",children:"Metadata registered with this skill"}),(0,t.jsxs)("table",{className:"w-full border-collapse text-sm",children:[(0,t.jsx)("thead",{children:(0,t.jsxs)("tr",{className:"border-b border-border",children:[(0,t.jsx)("th",{className:"w-40 py-3 text-left font-medium text-muted-foreground",children:"Property"}),(0,t.jsx)("th",{className:"py-3 text-left font-medium text-muted-foreground",children:e.name})]})}),(0,t.jsx)("tbody",{children:b.map((e,a)=>(0,t.jsxs)("tr",{className:"border-b border-border",children:[(0,t.jsx)("td",{className:"py-3 text-foreground",children:e.property}),(0,t.jsx)("td",{className:"py-3 text-foreground",children:e.value})]},a))})]})]}),(0,t.jsxs)("div",{className:"w-60 shrink-0",children:[(0,t.jsxs)("div",{className:"mb-6",children:[(0,t.jsx)("div",{className:"mb-1 text-xs 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text-foreground",children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)("div",{className:"mb-1 text-xs text-muted-foreground",children:"Skill ID"}),(0,t.jsx)("div",{className:"break-all font-mono text-xs text-foreground",children:e.id})]})]})]}),"usage"===p&&(0,t.jsxs)("div",{className:"max-w-[640px]",children:[(0,t.jsx)("h2",{className:"m-0 mb-2 text-lg font-normal text-foreground",children:"Using this skill"}),(0,t.jsx)("p",{className:"m-0 mb-6 text-sm leading-relaxed text-muted-foreground",children:"Once your proxy is set as a marketplace, enable this skill in Claude Code with one command:"}),(0,t.jsxs)("div",{className:"mb-6 overflow-hidden rounded-lg border border-border",children:[(0,t.jsxs)("div",{className:"flex items-center justify-between border-b border-border bg-muted px-4 py-2.5",children:[(0,t.jsx)("span",{className:"text-[13px] font-medium text-foreground",children:"Run in Claude Code"}),(0,t.jsxs)("button",{onClick:()=>g(h,"install"),className:(0,o.cn)("flex 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js b/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js
deleted file mode 100644
index 1d14ff2a4c6..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js b/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js
deleted file mode 100644
index 26b3df84602..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js
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+curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
+
+`,em=`
+curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{
+  "model": "gpt-3.5-turbo',
+  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
+  "user": "my-customer-id"
+}' # 👈 KEY CHANGE
+
+`,eb=`from openai import OpenAI
+client = OpenAI(
+  base_url="<your_proxy_base_url>",
+  api_key="<your_proxy_key>"
+)
+
+completion = client.chat.completions.create(
+  model="gpt-3.5-turbo",
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant."},
+    {"role": "user", "content": "Hello!"}
+  ],
+  user="my-customer-id"
+)
+
+print(completion.choices[0].message)`;var ep=e.i(135214),ev=e.i(708347);let ex=({accessToken:e})=>{let m=(0,r.useSyntaxTheme)(l.prism),[b,p]=(0,s.useState)(!1),[v,x]=(0,s.useState)(!1),[f,y]=(0,s.useState)(null),[j,T]=(0,s.useState)(!1),{userRole:_}=(0,ep.default)(),C=(0,ev.isProxyAdminRole)(_??""),E=(0,h.useBudgetList)(),S=(0,h.useDeleteBudget)(),N=(0,s.useCallback)(t=>{null!=e&&(y(t),x(!0))},[e]),k=(0,s.useCallback)(e=>{y(e),T(!0)},[]),D=async()=>{if(f&&null!=e)try{await S.mutateAsync(f.budget_id),g.toast.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),g.toast.fromError("Failed to delete budget")}finally{T(!1),y(null)}};return(0,t.jsx)("main",{className:"flex h-full flex-col p-8",children:(0,t.jsxs)(d.Tabs,{defaultValue:"budgets",className:"min-h-0 flex-1 gap-6",children:[(0,t.jsx)(o.PageHeader,{icon:(0,t.jsx)(n.Wallet,{}),title:"Budgets",subtitle:"Spend, TPM and RPM limits you can assign to customers.",primaryAction:C?(0,t.jsxs)(u.Button,{onClick:()=>p(!0),children:[(0,t.jsx)(i.Plus,{className:"size-4"}),"Create Budget"]}):void 0,tabs:({leadingControls:e})=>(0,t.jsxs)(d.TabsList,{variant:"line",className:"gap-0 p-0 [&>[data-slot=tabs-trigger]+[data-slot=tabs-trigger]]:ml-[22px]",children:[e,(0,t.jsx)(d.TabsTrigger,{value:"budgets",className:"flex-none px-0 py-[7px] data-active:font-semibold",children:"Budgets"}),(0,t.jsx)(d.TabsTrigger,{value:"examples",className:"flex-none px-0 py-[7px] data-active:font-semibold",children:"Examples"})]})}),(0,t.jsx)(d.TabsContent,{value:"budgets",className:"flex min-h-0 flex-1 flex-col",keepMounted:!0,children:(0,t.jsxs)("div",{className:"flex min-h-0 flex-1 flex-col",children:[(0,t.jsx)(I,{isModalVisible:b,setIsModalVisible:p}),f&&(0,t.jsx)(eg,{isModalVisible:v,setIsModalVisible:x,existingBudget:f}),(0,t.jsx)(eo,{list:E,canModify:C,onEditClick:N,onDeleteClick:k}),(0,t.jsx)(c.default,{isOpen:j,title:"Delete Budget?",message:"Are you sure you want to delete this budget? 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/42l1q3sduwm1n.js b/litellm/proxy/_experimental/out/_next/static/chunks/42l1q3sduwm1n.js
new file mode 100644
index 00000000000..810a41d88ae
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js b/litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
similarity index 70%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
index c15dd9100bb..cbffef4ee54 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
@@ -1 +1 @@
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index 8a2212e82bd..e0a4fdc5b09 100644
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+++ b/litellm/proxy/_experimental/out/admin-panel/index.html
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index e7530a79cbd..c1fc07dba7e 100644
--- a/litellm/proxy/_experimental/out/chat/integrations/index.html
+++ b/litellm/proxy/_experimental/out/chat/integrations/index.html
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+1c:I[897367,["/litellm-asset-prefix/_next/static/chunks/1kpvojzxb_2ce.js","/litellm-asset-prefix/_next/static/chunks/28fzwmvhc4sv1.js","/litellm-asset-prefix/_next/static/chunks/1xkrmcontg-7s.js"],"MetadataBoundary"]
 c:["$","$1","c",{"children":[null,["$","$L6",null,{"parallelRouterKey":"children","error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L7",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":"$undefined","forbidden":"$undefined","unauthorized":"$undefined"}]]}]
-d:["$","$1","c",{"children":[["$","$L13",null,{"Component":"$14","serverProvidedParams":{"searchParams":{},"params":"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params","promises":["$@15","$@16"]}}],[["$","script","script-0",{"src":"/litellm-asset-prefix/_next/static/chunks/0gv2z3ws304i3.js","async":true,"nonce":"$undefined"}],["$","script","script-1",{"src":"/litellm-asset-prefix/_next/static/chunks/2oyhu8rllo9v-.js","async":true,"nonce":"$undefined"}],["$","script","script-2",{"src":"/litellm-asset-prefix/_next/static/chunks/3fgy_d3dc8fjy.js","async":true,"nonce":"$undefined"}]],["$","$L17",null,{"children":["$","$18",null,{"name":"Next.MetadataOutlet","children":"$@19"}]}]]}]
+d:["$","$1","c",{"children":[["$","$L13",null,{"Component":"$14","serverProvidedParams":{"searchParams":{},"params":"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params","promises":["$@15","$@16"]}}],[["$","script","script-0",{"src":"/litellm-asset-prefix/_next/static/chunks/0gv2z3ws304i3.js","async":true,"nonce":"$undefined"}],["$","script","script-1",{"src":"/litellm-asset-prefix/_next/static/chunks/0x88jgebq4fjq.js","async":true,"nonce":"$undefined"}],["$","script","script-2",{"src":"/litellm-asset-prefix/_next/static/chunks/006y36jxl8z-u.js","async":true,"nonce":"$undefined"}]],["$","$L17",null,{"children":["$","$18",null,{"name":"Next.MetadataOutlet","children":"$@19"}]}]]}]
 f:["$","$1","h",{"children":[null,["$","$L1a",null,{"children":"$L1b"}],["$","div",null,{"hidden":true,"children":["$","$L1c",null,{"children":["$","$18",null,{"name":"Next.Metadata","children":"$L1d"}]}]}],["$","meta",null,{"name":"next-size-adjust","content":""}]]}]
 11:["$","link","0",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/1kid9zr1--h6y.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
-12:["$","link","1",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/3rynlyl14avb-.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
+12:["$","link","1",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/3146e697tym4_.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
 b:"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params"
 e:C
 15:{}
 16:"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params"
 1b:[["$","meta","0",{"charSet":"utf-8"}],["$","meta","1",{"name":"viewport","content":"width=device-width, initial-scale=1"}]]
-1e:I[27201,["/litellm-asset-prefix/_next/static/chunks/33t46atd3n2zd.js","/litellm-asset-prefix/_next/static/chunks/3doe-1fpykdw3.js","/litellm-asset-prefix/_next/static/chunks/1m-a1t8oh1ed0.js"],"IconMark"]
+1e:I[27201,["/litellm-asset-prefix/_next/static/chunks/1kpvojzxb_2ce.js","/litellm-asset-prefix/_next/static/chunks/28fzwmvhc4sv1.js","/litellm-asset-prefix/_next/static/chunks/1xkrmcontg-7s.js"],"IconMark"]
 19:null
 1d:[["$","title","0",{"children":"LiteLLM Dashboard"}],["$","meta","1",{"name":"description","content":"LiteLLM Proxy Admin UI"}],["$","link","2",{"rel":"icon","href":"/favicon.ico?favicon.3arlap5n8tyzg.ico","sizes":"48x48","type":"image/x-icon"}],["$","link","3",{"rel":"icon","href":"/get_favicon"}],["$","$L1e","4",{}]]

From b652aaad4a8100e8e0e8b27ce4c9e6bf4aa51465 Mon Sep 17 00:00:00 2001
From: "berriai-litellm-provider-info-sync[bot]"
 <328147090+berriai-litellm-provider-info-sync[bot]@users.noreply.github.com>
Date: Sun, 20 Sep 2026 01:00:52 +0000
Subject: [PATCH 152/162] chore(prices): sync OpenRouter prices: 2 models

openrouter/deepseek/deepseek-v4-flash: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/z-ai/glm-5.3: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
---
 litellm/model_prices_and_context_window_backup.json | 12 ++++++------
 model_prices_and_context_window.json                | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 89828ee65a1..8e504524065 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -66445,9 +66445,9 @@
         "supports_web_search": false
     },
     "openrouter/z-ai/glm-5.3": {
-        "input_cost_per_token": 9.1e-07,
-        "output_cost_per_token": 2.86e-06,
-        "cache_read_input_token_cost": 1.69e-07,
+        "input_cost_per_token": 8.96e-07,
+        "output_cost_per_token": 2.816e-06,
+        "cache_read_input_token_cost": 1.664e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.752e-08,
-        "output_cost_per_token": 7.504e-08,
-        "cache_read_input_token_cost": 7.504e-09,
+        "input_cost_per_token": 3.724e-08,
+        "output_cost_per_token": 7.448e-08,
+        "cache_read_input_token_cost": 7.448e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 89828ee65a1..8e504524065 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -66445,9 +66445,9 @@
         "supports_web_search": false
     },
     "openrouter/z-ai/glm-5.3": {
-        "input_cost_per_token": 9.1e-07,
-        "output_cost_per_token": 2.86e-06,
-        "cache_read_input_token_cost": 1.69e-07,
+        "input_cost_per_token": 8.96e-07,
+        "output_cost_per_token": 2.816e-06,
+        "cache_read_input_token_cost": 1.664e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
@@ -67134,9 +67134,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.752e-08,
-        "output_cost_per_token": 7.504e-08,
-        "cache_read_input_token_cost": 7.504e-09,
+        "input_cost_per_token": 3.724e-08,
+        "output_cost_per_token": 7.448e-08,
+        "cache_read_input_token_cost": 7.448e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,

