From dd6eb499e6f0c955d3af3723dc96fbf39ac45817 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Wed, 13 May 2026 01:05:03 +0000
Subject: [PATCH 01/37] chore(proxy): refuse remote-URL instance-fn loads
 outside config-file path
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

``get_instance_fn`` previously routed any ``s3://`` / ``gcs://``
value into ``_load_instance_from_remote_storage`` regardless of how
the value got there. The function ultimately calls
``spec.loader.exec_module(module)`` — Python in the proxy process. On
admin-callable endpoints that accept a ``target`` / ``custom_handler``
field from the request body (e.g. ``/config/pass_through_endpoint``,
custom-callback registration), that is a one-step admin-to-RCE
primitive: any future privilege-escalation bug becomes immediate
code execution.

The documented operator flow for remote-module loading is
``litellm_settings.callbacks: ["s3://bucket/module.instance"]`` in
``config.yaml``. That path always carries the YAML's
``config_file_path`` through to ``get_instance_fn``. Use the presence
of ``config_file_path`` as the discriminator: refuse remote URLs
when it is absent (the request-body path) unless the operator
explicitly opts back in via
``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API=true``.

The three success/failure/audit-log callback-loop call sites in
``proxy_server.py:load_config`` were already running inside the
startup config-file load but had stopped threading
``config_file_path`` through. Pass it through so the documented
``s3://`` callback flow continues to work unchanged.

Tests cover: remote URL without ``config_file_path`` raises;
remote URL with the opt-in env reaches the loader; remote URL
with ``config_file_path`` passes (documented startup flow); local
dotted-name imports unaffected.
---
 litellm/proxy/proxy_server.py                 | 15 ++-
 litellm/proxy/types_utils/utils.py            | 24 +++++
 .../proxy/types_utils/__init__.py             |  0
 .../test_get_instance_fn_runtime_gate.py      | 92 +++++++++++++++++++
 4 files changed, 128 insertions(+), 3 deletions(-)
 create mode 100644 tests/test_litellm/proxy/types_utils/__init__.py
 create mode 100644 tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4a538a28e03..675988c879c 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3799,7 +3799,10 @@ class ProxyConfig:
                         # user passed custom_callbacks.async_on_succes_logger. They need us to import a function
                         if "." in callback:
                             litellm.logging_callback_manager.add_litellm_success_callback(
-                                get_instance_fn(value=callback)
+                                get_instance_fn(
+                                    value=callback,
+                                    config_file_path=config_file_path,
+                                )
                             )
                         # these are litellm callbacks - "langfuse", "sentry", "wandb"
                         else:
@@ -3827,7 +3830,10 @@ class ProxyConfig:
                         # user passed custom_callbacks.async_on_succes_logger. They need us to import a function
                         if "." in callback:
                             litellm.logging_callback_manager.add_litellm_failure_callback(
-                                get_instance_fn(value=callback)
+                                get_instance_fn(
+                                    value=callback,
+                                    config_file_path=config_file_path,
+                                )
                             )
                         # these are litellm callbacks - "langfuse", "sentry", "wandb"
                         else:
@@ -3848,7 +3854,10 @@ class ProxyConfig:
                     for callback in value:
                         if "." in callback:
                             litellm.audit_log_callbacks.append(
-                                get_instance_fn(value=callback)
+                                get_instance_fn(
+                                    value=callback,
+                                    config_file_path=config_file_path,
+                                )
                             )
                         else:
                             litellm.audit_log_callbacks.append(callback)
diff --git a/litellm/proxy/types_utils/utils.py b/litellm/proxy/types_utils/utils.py
index 676d7fb51b2..2786564152a 100644
--- a/litellm/proxy/types_utils/utils.py
+++ b/litellm/proxy/types_utils/utils.py
@@ -5,12 +5,36 @@ import os
 from typing import Any, Callable, Literal, Optional, get_type_hints
 
 
+def _allow_remote_instance_fn_from_api() -> bool:
+    return os.getenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", "").lower() in (
+        "1",
+        "true",
+        "yes",
+    )
+
+
 def get_instance_fn(value: str, config_file_path: Optional[str] = None) -> Any:
     module_name = value
     instance_name = None
     try:
         # Check if value starts with s3:// or gcs://
         if value.startswith("s3://") or value.startswith("gcs://"):
+            # Remote module loading is a documented operator feature when
+            # invoked from config-file load (``config_file_path`` carries
+            # the YAML path). Without that signal the URL is request-body
+            # data on an admin endpoint — a one-step admin-to-RCE primitive
+            # via ``_load_instance_from_remote_storage``'s
+            # ``exec_module``. Refuse unless the operator explicitly opts
+            # back in via ``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API``.
+            if config_file_path is None and not _allow_remote_instance_fn_from_api():
+                raise ValueError(
+                    "Remote module loading (s3://, gcs://) is only "
+                    "permitted from the config-file load path. Register "
+                    "the module under ``litellm_settings`` in your "
+                    "config.yaml instead. To opt into runtime API "
+                    "loading, set "
+                    "``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API=true``."
+                )
             return _load_instance_from_remote_storage(value, config_file_path)
 
         # Split the path by dots to separate module from instance
diff --git a/tests/test_litellm/proxy/types_utils/__init__.py b/tests/test_litellm/proxy/types_utils/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
new file mode 100644
index 00000000000..fd6b6c6166b
--- /dev/null
+++ b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
@@ -0,0 +1,92 @@
+"""
+Regression tests: ``get_instance_fn`` refuses remote module loading
+(``s3://``, ``gcs://``) when invoked without a ``config_file_path``
+unless the operator explicitly opts in via
+``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API``.
+
+The startup config-file load path passes ``config_file_path`` and is
+unaffected — the documented ``litellm_settings.callbacks:
+["s3://bucket/module.instance"]`` operator flow continues to work.
+"""
+
+import os
+import sys
+from unittest.mock import patch
+
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))
+)
+
+from litellm.proxy.types_utils.utils import get_instance_fn  # noqa: E402
+
+
+@pytest.fixture(autouse=True)
+def _strip_opt_in_env(monkeypatch):
+    monkeypatch.delenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", raising=False)
+
+
+@pytest.mark.parametrize(
+    "scheme",
+    ["s3", "gcs"],
+)
+def test_remote_url_without_config_file_path_is_rejected(scheme):
+    # The C1-Stage-B attack vector: admin endpoint POSTs an s3:// /
+    # gcs:// instance specifier via the request body; no
+    # ``config_file_path`` is in scope. Must refuse before the
+    # ``exec_module`` sink is reached.
+    with pytest.raises(ValueError, match="Remote module loading"):
+        get_instance_fn(value=f"{scheme}://attacker-bucket/module.instance")
+
+
+@pytest.mark.parametrize("scheme", ["s3", "gcs"])
+def test_remote_url_with_opt_in_env_is_allowed_to_reach_loader(scheme, monkeypatch):
+    # When the operator explicitly opts in, the runtime path is allowed
+    # to reach ``_load_instance_from_remote_storage`` — which then makes
+    # its own decisions / fails on AWS auth / etc. We only verify the
+    # gate doesn't fire before the loader is reached.
+    monkeypatch.setenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", "true")
+
+    with patch(
+        "litellm.proxy.types_utils.utils._load_instance_from_remote_storage",
+        return_value="loaded",
+    ) as mock_loader:
+        result = get_instance_fn(value=f"{scheme}://my-bucket/m.inst")
+
+    assert result == "loaded"
+    mock_loader.assert_called_once_with(f"{scheme}://my-bucket/m.inst", None)
+
+
+def test_remote_url_with_config_file_path_is_allowed():
+    # Startup config-file load path: ``config_file_path`` is set, so
+    # the gate doesn't fire. Documented operator feature must keep
+    # working without the opt-in env.
+    with patch(
+        "litellm.proxy.types_utils.utils._load_instance_from_remote_storage",
+        return_value="loaded",
+    ) as mock_loader:
+        result = get_instance_fn(
+            value="s3://my-bucket/m.inst",
+            config_file_path="/etc/litellm/config.yaml",
+        )
+
+    assert result == "loaded"
+    mock_loader.assert_called_once_with(
+        "s3://my-bucket/m.inst", "/etc/litellm/config.yaml"
+    )
+
+
+def test_dotted_module_path_is_unaffected_by_gate():
+    # Local dotted-name imports — the other branch of get_instance_fn —
+    # have nothing to do with the remote-URL gate. Regression that the
+    # gate doesn't accidentally affect them.
+    with patch(
+        "litellm.proxy.types_utils.utils.importlib.import_module"
+    ) as mock_import:
+        mock_module = type("M", (), {"my_instance": "loaded"})
+        mock_import.return_value = mock_module
+
+        result = get_instance_fn(value="my_module.my_instance")
+
+    assert result == "loaded"

From d853d3dcd4d67de2e6c4be0b73932a9a70c8172c Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Wed, 13 May 2026 01:13:52 +0000
Subject: [PATCH 02/37] chore(tests): thread config_file_path through s3/gcs
 custom-logger tests

The pre-existing s3:// / gcs:// custom-logger tests called
``get_instance_fn`` without ``config_file_path``, which means the
new runtime gate (refuse remote URLs unless invoked from a
config-file load) now raises ``ValueError`` before reaching the
mocked download paths. Each test was exercising the documented
startup config-file load scenario; pass ``config_file_path="/any/path"``
to make that intent explicit and route past the gate.

Affected: test_s3_download_success, test_gcs_download_success,
test_invalid_url_format, test_download_failure_handling,
test_file_cleanup.
---
 .../test_custom_logger_s3_gcs.py              | 26 +++++++++++--------
 1 file changed, 15 insertions(+), 11 deletions(-)

diff --git a/tests/proxy_unit_tests/test_custom_logger_s3_gcs.py b/tests/proxy_unit_tests/test_custom_logger_s3_gcs.py
index 38d28f87e7e..01c2a7562f0 100644
--- a/tests/proxy_unit_tests/test_custom_logger_s3_gcs.py
+++ b/tests/proxy_unit_tests/test_custom_logger_s3_gcs.py
@@ -113,9 +113,11 @@ test_logger_instance = TestCustomLogger()
 
         mock_s3_download.side_effect = mock_download
 
-        # Test loading with S3 URL
+        # Test loading with S3 URL — pass config_file_path to indicate
+        # this is a startup config-file load (the documented operator
+        # flow that the runtime gate preserves).
         test_url = "s3://test-bucket/test_custom_logger.test_logger_instance"
-        instance = get_instance_fn(test_url)
+        instance = get_instance_fn(test_url, config_file_path="/any/path")
 
         assert instance is not None
         assert hasattr(instance, "initialized")
@@ -141,9 +143,9 @@ test_logger_instance = TestCustomLogger()
 
         mock_gcs_download.side_effect = mock_download
 
-        # Test loading with GCS URL
+        # Test loading with GCS URL (startup config-file load path).
         test_url = "gcs://test-bucket/test_custom_logger.test_logger_instance"
-        instance = get_instance_fn(test_url)
+        instance = get_instance_fn(test_url, config_file_path="/any/path")
 
         assert instance is not None
         assert hasattr(instance, "initialized")
@@ -179,25 +181,27 @@ test_logger_instance = TestCustomLogger()
             get_instance_fn("ftp://bucket/module.instance")
 
     def test_invalid_url_format(self):
-        """Test error handling for invalid URL formats"""
+        """Test error handling for invalid URL formats (config-file load path)."""
         # Missing bucket
         with pytest.raises(ImportError, match="Invalid URL format"):
-            get_instance_fn("s3://")
+            get_instance_fn("s3://", config_file_path="/any/path")
 
         # Missing path
         with pytest.raises(ImportError, match="Invalid URL format"):
-            get_instance_fn("s3://bucket-only")
+            get_instance_fn("s3://bucket-only", config_file_path="/any/path")
 
         # Missing instance name
         with pytest.raises(ImportError, match="Invalid module specification"):
-            get_instance_fn("s3://bucket/module-only")
+            get_instance_fn("s3://bucket/module-only", config_file_path="/any/path")
 
         # Including .py extension (common mistake)
         with pytest.raises(
             ImportError,
             match="Don't include '\\.py' extension and you must specify the instance name",
         ):
-            get_instance_fn("s3://bucket/custom_guardrail.py")
+            get_instance_fn(
+                "s3://bucket/custom_guardrail.py", config_file_path="/any/path"
+            )
 
     @patch("litellm.proxy.common_utils.load_config_utils.download_python_file_from_s3")
     def test_download_failure_handling(self, mock_s3_download):
@@ -207,7 +211,7 @@ test_logger_instance = TestCustomLogger()
         test_url = "s3://test-bucket/failing_logger.instance"
 
         with pytest.raises(ImportError, match="Failed to download"):
-            get_instance_fn(test_url)
+            get_instance_fn(test_url, config_file_path="/any/path")
 
     @patch("litellm.proxy.common_utils.load_config_utils.download_python_file_from_s3")
     def test_file_cleanup(self, mock_s3_download, sample_custom_logger_content):
@@ -223,7 +227,7 @@ test_logger_instance = TestCustomLogger()
         mock_s3_download.side_effect = mock_download
 
         test_url = "s3://test-bucket/test_custom_logger.test_logger_instance"
-        instance = get_instance_fn(test_url)
+        instance = get_instance_fn(test_url, config_file_path="/any/path")
 
         assert instance is not None
 

From 08f3c1aae82c68f5960bd71e71032d34045b15b2 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Wed, 13 May 2026 02:52:14 +0000
Subject: [PATCH 03/37] fix(types_utils): drop opt-in env from remote-module
 runtime gate

The runtime gate on s3://gcs:// loading in get_instance_fn previously
allowed an opt-in via LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API. That
env var is admin-flippable at runtime (DB-overlay environment_variables
flow into os.environ), which defeats the gate's purpose, and it isn't
needed for the documented operator flow: config.yaml callbacks always
pass config_file_path through to the loader.

Remove the helper, raise unconditionally when config_file_path is None,
and drop the corresponding test for the opt-in branch.
---
 litellm/proxy/types_utils/utils.py            | 20 +++-------
 .../test_get_instance_fn_runtime_gate.py      | 38 +++----------------
 2 files changed, 10 insertions(+), 48 deletions(-)

diff --git a/litellm/proxy/types_utils/utils.py b/litellm/proxy/types_utils/utils.py
index 2786564152a..8bdaf3fd9e8 100644
--- a/litellm/proxy/types_utils/utils.py
+++ b/litellm/proxy/types_utils/utils.py
@@ -5,14 +5,6 @@ import os
 from typing import Any, Callable, Literal, Optional, get_type_hints
 
 
-def _allow_remote_instance_fn_from_api() -> bool:
-    return os.getenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", "").lower() in (
-        "1",
-        "true",
-        "yes",
-    )
-
-
 def get_instance_fn(value: str, config_file_path: Optional[str] = None) -> Any:
     module_name = value
     instance_name = None
@@ -23,17 +15,15 @@ def get_instance_fn(value: str, config_file_path: Optional[str] = None) -> Any:
             # invoked from config-file load (``config_file_path`` carries
             # the YAML path). Without that signal the URL is request-body
             # data on an admin endpoint — a one-step admin-to-RCE primitive
-            # via ``_load_instance_from_remote_storage``'s
-            # ``exec_module``. Refuse unless the operator explicitly opts
-            # back in via ``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API``.
-            if config_file_path is None and not _allow_remote_instance_fn_from_api():
+            # via ``_load_instance_from_remote_storage``'s ``exec_module``.
+            # Register the module under ``litellm_settings`` in the
+            # config.yaml instead.
+            if config_file_path is None:
                 raise ValueError(
                     "Remote module loading (s3://, gcs://) is only "
                     "permitted from the config-file load path. Register "
                     "the module under ``litellm_settings`` in your "
-                    "config.yaml instead. To opt into runtime API "
-                    "loading, set "
-                    "``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API=true``."
+                    "config.yaml instead."
                 )
             return _load_instance_from_remote_storage(value, config_file_path)
 
diff --git a/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
index fd6b6c6166b..bdbc5bc9bad 100644
--- a/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
+++ b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
@@ -1,8 +1,6 @@
 """
 Regression tests: ``get_instance_fn`` refuses remote module loading
-(``s3://``, ``gcs://``) when invoked without a ``config_file_path``
-unless the operator explicitly opts in via
-``LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API``.
+(``s3://``, ``gcs://``) when invoked without a ``config_file_path``.
 
 The startup config-file load path passes ``config_file_path`` and is
 unaffected — the documented ``litellm_settings.callbacks:
@@ -22,46 +20,20 @@ sys.path.insert(
 from litellm.proxy.types_utils.utils import get_instance_fn  # noqa: E402
 
 
-@pytest.fixture(autouse=True)
-def _strip_opt_in_env(monkeypatch):
-    monkeypatch.delenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", raising=False)
-
-
-@pytest.mark.parametrize(
-    "scheme",
-    ["s3", "gcs"],
-)
+@pytest.mark.parametrize("scheme", ["s3", "gcs"])
 def test_remote_url_without_config_file_path_is_rejected(scheme):
-    # The C1-Stage-B attack vector: admin endpoint POSTs an s3:// /
-    # gcs:// instance specifier via the request body; no
+    # The C1-Stage-B attack vector: admin endpoint receives an
+    # s3:// / gcs:// instance specifier via the request body; no
     # ``config_file_path`` is in scope. Must refuse before the
     # ``exec_module`` sink is reached.
     with pytest.raises(ValueError, match="Remote module loading"):
         get_instance_fn(value=f"{scheme}://attacker-bucket/module.instance")
 
 
-@pytest.mark.parametrize("scheme", ["s3", "gcs"])
-def test_remote_url_with_opt_in_env_is_allowed_to_reach_loader(scheme, monkeypatch):
-    # When the operator explicitly opts in, the runtime path is allowed
-    # to reach ``_load_instance_from_remote_storage`` — which then makes
-    # its own decisions / fails on AWS auth / etc. We only verify the
-    # gate doesn't fire before the loader is reached.
-    monkeypatch.setenv("LITELLM_ALLOW_REMOTE_INSTANCE_FN_FROM_API", "true")
-
-    with patch(
-        "litellm.proxy.types_utils.utils._load_instance_from_remote_storage",
-        return_value="loaded",
-    ) as mock_loader:
-        result = get_instance_fn(value=f"{scheme}://my-bucket/m.inst")
-
-    assert result == "loaded"
-    mock_loader.assert_called_once_with(f"{scheme}://my-bucket/m.inst", None)
-
-
 def test_remote_url_with_config_file_path_is_allowed():
     # Startup config-file load path: ``config_file_path`` is set, so
     # the gate doesn't fire. Documented operator feature must keep
-    # working without the opt-in env.
+    # working.
     with patch(
         "litellm.proxy.types_utils.utils._load_instance_from_remote_storage",
         return_value="loaded",

From 14a3083d4565fb70c06a701b0cd60966a9347ecd Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Wed, 13 May 2026 03:15:59 +0000
Subject: [PATCH 04/37] fix(proxy): thread config_file_path into pass-through
 and MCP-tool YAML loaders

The previous commit's gate broke two legitimate startup paths for
operators using s3://gcs:// remote module loading from their config.yaml:

- general_settings.pass_through_endpoints[].custom_handler
- mcp_tools[].handler

Both call sites called get_instance_fn without a config_file_path, so
the new gate rejected them at startup. Thread config_file_path through:

- create_pass_through_route accepts config_file_path and forwards it to
  get_instance_fn. add_exact_path_route, add_subpath_route,
  _register_pass_through_endpoint, and initialize_pass_through_endpoints
  accept and propagate it.
- The YAML-load call site in proxy_server.load_config now passes
  config_file_path; the DB-overlay call site in _update_general_settings
  leaves it as the default None so the gate still fires on admin-written
  s3:// values.
- MCPToolRegistry.load_tools_from_config accepts config_file_path and
  threads it into get_instance_fn; _init_non_llm_configs forwards it
  from load_config.