From 99f99cfb46a46eaa65333c44304e12e448a21bbb Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 18:10:52 -0700
Subject: [PATCH 153/162] fix(proxy): stop the boot when the requested master
 key migration fails, unless allow_requests_on_db_unavailable tolerates the
 outage

---
 litellm/proxy/db/master_key_migration.py      | 15 +++--
 litellm/proxy/proxy_server.py                 |  1 +
 .../proxy/auth/test_master_key_boot_check.py  | 34 +++++++++--
 .../proxy/db/test_master_key_migration.py     | 59 ++++++++++++++++---
 tests/test_litellm/proxy/test_proxy_server.py | 30 ++++++++++
 5 files changed, 123 insertions(+), 16 deletions(-)

diff --git a/litellm/proxy/db/master_key_migration.py b/litellm/proxy/db/master_key_migration.py
index 78a00cf9ce9..d100554201a 100644
--- a/litellm/proxy/db/master_key_migration.py
+++ b/litellm/proxy/db/master_key_migration.py
@@ -174,7 +174,7 @@ class Migrated:
 
 @dataclass(frozen=True, slots=True)
 class MigrationFailed:
-    error: str
+    error: Exception
 
 
 MigrationOutcome = NothingToMigrate | Migrated | MigrationFailed
@@ -186,17 +186,21 @@ async def migrate_if_requested(
     master_key: str | None,
     connected_database: Callable[[], SupportsRawQueries | None],
     log: Callable[[str], None],
+    raise_unless_tolerated: Callable[[Exception], None],
 ) -> MigrationOutcome | None:
     previous_master_key: Final = environ.get(MIGRATE_FROM_MASTER_KEY_ENV_VAR)
     if previous_master_key is None or master_key is None:
         return None
-    return await migrate_from_previous_master_key(
+    outcome: Final = await migrate_from_previous_master_key(
         previous_master_key=previous_master_key,
         master_key=master_key,
         salt_key_is_set=SALT_KEY_ENV_VAR in environ,
         database=connected_database(),
         log=log,
     )
+    if isinstance(outcome, MigrationFailed):
+        raise_unless_tolerated(outcome.error)
+    return outcome
 
 
 async def migrate_from_previous_master_key(
@@ -234,8 +238,8 @@ async def _migrate_or_failure(
             database=database,
             log=log,
         )
-    except Exception as error:  # noqa: BLE001  # the proxy tolerates a database outage at boot, so the migration must too
-        return MigrationFailed(error=f"{type(error).__name__}: {error}"[:300])
+    except Exception as error:  # noqa: BLE001  # a value, so the boot applies its own database outage rule to it
+        return MigrationFailed(error=error)
 
 
 async def _migrate(
@@ -293,8 +297,9 @@ def describe_outcome(outcome: MigrationOutcome) -> str:
                 "the proxy to migrate them."
             )
         case MigrationFailed(error=error):
+            cause: Final = f"{type(error).__name__}: {error}"[:300]
             return (
-                f"Could not migrate stored values from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key ({error}). Values "
+                f"Could not migrate stored values from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key ({cause}). Values "
                 "still encrypted with the previous key cannot be read until the migration succeeds. Keep "
                 f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart the proxy once the database is reachable."
             )
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 0b15ea902ac..c0c8dfeaeee 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1267,6 +1267,7 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
         master_key=master_key,
         connected_database=lambda: None if prisma_client is None else prisma_client.writer_db,
         log=verbose_proxy_logger.warning,
+        raise_unless_tolerated=PrismaDBExceptionHandler.handle_db_exception,
     )
 
     if prisma_client is not None:
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
index bf208bf235b..0b55d045de5 100644
--- a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -254,10 +254,36 @@ def test_refusal_never_tells_a_user_with_an_exported_key_to_append_to_the_env_fi
     assert "wins over .env" in text
 
 
-def test_unset_key_refusal_says_nothing_supplied_one():
-    text = render_refusal(_refusal(reason=UnsafeMasterKeyReason.NOT_SET, source=EnvironmentSource()))
-
-    assert "Neither general_settings.master_key nor" in text
+@pytest.mark.parametrize(
+    ("reason", "source", "source_line"),
+    [
+        (
+            UnsafeMasterKeyReason.NOT_SET,
+            EnvironmentSource(),
+            f"Neither general_settings.master_key nor the {MASTER_KEY_ENV_VAR} environment variable is set.",
+        ),
+        (
+            UnsafeMasterKeyReason.PUBLICLY_KNOWN,
+            EnvironmentSource(),
+            f"It comes from the {MASTER_KEY_ENV_VAR} environment variable.",
+        ),
+        (
+            UnsafeMasterKeyReason.NOT_SET,
+            ConfigFileSource(config_file_path="/app/config.yaml"),
+            "general_settings.master_key in /app/config.yaml is blank, "
+            "or points at an environment variable that is not set.",
+        ),
+        (
+            UnsafeMasterKeyReason.EMPTY,
+            ConfigFileSource(config_file_path="/app/config.yaml"),
+            "It comes from general_settings.master_key in /app/config.yaml.",
+        ),
+    ],
+)
+def test_refusal_says_where_the_unsafe_key_came_from(
+    reason: UnsafeMasterKeyReason, source: ConfigFileSource | EnvironmentSource, source_line: str
+):
+    assert render_refusal(_refusal(reason=reason, source=source)).splitlines()[1] == source_line
 
 
 def test_migration_steps_appear_only_when_the_database_needs_them():
diff --git a/tests/test_litellm/proxy/db/test_master_key_migration.py b/tests/test_litellm/proxy/db/test_master_key_migration.py
index 4cc9a652969..9c0fc163b9f 100644
--- a/tests/test_litellm/proxy/db/test_master_key_migration.py
+++ b/tests/test_litellm/proxy/db/test_master_key_migration.py
@@ -439,21 +439,61 @@ async def test_encrypted_empty_string_is_migrated_like_any_other_value():
     assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), NEW_KEY) == ""
 
 
-@pytest.mark.asyncio
-async def test_database_error_during_the_migration_is_reported_instead_of_crashing_the_boot():
-    class _DatabaseIsDown(_FakeDatabase):
-        async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
-            raise ConnectionError("Can't reach database server")
+class _DatabaseIsDown(_FakeDatabase):
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        raise ConnectionError("Can't reach database server")
 
+
+@pytest.mark.asyncio
+async def test_database_error_during_the_migration_comes_back_as_a_value_and_is_logged():
     outcome, logged = await _run(_DatabaseIsDown(_seeded_tables()))
 
-    assert outcome == MigrationFailed(error="ConnectionError: Can't reach database server")
+    assert isinstance(outcome, MigrationFailed)
+    assert isinstance(outcome.error, ConnectionError)
     assert len(logged) == 1
     assert "ConnectionError: Can't reach database server" in logged[0]
     assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[0]
     assert "ou may now delete" not in logged[0]
 
 
+def _raise(error: Exception) -> None:
+    raise error
+
+
+def _tolerate(error: Exception) -> None:
+    return None
+
+
+@pytest.mark.asyncio
+async def test_boot_stops_on_a_failed_migration_when_the_outage_is_not_tolerated():
+    logged: list[str] = []
+
+    with pytest.raises(ConnectionError, match="Can't reach database server"):
+        await migrate_if_requested(
+            environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY},
+            master_key=NEW_KEY,
+            connected_database=lambda: _DatabaseIsDown(_seeded_tables()),
+            log=logged.append,
+            raise_unless_tolerated=_raise,
+        )
+
+    assert len(logged) == 1
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[0]
+
+
+@pytest.mark.asyncio
+async def test_boot_continues_past_a_failed_migration_when_the_outage_is_tolerated():
+    outcome = await migrate_if_requested(
+        environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY},
+        master_key=NEW_KEY,
+        connected_database=lambda: _DatabaseIsDown(_seeded_tables()),
+        log=lambda line: None,
+        raise_unless_tolerated=_tolerate,
+    )
+
+    assert isinstance(outcome, MigrationFailed)
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("previous_master_key", [PREVIOUS_KEY, ""])
 async def test_boot_migrates_from_the_environment_variable_to_the_running_master_key(previous_master_key: str):
@@ -476,6 +516,7 @@ async def test_boot_migrates_from_the_environment_variable_to_the_running_master
         master_key=NEW_KEY,
         connected_database=lambda: _FakeDatabase(tables),
         log=logged.append,
+        raise_unless_tolerated=_raise,
     )
 
     assert outcome == Migrated(migrated=1, remaining=0)
@@ -510,7 +551,11 @@ async def test_boot_leaves_the_database_alone_unless_a_migration_was_requested_a
         return _DatabaseThatMustNotBeTouched()
 
     result = await migrate_if_requested(
-        environ=environ, master_key=master_key, connected_database=connected_database, log=logged.append
+        environ=environ,
+        master_key=master_key,
+        connected_database=connected_database,
+        log=logged.append,
+        raise_unless_tolerated=_raise,
     )
 
     assert result is outcome
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 191fa862f6c..32f18ce1e4e 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1741,6 +1741,36 @@ async def test_proxy_startup_says_a_lingering_migrate_from_variable_can_be_delet
     assert "you may now delete LITELLM_MIGRATE_FROM_MASTER_KEY" in notices[0]
 
 
+class _PrismaClientWhoseDatabaseRejectsQueries:
+    class _Database:
+        async def query_raw(self, query, *args):
+            raise RuntimeError("permission denied for table LiteLLM_CredentialsTable")
+
+    writer_db = _Database()
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_stops_when_the_requested_migration_fails(monkeypatch, tmp_path, caplog):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-a-safe-master-key"})
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", _PrismaClientWhoseDatabaseRejectsQueries())
+    monkeypatch.setenv("LITELLM_MIGRATE_FROM_MASTER_KEY", "sk-1234")
+
+    with (
+        caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"),
+        pytest.raises(RuntimeError, match="permission denied"),
+    ):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    notices = [record.getMessage() for record in caplog.records if "LITELLM_MIGRATE_FROM_MASTER_KEY" in record.message]
+    assert len(notices) == 1
+    assert "Could not migrate stored values" in notices[0]
+
+
 @pytest.mark.asyncio
 async def test_proxy_startup_names_the_config_file_that_set_the_unsafe_key(monkeypatch, tmp_path):
     from fastapi import FastAPI

From fdc4ad54c53d5e479648aff03f3112c5c75b232b Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 18:18:37 -0700
Subject: [PATCH 154/162] docs(mcp): remove duplicate regression coverage
 inventory

---
 tests/integration/mcp/README.md | 28 ----------------------------
 1 file changed, 28 deletions(-)
 delete mode 100644 tests/integration/mcp/README.md

diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
deleted file mode 100644
index 6260d128a2c..00000000000
--- a/tests/integration/mcp/README.md
+++ /dev/null
@@ -1,28 +0,0 @@
-# MCP security regression coverage
-
-[LIT-4506](https://linear.app/litellm-ai/issue/LIT-4506) tracks ten gateway guards and the later JWT/OAuth acceptance. This inventory distinguishes executable assertions from unresolved coverage. A listed test counts as verified only when its exact commit has an executed, passing result
-
-Run the controlled gateway cases through `python tests/integration/run.py extensions`. They use real HTTP, PostgreSQL, scoped non-master keys and an SDK upstream. The existing runner supplies test entitlement; these tests do not validate licenses or external-provider consent. Canonical nodes and contract IDs live in `../contracts.json`
-
-| Requested guard | Existing or added coverage | Remaining limitation and owner |
-| --- | --- | --- |
-| 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
-| 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
-| 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
-| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies calls to the other, using explicit server IDs for direct REST calls and server-qualified search results for virtual calls, with and without bearer credentials | Virtual calls identify the target by the searched tool name, not the REST `server_id` field. Bare names such as `add` are ambiguous across servers; duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
-| 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
-| 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
-| 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
-| 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
-| 9. Permissions enforced at discovery and execution | Exact key catalog and virtual search results plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
-| 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
-
-## Additional JWT/OAuth acceptance
-
-[LIT-3467 / PR #41909](https://github.com/BerriAI/litellm/pull/41909) owns one shared real login/consent, immediate list/call and cold-restart implementation, with aggregate SSO and explicitly configured per-server JWT variants. Reuse that implementation and its protected login secret; do not create another browser bootstrap here. Credit its exact-commit evidence separately from these controlled credential tests
-
-The two-user/two-server cases here create non-admin users and scoped API keys through management APIs. They store synthetic upstream OAuth credentials through the real credential endpoint and assert the actual bearer at the owned upstream. This deliberately isolates credential lookup, expiry and revocation from consent. No gateway API key may replace the expected upstream token
-
-Gateway JWT precedence, invalid/expired gateway JWTs, inactive-user denial, and their MCP-specific interaction with isolated credential lookup remain unverified by these API-key cases. General JWT unit/API tests are useful existing coverage but do not substitute for those MCP outcomes. Real-provider auth failures should extend LIT-3467's settled helpers; its explicit-header case must not be described as an uninterrupted Authorization-only OAuth flow
-
-[PR #41718 / LIT-7737](https://github.com/BerriAI/litellm/pull/41718) owns dependency and public-client compatibility checks. This suite consumes the merged SDK2 API and keeps the existing dependency constraints. Its result must be reported independently of an installation-matrix pass

From fba179f2c0fc36ea32e358199f2a0dda1f0c10c0 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 18:31:09 -0700
Subject: [PATCH 155/162] fix(google_genai): forward response schema and tool
 parameters through the generateContent adapter

---
 .../google_genai/adapters/transformation.py   |  92 ++++-
 .../google_genai/test_google_genai_adapter.py | 374 +++++++++++++++++-
 2 files changed, 438 insertions(+), 28 deletions(-)

diff --git a/litellm/google_genai/adapters/transformation.py b/litellm/google_genai/adapters/transformation.py
index 6a698bb6018..5c35754ec8e 100644
--- a/litellm/google_genai/adapters/transformation.py
+++ b/litellm/google_genai/adapters/transformation.py
@@ -1,12 +1,17 @@
 import json
 from collections.abc import AsyncIterator, Callable, Iterator, Mapping, Sequence
 from types import MappingProxyType
-from typing import Any, Final, TypeAlias, cast
+from typing import Any, Final, TypeAlias, TypeVar, cast
 
+from pydantic import JsonValue, TypeAdapter, ValidationError
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm import verbose_logger
-from litellm.litellm_core_utils.json_validation_rule import normalize_tool_schema
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
+from litellm.exceptions import BadRequestError
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.get_supported_openai_params import get_supported_openai_params
+from litellm.litellm_core_utils.json_validation_rule import normalize_json_schema_types, normalize_tool_schema
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionAssistantMessage,
@@ -75,6 +80,7 @@ class _GenAIContentPart(TypedDict, total=False):
 class _GenAIFunctionDeclaration(TypedDict, total=False):
     name: ReadOnly[str]
     description: ReadOnly[str]
+    parameters: ReadOnly[object]
     parametersJsonSchema: ReadOnly[object]
 
 
@@ -95,6 +101,62 @@ class _GenAISystemInstruction(TypedDict, total=False):
 
 
 _EMPTY_STR_MAPPING: Final[Mapping[str, str]] = MappingProxyType({})
+_RESPONSE_MIME_TYPE_KEYS: Final = ("responseMimeType", "response_mime_type")
+_RESPONSE_SCHEMA_KEYS: Final = ("responseJsonSchema", "response_json_schema", "responseSchema", "response_schema")
+_JSON_MIME_TYPE: Final = "application/json"
+_GEMINI_ONLY_SCHEMA_KEYS: Final = frozenset({"propertyOrdering", "property_ordering"})
+_CONFIG_FIELDS: Final = TypeAdapter(Mapping[str, object])
+_JSON_OBJECT_SCHEMA: Final = TypeAdapter(dict[str, JsonValue])
+_Validated: Final = TypeVar("_Validated")
+
+
+def _first_present(config: Mapping[str, object], keys: Sequence[str]) -> object | None:
+    return next((config[key] for key in keys if config.get(key) is not None), None)
+
+
+def _validated(adapter: TypeAdapter[_Validated], value: object) -> _Validated | None:
+    try:
+        return adapter.validate_python(value)
+    except ValidationError:
+        return None
+
+
+def _strip_gemini_only_schema_keys(schema: JsonValue, depth: int = 0) -> JsonValue:
+    if depth >= DEFAULT_MAX_RECURSE_DEPTH:
+        return schema
+    if isinstance(schema, list):
+        return [_strip_gemini_only_schema_keys(item, depth + 1) for item in schema]
+    if not isinstance(schema, dict):
+        return schema
+    return {
+        key: _strip_gemini_only_schema_keys(value, depth + 1)
+        for key, value in schema.items()
+        if key not in _GEMINI_ONLY_SCHEMA_KEYS
+    }
+
+
+def _translate_response_format(config: object) -> Mapping[str, object] | None:
+    fields: Final = _validated(_CONFIG_FIELDS, config)
+    if fields is None or _first_present(fields, _RESPONSE_MIME_TYPE_KEYS) not in (None, _JSON_MIME_TYPE):
+        return None
+    schema: Final = _validated(
+        _JSON_OBJECT_SCHEMA, normalize_json_schema_types(_first_present(fields, _RESPONSE_SCHEMA_KEYS))
+    )
+    if schema is None or schema.get("type") != "object":
+        return None
+    return {
+        "type": "json_schema",
+        "json_schema": {"name": "response", "schema": _strip_gemini_only_schema_keys(schema)},
+    }
+
+
+def _deployment_supports_response_format(model: str, custom_llm_provider: str | None) -> bool:
+    try:
+        provider_model, provider, _, _ = get_llm_provider(model=model, custom_llm_provider=custom_llm_provider)
+    except BadRequestError:
+        return True
+    supported_params: Final = get_supported_openai_params(model=provider_model, custom_llm_provider=provider)
+    return supported_params is None or "response_format" in supported_params
 
 
 class GoogleGenAIStreamWrapper(AdapterCompletionStreamWrapper):
@@ -314,6 +376,11 @@ class GoogleGenAIAdapter:
                 pass
             if "stopSequences" in config:
                 completion_request["stop"] = config["stopSequences"]
+        response_format: Final = _translate_response_format(config)
+        if response_format is not None and _deployment_supports_response_format(
+            model, litellm_params.custom_llm_provider if litellm_params else None
+        ):
+            completion_request["response_format"] = response_format
 
         # Handle tools transformation
         if tools:
@@ -390,8 +457,9 @@ class GoogleGenAIAdapter:
 
                     if "description" in func_decl:
                         function_chunk["description"] = func_decl["description"]
-                    if "parametersJsonSchema" in func_decl:
-                        function_chunk["parameters"] = func_decl["parametersJsonSchema"]
+                    parameters = _first_present(func_decl, ("parametersJsonSchema", "parameters"))
+                    if parameters is not None:
+                        function_chunk["parameters"] = parameters
 
                     openai_tool: _JsonDict = {"type": "function", "function": function_chunk}
                     openai_tools.append(openai_tool)
@@ -582,14 +650,6 @@ class GoogleGenAIAdapter:
             ),
         }
 
-        # Add text field for convenience (common in Google GenAI responses)
-        text_content = ""
-        for part in parts:
-            if isinstance(part, dict) and "text" in part:
-                text_content += part["text"]
-        if text_content:
-            generate_content_response["text"] = text_content
-
         return generate_content_response
 
     def translate_streaming_completion_to_generate_content(
@@ -656,14 +716,6 @@ class GoogleGenAIAdapter:
             )
             streaming_chunk["usageMetadata"] = usage_metadata
 
-        # Add text field for convenience (common in Google GenAI responses)
-        text_content = ""
-        for part in parts:
-            if isinstance(part, dict) and "text" in part:
-                text_content += part["text"]
-        if text_content:
-            streaming_chunk["text"] = text_content
-
         return streaming_chunk
 
     def _transform_openai_message_to_google_genai_parts(
diff --git a/tests/test_litellm/google_genai/test_google_genai_adapter.py b/tests/test_litellm/google_genai/test_google_genai_adapter.py
index 81834451859..c5be1edf7a4 100644
--- a/tests/test_litellm/google_genai/test_google_genai_adapter.py
+++ b/tests/test_litellm/google_genai/test_google_genai_adapter.py
@@ -372,8 +372,7 @@ def test_completion_to_generate_content_with_tool_calls():
     assert function_call["name"] == "get_weather"
     assert function_call["args"]["location"] == "San Francisco"
 
-    # Check text field
-    assert generate_content_response["text"] == "I'll check the weather for you."
+    assert "text" not in generate_content_response
 
 
 def test_streaming_tool_calls_transformation():
@@ -738,12 +737,7 @@ def test_completion_to_generate_content_transformation():
         mock_response
     )
 