Adds two regression tests verifying that the YAML-source callers thread
the path through to get_instance_fn.
---
 .../_experimental/mcp_server/tool_registry.py | 11 ++++-
 .../pass_through_endpoints.py                 | 26 ++++++++--
 litellm/proxy/proxy_server.py                 | 15 ++++--
 .../test_get_instance_fn_runtime_gate.py      | 49 +++++++++++++++++++
 4 files changed, 90 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/tool_registry.py b/litellm/proxy/_experimental/mcp_server/tool_registry.py
index 829be5be979..bb30ff55c5c 100644
--- a/litellm/proxy/_experimental/mcp_server/tool_registry.py
+++ b/litellm/proxy/_experimental/mcp_server/tool_registry.py
@@ -92,13 +92,20 @@ class MCPToolRegistry:
         ]
 
     def load_tools_from_config(
-        self, mcp_tools_config: Optional[Dict[str, Any]] = None
+        self,
+        mcp_tools_config: Optional[Dict[str, Any]] = None,
+        config_file_path: Optional[str] = None,
     ) -> None:
         """
         Load and register tools from the proxy config
 
         Args:
             mcp_tools_config: The mcp_tools config from the proxy config
+            config_file_path: Path to the operator's config.yaml. Threaded
+                through to ``get_instance_fn`` so an ``s3://``/``gcs://``
+                ``handler`` declared in the YAML resolves; callers from a
+                non-YAML path must leave this ``None`` so the runtime gate
+                fires.
         """
         if mcp_tools_config is None:
             raise ValueError(
@@ -121,7 +128,7 @@ class MCPToolRegistry:
             # First check if it's a module path (e.g., "module.submodule.function")
             if handler_name is None:
                 raise ValueError(f"handler is required for tool {name}")
-            handler = get_instance_fn(handler_name)
+            handler = get_instance_fn(handler_name, config_file_path)
 
             if handler is None:
                 verbose_logger.warning(
diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index cc6c26fdf90..df52c0fe204 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -1236,6 +1236,7 @@ def create_pass_through_route(
     query_params: Optional[dict] = None,
     default_query_params: Optional[dict] = None,
     guardrails: Optional[Dict[str, Any]] = None,
+    config_file_path: Optional[str] = None,
 ):
     # check if target is an adapter.py or a url
     from litellm._uuid import uuid
@@ -1245,7 +1246,7 @@ def create_pass_through_route(
         if isinstance(target, CustomLogger):
             adapter = target
         else:
-            adapter = get_instance_fn(value=target)
+            adapter = get_instance_fn(value=target, config_file_path=config_file_path)
         adapter_id = str(uuid.uuid4())
         litellm.adapters = [{"id": adapter_id, "adapter": adapter}]
 
@@ -2019,6 +2020,7 @@ class InitPassThroughEndpointHelpers:
         guardrails: Optional[dict] = None,
         methods: Optional[List[str]] = None,
         default_query_params: Optional[dict] = None,
+        config_file_path: Optional[str] = None,
     ):
         """Add exact path route for pass-through endpoint"""
         # Default to all methods if none specified (backward compatibility)
@@ -2058,6 +2060,7 @@ class InitPassThroughEndpointHelpers:
                 cost_per_request=cost_per_request,
                 default_query_params=default_query_params,
                 guardrails=guardrails,
+                config_file_path=config_file_path,
             ),
             methods=methods,
             dependencies=dependencies,
@@ -2095,6 +2098,7 @@ class InitPassThroughEndpointHelpers:
         guardrails: Optional[dict] = None,
         methods: Optional[List[str]] = None,
         default_query_params: Optional[dict] = None,
+        config_file_path: Optional[str] = None,
     ):
         """Add wildcard route for sub-paths"""
         # Default to all methods if none specified (backward compatibility)
@@ -2135,6 +2139,7 @@ class InitPassThroughEndpointHelpers:
                 cost_per_request=cost_per_request,
                 default_query_params=default_query_params,
                 guardrails=guardrails,
+                config_file_path=config_file_path,
             ),
             methods=methods,
             dependencies=dependencies,
@@ -2298,6 +2303,7 @@ async def _register_pass_through_endpoint(
     app: FastAPI,
     premium_user: bool,
     visited_endpoints: set[str],
+    config_file_path: Optional[str] = None,
 ) -> None:
     endpoint_data: Dict[str, Any]
     if isinstance(endpoint, PassThroughGenericEndpoint):
@@ -2324,10 +2330,10 @@ async def _register_pass_through_endpoint(
     dependencies = None
 
     if auth is not None and str(auth).lower() == "true":
-        # Authentication on a pass-through endpoint used to be enterprise-only.
-        # That left OSS with no safe configuration: auth=True raised at startup
-        # unless the operator had a license. The safe option must always be free,
-        # and unauthenticated forwarding should require explicit opt-in.
+        # Authentication on a pass-through endpoint used to be enterprise-only.
+        # That left OSS with no safe configuration: auth=True raised at startup
+        # unless the operator had a license. The safe option must always be free,
+        # and unauthenticated forwarding should require explicit opt-in.
         dependencies = [Depends(user_api_key_auth)]
         if path not in LiteLLMRoutes.openai_routes.value:
             LiteLLMRoutes.openai_routes.value.append(path)
@@ -2355,6 +2361,7 @@ async def _register_pass_through_endpoint(
         guardrails=guardrails,
         methods=methods,
         default_query_params=default_query_params,
+        config_file_path=config_file_path,
     )
 
     methods_for_key = methods if methods else ["GET", "POST", "PUT", "DELETE", "PATCH"]
@@ -2379,6 +2386,7 @@ async def _register_pass_through_endpoint(
             guardrails=guardrails,
             methods=methods,
             default_query_params=default_query_params,
+            config_file_path=config_file_path,
         )
         visited_endpoints.add(f"{endpoint_id}:subpath:{path}:{methods_str}")
 
@@ -2389,6 +2397,7 @@ async def _register_pass_through_endpoint(
 
 async def initialize_pass_through_endpoints(
     pass_through_endpoints: Union[List[Dict], List[PassThroughGenericEndpoint]],
+    config_file_path: Optional[str] = None,
 ):
     """
     1. Create a global list of pass-through endpoints (db + config)
@@ -2399,6 +2408,12 @@ async def initialize_pass_through_endpoints(
 
     Args:
         pass_through_endpoints: List of pass-through endpoints to initialize
+        config_file_path: Path to the operator's config.yaml when this call
+            originates from a YAML-load. Threaded through to
+            ``create_pass_through_route`` so an operator using
+            ``s3://``/``gcs://`` ``custom_handler`` in their config still
+            loads. Callers from the DB-overlay / runtime API path must leave
+            this ``None`` so the runtime gate in ``get_instance_fn`` fires.
 
     Returns:
         None
@@ -2438,6 +2453,7 @@ async def initialize_pass_through_endpoints(
             app=app,
             premium_user=premium_user,
             visited_endpoints=visited_endpoints,
+            config_file_path=config_file_path,
         )
 
     # remove the ones that are not visited from the list
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 675988c879c..adfac4dffda 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -4095,7 +4095,8 @@ class ProxyConfig:
                     "pass_through_endpoints"
                 ]
                 await initialize_pass_through_endpoints(
-                    pass_through_endpoints=general_settings["pass_through_endpoints"]
+                    pass_through_endpoints=general_settings["pass_through_endpoints"],
+                    config_file_path=config_file_path,
                 )
 
             ## ADMIN UI ACCESS ##
@@ -4316,11 +4317,15 @@ class ProxyConfig:
         litellm.credential_list = credential_list_dict
 
         ## NON-LLM CONFIGS eg. MCP tools, vector stores, etc.
-        await self._init_non_llm_configs(config=config)
+        await self._init_non_llm_configs(
+            config=config, config_file_path=config_file_path
+        )
 
         return router, router.get_model_list(), general_settings
 
-    async def _init_non_llm_configs(self, config: dict):
+    async def _init_non_llm_configs(
+        self, config: dict, config_file_path: Optional[str] = None
+    ):
         """
         Initialize non-LLM configs eg. MCP tools, vector stores, etc.
         """
@@ -4331,7 +4336,9 @@ class ProxyConfig:
                 global_mcp_tool_registry,
             )
 
-            global_mcp_tool_registry.load_tools_from_config(mcp_tools_config)
+            global_mcp_tool_registry.load_tools_from_config(
+                mcp_tools_config, config_file_path=config_file_path
+            )
 
         ## AGENTS
         agent_config = config.get("agent_list", None)
diff --git a/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
index bdbc5bc9bad..bf77ef81641 100644
--- a/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
+++ b/tests/test_litellm/proxy/types_utils/test_get_instance_fn_runtime_gate.py
@@ -62,3 +62,52 @@ def test_dotted_module_path_is_unaffected_by_gate():
         result = get_instance_fn(value="my_module.my_instance")
 
     assert result == "loaded"
+
+
+def test_pass_through_route_threads_config_file_path():
+    # ``create_pass_through_route`` must forward ``config_file_path`` so
+    # an operator with ``custom_handler: s3://...`` declared in
+    # ``config.yaml`` still resolves at startup. Callers that omit it
+    # (DB-overlay / runtime admin API) fall through to the gate.
+    from litellm.proxy.pass_through_endpoints import pass_through_endpoints as pte
+
+    # ``get_instance_fn`` is imported lazily inside the function — patch
+    # at the source so the deferred import resolves to the mock.
+    with patch(
+        "litellm.proxy.types_utils.utils.get_instance_fn", return_value=object()
+    ) as mock_get:
+        pte.create_pass_through_route(
+            endpoint="/x",
+            target="s3://bucket/mod.inst",
+            config_file_path="/etc/litellm/config.yaml",
+        )
+
+    mock_get.assert_called_once_with(
+        value="s3://bucket/mod.inst",
+        config_file_path="/etc/litellm/config.yaml",
+    )
+
+
+def test_mcp_tool_registry_threads_config_file_path():
+    # MCP tool handlers declared in ``config.yaml`` mcp_tools[].handler
+    # may legitimately be ``s3://...``; the YAML-load path must thread
+    # ``config_file_path`` so they resolve.
+    from litellm.proxy._experimental.mcp_server import tool_registry as tr
+
+    fake_handler = lambda **kwargs: None  # noqa: E731 — registry requires callable
+    with patch.object(tr, "get_instance_fn", return_value=fake_handler) as mock_get:
+        registry = tr.MCPToolRegistry()
+        registry.load_tools_from_config(
+            mcp_tools_config=[
+                {
+                    "name": "tool_a",
+                    "description": "d",
+                    "handler": "s3://bucket/mod.handler",
+                }
+            ],
+            config_file_path="/etc/litellm/config.yaml",
+        )
+
+    mock_get.assert_called_once_with(
+        "s3://bucket/mod.handler", "/etc/litellm/config.yaml"
+    )

From 8eecf76d3609713b0f9109b0a21395dfa5a67b55 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 12 May 2026 23:26:34 -0700
Subject: [PATCH 05/37] fix(gemini): normalize response_schema on native
 generateContent (#27775)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix(gemini): normalize response_schema on native generateContent

The /v1beta/models/{model}:generateContent passthrough forwarded
generationConfig.response_schema verbatim, so schemas containing $defs,
$ref, anyOf-with-null, default, or title were rejected by Gemini even
though /chat/completions already handles them.

GoogleGenAIConfig.transform_generate_content_request now calls a new
_normalize_response_schema helper that mirrors the chat/completions
path: Gemini 2.0+ models get the schema promoted to responseJsonSchema
via _build_json_schema (preserving $defs/$ref natively), older models
keep responseSchema but the schema is flattened with
_build_vertex_schema. VertexAIGoogleGenAIConfig (which overrides the
transform entirely) calls the same helper before building the request.

* fix(gemini): preserve caller-supplied responseJsonSchema when responseSchema co-present

Previously, when both responseJsonSchema and responseSchema were present
on Gemini 2.0+, _normalize_response_schema processed responseJsonSchema
first (no-op normalization) then unconditionally promoted responseSchema
to responseJsonSchema, clobbering the caller-supplied value.

Now skip the promotion (and drop the redundant responseSchema) when the
caller already supplied responseJsonSchema.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* chore: strip restating comments from response-schema normalize

Drop the docstring on _normalize_response_schema and the two inline
comments that just restated what the surrounding code/asserts already
say. Function name + variable names carry the intent; PR description
covers the why-it-exists context.

* perf(gemini): drop redundant deepcopy on responseJsonSchema normalize

_build_json_schema is a no-op (returns its argument unchanged), so the
deepcopy + round-trip on the responseJsonSchema branch allocated a full
schema copy on every request with no observable effect. Forward the
caller's value as-is, and just move the popped responseSchema value when
promoting on Gemini 2.0+.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* style: remove unneeded comment

* fix(gemini): drop unsupported responseJsonSchema for older models

* test(gemini): add parity test between native and chat schema normalization

Per @Sameerlite review: lock the two Gemini schema-normalization paths
together. If either GoogleGenAIConfig._normalize_response_schema (native
generateContent) or VertexGeminiConfig.apply_response_schema_transformation
(/chat/completions) drifts, the parity test fails — forcing both to be
updated together.

* fix(google_genai): preserve key naming convention in _normalize_response_schema

When the input schema key is snake_case (response_schema), the promoted
JSON schema key should also be snake_case (response_json_schema) instead
of mixing in camelCase (responseJsonSchema). This matters for the Vertex
AI google_genai path which converts all keys to snake_case before
calling _normalize_response_schema.

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
---
 .../gemini/google_genai/transformation.py     |  53 ++++
 .../vertex_ai/google_genai/transformation.py  |   3 +
 .../test_google_genai_transformation.py       | 227 ++++++++++++++++++
 3 files changed, 283 insertions(+)

diff --git a/litellm/llms/gemini/google_genai/transformation.py b/litellm/llms/gemini/google_genai/transformation.py
index 7c4c7dba626..ee201af7e1a 100644
--- a/litellm/llms/gemini/google_genai/transformation.py
+++ b/litellm/llms/gemini/google_genai/transformation.py
@@ -2,6 +2,7 @@
 Transformation for Calling Google models in their native format.
 """
 
+from copy import deepcopy
 from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union, cast
 
 import httpx
@@ -11,6 +12,10 @@ from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
 from litellm.llms.base_llm.google_genai.transformation import (
     BaseGoogleGenAIGenerateContentConfig,
 )
+from litellm.llms.vertex_ai.common_utils import (
+    _build_vertex_schema,
+    supports_response_json_schema,
+)
 from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import VertexLLM
 from litellm.types.router import GenericLiteLLMParams
 
@@ -302,6 +307,52 @@ class GoogleGenAIConfig(BaseGoogleGenAIGenerateContentConfig, VertexLLM):
             litellm_params=litellm_params,
         )
 
+    @staticmethod
+    def _normalize_response_schema(
+        generate_content_config_dict: Dict, model: str
+    ) -> None:
+        schema_key = next(
+            (
+                k
+                for k in ("responseSchema", "response_schema")
+                if k in generate_content_config_dict
+            ),
+            None,
+        )
+        json_schema_key = next(
+            (
+                k
+                for k in ("responseJsonSchema", "response_json_schema")
+                if k in generate_content_config_dict
+            ),
+            None,
+        )
+
+        if schema_key is None:
+            return
+
+        value = generate_content_config_dict[schema_key]
+        if not isinstance(value, dict):
+            return
+
+        if supports_response_json_schema(model):
+            if json_schema_key is not None:
+                generate_content_config_dict.pop(schema_key)
+                return
+            generate_content_config_dict.pop(schema_key)
+            new_json_schema_key = (
+                "response_json_schema"
+                if schema_key == "response_schema"
+                else "responseJsonSchema"
+            )
+            generate_content_config_dict[new_json_schema_key] = value
+        else:
+            if json_schema_key is not None:
+                generate_content_config_dict.pop(json_schema_key)
+            generate_content_config_dict[schema_key] = _build_vertex_schema(
+                parameters=deepcopy(value), add_property_ordering=True
+            )
+
     def transform_generate_content_request(
         self,
         model: str,
@@ -315,6 +366,8 @@ class GoogleGenAIConfig(BaseGoogleGenAIGenerateContentConfig, VertexLLM):
             GenerateContentRequestDict,
         )
 
+        self._normalize_response_schema(generate_content_config_dict, model)
+
         typed_generate_content_request = GenerateContentRequestDict(
             model=model,
             contents=contents,
diff --git a/litellm/llms/vertex_ai/google_genai/transformation.py b/litellm/llms/vertex_ai/google_genai/transformation.py
index d7a4ceeb3e7..c1120d9ab8b 100644
--- a/litellm/llms/vertex_ai/google_genai/transformation.py
+++ b/litellm/llms/vertex_ai/google_genai/transformation.py
@@ -79,6 +79,9 @@ class VertexAIGoogleGenAIConfig(GoogleGenAIConfig):
         Transform the generate content request for Vertex AI.
         Since Vertex AI natively supports Google GenAI format, we can pass most fields directly.
         """
+        if generate_content_config_dict:
+            self._normalize_response_schema(generate_content_config_dict, model)
+
         # Build the request in Google GenAI format that Vertex AI expects
         result = {
             "model": model,
diff --git a/tests/test_litellm/google_genai/test_google_genai_transformation.py b/tests/test_litellm/google_genai/test_google_genai_transformation.py
index 908a68110fd..6b0cd500a82 100644
--- a/tests/test_litellm/google_genai/test_google_genai_transformation.py
+++ b/tests/test_litellm/google_genai/test_google_genai_transformation.py
@@ -335,6 +335,233 @@ def test_transform_generate_content_request_system_instruction_with_tools():
     assert result["model"] == "gemini-3-flash-preview"
 