-    # Verify the transformation
-    assert "text" in generate_content_response
-    assert (
-        generate_content_response["text"]
-        == "Hello! I'm doing well, thank you for asking."
-    )
+    assert "text" not in generate_content_response
 
     assert "candidates" in generate_content_response
     assert len(generate_content_response["candidates"]) == 1
@@ -1267,3 +1261,367 @@ def test_inline_data_backward_compatibility_text_only():
         content, str
     ), "Content should be a string for text-only messages (backward compatibility)"
     assert content == "Hello, how are you?"
+
+
+def test_tools_transformation_reads_parameters_declaration():
+    """The google-genai SDK and REST callers send `parameters` (Gemini Schema types), not `parametersJsonSchema`"""
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "park_hours_lookup",
+                    "description": "Look up park hours for a given date and park.",
+                    "parameters": {
+                        "type": "OBJECT",
+                        "properties": {
+                            "park_id": {"type": "STRING"},
+                            "date": {"type": "STRING"},
+                        },
+                        "required": ["park_id", "date"],
+                    },
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1",
+        contents={"role": "user", "parts": [{"text": "When does EPCOT open?"}]},
+        tools=tools,
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"park_id": {"type": "string"}, "date": {"type": "string"}},
+        "required": ["park_id", "date"],
+    }
+
+
+def test_tools_transformation_prefers_parameters_json_schema_over_parameters():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "lookup",
+                    "parametersJsonSchema": {"type": "object", "properties": {"a": {"type": "string"}}},
+                    "parameters": {"type": "OBJECT", "properties": {"b": {"type": "STRING"}}},
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"]["properties"] == {"a": {"type": "string"}}
+
+
+PARK_TIP_GEMINI_SCHEMA = {
+    "type": "OBJECT",
+    "title": "ParkTipResponse",
+    "properties": {
+        "park_name": {"type": "STRING"},
+        "highlights": {"type": "ARRAY", "items": {"type": "STRING"}},
+        "confidence": {"type": "STRING", "enum": ["low", "medium", "high"]},
+    },
+    "required": ["park_name", "highlights", "confidence"],
+}
+
+PARK_TIP_JSON_SCHEMA = {
+    "type": "object",
+    "title": "ParkTipResponse",
+    "properties": {
+        "park_name": {"type": "string"},
+        "highlights": {"type": "array", "items": {"type": "string"}},
+        "confidence": {"type": "string", "enum": ["low", "medium", "high"]},
+    },
+    "required": ["park_name", "highlights", "confidence"],
+}
+
+
+@pytest.mark.parametrize("mime_type_key", ["response_mime_type", "responseMimeType"])
+@pytest.mark.parametrize(
+    "schema_key,schema",
+    [
+        ("response_schema", PARK_TIP_GEMINI_SCHEMA),
+        ("responseSchema", PARK_TIP_GEMINI_SCHEMA),
+        ("response_json_schema", PARK_TIP_JSON_SCHEMA),
+        ("responseJsonSchema", PARK_TIP_JSON_SCHEMA),
+    ],
+)
+def test_response_schema_config_maps_to_json_schema_response_format(mime_type_key, schema_key, schema):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    config = {mime_type_key: "application/json", schema_key: schema}
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]}, config=config
+    )
+
+    assert completion_request["response_format"] == {
+        "type": "json_schema",
+        "json_schema": {"name": "response", "schema": PARK_TIP_JSON_SCHEMA},
+    }
+
+
+def test_response_schema_drops_gemini_property_ordering_at_every_level():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    sdk_pydantic_schema = {
+        "type": "OBJECT",
+        "title": "ParkTipResponse",
+        "propertyOrdering": ["park_name", "highlights"],
+        "properties": {
+            "park_name": {"type": "STRING", "title": "Park Name"},
+            "highlights": {
+                "type": "ARRAY",
+                "items": {
+                    "type": "OBJECT",
+                    "property_ordering": ["title", "detail"],
+                    "properties": {
+                        "title": {"type": "STRING"},
+                        "detail": {"type": "STRING", "nullable": True},
+                    },
+                    "required": ["title"],
+                },
+            },
+        },
+        "required": ["park_name", "highlights"],
+    }
+
+    completion_request = GoogleGenAIAdapter().translate_generate_content_to_completion(
+        model="claude-opus-5",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseMimeType": "application/json", "responseSchema": sdk_pydantic_schema},
+    )
+
+    assert completion_request["response_format"]["json_schema"]["schema"] == {
+        "type": "object",
+        "title": "ParkTipResponse",
+        "properties": {
+            "park_name": {"type": "string", "title": "Park Name"},
+            "highlights": {
+                "type": "array",
+                "items": {
+                    "type": "object",
+                    "properties": {
+                        "title": {"type": "string"},
+                        "detail": {"type": "string", "nullable": True},
+                    },
+                    "required": ["title"],
+                },
+            },
+        },
+        "required": ["park_name", "highlights"],
+    }
+
+
+def test_response_schema_without_mime_type_still_maps_to_json_schema():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseSchema": PARK_TIP_GEMINI_SCHEMA},
+    )
+
+    assert completion_request["response_format"]["type"] == "json_schema"
+    assert completion_request["response_format"]["json_schema"]["schema"] == PARK_TIP_JSON_SCHEMA
+
+
+@pytest.mark.parametrize(
+    "config",
+    [
+        {"temperature": 0.2},
+        {"responseMimeType": "text/plain"},
+        {"responseMimeType": "application/json"},
+        {"response_mime_type": "application/json", "temperature": 0.2},
+        {"responseMimeType": "text/x.enum", "responseSchema": {"type": "STRING", "enum": ["a", "b"]}},
+        {"responseMimeType": "application/json", "responseSchema": {"type": "ARRAY", "items": {"type": "STRING"}}},
+        {"responseMimeType": "application/json", "responseSchema": {"type": "STRING", "enum": ["a", "b"]}},
+        {"responseMimeType": "application/json", "responseSchema": {"properties": {"a": {"type": "STRING"}}}},
+        {"responseMimeType": "application/json", "responseSchema": None},
+    ],
+)
+def test_output_config_outside_object_schema_leaves_response_format_unset(config):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "Pick one"}]}, config=config
+    )
+
+    assert "response_format" not in completion_request
+
+
+def test_response_schema_is_not_sent_to_deployment_without_response_format_support():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+    from litellm.types.router import GenericLiteLLMParams
+
+    adapter = GoogleGenAIAdapter()
+    config = {"responseMimeType": "application/json", "responseSchema": PARK_TIP_GEMINI_SCHEMA, "temperature": 0.2}
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="openai/gpt-4",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config=config,
+        litellm_params=GenericLiteLLMParams(custom_llm_provider="openai"),
+    )
+
+    assert "response_format" not in completion_request
+    assert completion_request["temperature"] == 0.2
+
+
+def test_response_schema_is_sent_when_provider_cannot_be_resolved():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="my-unmapped-deployment-alias",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseSchema": PARK_TIP_GEMINI_SCHEMA},
+    )
+
+    assert completion_request["response_format"]["json_schema"]["schema"] == PARK_TIP_JSON_SCHEMA
+
+
+def test_pydantic_generation_config_is_tolerated():
+    from pydantic import BaseModel
+
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    class SdkStyleConfig(BaseModel):
+        response_mime_type: str = "application/json"
+        response_schema: dict[str, object] = PARK_TIP_GEMINI_SCHEMA
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, config=SdkStyleConfig()
+    )
+
+    assert completion_request["messages"] == [{"role": "user", "content": "hi"}]
+    assert "response_format" not in completion_request
+
+
+def test_null_parameters_json_schema_falls_back_to_parameters():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "lookup",
+                    "parametersJsonSchema": None,
+                    "parameters": {"type": "OBJECT", "properties": {"b": {"type": "STRING"}}},
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"b": {"type": "string"}},
+    }
+
+
+def test_streaming_chunk_has_no_top_level_text():
+    from litellm.google_genai.adapters.transformation import (
+        GoogleGenAIAdapter,
+        GoogleGenAIStreamWrapper,
+    )
+    from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+    adapter = GoogleGenAIAdapter()
+    mock_response = ModelResponseStream(
+        id="test-streaming",
+        choices=[StreamingChoices(finish_reason=None, index=0, delta=Delta(content="Hello"))],
+        created=1234567890,
+        model="gpt-4.1",
+        object="chat.completion.chunk",
+    )
+
+    streaming_chunk = adapter.translate_streaming_completion_to_generate_content(
+        mock_response, GoogleGenAIStreamWrapper(completion_stream=None)
+    )
+
+    assert streaming_chunk["candidates"][0]["content"]["parts"] == [{"text": "Hello"}]
+    assert "text" not in streaming_chunk
+
+
+@pytest.mark.asyncio
+async def test_generate_content_sends_response_schema_and_tool_parameters_to_the_provider(respx_mock, monkeypatch):
+    import httpx
+
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    route = respx_mock.post("https://api.openai.com/v1/chat/completions").mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "id": "chatcmpl-park-tip",
+                "object": "chat.completion",
+                "created": 1234567890,
+                "model": "gpt-4.1",
+                "choices": [
+                    {
+                        "index": 0,
+                        "finish_reason": "stop",
+                        "message": {"role": "assistant", "content": '{"park_name": "EPCOT"}'},
+                    }
+                ],
+                "usage": {"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+            },
+        )
+    )
+
+    response = await agenerate_content(
+        model="openai/gpt-4.1",
+        contents=[{"role": "user", "parts": [{"text": "Summarize EPCOT. Do not call tools."}]}],
+        tools=[
+            {
+                "functionDeclarations": [
+                    {
+                        "name": "park_hours_lookup",
+                        "parameters": {
+                            "type": "OBJECT",
+                            "properties": {"park_id": {"type": "STRING"}},
+                            "required": ["park_id"],
+                        },
+                    }
+                ]
+            }
+        ],
+        generationConfig={"response_mime_type": "application/json", "response_schema": PARK_TIP_GEMINI_SCHEMA},
+        api_key="sk-test",
+    )
+
+    provider_request = json.loads(route.calls.last.request.content)
+
+    assert provider_request["response_format"] == {
+        "type": "json_schema",
+        "json_schema": {"name": "response", "schema": PARK_TIP_JSON_SCHEMA},
+    }
+    assert provider_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"park_id": {"type": "string"}},
+        "required": ["park_id"],
+    }
+    assert response["candidates"][0]["content"]["parts"] == [{"text": '{"park_name": "EPCOT"}'}]
+    assert "text" not in response

From 92ff54f134e58e0f937cc37e3615eee97441e1a3 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 18:49:26 -0700
Subject: [PATCH 156/162] fix(mcp): list a never-listed server before its first
 tools/call

The startup tool-name fill skips servers whose upstream wants the caller's
own token (true_passthrough, OAuth discovery), and mcp 2 no longer runs the
list handler before an uncached tools/call, so every uvicorn worker that had
not served tools/list answered 404 "Tool not found" for prefixed tools/call
and the REST server_id route on those servers.