 
+def test_transform_generate_content_request_normalizes_response_schema_2_5():
+    """For Gemini 2.0+, ``response_schema`` with ``$defs``/``$ref`` should be
+    promoted to ``responseJsonSchema`` (which Gemini 2.0+ accepts natively),
+    not forwarded as ``responseSchema`` (which rejects ``$defs``)."""
+    config = GoogleGenAIConfig()
+
+    schema = {
+        "$defs": {
+            "Highlight": {
+                "type": "object",
+                "properties": {
+                    "title": {"type": "string"},
+                    "detail": {"type": "string"},
+                },
+                "required": ["title"],
+            }
+        },
+        "type": "object",
+        "properties": {
+            "park_name": {"type": "string"},
+            "highlights": {
+                "type": "array",
+                "items": {"$ref": "#/$defs/Highlight"},
+            },
+        },
+        "required": ["park_name", "highlights"],
+    }
+
+    result = config.transform_generate_content_request(
+        model="gemini-2.5-flash-lite",
+        contents=[{"role": "user", "parts": [{"text": "hi"}]}],
+        tools=None,
+        generate_content_config_dict={
+            "responseMimeType": "application/json",
+            "responseSchema": schema,
+        },
+        system_instruction=None,
+    )
+
+    gen_config = result["generationConfig"]
+    assert "responseSchema" not in gen_config
+    assert "responseJsonSchema" in gen_config
+    normalized = gen_config["responseJsonSchema"]
+    assert "$defs" in normalized
+    assert normalized["properties"]["highlights"]["items"] == {
+        "$ref": "#/$defs/Highlight"
+    }
+
+
+def test_transform_generate_content_request_flattens_response_schema_1_5():
+    """For Gemini 1.5, ``responseSchema`` is kept but flattened via
+    ``_build_vertex_schema`` so ``$defs``/``$ref`` are unpacked."""
+    config = GoogleGenAIConfig()
+
+    schema = {
+        "$defs": {
+            "Highlight": {
+                "type": "object",
+                "properties": {"title": {"type": "string"}},
+                "required": ["title"],
+            }
+        },
+        "type": "object",
+        "properties": {
+            "highlights": {
+                "type": "array",
+                "items": {"$ref": "#/$defs/Highlight"},
+            }
+        },
+        "required": ["highlights"],
+    }
+
+    result = config.transform_generate_content_request(
+        model="gemini-1.5-pro",
+        contents=[{"role": "user", "parts": [{"text": "hi"}]}],
+        tools=None,
+        generate_content_config_dict={"responseSchema": schema},
+        system_instruction=None,
+    )
+
+    gen_config = result["generationConfig"]
+    assert "responseSchema" in gen_config
+    assert "responseJsonSchema" not in gen_config
+    normalized = gen_config["responseSchema"]
+    assert "$defs" not in normalized
+    items = normalized["properties"]["highlights"]["items"]
+    assert "$ref" not in items
+    assert "title" in items["properties"]
+    assert items["properties"]["title"]["type"].lower() == "string"
+
+
+def test_transform_generate_content_request_passes_through_response_json_schema():
+    """If the caller already used ``responseJsonSchema``, it should be
+    preserved (Gemini 2.0+ accepts standard JSON Schema as-is)."""
+    config = GoogleGenAIConfig()
+
+    schema = {
+        "type": "object",
+        "properties": {"name": {"type": "string"}},
+        "required": ["name"],
+    }
+
+    result = config.transform_generate_content_request(
+        model="gemini-2.5-flash-lite",
+        contents=[{"role": "user", "parts": [{"text": "hi"}]}],
+        tools=None,
+        generate_content_config_dict={"responseJsonSchema": schema},
+        system_instruction=None,
+    )
+
+    gen_config = result["generationConfig"]
+    assert gen_config["responseJsonSchema"] == schema
+    assert "responseSchema" not in gen_config
+
+
+def test_transform_generate_content_request_preserves_response_json_schema_when_response_schema_co_present():
+    """When both ``responseJsonSchema`` and ``responseSchema`` are supplied on
+    Gemini 2.0+, the caller's ``responseJsonSchema`` must win — the
+    ``responseSchema`` value must not clobber it."""
+    config = GoogleGenAIConfig()
+
+    caller_json_schema = {
+        "type": "object",
+        "properties": {"answer": {"type": "string"}},
+        "required": ["answer"],
+    }
+    redundant_response_schema = {
+        "type": "object",
+        "properties": {"other": {"type": "string"}},
+    }
+
+    result = config.transform_generate_content_request(
+        model="gemini-2.5-flash-lite",
+        contents=[{"role": "user", "parts": [{"text": "hi"}]}],
+        tools=None,
+        generate_content_config_dict={
+            "responseJsonSchema": caller_json_schema,
+            "responseSchema": redundant_response_schema,
+        },
+        system_instruction=None,
+    )
+
+    gen_config = result["generationConfig"]
+    assert "responseSchema" not in gen_config
+    assert gen_config["responseJsonSchema"] == caller_json_schema
+
+
+def test_response_schema_normalization_parity_across_chat_and_native_paths():
+    """Parity guard between the two Gemini schema-normalization paths.
+
+    The native ``generateContent`` path (``_normalize_response_schema``) must
+    produce the same normalized schema as the ``/chat/completions`` path
+    (``apply_response_schema_transformation``) for the same input schema, on
+    both Gemini 2.0+ and Gemini 1.5. If either implementation drifts, this
+    test fails — forcing both paths to be updated together.
+    """
+    from copy import deepcopy
+
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        VertexGeminiConfig,
+    )
+
+    schema = {
+        "$defs": {
+            "Highlight": {
+                "type": "object",
+                "properties": {
+                    "title": {"type": "string"},
+                    "detail": {"type": "string"},
+                },
+                "required": ["title"],
+            }
+        },
+        "type": "object",
+        "properties": {
+            "park_name": {"type": "string"},
+            "highlights": {
+                "type": "array",
+                "items": {"$ref": "#/$defs/Highlight"},
+            },
+            "rating": {"anyOf": [{"type": "number"}, {"type": "null"}]},
+        },
+        "required": ["park_name", "highlights"],
+    }
+
+    native_config = GoogleGenAIConfig()
+    chat_config = VertexGeminiConfig()
+
+    for model, native_out_key, chat_out_key in (
+        ("gemini-2.5-flash-lite", "responseJsonSchema", "response_json_schema"),
+        ("gemini-1.5-pro", "responseSchema", "response_schema"),
+    ):
+        native_dict = {"responseSchema": deepcopy(schema)}
+        native_config._normalize_response_schema(native_dict, model)
+
+        chat_optional_params: dict = {}
+        chat_config.apply_response_schema_transformation(
+            value={"type": "json_schema", "response_schema": deepcopy(schema)},
+            optional_params=chat_optional_params,
+            model=model,
+        )
+
+        assert native_dict[native_out_key] == chat_optional_params[chat_out_key], (
+            f"Schema normalization drifted between native generateContent and "
+            f"chat/completions paths for {model}. Update both "
+            f"GoogleGenAIConfig._normalize_response_schema and "
+            f"VertexGeminiConfig.apply_response_schema_transformation together."
+        )
+
+
+def test_transform_generate_content_request_without_schema_unchanged():
+    """No schema in config → no normalization side effects."""
+    config = GoogleGenAIConfig()
+
+    result = config.transform_generate_content_request(
+        model="gemini-2.5-flash-lite",
+        contents=[{"role": "user", "parts": [{"text": "hi"}]}],
+        tools=None,
+        generate_content_config_dict={"temperature": 0.7},
+        system_instruction=None,
+    )
+
+    assert result["generationConfig"]["temperature"] == 0.7
+    assert "responseSchema" not in result["generationConfig"]
+    assert "responseJsonSchema" not in result["generationConfig"]
+
+
 def test_validate_environment_with_dict_api_key():
     """
     Test that validate_environment correctly handles api_key as a dict.

From 2e5ebf826fd02aecb4e4b2d005465cffe859a170 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 13 May 2026 09:03:13 -0700
Subject: [PATCH 06/37] fix(responses): register cooldowns on failure + fail
 fast on stale encrypted_content (#27820)

---
 litellm/responses/main.py                     |   7 +-
 .../encrypted_content_affinity_check.py       | 144 ++++++++-
 .../test_responses_router_cooldown.py         |  88 +++++
 .../test_encrypted_content_affinity_check.py  | 303 +++++++++++++++++-
 4 files changed, 522 insertions(+), 20 deletions(-)
 create mode 100644 tests/test_litellm/responses/test_responses_router_cooldown.py

diff --git a/litellm/responses/main.py b/litellm/responses/main.py
index b6dc5afb944..4ee9235af7d 100644
--- a/litellm/responses/main.py
+++ b/litellm/responses/main.py
@@ -1128,7 +1128,6 @@ def responses(
             )
         )
 
-        # Pre Call logging
         litellm_logging_obj.update_from_kwargs(
             kwargs=kwargs,
             model=model,
@@ -1138,6 +1137,12 @@ def responses(
                 **responses_api_request_params,
                 "aresponses": _is_async,
                 "litellm_call_id": litellm_call_id,
+                "model_info": kwargs.get("model_info"),
+                "metadata": (
+                    kwargs["litellm_metadata"]
+                    if "litellm_metadata" in kwargs
+                    else kwargs.get("metadata")
+                ),
             },
             custom_llm_provider=custom_llm_provider,
         )
diff --git a/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py b/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py
index 866073c84dc..4ed19c5cd26 100644
--- a/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py
+++ b/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py
@@ -36,11 +36,20 @@ Safe to enable globally:
 - No cache required.
 """
 
+import time
 from typing import TYPE_CHECKING, Any, List, Optional, cast
 
+import httpx
+
 from litellm._logging import verbose_router_logger
+from litellm.exceptions import (
+    BadRequestError,
+    RateLimitError,
+    ServiceUnavailableError,
+)
 from litellm.integrations.custom_logger import CustomLogger, Span
 from litellm.responses.utils import ResponsesAPIRequestUtils
+from litellm.router_utils.cooldown_cache import CooldownCacheValue
 from litellm.types.llms.openai import AllMessageValues
 
 if TYPE_CHECKING:
@@ -153,27 +162,31 @@ class EncryptedContentAffinityCheck(CustomLogger):
         self,
         healthy_deployments: List[dict],
         model_id: str,
-    ) -> List[dict]:
+    ) -> tuple[List[dict], Any]:
         """
         Deployments in ``healthy_deployments`` sharing the originating
-        deployment's ``(api_base, api_key)``. Returns ``[]`` if router isn't
-        wired in, the originating deployment was removed, or no boundary match.
+        deployment's ``(api_base, api_key)``, alongside the originating
+        deployment object (or ``None`` if it was removed / router unavailable).
+        Returns ``([], originating_or_None)`` when no boundary match exists,
+        so the caller can reuse the looked-up ``originating`` rather than
+        re-querying the router.
         """
         if self.router is None:
-            return []
+            return [], None
         originating = self.router.get_deployment(model_id=model_id)
         if originating is None:
-            return []
+            return [], None
         boundary = self._encryption_boundary_key(
             originating.litellm_params.model_dump(exclude_none=True)
         )
         if boundary is None:
-            return []
-        return [
+            return [], originating
+        matches = [
             d
             for d in healthy_deployments
             if self._encryption_boundary_key(d.get("litellm_params", {})) == boundary
         ]
+        return matches, originating
 
     # ------------------------------------------------------------------
     # Request routing  (pre-call filter)
@@ -189,7 +202,14 @@ class EncryptedContentAffinityCheck(CustomLogger):
     ) -> List[dict]:
         """
         If the request ``input`` contains litellm-encoded item IDs, decode the
-        embedded ``model_id`` and pin the request to that deployment.
+        embedded ``model_id`` and pin the request to that deployment. Raises
+        ``RateLimitError`` / ``ServiceUnavailableError`` / ``BadRequestError``
+        when the originating deployment is unavailable and no encryption-boundary
+        peer exists, rather than dispatching a doomed request to a non-peer
+        deployment. The 429/503 split mirrors the originating cooldown's status:
+        a 429-induced cooldown surfaces as 429 (with ``Retry-After`` set to the
+        remaining cooldown window) so OpenAI-compatible clients back off and
+        retry after the deployment is eligible again.
         """
         request_kwargs = request_kwargs or {}
         typed_healthy_deployments = cast(List[dict], healthy_deployments)
@@ -229,9 +249,11 @@ class EncryptedContentAffinityCheck(CustomLogger):
             return [deployment]
 
         # Follow-up switched model_name (LIT-2531): pin by Azure resource instead.
-        boundary_matches = self._find_deployments_on_same_encryption_boundary(
-            healthy_deployments=typed_healthy_deployments,
-            model_id=model_id,
+        boundary_matches, originating = (
+            self._find_deployments_on_same_encryption_boundary(
+                healthy_deployments=typed_healthy_deployments,
+                model_id=model_id,
+            )
         )
         if boundary_matches:
             verbose_router_logger.debug(
@@ -243,10 +265,98 @@ class EncryptedContentAffinityCheck(CustomLogger):
             request_kwargs["_encrypted_content_affinity_pinned"] = True
             return boundary_matches
 
-        verbose_router_logger.error(
-            "EncryptedContentAffinityCheck: decoded deployment=%s not found in "
-            "healthy_deployments and no boundary match available; falling back to "
-            "full deployment pool (encrypted_content may be rejected upstream)",
-            model_id,
+        # Dispatching to a non-peer would guarantee an upstream
+        # `invalid_encrypted_content` 400, so fail fast with a clearer error.
+        raise await self._unavailable_origin_error(
+            model=model,
+            model_id=model_id,
+            originating=originating,
+            parent_otel_span=parent_otel_span,
         )
-        return typed_healthy_deployments
+
+    async def _unavailable_origin_error(
+        self,
+        model: str,
+        model_id: str,
+        originating: Any,
+        parent_otel_span: Optional[Span],
+    ) -> Exception:
+        # Public error messages intentionally omit the originating ``model_id`` so
+        # an authenticated caller forging encrypted-content markers cannot use the
+        # error surface to enumerate which deployment IDs exist on this router.
+        if originating is None:
+            return BadRequestError(
+                message=(
+                    "The deployment that produced this encrypted_content is no "
+                    "longer configured on this router, and no deployment on the "
+                    "same encryption boundary is available. Re-issue the request "
+                    "without the stale encrypted_content items, or restore the "
+                    "originating deployment."
+                ),
+                model=model,
+                llm_provider="",
+            )
+
+        cooldown = await self._get_origin_cooldown(
+            model_id=model_id, parent_otel_span=parent_otel_span
+        )
+
+        if cooldown is not None and str(cooldown.get("status_code")) == "429":
+            retry_after = self._cooldown_seconds_remaining(cooldown)
+            return RateLimitError(
+                message=(
+                    "The deployment that produced this encrypted_content is "
+                    f"rate-limited (cooling down for ~{retry_after}s), and no "
+                    "deployment on the same encryption boundary is configured. "
+                    "Retry after the Retry-After window or configure a deployment "
+                    "with the same (api_base, api_key)."
+                ),
+                llm_provider="",
+                model=model,
+                response=httpx.Response(
+                    status_code=429,
+                    headers={"retry-after": str(retry_after)},
+                    request=httpx.Request("POST", "https://litellm.ai/"),
+                ),
+            )
+
+        return ServiceUnavailableError(
+            message=(
+                "The deployment that produced this encrypted_content is "
+                "currently unavailable (likely cooled down), and no deployment "
+                "on the same encryption boundary is configured. Retry later or "
+                "configure a deployment with the same (api_base, api_key)."
+            ),
+            llm_provider="",
+            model=model,
+        )
+
+    async def _get_origin_cooldown(
+        self,
+        model_id: str,
+        parent_otel_span: Optional[Span],
+    ) -> Optional[CooldownCacheValue]:
+        if self.router is None:
+            return None
+        cooldown_cache = getattr(self.router, "cooldown_cache", None)
+        if cooldown_cache is None:
+            return None
+        try:
+            active = await cooldown_cache.async_get_active_cooldowns(
+                model_ids=[model_id], parent_otel_span=parent_otel_span
+            )
+        except Exception:
+            return None
+        for cached_model_id, value in active:
+            if cached_model_id == model_id:
+                return value
+        return None
+
+    @staticmethod
+    def _cooldown_seconds_remaining(cooldown: CooldownCacheValue) -> int:
+        remaining = (
+            float(cooldown.get("timestamp", 0.0))
+            + float(cooldown.get("cooldown_time", 0.0))
+            - time.time()
+        )
+        return max(1, int(remaining))
diff --git a/tests/test_litellm/responses/test_responses_router_cooldown.py b/tests/test_litellm/responses/test_responses_router_cooldown.py
new file mode 100644
index 00000000000..48e2d2455e7
--- /dev/null
+++ b/tests/test_litellm/responses/test_responses_router_cooldown.py
@@ -0,0 +1,88 @@
+"""
+Regression: Responses API router must register cooldowns on deployment
+failures. Previously the Responses API path built ``litellm_params`` without
+``model_info``, so ``Router.deployment_callback_on_failure`` exited early via
+the "No model_info found" branch and the failing deployment was never added
+to the cooldown set.
+"""
+
+import os
+import sys
+from unittest.mock import AsyncMock, patch
+
+import httpx
+import pytest
+
+sys.path.insert(0, os.path.abspath("../.."))
+
+import litellm
+from litellm.router_utils.cooldown_handlers import _async_get_cooldown_deployments
+
+
+@pytest.mark.asyncio
+async def test_responses_api_rate_limit_marks_deployment_for_cooldown():
+    failing_deployment_id = "deployment-rate-limited"
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "openai.gpt-5.1-codex",
+                "litellm_params": {
+                    "model": "openai/gpt-5.1-codex",
+                    "api_key": "mock-api-key-1",
+                },
+                "model_info": {"id": failing_deployment_id},
+            },
+            {
+                "model_name": "openai.gpt-5.1-codex",
+                "litellm_params": {
+                    "model": "openai/gpt-5.1-codex",
+                    "api_key": "mock-api-key-2",
+                },
+                "model_info": {"id": "deployment-healthy"},
+            },
+        ],
+        num_retries=0,
+        cooldown_time=60,
+    )
+
+    rate_limit_error = litellm.RateLimitError(
+        message="upstream throttled",
+        llm_provider="openai",
+        model="openai/gpt-5.1-codex",
+        response=httpx.Response(
+            status_code=429,
+            request=httpx.Request("POST", "https://api.openai.com/v1/responses"),
+        ),
+    )
+
+    def pin_to_failing_deployment(seq):
+        for d in seq:
+            if d["model_info"]["id"] == failing_deployment_id:
+                return d
+        return seq[0]
+
+    with (
+        patch(
+            "litellm.llms.custom_httpx.llm_http_handler.BaseLLMHTTPHandler.async_response_api_handler",
+            new_callable=AsyncMock,
+            side_effect=rate_limit_error,
+        ),
+        patch(
+            "litellm.router_strategy.simple_shuffle.random.choice",
+            side_effect=pin_to_failing_deployment,
+        ),
+    ):
+        with pytest.raises(litellm.RateLimitError):
+            await router.aresponses(
+                model="openai.gpt-5.1-codex",
+                input="hi",
+            )
+
+    cooldown_ids = await _async_get_cooldown_deployments(
+        litellm_router_instance=router, parent_otel_span=None
+    )
+    assert failing_deployment_id in cooldown_ids, (
+        f"Responses API failure callback did not register cooldown for "
+        f"{failing_deployment_id!r}; cooldown set was {cooldown_ids}"
+    )
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py b/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
index 1f6848d3b5b..07d894d0400 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
+++ b/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
@@ -17,6 +17,8 @@ The mechanism works without any cache and supports two encoding strategies:
 
 import os
 import sys
+import time
+from typing import List, Optional
 from unittest.mock import AsyncMock, patch
 
 import pytest
@@ -1067,11 +1069,12 @@ def test_boundary_fallback_no_router_ref_returns_empty():
             "litellm_params": {"api_base": "https://x", "api_key": "k"},
         }
     ]
-    matches = check._find_deployments_on_same_encryption_boundary(
+    matches, originating = check._find_deployments_on_same_encryption_boundary(
         healthy_deployments=healthy,
         model_id="dep-2",
     )
     assert matches == []
+    assert originating is None
 
 
 def test_boundary_fallback_originating_deployment_removed_returns_empty():
@@ -1096,11 +1099,12 @@ def test_boundary_fallback_originating_deployment_removed_returns_empty():
             "litellm_params": {"api_base": "https://x", "api_key": "k"},
         }
     ]
-    matches = check._find_deployments_on_same_encryption_boundary(
+    matches, originating = check._find_deployments_on_same_encryption_boundary(
         healthy_deployments=healthy,
         model_id="dep-removed",
     )
     assert matches == []
+    assert originating is None
     mock_router.get_deployment.assert_called_once_with(model_id="dep-removed")
 