On a resolution miss, execute_mcp_tool now lists the prefix-matched (or
server_id-requested) server once, with the caller's credentials, through the
existing tools/list path, then resolves as before. Listing failures fall
through to the existing 404, a worker that already listed the server never
re-lists it, and a server outside the caller's allowed set is never listed.
---
 .../mcp_server/mcp_server_manager.py          |  31 +++-
 .../proxy/_experimental/mcp_server/server.py  |  46 ++++++
 .../mcp_server/test_mcp_server.py             | 156 ++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     |  35 ++++
 4 files changed, 259 insertions(+), 9 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 36ecb05208b..5bc793ff544 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -2875,6 +2875,27 @@ class MCPServerManager:
         )
         return any(owner is not None and normalize_server_name(owner) in owned for owner in mapped_owners)
 
+    def has_listed_tools(self, server: MCPServer) -> bool:
+        """True once this worker holds at least one tool row for ``server``."""
+        owned: Final = self._owned_mapping_values(server)
+        return any(
+            normalize_server_name(owner) in owned for owner in self.tool_name_to_mcp_server_name_mapping.values()
+        )
+
+    def _known_prefix_to_server(self) -> Mapping[str, MCPServer]:
+        """Every prefix form a tool name may carry, keyed to its server; a form two servers share
+        stays with the one registered first."""
+        return {
+            normalize_server_name(known_prefix): server
+            for server in reversed(tuple(self.get_registry().values()))
+            for known_prefix in iter_known_server_prefixes(server)
+        }
+
+    def server_owning_tool_name_prefix(self, tool_name: str) -> MCPServer | None:
+        prefix_to_server: Final = self._known_prefix_to_server()
+        matched: Final = match_known_server_prefix(tool_name, prefix_to_server.keys())
+        return None if matched is None else prefix_to_server.get(matched[0])
+
     def remove_server(self, mcp_server: LiteLLM_MCPServerTable):
         """
         Remove a server from the registry
@@ -6475,15 +6496,7 @@ class MCPServerManager:
             MCPServer if found, None otherwise
         """
         registry_servers: Final = list(self.get_registry().values())
-
-        # Build prefix → server lookup covering every known form a tool name
-        # may take (alias / server_name / server_id / short ID).  This is what
-        # makes the short-prefix mode work without breaking historical names.
-        prefix_to_server: Final[dict[str, MCPServer]] = {}
-        for server in registry_servers:
-            for known_prefix in iter_known_server_prefixes(server):
-                normalised = normalize_server_name(known_prefix)
-                prefix_to_server.setdefault(normalised, server)
+        prefix_to_server: Final = self._known_prefix_to_server()
 
         # First try with the original tool name
         if tool_name in self.tool_name_to_mcp_server_name_mapping:
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 4ea22ca1f01..e9fb1c464ad 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -2888,6 +2888,37 @@ if MCP_AVAILABLE:
                 headers={"WWW-Authenticate": get_byok_www_authenticate()},
             )
 
+    async def _list_tools_before_first_call(
+        server: MCPServer | None,
+        allowed_mcp_servers: list[MCPServer],
+        user_api_key_auth: UserAPIKeyAuth | None,
+        mcp_auth_header: str | None,
+        mcp_server_auth_headers: dict[str, dict[str, str]] | None,
+        oauth2_headers: dict[str, str] | None,
+        raw_headers: dict[str, str] | None,
+    ) -> None:
+        """Fill this worker's tool rows for ``server`` with the caller's own credentials.
+
+        The startup fill skips a server whose upstream wants the caller's token, and mcp 2 no
+        longer lists before an uncached tools/call, so a worker that has not served tools/list
+        would otherwise answer 404 for every tool on that server.
+        """
+        if server is None or global_mcp_server_manager.has_listed_tools(server):
+            return
+        if all(allowed.server_id != server.server_id for allowed in allowed_mcp_servers):
+            return
+        try:
+            await _get_tools_from_mcp_servers(
+                user_api_key_auth=user_api_key_auth,
+                mcp_auth_header=mcp_auth_header,
+                mcp_servers=[server.server_id],
+                mcp_server_auth_headers=mcp_server_auth_headers,
+                oauth2_headers=oauth2_headers,
+                raw_headers=raw_headers,
+            )
+        except Exception as e:  # noqa: BLE001  # best effort: resolution below answers as it did before
+            verbose_logger.debug("MCP tools/call: listing %s before its first call failed: %s", server.name, e)
+
     async def execute_mcp_tool(
         name: str,
         arguments: dict[str, object],
@@ -2948,6 +2979,21 @@ if MCP_AVAILABLE:
                     all_registry_prefixes.add(normalize_server_name(known_prefix))
             name_is_prefixed = is_tool_name_prefixed(name, known_server_prefixes=all_registry_prefixes)
 
+        first_call_target: Final = (
+            requested_server
+            if requested_server is not None and not name_is_prefixed
+            else global_mcp_server_manager.server_owning_tool_name_prefix(name)
+        )
+        await _list_tools_before_first_call(
+            server=first_call_target,
+            allowed_mcp_servers=allowed_mcp_servers,
+            user_api_key_auth=user_api_key_auth,
+            mcp_auth_header=mcp_auth_header,
+            mcp_server_auth_headers=mcp_server_auth_headers,
+            oauth2_headers=oauth2_headers,
+            raw_headers=raw_headers,
+        )
+
         if requested_server is not None and not name_is_prefixed:
             # REST callers may pass server_id with the upstream tool name (no
             # LiteLLM prefix). The first segment is not a registered server
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 47ec25a90f7..dd65968e41c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -7437,6 +7437,162 @@ async def test_execute_mcp_tool_rest_server_id_authoritative_for_unprefixed_tool
     assert captured["name"] == "echo"
 
 
+def _never_listed_passthrough_server() -> MCPServer:
+    return MCPServer(
+        server_id="lazy-map-1",
+        name="lazy_map",
+        server_name="lazy_map",
+        url="https://up.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.true_passthrough,
+    )
+
+
+@contextlib.contextmanager
+def _worker_that_never_listed(server: MCPServer, upstream_tools: tuple[str, ...]):
+    """A worker whose tool rows for ``server`` are empty, in front of an upstream that answers
+    tools/list with ``upstream_tools`` and a managed dispatch that records what reaches it."""
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    mcp_module.global_mcp_server_manager.registry[server.server_id] = server
+    dispatched: dict[str, object] = {}
+
+    async def fake_handle_managed_mcp_tool(**kwargs):
+        dispatched.update(kwargs)
+        return CallToolResult(content=[TextContent(type="text", text="ok")], is_error=False)
+
+    async def fake_fetch_tools(client, server_name):
+        return [MCPTool(name=tool_name, inputSchema={}) for tool_name in upstream_tools]
+
+    with (
+        patch.object(  # test-quality-ok: the upstream MCP session is the boundary; a real one needs an initialize handshake over a live server
+            mcp_module.global_mcp_server_manager,
+            "_create_mcp_client",
+            new=AsyncMock(return_value=MagicMock()),
+        ) as create_client,
+        patch.object(  # test-quality-ok: same boundary, this is the tools/list answer the upstream would give
+            mcp_module.global_mcp_server_manager,
+            "_fetch_tools_with_timeout",
+            side_effect=fake_fetch_tools,
+        ) as fetch_tools,
+        patch.object(  # test-quality-ok: records the resolved server and bare name the managed call would forward upstream
+            mcp_module, "_handle_managed_mcp_tool", new=fake_handle_managed_mcp_tool
+        ),
+    ):
+        yield SimpleNamespace(create_client=create_client, fetch_tools=fetch_tools, dispatched=dispatched)
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_lists_never_listed_passthrough_server_with_caller_token_first():
+    """A prefixed tools/call on a worker that has not served tools/list must list that server once
+    with the caller's own credentials and then dispatch, instead of answering 404."""
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+            raw_headers={"authorization": "Bearer caller-token"},
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert "caller-token" in str(worker.create_client.await_args.kwargs.get("mcp_auth_header"))
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_rest_server_id_lists_never_listed_server_first():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        await mcp_module.execute_mcp_tool(
+            name="add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+            requested_server_id=server.server_id,
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_unknown_tool_on_never_listed_server_lists_once_then_404s():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with (
+        _worker_that_never_listed(server, upstream_tools=("add",)) as worker,
+        pytest.raises(HTTPException) as exc_info,
+    ):
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-nope",
+            arguments={},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert exc_info.value.status_code == 404
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched == {}
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_does_not_relist_a_server_this_worker_already_listed():
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        mcp_module.global_mcp_server_manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert worker.fetch_tools.await_count == 0
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_never_lists_a_server_the_caller_cannot_access():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    other_server = MCPServer(server_id="other-1", name="other", transport=MCPTransport.http)
+    with (
+        _worker_that_never_listed(server, upstream_tools=("add",)) as worker,
+        pytest.raises(HTTPException) as exc_info,
+    ):
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[other_server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert exc_info.value.status_code == 403
+    assert worker.fetch_tools.await_count == 0
+    assert worker.dispatched == {}
+
+
 @pytest.mark.asyncio
 async def test_execute_mcp_tool_strips_a_prefix_that_contains_the_separator():
     """A server with no alias publishes its UUID server_id as the tool prefix.
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index dc1eed9ed7f..68600c5e662 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -5556,6 +5556,41 @@ class TestMCPServerManager:
             )
             mock_inject.assert_awaited_once()
 
+    def test_server_owning_tool_name_prefix_is_known_before_the_server_is_ever_listed(self):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="lazy-map-1",
+            name="lazy_map",
+            server_name="lazy_map",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        manager.registry = {server.server_id: server}
+
+        assert manager._get_mcp_server_from_tool_name("lazy_map-add") is None
+        assert manager.server_owning_tool_name_prefix("lazy_map-add") is server
+        assert manager.server_owning_tool_name_prefix("someone_else-add") is None
+        assert manager.has_listed_tools(server) is False
+
+        manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+
+        assert manager.has_listed_tools(server) is True
+        assert manager._get_mcp_server_from_tool_name("lazy_map-add") is server
+
+    def test_known_prefix_to_server_keeps_the_first_registered_owner_of_a_shared_prefix(self):
+        manager = MCPServerManager()
+        first = MCPServer(server_id="first-id", name="first", server_name="first", transport=MCPTransport.http)
+        second = MCPServer(
+            server_id="second-id", name="second", server_name="second", alias="first", transport=MCPTransport.http
+        )
+        manager.registry = {"first-id": first, "second-id": second}
+
+        prefix_to_server = manager._known_prefix_to_server()
+
+        assert prefix_to_server["first"] is first
+        assert prefix_to_server["second"] is second
+        assert manager.server_owning_tool_name_prefix("first-add") is first
+
     def test_resolve_mcp_server_for_tool_call_via_prefixed_name(self):
         """Resolution succeeds when the prefixed tool name is in the mapping."""
         manager = MCPServerManager()

From 47ebfa10a00aa5cc506501b7e848e480ad5e4720 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 18:52:00 -0700
Subject: [PATCH 157/162] fix(google_genai): reuse the shared key filter for
 Gemini-only schema keys

---
 .../google_genai/adapters/transformation.py   | 23 ++++---------------
 .../google_genai/test_google_genai_adapter.py |  2 ++
 2 files changed, 6 insertions(+), 19 deletions(-)

diff --git a/litellm/google_genai/adapters/transformation.py b/litellm/google_genai/adapters/transformation.py
index 5c35754ec8e..a256be45780 100644
--- a/litellm/google_genai/adapters/transformation.py
+++ b/litellm/google_genai/adapters/transformation.py
@@ -7,11 +7,11 @@ from pydantic import JsonValue, TypeAdapter, ValidationError
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm import verbose_logger
-from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
 from litellm.exceptions import BadRequestError
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
 from litellm.litellm_core_utils.get_supported_openai_params import get_supported_openai_params
 from litellm.litellm_core_utils.json_validation_rule import normalize_json_schema_types, normalize_tool_schema
+from litellm.litellm_core_utils.prompt_templates.common_utils import filter_value_from_dict
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionAssistantMessage,
@@ -121,20 +121,6 @@ def _validated(adapter: TypeAdapter[_Validated], value: object) -> _Validated |
         return None
 