 
@@ -1172,3 +1176,298 @@ def test_boundary_key_rejects_non_dict_like_inputs():
         )
         is None
     )
+
+
+# ---------------------------------------------------------------------------
+# Fail-fast when originating deployment is unavailable and no boundary peer
+# ---------------------------------------------------------------------------
+
+
+def _make_originating_mock(api_base: str, api_key: str):
+    from unittest.mock import MagicMock
+
+    originating = MagicMock()
+    originating.litellm_params.model_dump.return_value = {
+        "api_base": api_base,
+        "api_key": api_key,
+    }
+    return originating
+
+
+def _make_router_mock_with_cooldown(
+    originating, cooldown_entries: Optional[List[tuple]] = None
+):
+    """
+    Build a MagicMock router whose ``cooldown_cache.async_get_active_cooldowns``
+    returns ``cooldown_entries`` (defaulting to ``[]`` — no active cooldown).
+    """
+    from unittest.mock import AsyncMock, MagicMock
+
+    mock_router = MagicMock()
+    mock_router.get_deployment.return_value = originating
+    mock_router.cooldown_cache.async_get_active_cooldowns = AsyncMock(
+        return_value=list(cooldown_entries or [])
+    )
+    return mock_router
+
+
+@pytest.mark.asyncio
+async def test_affinity_raises_service_unavailable_when_origin_cooled_for_non_429():
+    """
+    Originating deployment is in the router config, in cooldown for a non-429
+    cause (e.g. a 500), and no boundary peer is configured. The check must
+    surface this as a 503 (transient, but not rate-limit-specific) rather than
+    dispatching to a non-peer deployment.
+    """
+    from litellm.exceptions import ServiceUnavailableError
+    from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import (
+        EncryptedContentAffinityCheck,
+    )
+
+    originating = _make_originating_mock("https://account-a.openai.azure.com/", "key-a")
+    mock_router = _make_router_mock_with_cooldown(
+        originating,
+        cooldown_entries=[
+            (
+                "deployment-a-cooled",
+                {
+                    "exception_received": "boom",
+                    "status_code": "500",
+                    "timestamp": time.time(),
+                    "cooldown_time": 60.0,
+                },
+            )
+        ],
+    )
+
+    check = EncryptedContentAffinityCheck(router=mock_router)
+    encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(
+        "deployment-a-cooled", "rs_test"
+    )
+    healthy_only_b = [
+        {
+            "model_info": {"id": "deployment-b"},
+            "litellm_params": {
+                "api_base": "https://account-b.openai.azure.com/",
+                "api_key": "key-b",
+                "model": "azure/gpt-5.4",
+            },
+        }
+    ]
+    request_kwargs = {
+        "input": [{"id": encoded_id, "type": "reasoning"}],
+    }
+
+    with pytest.raises(ServiceUnavailableError) as excinfo:
+        await check.async_filter_deployments(
+            model="gpt-5.4",
+            healthy_deployments=healthy_only_b,
+            messages=None,
+            request_kwargs=request_kwargs,
+        )
+
+    # Public error message intentionally omits the originating model_id to
+    # avoid an authenticated-caller probing oracle.
+    assert "deployment-a-cooled" not in str(excinfo.value)
+    assert excinfo.value.status_code == 503
+
+
+@pytest.mark.asyncio
+async def test_affinity_raises_rate_limit_with_retry_after_when_origin_cooled_for_429():
+    """
+    Originating deployment is in cooldown specifically because of a 429.
+    The check must surface this as a 429 RateLimitError with a Retry-After
+    header derived from the cooldown's remaining window, so OpenAI-compatible
+    clients respect the backoff instead of giving up on a 503.
+    """
+    from litellm.exceptions import RateLimitError
+    from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import (
+        EncryptedContentAffinityCheck,
+    )
+
+    originating = _make_originating_mock("https://account-a.openai.azure.com/", "key-a")
+    cooldown_started = time.time() - 5.0
+    mock_router = _make_router_mock_with_cooldown(
+        originating,
+        cooldown_entries=[
+            (
+                "deployment-a-cooled-429",
+                {
+                    "exception_received": "rate limited",
+                    "status_code": "429",
+                    "timestamp": cooldown_started,
+                    "cooldown_time": 60.0,
+                },
+            )
+        ],
+    )
+
+    check = EncryptedContentAffinityCheck(router=mock_router)
+    encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(
+        "deployment-a-cooled-429", "rs_test"
+    )
+    healthy_only_b = [
+        {
+            "model_info": {"id": "deployment-b"},
+            "litellm_params": {
+                "api_base": "https://account-b.openai.azure.com/",
+                "api_key": "key-b",
+                "model": "azure/gpt-5.4",
+            },
+        }
+    ]
+    request_kwargs = {
+        "input": [{"id": encoded_id, "type": "reasoning"}],
+    }
+
+    with pytest.raises(RateLimitError) as excinfo:
+        await check.async_filter_deployments(
+            model="gpt-5.4",
+            healthy_deployments=healthy_only_b,
+            messages=None,
+            request_kwargs=request_kwargs,
+        )
+
+    assert "deployment-a-cooled-429" not in str(excinfo.value)
+    assert excinfo.value.status_code == 429
+    retry_after = excinfo.value.response.headers.get("retry-after")
+    assert retry_after is not None
+    assert 1 <= int(retry_after) <= 60
+
+
+@pytest.mark.asyncio
+async def test_affinity_raises_service_unavailable_when_origin_filtered_without_cooldown_entry():
+    """
+    Originating deployment is configured but absent from healthy_deployments
+    with no active cooldown entry. Surface as 503 (we cannot prove the cause
+    was rate-limiting) rather than guessing 429.
+    """
+    from litellm.exceptions import ServiceUnavailableError
+    from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import (
+        EncryptedContentAffinityCheck,
+    )
+
+    originating = _make_originating_mock("https://account-a.openai.azure.com/", "key-a")
+    mock_router = _make_router_mock_with_cooldown(originating, cooldown_entries=[])
+
+    check = EncryptedContentAffinityCheck(router=mock_router)
+    encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(
+        "deployment-a-filtered", "rs_test"
+    )
+    healthy_only_b = [
+        {
+            "model_info": {"id": "deployment-b"},
+            "litellm_params": {
+                "api_base": "https://account-b.openai.azure.com/",
+                "api_key": "key-b",
+                "model": "azure/gpt-5.4",
+            },
+        }
+    ]
+    request_kwargs = {
+        "input": [{"id": encoded_id, "type": "reasoning"}],
+    }
+
+    with pytest.raises(ServiceUnavailableError) as excinfo:
+        await check.async_filter_deployments(
+            model="gpt-5.4",
+            healthy_deployments=healthy_only_b,
+            messages=None,
+            request_kwargs=request_kwargs,
+        )
+
+    assert excinfo.value.status_code == 503
+
+
+@pytest.mark.asyncio
+async def test_affinity_raises_bad_request_when_origin_removed():
+    """
+    Originating deployment was removed from the router config and no boundary
+    peer is available. This is permanent (the stale encrypted_content cannot
+    be honored), so surface a 400 with actionable text.
+    """
+    from unittest.mock import MagicMock
+
+    from litellm.exceptions import BadRequestError
+    from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import (
+        EncryptedContentAffinityCheck,
+    )
+
+    mock_router = MagicMock()
+    mock_router.get_deployment.return_value = None
+
+    check = EncryptedContentAffinityCheck(router=mock_router)
+    encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(
+        "deployment-removed", "rs_test"
+    )
+    healthy_only_b = [
+        {
+            "model_info": {"id": "deployment-b"},
+            "litellm_params": {
+                "api_base": "https://account-b.openai.azure.com/",
+                "api_key": "key-b",
+                "model": "azure/gpt-5.4",
+            },
+        }
+    ]
+    request_kwargs = {
+        "input": [{"id": encoded_id, "type": "reasoning"}],
+    }
+
+    with pytest.raises(BadRequestError) as excinfo:
+        await check.async_filter_deployments(
+            model="gpt-5.4",
+            healthy_deployments=healthy_only_b,
+            messages=None,
+            request_kwargs=request_kwargs,
+        )
+
+    assert "deployment-removed" not in str(excinfo.value)
+
+
+@pytest.mark.asyncio
+async def test_affinity_does_not_raise_when_boundary_peer_available():
+    """
+    Even when the originating deployment is filtered out, if a peer on the
+    same (api_base, api_key) is in healthy_deployments, the boundary-match
+    path must succeed silently — no exception.
+    """
+    from unittest.mock import MagicMock
+
+    from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import (
+        EncryptedContentAffinityCheck,
+    )
+
+    originating = MagicMock()
+    originating.litellm_params.model_dump.return_value = {
+        "api_base": "https://account-a.openai.azure.com/",
+        "api_key": "key-a",
+    }
+    mock_router = MagicMock()
+    mock_router.get_deployment.return_value = originating
+
+    check = EncryptedContentAffinityCheck(router=mock_router)
+    encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(
+        "deployment-a", "rs_test"
+    )
+    peer = {
+        "model_info": {"id": "deployment-a-peer"},
+        "litellm_params": {
+            "api_base": "https://account-a.openai.azure.com/",
+            "api_key": "key-a",
+            "model": "azure/gpt-5.4",
+        },
+    }
+    request_kwargs = {
+        "input": [{"id": encoded_id, "type": "reasoning"}],
+    }
+
+    result = await check.async_filter_deployments(
+        model="gpt-5.4",
+        healthy_deployments=[peer],
+        messages=None,
+        request_kwargs=request_kwargs,
+    )
+
+    assert result == [peer]
+    assert request_kwargs.get("_encrypted_content_affinity_pinned") is True

From 38709ba9bbbfb46a81c8bf47cd7698e2cf7e0679 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Wed, 13 May 2026 22:19:05 +0530
Subject: [PATCH 07/37] feat(proxy): skip disable_background_health_check
 models on GET /health when flag set (#27716)

* feat(proxy): skip disable_background_health_check models on GET /health when flag set

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix comment

* fix greptile comments

* Fix health check fallback kwargs

* Format health endpoint

* Harden direct health check kwargs compatibility for monkeypatched perform_health_check

Replace substring-based TypeError detection with unexpected-keyword checks
and a short retry chain (full kwargs, instrumentation only, filter only,
minimal) so partial stubs work regardless of which optional kwarg fails first.
Add proxy unit tests for legacy three-arg stubs and single-kwarg variants.

Co-authored-by: Sameer Kankute <Sameerlite@users.noreply.github.com>

* fix black

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Sameer Kankute <Sameerlite@users.noreply.github.com>
---
 litellm/proxy/_types.py                       |  7 ++
 litellm/proxy/health_check.py                 | 42 ++++++++
 .../shared_health_check_manager.py            |  5 +
 .../health_endpoints/_health_endpoints.py     | 72 +++++++++-----
 litellm/proxy/proxy_server.py                 | 60 ++++++++----
 .../litellm_utils_tests/test_health_check.py  | 39 ++++++++
 tests/proxy_unit_tests/test_proxy_server.py   | 98 ++++++++++++++++++-
 .../proxy/test_health_check_functions.py      | 35 +++++++
 .../proxy/test_shared_health_check.py         | 20 +++-
 9 files changed, 326 insertions(+), 52 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6128f485748..f513381c868 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2401,6 +2401,13 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
             "health checks run without a concurrency cap"
         ),
     )
+    health_check_skip_disabled_background_models: bool = Field(
+        False,
+        description=(
+            "When true, deployments with model_info.disable_background_health_check "
+            "are skipped for on-demand GET /health as well as the background health loop."
+        ),
+    )
     alerting: Optional[List] = Field(
         None,
         description="List of alerting integrations. Today, just slack - `alerting: ['slack']`",
diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py
index 400da9da0d5..585ba883947 100644
--- a/litellm/proxy/health_check.py
+++ b/litellm/proxy/health_check.py
@@ -86,6 +86,24 @@ def _clean_endpoint_data(endpoint_data: dict, details: Optional[bool] = True):
     )
 
 
+def health_check_filter_kwargs_from_general_settings(
+    general_settings: Optional[dict],
+) -> dict:
+    """
+    Build kwargs for ``perform_health_check`` from ``general_settings``.
+
+    When ``health_check_skip_disabled_background_models`` is true, deployments with
+    ``model_info.disable_background_health_check`` are omitted from health runs
+    (including on-demand ``GET /health``), matching the background loop behavior.
+    """
+    g = general_settings or {}
+    return {
+        "health_check_skip_disabled_background_models": bool(
+            g.get("health_check_skip_disabled_background_models", False)
+        ),
+    }
+
+
 def filter_deployments_by_id(
     model_list: List,
 ) -> List:
@@ -438,6 +456,7 @@ async def perform_health_check(
     model_id: Optional[str] = None,
     max_concurrency: Optional[int] = None,
     instrumentation_context: Optional[dict] = None,
+    health_check_skip_disabled_background_models: bool = False,
 ):
     """
     Perform a health check on the system.
@@ -446,6 +465,12 @@ async def perform_health_check(
     (so models that share the same name but have different ids are checked separately).
     When model (name) is provided, all deployments matching that name are checked.
 
+    When ``health_check_skip_disabled_background_models`` is True (via
+    ``general_settings.health_check_skip_disabled_background_models``), deployments
+    with ``model_info.disable_background_health_check: true`` are omitted from
+    this run (including targeted ``/health`` queries), consistent with the
+    background health loop.
+
     Returns:
         (bool): True if the health check passes, False otherwise.
     """
@@ -486,6 +511,23 @@ async def perform_health_check(
             _new_model_list = [x for x in model_list if x["model_name"] == model]
         model_list = _new_model_list
 
+    if health_check_skip_disabled_background_models:
+        model_list = [
+            x
+            for x in model_list
+            if not (x.get("model_info") or {}).get(
+                "disable_background_health_check", False
+            )
+        ]
+    if not model_list:
+        if instrumentation_enabled:
+            logger.debug(
+                "health_check_cycle_skipped source=%s cycle_id=%s reason=no_models_after_filter",
+                source,
+                cycle_id,
+            )
+        return [], [], {}
+
     post_filter_model_count = len(model_list)
     model_list = filter_deployments_by_id(
         model_list=model_list
diff --git a/litellm/proxy/health_check_utils/shared_health_check_manager.py b/litellm/proxy/health_check_utils/shared_health_check_manager.py
index ad58bc7e286..5c5f8929a34 100644
--- a/litellm/proxy/health_check_utils/shared_health_check_manager.py
+++ b/litellm/proxy/health_check_utils/shared_health_check_manager.py
@@ -192,6 +192,7 @@ class SharedHealthCheckManager:
         model_list: List[Dict[str, Any]],
         details: bool = True,
         max_concurrency: Optional[int] = None,
+        health_check_skip_disabled_background_models: bool = False,
     ) -> Tuple[List[Dict[str, Any]], List[Dict[str, Any]], Dict[str, Any]]:
         """
         Perform health check with shared state coordination.
@@ -207,6 +208,7 @@ class SharedHealthCheckManager:
             model_list: List of models to check
             details: Whether to include detailed information
             max_concurrency: Optional limit on concurrent health check requests
+            health_check_skip_disabled_background_models: Remove models with disable_background_health_check: true
 
         Returns:
             Tuple of (healthy_endpoints, unhealthy_endpoints)
@@ -240,6 +242,7 @@ class SharedHealthCheckManager:
                     model_list=model_list,
                     details=details,
                     max_concurrency=max_concurrency,
+                    health_check_skip_disabled_background_models=health_check_skip_disabled_background_models,
                 )
 
                 # Cache the results
@@ -260,6 +263,7 @@ class SharedHealthCheckManager:
                     model_list=model_list,
                     details=details,
                     max_concurrency=max_concurrency,
+                    health_check_skip_disabled_background_models=health_check_skip_disabled_background_models,
                 )
 
             # Lock not acquired — poll for cached results until the lock
@@ -316,6 +320,7 @@ class SharedHealthCheckManager:
                 model_list=model_list,
                 details=details,
                 max_concurrency=max_concurrency,
+                health_check_skip_disabled_background_models=health_check_skip_disabled_background_models,
             )
 
     async def is_health_check_in_progress(self) -> bool:
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 2c857c0fde8..3032c9d38cc 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -32,6 +32,7 @@ from litellm.proxy.health_check import (
     ADMIN_ONLY_HEALTH_DISPLAY_PARAMS,
     _clean_endpoint_data,
     _update_litellm_params_for_health_check,
+    health_check_filter_kwargs_from_general_settings,
     perform_health_check,
     run_with_timeout,
 )
@@ -858,6 +859,7 @@ async def _perform_health_check_and_save(
     user_id,
     model_id=None,
     max_concurrency=None,
+    **perform_health_check_extra,
 ):
     """Helper function to perform health check and save results to database"""
     healthy_endpoints, unhealthy_endpoints, _ = await perform_health_check(
@@ -867,6 +869,7 @@ async def _perform_health_check_and_save(
         details=details,
         max_concurrency=max_concurrency,
         model_id=model_id,
+        **perform_health_check_extra,
     )
 
     # Optionally save health check result to database (non-blocking)
@@ -894,6 +897,37 @@ async def _perform_health_check_and_save(
     }
 