 
-def _strip_gemini_only_schema_keys(schema: JsonValue, depth: int = 0) -> JsonValue:
-    if depth >= DEFAULT_MAX_RECURSE_DEPTH:
-        return schema
-    if isinstance(schema, list):
-        return [_strip_gemini_only_schema_keys(item, depth + 1) for item in schema]
-    if not isinstance(schema, dict):
-        return schema
-    return {
-        key: _strip_gemini_only_schema_keys(value, depth + 1)
-        for key, value in schema.items()
-        if key not in _GEMINI_ONLY_SCHEMA_KEYS
-    }
-
-
 def _translate_response_format(config: object) -> Mapping[str, object] | None:
     fields: Final = _validated(_CONFIG_FIELDS, config)
     if fields is None or _first_present(fields, _RESPONSE_MIME_TYPE_KEYS) not in (None, _JSON_MIME_TYPE):
@@ -144,10 +130,9 @@ def _translate_response_format(config: object) -> Mapping[str, object] | None:
     )
     if schema is None or schema.get("type") != "object":
         return None
-    return {
-        "type": "json_schema",
-        "json_schema": {"name": "response", "schema": _strip_gemini_only_schema_keys(schema)},
-    }
+    for key in _GEMINI_ONLY_SCHEMA_KEYS:
+        filter_value_from_dict(schema, key)
+    return {"type": "json_schema", "json_schema": {"name": "response", "schema": schema}}
 
 
 def _deployment_supports_response_format(model: str, custom_llm_provider: str | None) -> bool:
diff --git a/tests/test_litellm/google_genai/test_google_genai_adapter.py b/tests/test_litellm/google_genai/test_google_genai_adapter.py
index c5be1edf7a4..fb3bcb17c13 100644
--- a/tests/test_litellm/google_genai/test_google_genai_adapter.py
+++ b/tests/test_litellm/google_genai/test_google_genai_adapter.py
@@ -1422,6 +1422,8 @@ def test_response_schema_drops_gemini_property_ordering_at_every_level():
         },
         "required": ["park_name", "highlights"],
     }
+    assert sdk_pydantic_schema["propertyOrdering"] == ["park_name", "highlights"]
+    assert sdk_pydantic_schema["properties"]["highlights"]["items"]["property_ordering"] == ["title", "detail"]
 
 
 def test_response_schema_without_mime_type_still_maps_to_json_schema():

From ecf17513fbe2e9de93aaf028018db3a6076b3628 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 19 Sep 2026 18:53:14 -0700
Subject: [PATCH 158/162] refactor(proxy): rename the local development
 override to dangerously_permit_weak_or_unset_master_key so the name says
 exactly what it permits

---
 .circleci/config.yml                          | 32 +++++++++----------
 litellm/proxy/_types.py                       |  2 +-
 litellm/proxy/auth/master_key_boot_check.py   | 12 +++----
 litellm/proxy/proxy_server.py                 |  4 +--
 tests/e2e/ui/run_e2e.sh                       |  2 +-
 tests/mcp_tests/test_proxy_mcp_e2e.py         |  2 +-
 .../test_master_key_not_in_db.py              |  2 +-
 tests/proxy_unit_tests/test_aproxy_startup.py |  4 +--
 .../proxy/auth/test_master_key_boot_check.py  | 12 +++----
 tests/test_litellm/proxy/conftest.py          |  2 +-
 tests/test_litellm/proxy/test_proxy_server.py |  6 ++--
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  4 +--
 12 files changed, 42 insertions(+), 42 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 733af22631e..4d38d0abe27 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1650,7 +1650,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e LITELLM_MASTER_KEY="sk-1234" \
               --name schema-seed \
@@ -1671,7 +1671,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DISABLE_SCHEMA_UPDATE="True" \
@@ -1746,7 +1746,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e USE_PRISMA_MIGRATE=True \
               -e FAKE_OPENAI_API_BASE=http://host.docker.internal:8190 \
@@ -1842,7 +1842,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e AZURE_API_KEY=$AZURE_API_KEY \
               -e AZURE_API_BASE=$AZURE_API_BASE \
@@ -1931,7 +1931,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -1992,7 +1992,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2070,7 +2070,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=host.docker.internal \
               -e REDIS_PORT=6379 \
@@ -2153,7 +2153,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2176,7 +2176,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4001 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2254,7 +2254,7 @@ jobs:
             docker run -d \
               --restart on-failure \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e STORE_MODEL_IN_DB="True" \
               -e LITELLM_MASTER_KEY="sk-1234" \
@@ -2329,7 +2329,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2412,7 +2412,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e OPENAI_API_KEY=$OPENAI_API_KEY \
@@ -2504,7 +2504,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e ANTHROPIC_API_KEY=$ANTHROPIC_API_KEY \
@@ -2686,7 +2686,7 @@ jobs:
           name: Start LiteLLM proxy
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
-            LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY: "true"
+            LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
             SERVER_ROOT_PATH: ""
@@ -2830,7 +2830,7 @@ jobs:
           name: Start LiteLLM proxy under a server root path
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
-            LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY: "true"
+            LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
           # Output flows to this step's own log, so a boot crash is visible here
@@ -2916,7 +2916,7 @@ jobs:
           command: |
             docker run --name my-app \
               -p 4000:4000 \
-              -e LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY=true \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DATABASE_URL="postgresql://wrong:wrong@wrong:5432/wrong" \
               myapp:latest \
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 40a5caf1ba8..4fd4056bd7b 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2590,7 +2590,7 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     use_google_kms: bool | None = Field(None, description="decrypt keys with google kms")
     use_azure_key_vault: bool | None = Field(None, description="load keys from azure key vault")
     master_key: str | None = Field(None, description="require a key for all calls to proxy")
-    dangerously_allow_unsafe_proxy: bool | None = Field(
+    dangerously_permit_weak_or_unset_master_key: bool | None = Field(
         None,
         description="local development only: start even when master_key is unset, empty, or a publicly known default",
     )
diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
index 4b91cbc676d..aa50c4e34c1 100644
--- a/litellm/proxy/auth/master_key_boot_check.py
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -10,8 +10,8 @@ from typing_extensions import assert_never
 
 from litellm._logging import verbose_proxy_logger
 
-UNSAFE_PROXY_OVERRIDE_SETTING: Final = "dangerously_allow_unsafe_proxy"
-UNSAFE_PROXY_OVERRIDE_ENV_VAR: Final = "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY"
+WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: Final = "dangerously_permit_weak_or_unset_master_key"
+WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR: Final = "LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY"
 MASTER_KEY_SETTING: Final = "master_key"
 MASTER_KEY_ENV_VAR: Final = "LITELLM_MASTER_KEY"
 SALT_KEY_ENV_VAR: Final = "LITELLM_SALT_KEY"
@@ -86,7 +86,7 @@ def master_key_boot_verdict(
     reason: Final = _unsafe_reason(master_key)
     if reason is None:
         return SafeMasterKey()
-    if override_env_is_on or general_settings.get(UNSAFE_PROXY_OVERRIDE_SETTING) is True:
+    if override_env_is_on or general_settings.get(WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING) is True:
         return UnsafeMasterKeyAllowed(reason=reason)
     config_file_only_relays_the_environment: Final = master_key is not None and master_key == environment_master_key
     return UnsafeMasterKeyRefused(
@@ -121,7 +121,7 @@ def enforce_master_key_boot_verdict(verdict: MasterKeyBootVerdict, announce: Cal
         case UnsafeMasterKeyAllowed(reason=reason):
             verbose_proxy_logger.warning(
                 "%s is on, so the proxy is starting with %s. Never run this outside local development.",
-                UNSAFE_PROXY_OVERRIDE_SETTING,
+                WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING,
                 _UNSAFE_STATE[reason],
             )
         case UnsafeMasterKeyRefused(reason=reason):
@@ -192,8 +192,8 @@ _RESTART_TO_MIGRATE_STEP: Final = (
 )
 
 _OVERRIDE_HINT: Final = (
-    f"Local development only: set {UNSAFE_PROXY_OVERRIDE_ENV_VAR}=true, or\n"
-    f"general_settings.{UNSAFE_PROXY_OVERRIDE_SETTING}: true, to start anyway."
+    f"Local development only: set {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR}=true, or\n"
+    f"general_settings.{WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING}: true, to start anyway."
 )
 
 
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c0c8dfeaeee..5cea5197a51 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -345,7 +345,7 @@ from litellm.proxy.auth.login_throttle import (
 from litellm.proxy.auth.master_key_boot_check import (
     MASTER_KEY_ENV_VAR,
     SALT_KEY_ENV_VAR,
-    UNSAFE_PROXY_OVERRIDE_ENV_VAR,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR,
     announce_on_stderr_at_exit,
     enforce_master_key_boot_verdict,
     master_key_boot_verdict,
@@ -1244,7 +1244,7 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
                 environment_master_key=os.getenv(MASTER_KEY_ENV_VAR),
                 general_settings=general_settings,
                 config_file_path=user_config_file_path,
-                override_env_is_on=get_secret_bool(UNSAFE_PROXY_OVERRIDE_ENV_VAR) is True,
+                override_env_is_on=get_secret_bool(WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR) is True,
                 salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
                 database_is_configured=prisma_client is not None or get_secret("DATABASE_URL", None) is not None,
             ),
diff --git a/tests/e2e/ui/run_e2e.sh b/tests/e2e/ui/run_e2e.sh
index c5a992e4527..5c367ba0024 100755
--- a/tests/e2e/ui/run_e2e.sh
+++ b/tests/e2e/ui/run_e2e.sh
@@ -145,7 +145,7 @@ fi
 
 # --- Credentials ---
 export LITELLM_MASTER_KEY="sk-1234"
-export LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY="true"
+export LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY="true"
 export MOCK_LLM_URL="http://127.0.0.1:${MOCK_LLM_PORT}/v1"
 export E2E_MOCK_PRESIDIO_URL="http://127.0.0.1:${MOCK_PRESIDIO_PORT}"
 export DISABLE_SCHEMA_UPDATE="true"
diff --git a/tests/mcp_tests/test_proxy_mcp_e2e.py b/tests/mcp_tests/test_proxy_mcp_e2e.py
index 9e3e421b4dd..a730f6c10ee 100644
--- a/tests/mcp_tests/test_proxy_mcp_e2e.py
+++ b/tests/mcp_tests/test_proxy_mcp_e2e.py
@@ -54,7 +54,7 @@ def _clear_proxy_database_env() -> typing.Iterator[None]:
     # the LITELLM_MASTER_KEY env var, overriding whatever initialize() set from
     # the config file. We must set it here so the lifespan doesn't reset it to None.
     mp.setenv("LITELLM_MASTER_KEY", "sk-1234")
-    mp.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+    mp.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         yield
     finally:
diff --git a/tests/proxy_security_tests/test_master_key_not_in_db.py b/tests/proxy_security_tests/test_master_key_not_in_db.py
index df0834aa884..2f00e57037a 100644
--- a/tests/proxy_security_tests/test_master_key_not_in_db.py
+++ b/tests/proxy_security_tests/test_master_key_not_in_db.py
@@ -21,7 +21,7 @@ def override_env_settings(monkeypatch):
 def test_client():
     """Starting the test client triggers FastAPI startup, where Prisma connects to the DB."""
     with pytest.MonkeyPatch.context() as boot_env:
-        boot_env.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+        boot_env.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
         with TestClient(app) as client:
             yield client
 
diff --git a/tests/proxy_unit_tests/test_aproxy_startup.py b/tests/proxy_unit_tests/test_aproxy_startup.py
index f2e1d0a521d..7604c96e07c 100644
--- a/tests/proxy_unit_tests/test_aproxy_startup.py
+++ b/tests/proxy_unit_tests/test_aproxy_startup.py
@@ -30,7 +30,7 @@ async def test_proxy_gunicorn_startup_direct_config(monkeypatch):
 