 
+def _health_endpoint_resolve_target_model_name(
+    model: Optional[str],
+    model_id: Optional[str],
+    llm_router,
+) -> Optional[str]:
+    """Map ``model_id`` (without ``model``) to ``model_name`` for live health checks."""
+    if not model_id or model:
+        return model
+    if llm_router is None:
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail={"error": f"Model with ID {model_id} not found"},
+        )
+    try:
+        deployment = llm_router.get_deployment(model_id=model_id)
+    except Exception as e:
+        verbose_proxy_logger.error(
+            f"Error getting deployment for model_id {model_id}: {e}"
+        )
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail={"error": f"Model with ID {model_id} not found"},
+        ) from e
+    if deployment is None:
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail={"error": f"Model with ID {model_id} not found"},
+        )
+    return deployment.model_name
+
+
 @router.get("/health", tags=["health"], dependencies=[Depends(user_api_key_auth)])
 async def health_endpoint(
     response: Response,
@@ -920,10 +954,15 @@ async def health_endpoint(
         background_health_checks: True
     ```
     else, the health checks will be run on models when /health is called.
+
+    To skip deployments that set ``model_info.disable_background_health_check: true``
+    on ``GET /health`` as well as in the background loop, set
+    ``general_settings.health_check_skip_disabled_background_models: true``.
     """
     import time
 
     from litellm.proxy.proxy_server import (
+        general_settings,
         health_check_concurrency,
         health_check_details,
         health_check_results,
@@ -934,35 +973,12 @@ async def health_endpoint(
         user_model,
     )
 
+    _hc_filter = health_check_filter_kwargs_from_general_settings(general_settings)
     start_time = time.time()
 
-    # Handle model_id parameter - convert to model name for health check
-    target_model = model
-    if model_id and not model:
-        # Use get_deployment from router to find the model name
-        if llm_router is not None:
-            try:
-                deployment = llm_router.get_deployment(model_id=model_id)
-                if deployment is not None:
-                    target_model = deployment.model_name
-                else:
-                    raise HTTPException(
-                        status_code=status.HTTP_404_NOT_FOUND,
-                        detail={"error": f"Model with ID {model_id} not found"},
-                    )
-            except Exception as e:
-                verbose_proxy_logger.error(
-                    f"Error getting deployment for model_id {model_id}: {e}"
-                )
-                raise HTTPException(
-                    status_code=status.HTTP_404_NOT_FOUND,
-                    detail={"error": f"Model with ID {model_id} not found"},
-                )
-        else:
-            raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail={"error": f"Model with ID {model_id} not found"},
-            )
+    target_model = _health_endpoint_resolve_target_model_name(
+        model, model_id, llm_router
+    )
 
     is_admin = _is_proxy_admin(user_api_key_dict)
     model_specific_request = bool(model or model_id)
@@ -1000,6 +1016,7 @@ async def health_endpoint(
                     user_id=user_api_key_dict.user_id,
                     model_id=None,  # CLI model doesn't have model_id
                     max_concurrency=health_check_concurrency,
+                    **_hc_filter,
                 )
                 return _post_process(cli_result)
             raise HTTPException(
@@ -1085,6 +1102,7 @@ async def health_endpoint(
                 user_id=user_api_key_dict.user_id,
                 model_id=model_id,
                 max_concurrency=health_check_concurrency,
+                **_hc_filter,
             )
             return _post_process(router_result)
     except Exception as e:
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4a538a28e03..5851d2550bd 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -314,7 +314,10 @@ from litellm.proxy.guardrails.init_guardrails import (
     init_guardrails_v2,
     initialize_guardrails,
 )
-from litellm.proxy.health_check import perform_health_check
+from litellm.proxy.health_check import (
+    health_check_filter_kwargs_from_general_settings,
+    perform_health_check,
+)
 from litellm.proxy.health_endpoints._health_endpoints import router as health_router
 from litellm.proxy.hooks.model_max_budget_limiter import (
     _PROXY_VirtualKeyModelMaxBudgetLimiter,
@@ -2733,29 +2736,44 @@ def _rss_mb_for_log() -> str:
     return f"{rss_mb:.2f}"
 
 
+def _is_unexpected_keyword_argument_type_error(exc: BaseException) -> bool:
+    """True when ``exc`` is a TypeError from passing a kwarg the callee does not accept."""
+    return isinstance(exc, TypeError) and (
+        "unexpected keyword argument" in str(exc).lower()
+    )
+
+
 async def _run_direct_health_check_with_instrumentation(
     model_list: list,
     details: Optional[bool],
     max_concurrency: Optional[int],
     instrumentation_context: dict,
 ):
-    try:
-        return await perform_health_check(
-            model_list=model_list,
-            details=details,
-            max_concurrency=max_concurrency,
-            instrumentation_context=instrumentation_context,
-        )
-    except TypeError as e:
-        if "instrumentation_context" not in str(e):
-            raise
-        # Backward compatibility for monkeypatched or wrapped callables
-        # that do not accept instrumentation_context.
-        return await perform_health_check(
-            model_list=model_list,
-            details=details,
-            max_concurrency=max_concurrency,
-        )
+    """Call ``perform_health_check``, retrying with fewer kwargs on unexpected-kw TypeErrors."""
+    _hc_filter = health_check_filter_kwargs_from_general_settings(general_settings)
+    last_type_error: Optional[TypeError] = None
+    for extra_kwargs in (
+        {
+            "instrumentation_context": instrumentation_context,
+            **_hc_filter,
+        },
+        {"instrumentation_context": instrumentation_context},
+        dict(_hc_filter),
+        {},
+    ):
+        try:
+            return await perform_health_check(
+                model_list=model_list,
+                details=details,
+                max_concurrency=max_concurrency,
+                **extra_kwargs,
+            )
+        except TypeError as e:
+            if not _is_unexpected_keyword_argument_type_error(e):
+                raise
+            last_type_error = e
+    assert last_type_error is not None
+    raise last_type_error
 
 
 def _schedule_background_health_check_db_save(
@@ -3020,6 +3038,7 @@ async def _run_background_health_check():
         details_bool = (
             health_check_details if health_check_details is not None else True
         )
+        _hc_filter = health_check_filter_kwargs_from_general_settings(general_settings)
 
         if shared_health_manager is not None:
             try:
@@ -3031,6 +3050,7 @@ async def _run_background_health_check():
                     model_list=_llm_model_list,
                     details=details_bool,
                     max_concurrency=health_check_concurrency,
+                    **_hc_filter,
                 )
             except Exception as e:
                 verbose_proxy_logger.error(
@@ -3043,7 +3063,7 @@ async def _run_background_health_check():
                     _exceptions_by_model_id,
                 ) = await _run_direct_health_check_with_instrumentation(
                     _llm_model_list,
-                    health_check_details,
+                    details_bool,
                     health_check_concurrency,
                     instrumentation_context,
                 )
@@ -3054,7 +3074,7 @@ async def _run_background_health_check():
                 _exceptions_by_model_id,
             ) = await _run_direct_health_check_with_instrumentation(
                 _llm_model_list,
-                health_check_details,
+                details_bool,
                 health_check_concurrency,
                 instrumentation_context,
             )
diff --git a/tests/litellm_utils_tests/test_health_check.py b/tests/litellm_utils_tests/test_health_check.py
index 61590e8f95a..8a6bed61a3b 100644
--- a/tests/litellm_utils_tests/test_health_check.py
+++ b/tests/litellm_utils_tests/test_health_check.py
@@ -495,6 +495,45 @@ async def test_perform_health_check_filters_by_model_id():
     assert healthy_endpoints[0]["api_key"] == "fake-key-2"
 
 
+@pytest.mark.asyncio
+async def test_perform_health_check_skip_disabled_background_models():
+    from litellm.proxy.health_check import perform_health_check
+
+    model_list = [
+        {
+            "model_name": "a",
+            "model_info": {"id": "id-a"},
+            "litellm_params": {"model": "m-a", "api_key": "k1"},
+        },
+        {
+            "model_name": "b",
+            "model_info": {
+                "id": "id-b",
+                "disable_background_health_check": True,
+            },
+            "litellm_params": {"model": "m-b", "api_key": "k2"},
+        },
+    ]
+    captured = []
+
+    async def mock_inner(m_list, details=True, **kwargs):
+        captured.append(list(m_list))
+        return [], [], {}
+
+    with patch(
+        "litellm.proxy.health_check._perform_health_check",
+        side_effect=mock_inner,
+    ):
+        await perform_health_check(
+            model_list=model_list,
+            health_check_skip_disabled_background_models=True,
+        )
+
+    assert len(captured) == 1
+    assert len(captured[0]) == 1
+    assert captured[0][0]["model_name"] == "a"
+
+
 @pytest.mark.asyncio
 async def test_perform_health_check_with_health_check_model():
     """
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index cdcdc89e7f0..9c08175767d 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -2485,7 +2485,9 @@ async def test_background_health_check_skip_disabled_models(monkeypatch):
     ]
     called_model_lists = []
 
-    async def fake_perform_health_check(model_list, details, max_concurrency=None):
+    async def fake_perform_health_check(
+        model_list, details, max_concurrency=None, **kwargs
+    ):
         called_model_lists.append(copy.deepcopy(model_list))
         return (["healthy"], [], {})
 
@@ -2508,6 +2510,100 @@ async def test_background_health_check_skip_disabled_models(monkeypatch):
     assert called_model_lists == [[{"model_name": "model-a"}]]
 
 
+@pytest.mark.asyncio
+async def test_run_direct_health_check_with_instrumentation_legacy_three_arg_stub(
+    monkeypatch,
+):
+    """Monkeypatched perform_health_check with only base kwargs should still run."""
+    import litellm.proxy.proxy_server as proxy_server
+
+    async def fake_perform_health_check(model_list, details, max_concurrency=None):
+        return ([], [], {})
+
+    monkeypatch.setattr(proxy_server, "perform_health_check", fake_perform_health_check)
+    result = await proxy_server._run_direct_health_check_with_instrumentation(
+        [{"model_name": "m"}],
+        True,
+        1,
+        {"enabled": True, "source": "test", "cycle_id": "c1"},
+    )
+    assert result == ([], [], {})
+
+
+@pytest.mark.asyncio
+async def test_run_direct_health_check_with_instrumentation_accepts_instrumentation_only(
+    monkeypatch,
+):
+    """Stub that accepts instrumentation_context but not health_check filter kwargs."""
+    import litellm.proxy.proxy_server as proxy_server
+
+    seen: list = []
+
+    async def fake_perform_health_check(
+        model_list, details, max_concurrency=None, instrumentation_context=None
+    ):
+        seen.append(instrumentation_context)
+        return ([], [], {})
+
+    monkeypatch.setattr(proxy_server, "perform_health_check", fake_perform_health_check)
+    await proxy_server._run_direct_health_check_with_instrumentation(
+        [],
+        False,
+        2,
+        {"enabled": True, "source": "test", "cycle_id": "c2"},
+    )
+    assert len(seen) == 1
+    assert seen[0]["cycle_id"] == "c2"
+
+
+@pytest.mark.asyncio
+async def test_run_direct_health_check_with_instrumentation_accepts_filter_only(
+    monkeypatch,
+):
+    """Stub that accepts health_check_skip_disabled_background_models but not instrumentation."""
+    import litellm.proxy.proxy_server as proxy_server
+
+    seen: list = []
+
+    async def fake_perform_health_check(
+        model_list,
+        details,
+        max_concurrency=None,
+        health_check_skip_disabled_background_models=False,
+    ):
+        seen.append(health_check_skip_disabled_background_models)
+        return ([], [], {})
+
+    monkeypatch.setattr(proxy_server, "perform_health_check", fake_perform_health_check)
+    await proxy_server._run_direct_health_check_with_instrumentation(
+        [],
+        True,
+        None,
+        {"enabled": False},
+    )
+    assert len(seen) == 1
+    assert seen[0] is False
+
+
+@pytest.mark.asyncio
+async def test_run_direct_health_check_with_instrumentation_non_kw_typeerror_reraises(
+    monkeypatch,
+):
+    import litellm.proxy.proxy_server as proxy_server
+
+    async def fake_perform_health_check(**kwargs):
+        raise TypeError("unsupported operand type(s)")
+
+    monkeypatch.setattr(proxy_server, "perform_health_check", fake_perform_health_check)
+    with pytest.raises(TypeError, match="unsupported operand"):
+        await proxy_server._run_direct_health_check_with_instrumentation(
+            [],
+            True,
+            1,
+            {},
+        )
+
+
 def test_get_timeout_from_request():
     from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 
diff --git a/tests/test_litellm/proxy/test_health_check_functions.py b/tests/test_litellm/proxy/test_health_check_functions.py
index bd79361fa9d..f223241baf4 100644
--- a/tests/test_litellm/proxy/test_health_check_functions.py
+++ b/tests/test_litellm/proxy/test_health_check_functions.py
@@ -566,6 +566,7 @@ async def test_perform_health_check_and_save_passes_model_id_to_perform_health_c
         details=True,
         model_id=None,
         max_concurrency=None,
+        **kwargs,
     ):
         return healthy, unhealthy, {}
 
@@ -591,5 +592,39 @@ async def test_perform_health_check_and_save_passes_model_id_to_perform_health_c
     assert result["unhealthy_count"] == 0
 
 
+@pytest.mark.asyncio
+async def test_perform_health_check_and_save_forwards_skip_disabled_background_flag():
+    """health_check_skip_disabled_background_models should reach perform_health_check."""
+    model_list = [
+        {
+            "model_name": "gpt-4",
+            "model_info": {"id": "deployment-abc"},
+            "litellm_params": {"model": "gpt-4"},
+        },
+    ]
+
+    async def mock_perform_health_check(**kwargs):
+        return [], [], {}
+
+    with patch(
+        "litellm.proxy.health_endpoints._health_endpoints.perform_health_check",
+        side_effect=mock_perform_health_check,
+    ) as mock_perform:
+        await _perform_health_check_and_save(
+            model_list=model_list,
+            target_model=None,
+            cli_model=None,
+            details=True,
+            prisma_client=None,
+            start_time=0.0,
+            user_id="user-1",
+            model_id=None,
+            health_check_skip_disabled_background_models=True,
+        )
+
+    call_kwargs = mock_perform.call_args[1]
+    assert call_kwargs["health_check_skip_disabled_background_models"] is True
+
+
 if __name__ == "__main__":
     pytest.main([__file__])
diff --git a/tests/test_litellm/proxy/test_shared_health_check.py b/tests/test_litellm/proxy/test_shared_health_check.py
index 1530d336085..9f4078880e8 100644
--- a/tests/test_litellm/proxy/test_shared_health_check.py
+++ b/tests/test_litellm/proxy/test_shared_health_check.py
@@ -310,7 +310,10 @@ class TestSharedHealthCheckManager:
 
         # Should call perform_health_check and cache results
         mock_perform.assert_called_once_with(
-            model_list=model_list, details=True, max_concurrency=None
+            model_list=model_list,
+            details=True,
+            max_concurrency=None,
+            health_check_skip_disabled_background_models=False,
         )
         assert healthy == expected_healthy
         assert unhealthy == expected_unhealthy
@@ -397,7 +400,10 @@ class TestSharedHealthCheckManager:
         assert mock_sleep.call_count == 2
         mock_sleep.assert_called_with(5)
         mock_perform.assert_called_once_with(
-            model_list=model_list, details=True, max_concurrency=None
+            model_list=model_list,
+            details=True,
+            max_concurrency=None,
+            health_check_skip_disabled_background_models=False,
         )
         assert healthy == expected_healthy
         assert unhealthy == expected_unhealthy
@@ -437,7 +443,10 @@ class TestSharedHealthCheckManager:
         # Should detect orphaned lock after 1 iteration and fall back immediately
         mock_sleep.assert_called_once_with(5)
         mock_perform.assert_called_once_with(
-            model_list=model_list, details=True, max_concurrency=None
+            model_list=model_list,
+            details=True,
+            max_concurrency=None,
+            health_check_skip_disabled_background_models=False,
         )
         assert healthy == expected_healthy
         assert unhealthy == expected_unhealthy
@@ -506,7 +515,10 @@ class TestSharedHealthCheckManager:
         # Should NOT sleep at all — falls back to local health check immediately
         mock_sleep.assert_not_called()
         mock_perform.assert_called_once_with(
-            model_list=model_list, details=True, max_concurrency=None
+            model_list=model_list,
+            details=True,
+            max_concurrency=None,
+            health_check_skip_disabled_background_models=False,
         )
         assert healthy == expected_healthy
         assert unhealthy == expected_unhealthy

From 93706bfb9a9410e1b8e2b347211e9496711c9613 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 13 May 2026 10:04:59 -0700
Subject: [PATCH 08/37] fix(bedrock-converse): drop blank-text fallback for
 empty thinking blocks (#27850)

* fix(bedrock-converse): drop blank-text fallback for empty thinking blocks

Claude Code with extended thinking replays prior assistant turns that
include an empty thinking block (`thinking=""`, `signature=""`) alongside
tool_use blocks. The unsigned-reasoning fallback in
`add_thinking_blocks_to_assistant_content` was emitting
`BedrockContentBlock(text="")`, which Bedrock Converse rejects with:

  "The text field in the ContentBlock object at messages.X.content.0
   is blank."

Guard the fallback with a strip() check, matching the existing
empty-text guards elsewhere in `_bedrock_converse_messages_pt`.