     Test both approaches
     """
-    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
@@ -61,7 +61,7 @@ async def test_proxy_gunicorn_startup_direct_config(monkeypatch):
 
 @pytest.mark.asyncio
 async def test_proxy_gunicorn_startup_config_dict(monkeypatch):
-    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
index 0b55d045de5..aca65f4c7e6 100644
--- a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -14,8 +14,8 @@ from litellm.proxy.auth.master_key_boot_check import (
     MIGRATE_FROM_MASTER_KEY_ENV_VAR,
     PRINT_NEW_MASTER_KEY_COMMAND,
     ROTATION_DOCS_URL,
-    UNSAFE_PROXY_OVERRIDE_ENV_VAR,
-    UNSAFE_PROXY_OVERRIDE_SETTING,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING,
     ConfigFileSource,
     EnvironmentSource,
     MasterKeyBootVerdict,
@@ -79,14 +79,14 @@ def test_keys_that_only_resemble_the_known_default_are_safe(master_key: str):
 @pytest.mark.parametrize("master_key", [None, "", "sk-1234"])
 def test_either_override_lets_an_unsafe_key_through(master_key: str | None):
     from_env = _verdict(master_key, override_env_is_on=True)
-    from_yaml = _verdict(master_key, {UNSAFE_PROXY_OVERRIDE_SETTING: True})
+    from_yaml = _verdict(master_key, {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: True})
 
     assert isinstance(from_env, UnsafeMasterKeyAllowed)
     assert from_env == from_yaml
 
 
 def test_override_switched_off_in_yaml_still_refuses():
-    assert isinstance(_verdict("sk-1234", {UNSAFE_PROXY_OVERRIDE_SETTING: False}), UnsafeMasterKeyRefused)
+    assert isinstance(_verdict("sk-1234", {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: False}), UnsafeMasterKeyRefused)
 
 
 def test_yaml_master_key_is_the_source_even_when_it_resolved_to_nothing():
@@ -364,8 +364,8 @@ def test_override_hint_is_the_last_paragraph(migration: StoredSecretsMigration |
     text = render_refusal(_refusal(migration=migration))
     last_paragraph = text.split("\n\n")[-1]
 
-    assert UNSAFE_PROXY_OVERRIDE_ENV_VAR in last_paragraph
-    assert f"general_settings.{UNSAFE_PROXY_OVERRIDE_SETTING}" in last_paragraph
+    assert WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR in last_paragraph
+    assert f"general_settings.{WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING}" in last_paragraph
 
 
 @pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
diff --git a/tests/test_litellm/proxy/conftest.py b/tests/test_litellm/proxy/conftest.py
index b31d2229466..8ef5017a952 100644
--- a/tests/test_litellm/proxy/conftest.py
+++ b/tests/test_litellm/proxy/conftest.py
@@ -268,7 +268,7 @@ def create_proxy_test_client(
 
     # Set environment variables
     set_proxy_environment_variables(monkeypatch, database_url=database_url)
-    monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
 
     # Initialize proxy
     asyncio.run(initialize(config=config_fp, debug=init_options.get("debug", False)))
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 32f18ce1e4e..493c461e8b4 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1635,7 +1635,7 @@ def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
     config_path.write_text(yaml.dump({"general_settings": general_settings}))
     for name in (
         "LITELLM_MASTER_KEY",
-        "LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY",
+        "LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY",
         "LITELLM_MIGRATE_FROM_MASTER_KEY",
         "LITELLM_SALT_KEY",
         "WORKER_CONFIG",
@@ -1796,11 +1796,11 @@ async def test_proxy_startup_boots_an_unsafe_master_key_under_the_override(monke
 
     general_settings = {
         "master_key": "sk-1234",
-        **({"dangerously_allow_unsafe_proxy": True} if override == "yaml" else {}),
+        **({"dangerously_permit_weak_or_unset_master_key": True} if override == "yaml" else {}),
     }
     _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
     if override == "env":
-        monkeypatch.setenv("LITELLM_DANGEROUSLY_ALLOW_UNSAFE_PROXY", "true")
+        monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
 
     async with proxy_startup_event(FastAPI()):
         from litellm.proxy.proxy_server import master_key
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 1b62e59054d..4c04d97231b 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -26728,10 +26728,10 @@ export interface components {
              */
             custom_auth?: string | null;
             /**
-             * Dangerously Allow Unsafe Proxy
+             * Dangerously Permit Weak Or Unset Master Key
              * @description local development only: start even when master_key is unset, empty, or a publicly known default
              */
-            dangerously_allow_unsafe_proxy?: boolean | null;
+            dangerously_permit_weak_or_unset_master_key?: boolean | null;
             /** @description custom args for instantiating dynamodb client - e.g. billing provision */
             database_args?: components["schemas"]["DynamoDBArgs"] | null;
             /**

From 5eb967d9256e1213edfe0e1be9006e1d99d85de5 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 19:19:33 -0700
Subject: [PATCH 159/162] fix(google_genai): drop non-object tool parameters
 instead of forwarding them

---
 litellm/google_genai/adapters/transformation.py    |  3 ++-
 .../google_genai/test_google_genai_adapter.py      | 14 ++++++++++++++
 2 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/litellm/google_genai/adapters/transformation.py b/litellm/google_genai/adapters/transformation.py
index a256be45780..10340eb7acf 100644
--- a/litellm/google_genai/adapters/transformation.py
+++ b/litellm/google_genai/adapters/transformation.py
@@ -103,6 +103,7 @@ class _GenAISystemInstruction(TypedDict, total=False):
 _EMPTY_STR_MAPPING: Final[Mapping[str, str]] = MappingProxyType({})
 _RESPONSE_MIME_TYPE_KEYS: Final = ("responseMimeType", "response_mime_type")
 _RESPONSE_SCHEMA_KEYS: Final = ("responseJsonSchema", "response_json_schema", "responseSchema", "response_schema")
+_TOOL_PARAMETERS_KEYS: Final = ("parametersJsonSchema", "parameters")
 _JSON_MIME_TYPE: Final = "application/json"
 _GEMINI_ONLY_SCHEMA_KEYS: Final = frozenset({"propertyOrdering", "property_ordering"})
 _CONFIG_FIELDS: Final = TypeAdapter(Mapping[str, object])
@@ -442,7 +443,7 @@ class GoogleGenAIAdapter:
 
                     if "description" in func_decl:
                         function_chunk["description"] = func_decl["description"]
-                    parameters = _first_present(func_decl, ("parametersJsonSchema", "parameters"))
+                    parameters = _validated(_JSON_OBJECT_SCHEMA, _first_present(func_decl, _TOOL_PARAMETERS_KEYS))
                     if parameters is not None:
                         function_chunk["parameters"] = parameters
 
diff --git a/tests/test_litellm/google_genai/test_google_genai_adapter.py b/tests/test_litellm/google_genai/test_google_genai_adapter.py
index fb3bcb17c13..761ab7bac89 100644
--- a/tests/test_litellm/google_genai/test_google_genai_adapter.py
+++ b/tests/test_litellm/google_genai/test_google_genai_adapter.py
@@ -1544,6 +1544,20 @@ def test_null_parameters_json_schema_falls_back_to_parameters():
     }
 
 
+@pytest.mark.parametrize("parameters", [5, "", "x", [1], True])
+def test_non_object_tool_parameters_are_dropped_instead_of_forwarded(parameters):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [{"functionDeclarations": [{"name": "lookup", "description": "Look it up", "parameters": parameters}]}]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"] == {"name": "lookup", "description": "Look it up"}
+
+
 def test_streaming_chunk_has_no_top_level_text():
     from litellm.google_genai.adapters.transformation import (
         GoogleGenAIAdapter,

From a3e9ed34fe5b2e1e1d53bf97f43c6498dbf79b66 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 19 Sep 2026 19:29:33 -0700
Subject: [PATCH 160/162] fix(mcp): gate the pre-call listing per tool, not per
 server

A tools/call on a cold worker listed the target server once and then never
again, so a later caller whose credentials expose a wider upstream catalog
got 404 for tools the first caller never had. Gate the pre-call listing on
whether this worker already exposes the requested tool, so callers with
different catalogs no longer mask each other. Removing the per-server guard
also drops the empty-listing case that re-listed on every call.
---
 .../mcp_server/mcp_server_manager.py          | 13 +++-------
 .../proxy/_experimental/mcp_server/server.py  | 15 +++++++++---
 .../mcp_server/test_mcp_server.py             | 24 +++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     | 22 +++++++++++++++--
 4 files changed, 59 insertions(+), 15 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 5bc793ff544..b293ab5a206 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -2867,7 +2867,7 @@ class MCPServerManager:
             normalize_server_name(value) for value in (*iter_known_server_prefixes(server), server.name) if value
         )
 
-    def _server_exposes_tool(self, server: MCPServer, tool_name: str) -> bool:
+    def server_exposes_tool(self, server: MCPServer, tool_name: str) -> bool:
         owned: Final = self._owned_mapping_values(server)
         mapped_owners: Final = (
             self.tool_name_to_mcp_server_name_mapping.get(spelling)
@@ -2875,13 +2875,6 @@ class MCPServerManager:
         )
         return any(owner is not None and normalize_server_name(owner) in owned for owner in mapped_owners)
 
-    def has_listed_tools(self, server: MCPServer) -> bool:
-        """True once this worker holds at least one tool row for ``server``."""
-        owned: Final = self._owned_mapping_values(server)
-        return any(
-            normalize_server_name(owner) in owned for owner in self.tool_name_to_mcp_server_name_mapping.values()
-        )
-
     def _known_prefix_to_server(self) -> Mapping[str, MCPServer]:
         """Every prefix form a tool name may carry, keyed to its server; a form two servers share
         stays with the one registered first."""
@@ -6135,7 +6128,7 @@ class MCPServerManager:
         if mcp_server is None:
             raise ValueError(f"Tool {name} not found")
 
-        if resolved_by_server_name_only and not self._server_exposes_tool(mcp_server, name):
+        if resolved_by_server_name_only and not self.server_exposes_tool(mcp_server, name):
             raise ValueError(f"Tool {name} not found")
 
         return mcp_server
@@ -6514,7 +6507,7 @@ class MCPServerManager:
         if matched is not None:
             matched_prefix, original_tool_name = matched
             matched_server: Final = prefix_to_server.get(matched_prefix)
-            if matched_server is not None and self._server_exposes_tool(matched_server, original_tool_name):
+            if matched_server is not None and self.server_exposes_tool(matched_server, original_tool_name):
                 return matched_server
 
         return None
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index e9fb1c464ad..3a9bca926b0 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -2890,6 +2890,7 @@ if MCP_AVAILABLE:
 
     async def _list_tools_before_first_call(
         server: MCPServer | None,
+        tool_name: str,
         allowed_mcp_servers: list[MCPServer],
         user_api_key_auth: UserAPIKeyAuth | None,
         mcp_auth_header: str | None,
@@ -2897,13 +2898,15 @@ if MCP_AVAILABLE:
         oauth2_headers: dict[str, str] | None,
         raw_headers: dict[str, str] | None,
     ) -> None:
-        """Fill this worker's tool rows for ``server`` with the caller's own credentials.
+        """List ``server`` with the caller's own credentials when it does not yet expose ``tool_name`` here.
 