* style: remove unneeded comments
---
 .../prompt_templates/factory.py               |  5 +-
 ...llm_core_utils_prompt_templates_factory.py | 75 +++++++++++++++++++
 2 files changed, 78 insertions(+), 2 deletions(-)

diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index abe9e016e26..d40ca4e3597 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -4977,8 +4977,9 @@ class BedrockConverseMessagesProcessor:
             )
             if reasoning_text and not reasoning_text.get("signature"):
                 reasoning_text_text = reasoning_text["text"]
-                assistants_part = BedrockContentBlock(text=reasoning_text_text)
-                assistant_parts.append(assistants_part)
+                if reasoning_text_text.strip():
+                    assistants_part = BedrockContentBlock(text=reasoning_text_text)
+                    assistant_parts.append(assistants_part)
             else:
                 filtered_thinking_blocks.append(block)
         if len(filtered_thinking_blocks) > 0:
diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
index 27a3ddb553d..6c8f7585abb 100644
--- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
+++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
@@ -91,6 +91,81 @@ async def test_anthropic_bedrock_thinking_blocks_with_none_content():
     )
 
 
+def test_bedrock_converse_assistant_with_empty_thinking_block_and_tool_calls():
+    """
+    Regression: Claude Code (with extended thinking enabled) replays prior
+    assistant turns that include an empty thinking block alongside tool_use
+    blocks, e.g.
+
+        content=[
+            {"type": "text", "text": ""},
+            {"type": "thinking", "thinking": "", "signature": ""},
+            {"type": "tool_use", ...},
+        ]
+
+    After the Anthropic→OpenAI adapter, this becomes assistant message with
+    content="" and thinking_blocks=[{thinking:"", signature:""}] plus
+    tool_calls. The Bedrock Converse fallback for unsigned reasoning content
+    was emitting `BedrockContentBlock(text="")`, which Bedrock rejects with:
+
+        "The text field in the ContentBlock object at messages.X.content.0
+         is blank."
+
+    Verify no blank-text ContentBlocks are produced.
+    """
+    messages = [
+        {"role": "user", "content": "tell me about this repo"},
+        {
+            "role": "assistant",
+            "content": "",
+            "thinking_blocks": [
+                {"type": "thinking", "thinking": "", "signature": ""},
+            ],
+            "tool_calls": [
+                {
+                    "id": "tooluse_aC8Izm8kl5DqVkgLA4XqcH",
+                    "type": "function",
+                    "function": {"name": "Bash", "arguments": '{"command": "ls"}'},
+                },
+                {
+                    "id": "tooluse_31BEsgAjDwZxsUofwmdVPS",
+                    "type": "function",
+                    "function": {"name": "Bash", "arguments": '{"command": "pwd"}'},
+                },
+            ],
+        },
+        {
+            "role": "tool",
+            "tool_call_id": "tooluse_aC8Izm8kl5DqVkgLA4XqcH",
+            "content": "file1\nfile2",
+        },
+        {
+            "role": "tool",
+            "tool_call_id": "tooluse_31BEsgAjDwZxsUofwmdVPS",
+            "content": "/repo",
+        },
+    ]
+
+    result = _bedrock_converse_messages_pt(
+        messages=messages,
+        model="us.anthropic.claude-opus-4-7",
+        llm_provider="bedrock",
+    )
+
+    assistant_blocks = [m for m in result if m["role"] == "assistant"]
+    assert len(assistant_blocks) == 1
+    for block in assistant_blocks[0]["content"]:
+        if "text" in block:
+            assert block[
+                "text"
+            ].strip(), (
+                f"Bedrock Converse rejects blank-text ContentBlocks; got {block!r}"
+            )
+    # toolUse blocks must still be present
+    tool_use_blocks = [b for b in assistant_blocks[0]["content"] if "toolUse" in b]
+    assert len(tool_use_blocks) == 2
+
+
 def test_convert_to_azure_openai_messages():
     """Test coverting image_url to azure_openai spec"""
 

From 9f9e21d463e18d6da697b0b99a95de6ef2805b2d Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Wed, 13 May 2026 18:29:42 +0000
Subject: [PATCH 09/37] fix(proxy): thread config_file_path through
 LiteLLM_JWTAuth.custom_validate

LiteLLM_JWTAuth.__init__ calls get_instance_fn(custom_validate) without
config_file_path, so an operator who configures custom_validate:
s3://bucket/module.fn in their YAML JWT auth section would hit the
runtime gate on startup and break their deployment.

Accept config_file_path as a non-field kwarg (popped before the
invalid-keys check), thread it into get_instance_fn, and pass it from
the startup-load callsite via the existing user_config_file_path
module-level path. Admin-API JWT config writes leave the kwarg at None
and still hit the gate.
---
 litellm/proxy/_types.py       | 10 +++++++++-
 litellm/proxy/proxy_server.py | 10 +++++++++-
 2 files changed, 18 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 6128f485748..3fdc4c35e03 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -4486,6 +4486,14 @@ class LiteLLM_JWTAuth(LiteLLMPydanticObjectBase):
     #########################################################
 
     def __init__(self, **kwargs: Any) -> None:
+        # ``config_file_path`` is a non-field kwarg threaded by the
+        # startup-load path so an operator-configured
+        # ``custom_validate: s3://bucket/module.fn`` resolves through
+        # the documented config-file flow. Pop before the invalid-keys
+        # check; the runtime gate in ``get_instance_fn`` refuses
+        # ``s3://`` / ``gcs://`` when this is None.
+        config_file_path = kwargs.pop("config_file_path", None)
+
         # get the attribute names for this Pydantic model
         allowed_keys = LiteLLM_JWTAuth.__annotations__.keys()
 
@@ -4499,7 +4507,7 @@ class LiteLLM_JWTAuth(LiteLLMPydanticObjectBase):
         custom_validate = kwargs.get("custom_validate")
 
         if custom_validate is not None:
-            fn = get_instance_fn(custom_validate)
+            fn = get_instance_fn(custom_validate, config_file_path=config_file_path)
             validate_custom_validate_return_type(fn)
             kwargs["custom_validate"] = fn
 
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index adfac4dffda..9c9c00d59c8 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -6774,7 +6774,15 @@ class ProxyStartupEvent:
             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)
-            litellm_jwtauth = LiteLLM_JWTAuth(**general_settings["litellm_jwtauth"])
+            # ``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
+            # the runtime gate; admin-API JWT config writes (no config
+            # file context) hit the gate and refuse remote loads.
+            litellm_jwtauth = LiteLLM_JWTAuth(
+                config_file_path=user_config_file_path,
+                **general_settings["litellm_jwtauth"],
+            )
         else:
             litellm_jwtauth = LiteLLM_JWTAuth()
         jwt_handler.update_environment(

From 466f06df6dca01a4a9a8d76db49a90bf4e351b11 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 00:33:36 +0530
Subject: [PATCH 10/37] fix(mcp): surface upstream 401 for token-forwarding MCP
 servers (#27847)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix(mcp): surface upstream 401 for token-forwarding MCP servers

For MCP servers configured with extra_headers: [Authorization], the gateway
forwards the client token directly to the upstream. When that token is rejected
(expired or invalid) the upstream returns 401, but the MCP SDK starts the SSE
stream with 200 OK before calling handlers, so the 401 can't be returned
mid-stream.

Fix: add a pre-flight httpx probe in handle_streamable_http_mcp — before the
SDK opens the session — so the gateway can still return HTTP 401 with
WWW-Authenticate: Bearer authorization_uri=<gateway-discovery-url> when the
upstream rejects the token. The probe fails-open (returns 200) on network
errors so a transient hiccup does not block valid requests.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): parallelize pre-flight auth probes and use HEAD to avoid side effects

- Extract forwarded_auth outside the pass-through server loop (was called N times for the same scope value)
- Gather all upstream auth probes concurrently with asyncio.gather instead of sequentially; eliminates N×5 s worst-case latency
- Switch probe from POST+initialize JSON-RPC body to HEAD request; HEAD carries the Authorization header so the upstream rejects invalid tokens with 401 but never allocates a session or writes an audit entry

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): use get_async_httpx_client in _probe_upstream_auth

Replaces bare httpx.AsyncClient with the project-standard
get_async_httpx_client(httpxSpecialProvider.MCP) to satisfy the
ensure_async_clients_test code coverage check and avoid the +500 ms
per-request overhead of creating a new client on every probe call.

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(mcp): extract pre-flight probe into _check_passthrough_upstream_auth

Moves the parallel upstream auth probe logic out of
handle_streamable_http_mcp into a dedicated helper to satisfy
Ruff PLR0915 (Too many statements > 50).

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): gate pre-flight probes on authorized server set to prevent bypass

_check_passthrough_upstream_auth was resolving user-supplied server names
directly before authorization ran, letting any permitted LiteLLM key
trigger an upstream HEAD probe to a server it was not allowed to use.

Changes:
- Call _get_allowed_mcp_servers inside the helper so only servers the
  caller's key is authorized for are probed.
- Move the call site to after toolset scoping so the auth context is
  fully resolved before the probe list is built.
- Thread user_api_key_auth into the helper signature (replaces the raw
  mcp_servers name list).

Co-authored-by: Cursor <cursoragent@cursor.com>

* Add async HTTP HEAD support

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): use Scope type annotation in _get_forwarded_auth_from_scope

Co-authored-by: Cursor <cursoragent@cursor.com>

* Fix MCP upstream auth probe method

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* Remove unused AsyncHTTPHandler head method

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): exclude has_client_credentials servers from pre-flight auth probe

_prepare_mcp_server_headers skips caller Authorization when the server
uses OAuth client-credentials (M2M), but the pre-flight probe was still
selecting those servers and forwarding the caller's raw token in the HEAD
request. Exclude servers with has_client_credentials from the probe list
to match the actual downstream header-preparation logic.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): propagate upstream 403 as 403, not 401 with WWW-Authenticate

Per RFC 9110, 401 means "go get new credentials." Mapping an upstream 403
to a gateway 401 causes OAuth clients to restart the authorization flow,
obtain a fresh token with identical scopes, hit 403 again, and loop
indefinitely.

401 from upstream → gateway 401 + WWW-Authenticate (re-authorize)
403 from upstream → gateway 403 (no WWW-Authenticate hint)

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): skip auth probe when Authorization may be the LiteLLM proxy key

The pre-flight upstream probe must not forward the caller's Authorization
header when it could itself be the LiteLLM proxy API key. Restrict the
probe to requests that supply x-litellm-api-key explicitly — only then is
the Authorization header unambiguously the upstream OAuth token the
caller wants forwarded.

* Fix MCP ASGI HTTPException propagation

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): use public AsyncHTTPHandler.post() in auth probe

Use AsyncHTTPHandler.post() and catch httpx.HTTPStatusError explicitly so
the 401/403 we want to surface is not silently swallowed by the broad
fail-open except Exception block. Avoids reaching into the handler's
private client attribute, which would silently regress to fail-open if
AsyncHTTPHandler is ever refactored.

* Fix MCP auth probe tests

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* test(mcp): add coverage for httpx.HTTPStatusError path in auth probe

AsyncHTTPHandler.post() calls raise_for_status() internally, so a real
upstream 401/403 lands as httpx.HTTPStatusError. Add a test that exercises
that specific exception path so a regression that swallows the error in
the broad fail-open except Exception would be caught.

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Yassin Kortam <yassin@berri.ai>
Co-authored-by: claude-bot <claude-bot@anthropic.com>
---
 .../proxy/_experimental/mcp_server/server.py  | 165 +++++++++++++++++-
 litellm/proxy/proxy_server.py                 |  11 +-
 .../mcp_server/test_mcp_server.py             | 134 ++++++++++++++
 .../proxy/test_mcp_asgi_response.py           |  36 ++++
 4 files changed, 344 insertions(+), 2 deletions(-)
 create mode 100644 tests/test_litellm/proxy/test_mcp_asgi_response.py

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 276a6e8a3bb..685232d0495 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -23,6 +23,7 @@ from typing import (
     cast,
 )
 
+import httpx
 from fastapi import FastAPI, HTTPException
 from pydantic import AnyUrl, ConfigDict
 from starlette.requests import Request as StarletteRequest
@@ -51,13 +52,17 @@ from litellm.proxy._experimental.mcp_server.utils import (
     get_server_prefix,
     iter_known_server_prefixes,
 )
+from litellm.llms.custom_httpx.http_handler import (
+    get_async_httpx_client,
+    httpxSpecialProvider,
+)
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.ip_address_utils import IPAddressUtils
 from litellm.proxy.litellm_pre_call_utils import (
     LiteLLMProxyRequestSetup,
     get_chain_id_from_headers,
 )
-from litellm.types.mcp import MCPAuth
+from litellm.types.mcp import MCPAuth, MCPSpecVersion
 from litellm.types.mcp_server.mcp_server_manager import MCPInfo, MCPServer
 from litellm.types.utils import CallTypes, StandardLoggingMCPToolCall
 from litellm.utils import Rules, client, function_setup
@@ -2754,6 +2759,157 @@ if MCP_AVAILABLE:
             )
         return user_api_key_auth.model_copy(update={"object_permission": updated_op})
 
+    def _get_forwarded_auth_from_scope(scope: Scope) -> Optional[str]:
+        """Return the upstream-bound ``Authorization`` header value, or None.
+
+        Only returns the ``Authorization`` header when ``x-litellm-api-key`` is
+        also present. In that case ``Authorization`` is unambiguously the
+        upstream token the caller wants forwarded to the MCP server. When
+        ``x-litellm-api-key`` is absent the ``Authorization`` header may itself
+        be the LiteLLM proxy API key (backward-compat path in
+        ``MCPRequestHandler.process_mcp_request``), and forwarding it upstream
+        would leak the proxy key to a third-party MCP server.
+        """
+        authorization = None
+        has_litellm_key_header = False
+        for key, value in scope.get("headers", []):
+            key_lower = key.lower()
+            if key_lower == b"authorization":
+                authorization = value.decode("latin-1")
+            elif key_lower == b"x-litellm-api-key":
+                has_litellm_key_header = True
+        if not has_litellm_key_header:
+            return None
+        return authorization
+
+    async def _probe_upstream_auth(
+        url: str,
+        auth_header: str,
+        timeout: float = 5.0,
+    ) -> tuple:
+        """JSON-RPC initialize-probe the upstream URL to check whether the token is accepted.
+
+        Uses POST so StreamableHTTP MCP servers run the same auth path as a
+        real client request. Returns (status_code, www_authenticate).
+        Fails-open with (200, None) on network errors so a transient hiccup
+        does not block valid requests.
+
+        Uses the public ``AsyncHTTPHandler.post()`` interface and catches
+        ``httpx.HTTPStatusError`` separately so the 401/403 we want to surface
+        is not swallowed by the broad fail-open ``except Exception`` below.
+        """
+        client = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.MCP,
+            params={"timeout": timeout},
+        )
+        probe_payload = {
+            "jsonrpc": "2.0",
+            "id": "litellm-mcp-auth-probe",
+            "method": "initialize",
+            "params": {
+                "protocolVersion": MCPSpecVersion.jun_2025.value,
+                "capabilities": {},
+                "clientInfo": {
+                    "name": "litellm-mcp-auth-probe",
+                    "version": "1.0.0",
+                },
+            },
+        }
+        probe_headers = {
+            "Authorization": auth_header,
+            "Accept": "application/json, text/event-stream",
+        }
+        try:
+            resp = await client.post(
+                url=url,
+                headers=probe_headers,
+                json=probe_payload,
+                timeout=timeout,
+            )
+            return resp.status_code, resp.headers.get("www-authenticate")
+        except httpx.HTTPStatusError as exc:
+            # AsyncHTTPHandler.post() calls raise_for_status(); a 401/403 from
+            # upstream lands here. Return its status so the caller can map it
+            # to the appropriate response.
+            return exc.response.status_code, exc.response.headers.get(
+                "www-authenticate"
+            )
+        except Exception as exc:
+            verbose_logger.debug(
+                f"_probe_upstream_auth: probe to {url} failed ({exc}), allowing request through"
+            )
+            return 200, None
+
+    async def _check_passthrough_upstream_auth(
+        scope: Scope,
+        user_api_key_auth: Optional[UserAPIKeyAuth],
+        mcp_servers: Optional[List[str]],
+        client_ip: Optional[str],
+    ) -> None:
+        """Probe pass-through upstream servers in parallel before the MCP session starts.
+
+        Only servers the caller's key is already authorized to reach are probed —
+        the list is derived from _get_allowed_mcp_servers so that a user cannot
+        trigger an upstream probe against a server their key is not permitted for.
+
+        The MCP SDK commits HTTP 200 headers before invoking handlers, so a 401
+        can only be returned before that point. This function raises HTTPException(401)
+        with a WWW-Authenticate header if any upstream rejects the client token.
+        Fails-open: network errors are logged and the request is allowed through.
+        """
+        forwarded_auth = _get_forwarded_auth_from_scope(scope)
+        if not forwarded_auth:
+            return
+
+        # Use the authorized server set, not the raw user-supplied names, so that
+        # a caller cannot force a probe to a server their key is not allowed to use.
+        allowed_servers = await _get_allowed_mcp_servers(
+            user_api_key_auth=user_api_key_auth,
+            mcp_servers=mcp_servers,
+            client_ip=client_ip,
+        )
+        passthrough_servers = [
+            srv
+            for srv in allowed_servers
+            if srv.extra_headers
+            and any(h.lower() == "authorization" for h in srv.extra_headers)
+            # Exclude M2M servers: _prepare_mcp_server_headers skips caller
+            # Authorization when has_client_credentials is set, so probing
+            # those with the caller's token would send the wrong credential.
+            and not srv.has_client_credentials
+        ]
+        if not passthrough_servers:
+            return
+
+        probe_results = await asyncio.gather(
+            *[
+                _probe_upstream_auth(srv.url or "", forwarded_auth)
+                for srv in passthrough_servers
+            ]
+        )
+        request = StarletteRequest(scope)
+        base_url = get_request_base_url(request)
+        for srv, (probe_status, _) in zip(passthrough_servers, probe_results):
+            if probe_status == 401:
+                # Token is missing or expired — direct the client to re-authorize.
+                authorization_uri = (
+                    f"Bearer authorization_uri="
+                    f"{base_url}/.well-known/oauth-authorization-server/{srv.name}"
+                )
+                raise HTTPException(
+                    status_code=401,
+                    detail="Unauthorized",
+                    headers={"WWW-Authenticate": authorization_uri},
+                )
+            if probe_status == 403:
+                # Token is valid but the caller lacks permission — do not hint
+                # at re-authorization (RFC 9110: a fresh token with the same
+                # scopes would just hit 403 again and loop indefinitely).
+                raise HTTPException(
+                    status_code=403,
+                    detail="Forbidden",
+                )
+
     async def handle_streamable_http_mcp(
         scope: Scope, receive: Receive, send: Send
     ) -> None:
@@ -2827,6 +2983,13 @@ if MCP_AVAILABLE:
                     user_api_key_auth, active_toolset_id
                 )
 
+            # Pre-flight auth check for pass-through servers.  Must run after
+            # toolset scoping so the probe list is derived from the fully-authorized
+            # server set, not the raw user-supplied names.
+            await _check_passthrough_upstream_auth(
+                scope, user_api_key_auth, mcp_servers, _client_ip
+            )
+
             # Inject masked debug headers when client sends x-litellm-mcp-debug: true
             _debug_headers = MCPDebug.maybe_build_debug_headers(
                 raw_headers=raw_headers,
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 5851d2550bd..ecef96351ae 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -15026,8 +15026,17 @@ async def _stream_mcp_asgi_response(
     # If the handler task dies (exception or cancellation) without sending the EOF
     # sentinel, body_iter() would block forever on body_queue.get().  The callback
     # below guarantees the queue gets unblocked regardless of how the task ends.
+    # When this happens before response headers, propagate the original exception
+    # instead of waiting for the header timeout.
     def _ensure_eof(task: asyncio.Task) -> None:
-        if task.cancelled() or task.exception() is not None:
+        if task.cancelled():
+            body_queue.put_nowait(None)
+            return
+
+        task_exception = task.exception()
+        if task_exception is not None:
+            if not headers_ready.done():
+                headers_ready.set_exception(task_exception)
             body_queue.put_nowait(None)
 
     handler_task.add_done_callback(_ensure_eof)
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 a7649502bde..e1eddfc9c7a 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
@@ -3256,3 +3256,137 @@ async def test_call_tool_empty_extra_headers_returns_none():
     ), "P2 API consistency issue: expected None for empty extra_headers, got: " + str(
         captured_extra_headers
     )
+
+
+# ---------------------------------------------------------------------------
+# Pre-flight upstream auth check tests
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_probe_upstream_auth_returns_upstream_status():
+    """_probe_upstream_auth forwards the status code from the upstream server."""
+    from litellm.proxy._experimental.mcp_server.server import _probe_upstream_auth
+
+    mock_response = MagicMock()
+    mock_response.status_code = 401
+    mock_response.headers = {"www-authenticate": 'Bearer realm="test"'}
+
+    mock_client = MagicMock()
+    mock_client.post = AsyncMock(return_value=mock_response)
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+        return_value=mock_client,
+    ):
+        status, www_auth = await _probe_upstream_auth(
+            "http://upstream/mcp", "Bearer some-token"
+        )
+
+    assert status == 401
+    assert www_auth == 'Bearer realm="test"'
+    mock_client.post.assert_awaited_once()
+    _, kwargs = mock_client.post.call_args
+    assert kwargs["headers"]["Authorization"] == "Bearer some-token"
+    assert kwargs["json"]["method"] == "initialize"
+
+
+@pytest.mark.asyncio
+async def test_probe_upstream_auth_surfaces_httpx_status_error():
+    """Probe extracts status + WWW-Authenticate from httpx.HTTPStatusError.
+
+    AsyncHTTPHandler.post() calls raise_for_status() internally, so when the
+    upstream returns 401/403 the call raises httpx.HTTPStatusError rather than
+    returning the response. The probe must catch that specifically (before the
+    fail-open `except Exception`) so the auth check is not silently defeated.
+    """
+    import httpx
+
+    from litellm.proxy._experimental.mcp_server.server import _probe_upstream_auth
+
+    mock_response = MagicMock()
+    mock_response.status_code = 401
+    mock_response.headers = {"www-authenticate": 'Bearer realm="test"'}
+    request = httpx.Request("POST", "http://upstream/mcp")
+    error = httpx.HTTPStatusError(
+        message="401 Unauthorized", request=request, response=mock_response
+    )
+
+    mock_client = MagicMock()
+    mock_client.post = AsyncMock(side_effect=error)
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+        return_value=mock_client,
+    ):
+        status, www_auth = await _probe_upstream_auth(
+            "http://upstream/mcp", "Bearer some-token"
+        )
+
+    assert status == 401
+    assert www_auth == 'Bearer realm="test"'
+
+
+@pytest.mark.asyncio
+async def test_probe_upstream_auth_fails_open_on_network_error():
+    """_probe_upstream_auth returns (200, None) when the network call fails."""
+    from litellm.proxy._experimental.mcp_server.server import _probe_upstream_auth
+
+    mock_client = MagicMock()
+    mock_client.post = AsyncMock(side_effect=Exception("connection refused"))
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+        return_value=mock_client,
+    ):
+        status, www_auth = await _probe_upstream_auth(
+            "http://upstream/mcp", "Bearer some-token"
+        )
+
+    assert status == 200
+    assert www_auth is None
+
+
+def test_get_forwarded_auth_from_scope_extracts_header():
+    """Returns Authorization value when x-litellm-api-key is also present."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        _get_forwarded_auth_from_scope,
+    )
+
+    scope = {
+        "headers": [
+            (b"content-type", b"application/json"),
+            (b"x-litellm-api-key", b"sk-litellm-proxy-key"),
+            (b"authorization", b"Bearer my-token"),
+        ]
+    }
+    assert _get_forwarded_auth_from_scope(scope) == "Bearer my-token"
+
+
+def test_get_forwarded_auth_from_scope_returns_none_when_missing():
+    from litellm.proxy._experimental.mcp_server.server import (
+        _get_forwarded_auth_from_scope,
+    )
+
+    assert _get_forwarded_auth_from_scope({"headers": []}) is None
+
+
+def test_get_forwarded_auth_from_scope_skips_when_no_litellm_key_header():
+    """Skip when ``x-litellm-api-key`` is absent.
+
+    Without ``x-litellm-api-key``, the ``Authorization`` header may itself be
+    the LiteLLM proxy API key (backward-compat). Forwarding it upstream would
+    leak the proxy key, so the helper must return None and the probe must
+    not fire.
+    """
+    from litellm.proxy._experimental.mcp_server.server import (
+        _get_forwarded_auth_from_scope,
+    )
+
+    scope = {
+        "headers": [
+            (b"content-type", b"application/json"),
+            (b"authorization", b"Bearer ambiguous-token"),
+        ]
+    }
+    assert _get_forwarded_auth_from_scope(scope) is None
diff --git a/tests/test_litellm/proxy/test_mcp_asgi_response.py b/tests/test_litellm/proxy/test_mcp_asgi_response.py
new file mode 100644
index 00000000000..d030f65af4b
--- /dev/null
+++ b/tests/test_litellm/proxy/test_mcp_asgi_response.py
@@ -0,0 +1,36 @@
+import asyncio
+
+import pytest
+from fastapi import HTTPException
+
+from litellm.proxy.proxy_server import _stream_mcp_asgi_response
+
+
+@pytest.mark.asyncio
+async def test_stream_mcp_asgi_response_propagates_pre_header_http_exception():
+    async def handle_fn(_scope, _receive, _send):
+        raise HTTPException(
+            status_code=401,
+            detail="Unauthorized",
+            headers={
+                "WWW-Authenticate": "Bearer authorization_uri=https://example.test/auth"
+            },
+        )
+
+    async def receive():
+        return {"type": "http.request", "body": b"", "more_body": False}
+
+    with pytest.raises(HTTPException) as exc_info:
+        await asyncio.wait_for(
+            _stream_mcp_asgi_response(
+                handle_fn,
+                {"type": "http", "method": "POST", "path": "/mcp", "headers": []},
+                receive,
+            ),
+            timeout=1.0,
+        )
+
+    assert exc_info.value.status_code == 401
+    assert exc_info.value.headers == {
+        "WWW-Authenticate": "Bearer authorization_uri=https://example.test/auth"
+    }

From a74e269f7d180b9c31185ed83894ef4840249ba3 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 00:35:53 +0530
Subject: [PATCH 11/37] fix(cost): align vertex_ai/gemini-embedding-2-preview
 with Vertex multimodal pricing (#27848)

* fix(cost): align vertex_ai/gemini-embedding-2-preview with Vertex multimodal pricing

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(cost): align vertex_ai/gemini-embedding-2 GA source URL with preview

Per Greptile review on #27848: GA entry referenced ai.google.dev while
the preview entry was updated to the canonical Vertex AI pricing page.
Both share identical pricing values; sync the source URL for consistency.

https://claude.ai/code/session_01W8jRwstnmduadGw8Z8egxe

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Claude <noreply@anthropic.com>
---
 litellm/model_prices_and_context_window_backup.json | 9 ++++++---
 model_prices_and_context_window.json                | 9 ++++++---
 tests/test_litellm/test_utils.py                    | 3 ++-
 3 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 8df25d2c9b5..61e0dd07968 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -15551,14 +15551,17 @@
         "uses_embed_content": true
     },
     "vertex_ai/gemini-embedding-2-preview": {
-        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_audio_per_second": 0.00016,
+        "input_cost_per_image": 0.00012,
+        "input_cost_per_token": 2e-07,
+        "input_cost_per_video_per_second": 0.00079,
         "litellm_provider": "vertex_ai",
         "max_input_tokens": 8192,
         "max_tokens": 8192,
         "mode": "embedding",
         "output_cost_per_token": 0,
         "output_vector_size": 3072,
-        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
         "supports_multimodal": true,
         "uses_embed_content": true
     },
@@ -15573,7 +15576,7 @@
         "mode": "embedding",
         "output_cost_per_token": 0,
         "output_vector_size": 3072,
-        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
         "supports_multimodal": true,
         "uses_embed_content": true
     },
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 70b065aa918..e62f8686e9d 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -15556,14 +15556,17 @@
         "uses_embed_content": true
     },
     "vertex_ai/gemini-embedding-2-preview": {
-        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_audio_per_second": 0.00016,
+        "input_cost_per_image": 0.00012,
+        "input_cost_per_token": 2e-07,
+        "input_cost_per_video_per_second": 0.00079,
         "litellm_provider": "vertex_ai",
         "max_input_tokens": 8192,
         "max_tokens": 8192,
         "mode": "embedding",
         "output_cost_per_token": 0,
         "output_vector_size": 3072,
-        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
         "supports_multimodal": true,
         "uses_embed_content": true
     },
@@ -15578,7 +15581,7 @@
         "mode": "embedding",
         "output_cost_per_token": 0,
         "output_vector_size": 3072,
-        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
         "supports_multimodal": true,
         "uses_embed_content": true
     },
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index d07af922ea6..bc60375f906 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -3002,7 +3002,7 @@ def test_model_info_for_openrouter_kimi_k2_5():
 
 
 def test_gemini_embedding_2_ga_in_cost_map():
-    """GA gemini-embedding-2 entries align with preview multimodal unit pricing."""
+    """GA and Vertex preview gemini-embedding-2 entries align with multimodal unit pricing."""
     import json
     from pathlib import Path
 
@@ -3013,6 +3013,7 @@ def test_gemini_embedding_2_ga_in_cost_map():
     for key, provider in (
         ("gemini/gemini-embedding-2", "gemini"),
         ("vertex_ai/gemini-embedding-2", "vertex_ai"),
+        ("vertex_ai/gemini-embedding-2-preview", "vertex_ai"),
         ("gemini-embedding-2", "vertex_ai-embedding-models"),
     ):
         info = model_cost.get(key)

From 18f77ff7bcd329d87114a73e71e55b41bd4147a5 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 00:36:13 +0530
Subject: [PATCH 12/37] feat(mcp): add delegate_auth_to_upstream flag for PKCE
 passthrough (#27834)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* feat(mcp): add delegate_auth_to_upstream flag for PKCE passthrough

Adds an opt-in per-server flag that lets clients (e.g. VS Code) complete
PKCE directly with an upstream OAuth2 MCP server, instead of LiteLLM
double-gating with its own API-key/SSO check. Only honored when
auth_type=oauth2 and the operator explicitly sets the flag; mixed-target
or non-oauth2 requests fail closed.

- Adds the field to Pydantic models, Prisma schema, and a migration
- New MCPRequestHandler._target_servers_delegate_auth_to_upstream gate
  that runs only when no x-litellm-api-key is present, so authenticated
  users still get user_id resolution + stored-credential lookup
- Anonymous callers now see delegate servers in get_allowed_mcp_servers
  (scoped to delegate servers only; the upstream still enforces auth)
- mcp_management_endpoints: allow anonymous /authorize and /token for
  delegate servers so VS Code can complete PKCE without a LiteLLM session
- UI toggle (shown only for oauth2) + payload/view wiring
- Tests covering: oauth2 on/off, non-oauth2 with flag, mixed targets,
  no resolvable target, explicit key precedence, and 401 emission

Co-authored-by: Cursor <cursoragent@cursor.com>

* Enforce oauth2 for delegated MCP auth bypass

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): close secondary Authorization bypass for delegate servers

The delegate-auth bypass gated only on the primary `x-litellm-api-key`
header, so a LiteLLM key sent via `Authorization: Bearer sk-...` (the
secondary header) was silently dropped — skipping spend tracking and
rate limiting. Gate on the resolved litellm_api_key (which considers
both headers) so the bypass fires only when neither is present.

Also update the existing "Authorization header present" test to reflect
that an upstream OAuth token now flows through the existing oauth2
fallback (LiteLLM auth attempt → fail → anonymous), not via the
delegate branch.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Avoid duplicate MCP OAuth credential lookup

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): block delegate bypass for M2M and internal-only servers

Two security issues flagged in code review:

1. High – client_credentials (M2M) servers must not be delegatable:
   LiteLLM auto-fetches the upstream token using stored credentials, so
   allowing anonymous bypass would let any external caller invoke tools
   authenticated as LiteLLM's service account.
   Fix: check `server.has_client_credentials` in
   `_target_servers_delegate_auth_to_upstream`, the anonymous
   allow-list in `get_allowed_mcp_servers`, and `_mcp_oauth_user_api_key_auth`.

2. Medium – internal-only servers exposed to public internet:
   The anonymous delegate allow-list was not filtering by
   `available_on_public_internet`, so external callers with an upstream
   OAuth token could invoke tools on servers marked internal-only.
   Fix: add `available_on_public_internet` guard to the anonymous
   delegate server list in `get_allowed_mcp_servers`.

Tests added for both cases.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Require public MCP delegate auth servers

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): align delegate auth path parsing with downstream routing

`_extract_target_server_names_from_path` used a naive segments-based
split while `server.py::_get_mcp_servers_in_path` uses a regex that
allows server names with one embedded slash and comma-separated lists.
With the old parser, a request to `/mcp/<delegated>/<garbage>` was
parsed as targeting `<delegated>` by the auth gate (bypassing LiteLLM
auth) while the routing layer parsed it as `<delegated>/<garbage>` —
when that name did not resolve, the request fell back to the anonymous
allow-list, which can include `allow_all_keys` servers that normally
require a LiteLLM key.

Replace the parser with the same regex logic as
`_get_mcp_servers_in_path` so auth gating sees the exact target name(s)
downstream routing sees. Add regression tests covering parser parity
and the specific extra-path-segment bypass attempt.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* fix(mcp): close header/path TOCTOU in MCP delegate auth gate

`_target_servers_delegate_auth_to_upstream` and
`_target_servers_use_oauth2` trusted the `x-mcp-servers` header when
present, but `server.py::extract_mcp_auth_context` overrides that
header with the path-derived list for `/mcp/...` routes. An attacker
could set `x-mcp-servers: <delegated>` while pointing the URL path at
a non-delegate server, flipping the auth gate without changing the
target downstream routing actually uses.

Extract a shared `_resolve_target_server_names` helper that mirrors
the downstream override (path-derived names for `/mcp/...` routes,
header value otherwise). Add regression tests covering the TOCTOU
attempt and the helper's path-vs-header precedence.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* Fix delegated MCP OAuth test mock

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): drop unreachable /{server}/mcp branch in auth path parser

`_extract_target_server_names_from_path` also matched the
``/{server_name}/mcp`` form, but the downstream parser
``_get_mcp_servers_in_path`` only handles ``/mcp/...`` — and
``dynamic_mcp_route`` in ``proxy_server`` rewrites ``/{name}/mcp``
to ``/mcp/{name}`` on the scope before the MCP handler runs. Parsing
the un-rewritten form on the auth side was therefore unreachable in
production, and contradicted the docstring's claim of mirroring the
downstream parser — exactly the kind of mismatch that risks a future
header/path TOCTOU if any new entry point skips the rewrite.

Drop the branch; the canonical ``/mcp/...`` path matches both
parsers. Update the regression test to assert the new behavior.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* Fix MCP path auth target resolution

Co-authored-by: Yassin Kortam <yassin@berri.ai>

* fix(mcp): require auth for refresh_token grants on delegate-auth servers

`_mcp_oauth_user_api_key_auth` gates the unauthenticated PKCE flow for
``delegate_auth_to_upstream`` servers, but the bypass applied to BOTH
``/authorize`` and ``/token`` regardless of grant type. ``mcp_token``
accepts ``grant_type=refresh_token`` as well as ``authorization_code``,
and ``exchange_token_with_server`` attaches the server's stored
``client_secret`` to whatever is forwarded upstream. An unauthenticated
caller holding a refresh token issued to that OAuth client could mint
fresh upstream access tokens through LiteLLM.

Limit the anonymous bypass on ``/token`` to ``grant_type=authorization_code``
(the only grant PKCE actually protects via ``code_verifier``); fall
through to normal LiteLLM auth for ``refresh_token`` and any other grant.
``/authorize`` continues to allow anonymous PKCE redirects.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* fix(ui): clear delegate_auth_to_upstream when switching off oauth2

The ``delegate_auth_to_upstream`` form field is rendered inside an
``isOAuth2 && (...)`` conditional, so the Form.Item unmounts when the
user changes ``auth_type`` away from ``oauth2``. The follow-up
``form.setFieldValue("delegate_auth_to_upstream", false)`` runs after
the field has already deregistered, so ``onFinish`` receives
``undefined`` and the fallback ``?? mcpServer.delegate_auth_to_upstream``
preserved the old ``true``. The flag then persisted in the database for
a non-oauth2 server and silently re-activated if ``auth_type`` was later
switched back to ``oauth2``.

In the edit payload, force the flag to ``false`` whenever
``auth_type !== oauth2``; only trust the form value (and the existing
DB fallback) when the server is actually oauth2. Backend defense-in-depth
already ignores the flag for non-oauth2 servers, but the DB state should
stay clean too.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* Fix MCP delegate auth reset on edit

Co-authored-by: Yassin Kortam <yassin@berri.ai>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Yassin Kortam <yassin@berri.ai>
Co-authored-by: Claude <claude@anthropic.com>
---
 .../migration.sql                             |   2 +
 .../litellm_proxy_extras/schema.prisma        |   1 +
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 158 +++-
 .../mcp_server/mcp_server_manager.py          |  34 +
 .../proxy/_experimental/mcp_server/server.py  |  24 +-
 litellm/proxy/_types.py                       |   3 +
 .../mcp_management_endpoints.py               |  53 +-
 litellm/proxy/schema.prisma                   |   1 +
 .../types/mcp_server/mcp_server_manager.py    |   6 +
 schema.prisma                                 |   1 +
 .../auth/test_user_api_key_auth_mcp.py        | 721 ++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     |  45 ++
 .../mcp_server/test_mcp_stale_session.py      | 195 +++--
 .../test_mcp_management_endpoints.py          | 102 +++
 .../mcp_tools/MCPPermissionManagement.tsx     |  41 +-
 .../mcp_tools/create_mcp_server.tsx           |   2 +
 .../mcp_tools/mcp_server_edit.test.tsx        |  41 +
 .../components/mcp_tools/mcp_server_edit.tsx  |  10 +
 .../components/mcp_tools/mcp_server_view.tsx  |  17 +
 .../src/components/mcp_tools/types.tsx        |   1 +
 .../src/components/networking.tsx             |  13 +-
 .../src/hooks/useMcpOAuthFlow.tsx             |   1 +
 .../src/hooks/useUserMcpOAuthFlow.tsx         |   1 +
 23 files changed, 1402 insertions(+), 71 deletions(-)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260513120000_add_delegate_auth_to_upstream_to_mcp_servers/migration.sql

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260513120000_add_delegate_auth_to_upstream_to_mcp_servers/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260513120000_add_delegate_auth_to_upstream_to_mcp_servers/migration.sql
new file mode 100644
index 00000000000..50a48743901
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260513120000_add_delegate_auth_to_upstream_to_mcp_servers/migration.sql
@@ -0,0 +1,2 @@
+-- AlterTable
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "delegate_auth_to_upstream" BOOLEAN NOT NULL DEFAULT false;
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 84ce99557e3..b53507abe6a 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -323,6 +323,7 @@ model LiteLLM_MCPServerTable {
   registration_url   String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
+  delegate_auth_to_upstream Boolean @default(false)
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index a05af66118c..c87e8c414cd 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -1,3 +1,4 @@
+import re
 from typing import Dict, List, Optional, Set, Tuple, cast
 
 from fastapi import HTTPException
@@ -122,6 +123,24 @@ class MCPRequestHandler:
         # cannot be smuggled via query string, hostname, or a deeper URL segment.
         if request.url.path.startswith("/.well-known/"):
             validated_user_api_key_auth = UserAPIKeyAuth()
+        elif (
+            not litellm_api_key
+            and MCPRequestHandler._target_servers_delegate_auth_to_upstream(  # noqa: E501
+                path=request.url.path, mcp_servers=mcp_servers
+            )
+        ):
+            # Operator opted this oauth2 server into upstream-delegated auth
+            # (PKCE passthrough): skip LiteLLM API-key/SSO entirely so the
+            # client authenticates directly with the upstream MCP server.
+            # Fires ONLY when neither x-litellm-api-key nor Authorization is
+            # present. If any LiteLLM key is supplied (primary or secondary
+            # header), we fall through so user_id is resolved, spend/rate
+            # limiting apply, and any stored OAuth token can be retrieved
+            # and forwarded upstream. Gated by
+            # _target_servers_delegate_auth_to_upstream, which only returns
+            # True when EVERY target is auth_type=oauth2 AND has the
+            # delegate_auth_to_upstream flag set — fails closed otherwise.
+            validated_user_api_key_auth = UserAPIKeyAuth()
         elif has_explicit_litellm_key:
             # Explicit x-litellm-api-key provided - always validate normally
             validated_user_api_key_auth = await user_api_key_auth(
@@ -181,23 +200,62 @@ class MCPRequestHandler:
     @staticmethod
     def _extract_target_server_names_from_path(path: str) -> List[str]:
         """
-        Extract the target MCP server name from the standard MCP transport
-        URL patterns: ``/mcp/{server_name}[/...]`` and
+        Extract the target MCP server name(s) from the standard MCP transport
+        URL patterns: ``/mcp/{server_name_or_csv}[/...]`` and
         ``/{server_name}/mcp[/...]``. Returns ``[]`` for any other path so
         callers fail closed when the target cannot be resolved.
 