         The startup fill skips a server whose upstream wants the caller's token, and mcp 2 no
         longer lists before an uncached tools/call, so a worker that has not served tools/list
-        would otherwise answer 404 for every tool on that server.
+        for this caller would otherwise answer 404 for a tool the caller can see. Gating on the
+        requested tool, not on any prior listing, keeps callers with different upstream catalogs
+        from masking each other.
         """
-        if server is None or global_mcp_server_manager.has_listed_tools(server):
+        if server is None or global_mcp_server_manager.server_exposes_tool(server, tool_name):
             return
         if all(allowed.server_id != server.server_id for allowed in allowed_mcp_servers):
             return
@@ -2984,8 +2987,14 @@ if MCP_AVAILABLE:
             if requested_server is not None and not name_is_prefixed
             else global_mcp_server_manager.server_owning_tool_name_prefix(name)
         )
+        first_call_tool_name: Final = (
+            name
+            if first_call_target is None or (requested_server is not None and not name_is_prefixed)
+            else strip_known_server_prefix(name, first_call_target)
+        )
         await _list_tools_before_first_call(
             server=first_call_target,
+            tool_name=first_call_tool_name,
             allowed_mcp_servers=allowed_mcp_servers,
             user_api_key_auth=user_api_key_auth,
             mcp_auth_header=mcp_auth_header,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index dd65968e41c..3668a06203c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -7570,6 +7570,30 @@ async def test_execute_mcp_tool_does_not_relist_a_server_this_worker_already_lis
     assert worker.dispatched["name"] == "add"
 
 
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_lists_a_tool_this_worker_has_not_yet_seen_on_a_listed_server():
+    """A worker that already holds one of the server's tools must still list when a caller asks
+    for a different tool it has not cached, so callers with wider upstream catalogs are not 404ed."""
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add", "multiply")) as worker:
+        mcp_module.global_mcp_server_manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-multiply",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "multiply"
+
+
 @pytest.mark.asyncio
 async def test_execute_mcp_tool_never_lists_a_server_the_caller_cannot_access():
     from litellm.proxy._experimental.mcp_server import server as mcp_module
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 68600c5e662..9140ac61f1a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -5570,13 +5570,31 @@ class TestMCPServerManager:
         assert manager._get_mcp_server_from_tool_name("lazy_map-add") is None
         assert manager.server_owning_tool_name_prefix("lazy_map-add") is server
         assert manager.server_owning_tool_name_prefix("someone_else-add") is None
-        assert manager.has_listed_tools(server) is False
 
         manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
 
-        assert manager.has_listed_tools(server) is True
         assert manager._get_mcp_server_from_tool_name("lazy_map-add") is server
 
+    def test_server_exposes_tool_is_per_tool_not_per_server(self):
+        """A tool listed for the server does not make its unlisted siblings look exposed."""
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="lazy-map-2",
+            name="lazy_map",
+            server_name="lazy_map",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        manager.registry = {server.server_id: server}
+
+        assert manager.server_exposes_tool(server, "add") is False
+
+        manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+
+        assert manager.server_exposes_tool(server, "add") is True
+        assert manager.server_exposes_tool(server, "lazy_map-add") is True
+        assert manager.server_exposes_tool(server, "multiply") is False
+
     def test_known_prefix_to_server_keeps_the_first_registered_owner_of_a_shared_prefix(self):
         manager = MCPServerManager()
         first = MCPServer(server_id="first-id", name="first", server_name="first", transport=MCPTransport.http)

From 344ce9328b3661e62fee40b66e9f8eab257e90e9 Mon Sep 17 00:00:00 2001
From: "berriai-litellm-provider-info-sync[bot]"
 <328147090+berriai-litellm-provider-info-sync[bot]@users.noreply.github.com>
Date: Sun, 20 Sep 2026 02:30:52 +0000
Subject: [PATCH 161/162] chore(prices): sync OpenRouter prices: 2 models

openrouter/~deepseek/deepseek-pro-latest: max_tokens, max_output_tokens, input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/deepseek/deepseek-v4-pro-0813: max_tokens, max_output_tokens, off_peak_pricing, input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
---
 ...odel_prices_and_context_window_backup.json | 21 ++++++++++---------
 model_prices_and_context_window.json          | 21 ++++++++++---------
 2 files changed, 22 insertions(+), 20 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 8e504524065..da42d4d10d9 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -41456,21 +41456,22 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v4-pro-0813": {
-        "input_cost_per_token": 5.7816e-07,
+        "input_cost_per_token": 1.32e-06,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 393216,
-        "max_tokens": 393216,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "output_cost_per_token": 3.96e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
-        "cache_read_input_token_cost": 1.8396e-08,
+        "cache_read_input_token_cost": 4.4e-08,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":6.6e-7,"output_cost_per_token":0.00000198,"cache_read_input_token_cost":2.2e-8},
         "supports_audio_input": false,
         "supports_pdf_input": false,
         "supports_vision": false,
@@ -71189,14 +71190,14 @@
         "supports_web_search": false
     },
     "openrouter/~deepseek/deepseek-pro-latest": {
-        "cache_read_input_token_cost": 1.8396e-08,
-        "input_cost_per_token": 5.7816e-07,
+        "cache_read_input_token_cost": 1.9228e-08,
+        "input_cost_per_token": 5.7684e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 393216,
-        "max_tokens": 393216,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "output_cost_per_token": 1.73052e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 8e504524065..da42d4d10d9 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -41456,21 +41456,22 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v4-pro-0813": {
-        "input_cost_per_token": 5.7816e-07,
+        "input_cost_per_token": 1.32e-06,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 393216,
-        "max_tokens": 393216,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "output_cost_per_token": 3.96e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
-        "cache_read_input_token_cost": 1.8396e-08,
+        "cache_read_input_token_cost": 4.4e-08,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":6.6e-7,"output_cost_per_token":0.00000198,"cache_read_input_token_cost":2.2e-8},
         "supports_audio_input": false,
         "supports_pdf_input": false,
         "supports_vision": false,
@@ -71189,14 +71190,14 @@
         "supports_web_search": false
     },
     "openrouter/~deepseek/deepseek-pro-latest": {
-        "cache_read_input_token_cost": 1.8396e-08,
-        "input_cost_per_token": 5.7816e-07,
+        "cache_read_input_token_cost": 1.9228e-08,
+        "input_cost_per_token": 5.7684e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 393216,
-        "max_tokens": 393216,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "output_cost_per_token": 1.73052e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,

From 2271c837319d4b2571bc5ece2e750ccc6cf90356 Mon Sep 17 00:00:00 2001
From: "berriai-litellm-provider-info-sync[bot]"
 <328147090+berriai-litellm-provider-info-sync[bot]@users.noreply.github.com>
Date: Sun, 20 Sep 2026 03:00:53 +0000
Subject: [PATCH 162/162] chore(prices): sync OpenRouter prices: 7 models, 6
 deprecated

openrouter/baidu/ernie-4.5-vl-424b-a47b: deprecation_date
openrouter/deepseek/deepseek-r1-distill-llama-70b: deprecation_date
openrouter/deepseek/deepseek-v3.1-terminus: deprecation_date
openrouter/deepseek/deepseek-v3.2: deprecation_date
openrouter/deepseek/deepseek-v3.2-exp: deprecation_date
openrouter/deepseek/deepseek-v4-flash: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost
openrouter/minimax/minimax-m2.1: deprecation_date
---
 litellm/model_prices_and_context_window_backup.json | 12 +++++++++---
 model_prices_and_context_window.json                | 12 +++++++++---
 2 files changed, 18 insertions(+), 6 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index da42d4d10d9..78848d7eea8 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -41329,6 +41329,7 @@
     },
     "openrouter/deepseek/deepseek-v3.2": {
         "cache_read_input_token_cost": 1.345e-07,
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 2.69e-07,
         "input_cost_per_token_cache_hit": 1.345e-07,
         "litellm_provider": "openrouter",
@@ -41350,6 +41351,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v3.2-exp": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 2.7e-07,
         "input_cost_per_token_cache_hit": 2e-08,
         "litellm_provider": "openrouter",
@@ -43114,6 +43116,7 @@
         "output_cost_per_token": 1.2e-06,
         "cache_creation_input_token_cost": 0.0,
         "cache_read_input_token_cost": 3e-08,
+        "deprecation_date": "2026-10-08",
         "litellm_provider": "openrouter",
         "max_input_tokens": 204800,
         "max_output_tokens": 131072,
@@ -67135,9 +67138,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.724e-08,
-        "output_cost_per_token": 7.448e-08,
-        "cache_read_input_token_cost": 7.448e-09,
+        "input_cost_per_token": 3.696e-08,
+        "output_cost_per_token": 7.392e-08,
+        "cache_read_input_token_cost": 7.392e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67950,6 +67953,7 @@
         "input_cost_per_token": 2.7e-07,
         "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 1.35e-07,
+        "deprecation_date": "2026-09-28",
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 32768,
@@ -68691,6 +68695,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-r1-distill-llama-70b": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 8e-07,
         "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
@@ -71964,6 +71969,7 @@
         "supports_web_search": false
     },
     "openrouter/baidu/ernie-4.5-vl-424b-a47b": {
+        "deprecation_date": "2026-10-08",
         "input_cost_per_token": 4.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 123000,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index da42d4d10d9..78848d7eea8 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -41329,6 +41329,7 @@
     },
     "openrouter/deepseek/deepseek-v3.2": {
         "cache_read_input_token_cost": 1.345e-07,
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 2.69e-07,
         "input_cost_per_token_cache_hit": 1.345e-07,
         "litellm_provider": "openrouter",
@@ -41350,6 +41351,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v3.2-exp": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 2.7e-07,
         "input_cost_per_token_cache_hit": 2e-08,
         "litellm_provider": "openrouter",
@@ -43114,6 +43116,7 @@
         "output_cost_per_token": 1.2e-06,
         "cache_creation_input_token_cost": 0.0,
         "cache_read_input_token_cost": 3e-08,
+        "deprecation_date": "2026-10-08",
         "litellm_provider": "openrouter",
         "max_input_tokens": 204800,
         "max_output_tokens": 131072,
@@ -67135,9 +67138,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 3.724e-08,
-        "output_cost_per_token": 7.448e-08,
-        "cache_read_input_token_cost": 7.448e-09,
+        "input_cost_per_token": 3.696e-08,
+        "output_cost_per_token": 7.392e-08,
+        "cache_read_input_token_cost": 7.392e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67950,6 +67953,7 @@
         "input_cost_per_token": 2.7e-07,
         "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 1.35e-07,
+        "deprecation_date": "2026-09-28",
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 32768,
@@ -68691,6 +68695,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-r1-distill-llama-70b": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 8e-07,
         "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
@@ -71964,6 +71969,7 @@
         "supports_web_search": false
     },
     "openrouter/baidu/ernie-4.5-vl-424b-a47b": {
+        "deprecation_date": "2026-10-08",
         "input_cost_per_token": 4.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 123000,