+        Mirrors the regex-based parser in ``server.py::_get_mcp_servers_in_path``
+        so the names used for auth gating match the names used for downstream
+        filtering. Without this alignment, an attacker could craft
+        ``/mcp/<delegated_server>/<garbage>`` so that auth treats the request
+        as targeting the delegate server (bypassing LiteLLM auth) while
+        downstream filtering sees a different (non-existent) target and falls
+        back to the caller's full allowed-server set.
+
         REST/admin endpoints, OAuth2 server endpoints
         (``/{server_name}/authorize``, ``/token`` etc.), and ``.well-known``
         discovery routes intentionally fall through — those flows do not need
         OAuth2 token passthrough. Clients aggregating multiple servers should
-        use ``x-mcp-servers``, which takes precedence over path parsing.
+        use ``x-mcp-servers`` on a path that does not encode a target.
         """
+        # ``/{server_name}/mcp[/...]`` form — single server. The literal
+        # ``mcp`` must be the second segment (not the first, which would be
+        # the ``/mcp/...`` form handled below). This branch must stay in sync
+        # with ``server.py::_get_mcp_servers_in_path``, which also accepts the
+        # un-rewritten form (some entry points may skip the
+        # ``dynamic_mcp_route`` rewrite).
         segments = [s for s in path.split("/") if s]
-        if len(segments) >= 2 and segments[0] == "mcp":
-            return [segments[1]]
-        if len(segments) >= 2 and segments[1] == "mcp":
+        if len(segments) >= 2 and segments[1] == "mcp" and segments[0] != "mcp":
             return [segments[0]]
-        return []
+
+        # ``/mcp/...`` form — server name(s) may contain a slash (e.g.
+        # ``custom_solutions/user_123``) and may be a comma-separated list.
+        # Use the same parsing logic as ``_get_mcp_servers_in_path`` so the
+        # parsed names match downstream routing.
+        mcp_path_match = re.match(r"^/mcp/([^?#]+)(?:\?.*)?(?:#.*)?$", path)
+        if not mcp_path_match:
+            return []
+        servers_and_path = mcp_path_match.group(1)
+        if not servers_and_path:
+            return []
+
+        if "," in servers_and_path:
+            # Comma-separated servers, possibly followed by a trailing path.
+            path_match = re.search(r"/([^/,]+(?:/[^/,]+)*)$", servers_and_path)
+            if path_match:
+                servers_part = servers_and_path[: -(len(path_match.group(1)) + 1)]
+            else:
+                servers_part = servers_and_path
+            return [s.strip() for s in servers_part.split(",") if s.strip()]
+
+        # Single-server case — server name may contain at most one slash.
+        single_server_match = re.match(
+            r"^([^/]+(?:/[^/]+)?)(?:/.*)?$", servers_and_path
+        )
+        if single_server_match:
+            return [single_server_match.group(1)]
+        return [servers_and_path]
 
     @staticmethod
     def _target_servers_use_oauth2(path: str, mcp_servers: Optional[List[str]]) -> bool:
@@ -217,13 +275,13 @@ class MCPRequestHandler:
         )
         from litellm.types.mcp import MCPAuth
 
-        # Use the x-mcp-servers header verbatim when present (including the
-        # explicitly-empty list, which means "no targets" → fail closed).
-        # Only fall back to path parsing when the header was absent entirely.
-        target_names = (
-            mcp_servers
-            if mcp_servers is not None
-            else MCPRequestHandler._extract_target_server_names_from_path(path)
+        # Resolve the same target list downstream routing will use. For
+        # ``/mcp/...`` routes, ``extract_mcp_auth_context`` overrides the
+        # ``x-mcp-servers`` header with path-derived names, so we must mirror
+        # that here — otherwise a caller could set the header to a permissive
+        # server while the path targets a stricter one (header/path TOCTOU).
+        target_names = MCPRequestHandler._resolve_target_server_names(
+            path=path, mcp_servers_header=mcp_servers
         )
         if not target_names:
             return False
@@ -234,6 +292,78 @@ class MCPRequestHandler:
                 return False
         return True
 
+    @staticmethod
+    def _target_servers_delegate_auth_to_upstream(
+        path: str, mcp_servers: Optional[List[str]]
+    ) -> bool:
+        """
+        True only when EVERY MCP server the request targets is configured for
+        ``auth_type == oauth2`` AND has ``delegate_auth_to_upstream=True``.
+        Fails closed when any target does not opt in or cannot be resolved.
+
+        Used by :meth:`process_mcp_request` to skip LiteLLM API-key/SSO auth
+        entirely (PKCE passthrough) so the client authenticates directly with
+        the upstream MCP server. Mixed-target requests (e.g. one delegated +
+        one non-delegated server) fall back to normal LiteLLM auth.
+        """
+        # Inline imports avoid a circular dependency: mcp_server_manager imports
+        # from this module.
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+        from litellm.types.mcp import MCPAuth
+
+        # See _target_servers_use_oauth2: must mirror the downstream
+        # header-vs-path override or an attacker could set
+        # ``x-mcp-servers`` to a delegate-enabled server while the URL path
+        # targets a non-delegate server, skipping LiteLLM auth for it.
+        target_names = MCPRequestHandler._resolve_target_server_names(
+            path=path, mcp_servers_header=mcp_servers
+        )
+        if not target_names:
+            return False
+
+        for name in target_names:
+            server = global_mcp_server_manager.get_mcp_server_by_name(name)
+            if server is None or server.auth_type != MCPAuth.oauth2:
+                return False
+            # `is True` is intentional: opt-in must be an explicit boolean
+            # True. A MagicMock attribute (in tests) or any other truthy
+            # non-bool must not silently enable the bypass.
+            if getattr(server, "delegate_auth_to_upstream", False) is not True:
+                return False
+            if not getattr(server, "available_on_public_internet", True):
+                return False
+            # Never delegate for M2M (client_credentials) servers: LiteLLM
+            # fetches the upstream token automatically using stored credentials,
+            # so allowing anonymous bypass would let any external caller invoke
+            # tools authenticated as LiteLLM's service account.
+            if server.has_client_credentials:
+                return False
+        return True
+
+    @staticmethod
+    def _resolve_target_server_names(
+        path: str, mcp_servers_header: Optional[List[str]]
+    ) -> List[str]:
+        """
+        Resolve the target MCP server names exactly as downstream routing
+        does (``server.py::extract_mcp_auth_context``).
+
+        For ``/mcp/...`` paths, downstream routing **overrides** any
+        ``x-mcp-servers`` header value with the path-derived names. Mirror
+        that here so an attacker cannot use a permissive header value to
+        flip an auth gate while the path targets a stricter server
+        (header/path TOCTOU). For non-``/mcp/...`` paths (where the path
+        does not encode targets), fall back to the header.
+        """
+        path_targets = MCPRequestHandler._extract_target_server_names_from_path(path)
+        if path_targets:
+            return path_targets
+        # Path did not resolve to /mcp/... targets — trust the header
+        # (including an explicitly empty list, which means "no targets").
+        return mcp_servers_header if mcp_servers_header is not None else []
+
     @staticmethod
     def _get_mcp_auth_header_from_headers(headers: Headers) -> Optional[str]:
         """
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 4901bc76d2f..31ed0918f3c 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -402,6 +402,9 @@ class MCPServerManager:
                 available_on_public_internet=bool(
                     server_config.get("available_on_public_internet", True)
                 ),
+                delegate_auth_to_upstream=bool(
+                    server_config.get("delegate_auth_to_upstream", False)
+                ),
                 # AWS SigV4 fields
                 aws_access_key_id=server_config.get("aws_access_key_id", None),
                 aws_secret_access_key=server_config.get("aws_secret_access_key", None),
@@ -796,6 +799,9 @@ class MCPServerManager:
             available_on_public_internet=bool(
                 getattr(mcp_server, "available_on_public_internet", True)
             ),
+            delegate_auth_to_upstream=bool(
+                getattr(mcp_server, "delegate_auth_to_upstream", False)
+            ),
             created_at=getattr(mcp_server, "created_at", None),
             updated_at=getattr(mcp_server, "updated_at", None),
             tool_name_to_display_name=_deserialize_json_dict(
@@ -967,6 +973,34 @@ class MCPServerManager:
             if not in_toolset_scope:
                 combined_servers.update(allow_all_server_ids)
 
+            # For anonymous callers (no user_id, no role), also surface any
+            # servers the operator has opted into upstream-delegated auth.
+            # These servers handle their own auth at the upstream level, so
+            # LiteLLM granting access here does not bypass any security gate.
+            is_anonymous = not (
+                user_api_key_auth
+                and (
+                    getattr(user_api_key_auth, "user_id", None)
+                    or getattr(user_api_key_auth, "user_role", None)
+                    or getattr(user_api_key_auth, "api_key", None)
+                )
+            )
+            if is_anonymous:
+                delegate_server_ids = [
+                    server.server_id
+                    for server in self.get_registry().values()
+                    if getattr(server, "auth_type", None) == MCPAuth.oauth2
+                    and getattr(server, "delegate_auth_to_upstream", False) is True
+                    # M2M servers must not be exposed anonymously: an
+                    # unauthenticated caller would get LiteLLM to proxy tool
+                    # calls using its stored client_credentials.
+                    and not server.has_client_credentials
+                    # Internal-only servers must not be reachable from public
+                    # internet callers who happen to carry an upstream token.
+                    and getattr(server, "available_on_public_internet", True)
+                ]
+                combined_servers.update(delegate_server_ids)
+
             if len(combined_servers) == 0:
                 verbose_logger.debug(
                     "No allowed MCP Servers found for user api key auth."
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 685232d0495..0a74a92f9ce 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1337,8 +1337,24 @@ if MCP_AVAILABLE:
                     raw_headers=raw_headers,
                 )
 
-                # If no OAuth2 token came from request headers, fall back to pre-fetched creds
-                if extra_headers is None and server.auth_type == MCPAuth.oauth2:
+                # Prefer server-stored per-user OAuth when configured, so a stale
+                # Authorization header from the MCP client cannot override Redis/DB
+                # (same issue as call_tool in mcp_server_manager: VS Code caches tokens).
+                if (
+                    server.auth_type == MCPAuth.oauth2
+                    and getattr(server, "needs_user_oauth_token", False)
+                    and user_api_key_auth is not None
+                ):
+                    db_headers = await _get_user_oauth_extra_headers_from_db(
+                        server,
+                        user_api_key_auth,
+                        prefetched_creds=_prefetched_oauth_creds,
+                    )
+                    if db_headers:
+                        extra_headers = db_headers
+
+                # If still no OAuth2 token, fall back to pre-fetched creds (non-stale-client path)
+                elif extra_headers is None and server.auth_type == MCPAuth.oauth2:
                     extra_headers = await _get_user_oauth_extra_headers_from_db(
                         server,
                         user_api_key_auth,
@@ -2541,6 +2557,10 @@ if MCP_AVAILABLE:
         import re
 
         mcp_servers_from_path: Optional[List[str]] = None
+        segments = [s for s in path.split("/") if s]
+        if len(segments) >= 2 and segments[1] == "mcp" and segments[0] != "mcp":
+            return [segments[0]]
+
         # Match /mcp/<servers_and_maybe_path>
         # Where servers can be comma-separated list of server names
         # Server names can contain slashes (e.g., "custom_solutions/user_123")
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index f513381c868..9a9d27b9b84 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1274,6 +1274,7 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase):
     oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
+    delegate_auth_to_upstream: bool = False
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
@@ -1356,6 +1357,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase):
     registration_url: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
+    delegate_auth_to_upstream: bool = False
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
@@ -1427,6 +1429,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase):
     registration_url: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
+    delegate_auth_to_upstream: bool = False
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index f2e64fdde83..587b80d4726 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -163,7 +163,7 @@ if MCP_AVAILABLE:
     )
     from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view
     from litellm.proxy.management_helpers.utils import management_endpoint_wrapper
-    from litellm.types.mcp import MCPCredentials
+    from litellm.types.mcp import MCPAuth, MCPCredentials
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
     @dataclass
@@ -1551,6 +1551,57 @@ if MCP_AVAILABLE:
                 except _jwt.InvalidTokenError:
                     pass
 
+        # For delegate_auth_to_upstream servers the entire PKCE handshake
+        # (both /authorize browser redirect and /token authorization_code
+        # exchange) must work without a LiteLLM session.  /authorize is opened
+        # in a VS Code webview that may have no cookie; /token is a programmatic
+        # POST from VS Code. PKCE security (code_verifier) guarantees the
+        # authorization_code exchange cannot be replayed, so anonymous access
+        # is safe for that grant only.
+        #
+        # Importantly, NOT safe for refresh_token grants: ``mcp_token`` will
+        # forward the request to the upstream issuer with LiteLLM's stored
+        # ``client_secret`` attached, so any caller holding a refresh token
+        # issued to this client could mint fresh upstream access tokens through
+        # us. Require normal LiteLLM auth for those.
+        if not api_key:
+            from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415
+                global_mcp_server_manager,
+            )
+
+            server_id = request.path_params.get("server_id", "")
+            if server_id:
+                _s = global_mcp_server_manager.get_mcp_server_by_id(server_id)
+                if not _s:
+                    _s = global_mcp_server_manager.get_mcp_server_by_name(server_id)
+                if (
+                    _s
+                    and getattr(_s, "auth_type", None) == MCPAuth.oauth2
+                    and getattr(_s, "delegate_auth_to_upstream", False) is True
+                    and getattr(_s, "available_on_public_internet", True)
+                    # M2M servers fetch tokens with stored credentials; never
+                    # expose their /authorize or /token endpoints anonymously.
+                    and not _s.has_client_credentials
+                ):
+                    # For /token, require PKCE authorization_code; refresh_token
+                    # grants must NOT bypass auth (see comment above).
+                    path_lower = (request.url.path or "").rstrip("/").lower()
+                    if path_lower.endswith("/token"):
+                        body_data = await _read_request_body(request=request)
+                        grant_type = (body_data or {}).get("grant_type", "")
+                        if grant_type != "authorization_code":
+                            # Fall through to normal LiteLLM auth (will 401 if
+                            # no key supplied).
+                            pass
+                        else:
+                            return UserAPIKeyAuth()
+                    else:
+                        # /authorize and other PKCE-flow GETs are safe to
+                        # bypass: PKCE binds the upstream issuer's ``code``
+                        # to the original ``code_challenge`` so no anonymous
+                        # token can be minted via the redirect alone.
+                        return UserAPIKeyAuth()
+
         request_data = await _read_request_body(request=request)
         request_data = populate_request_with_path_params(
             request_data=request_data, request=request
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 84ce99557e3..b53507abe6a 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -323,6 +323,7 @@ model LiteLLM_MCPServerTable {
   registration_url   String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
+  delegate_auth_to_upstream Boolean @default(false)
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index 268d064eacc..776c7fa67a6 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -68,6 +68,12 @@ class MCPServer(BaseModel):
     access_groups: Optional[List[str]] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
+    # When True AND auth_type == oauth2, MCP requests targeting this server
+    # bypass LiteLLM API-key/SSO auth (and the pre-emptive 401) so the client
+    # completes PKCE directly with the upstream MCP server. Honored only for
+    # auth_type=oauth2; ignored for any other auth_type. See
+    # MCPRequestHandler._target_servers_delegate_auth_to_upstream.
+    delegate_auth_to_upstream: bool = False
     is_byok: bool = False
     byok_description: List[str] = []
     byok_api_key_help_url: Optional[str] = None
diff --git a/schema.prisma b/schema.prisma
index 84ce99557e3..b53507abe6a 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -323,6 +323,7 @@ model LiteLLM_MCPServerTable {
   registration_url   String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
+  delegate_auth_to_upstream Boolean @default(false)
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
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 6e0dadcd4d8..5bb16a4cd48 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
@@ -1075,6 +1075,727 @@ class TestMCPOAuth2FallbackTargetGating:
                 await MCPRequestHandler.process_mcp_request(scope)
 
 
+@pytest.mark.asyncio
+class TestMCPDelegateAuthToUpstream:
+    """
+    Tests for the ``delegate_auth_to_upstream`` per-server flag.
+
+    When set on an ``auth_type=oauth2`` MCP server, LiteLLM must skip its own
+    API-key/SSO check entirely so the client completes PKCE directly with the
+    upstream MCP server. The gate must fail closed for any non-oauth2 server,
+    any mixed-target request, and any request where the target cannot be
+    resolved.
+    """
+
+    @staticmethod
+    def _make_server(auth_type, delegate_auth_to_upstream=False):
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        return MCPServer(
+            server_id="test-server-id",
+            name="test-server",
+            transport="http",
+            auth_type=auth_type,
+            delegate_auth_to_upstream=delegate_auth_to_upstream,
+        )
+
+    async def test_delegate_skips_litellm_auth_with_no_authorization(self):
+        """
+        oauth2 + delegate_auth_to_upstream=True, no Authorization header at
+        all → anonymous UserAPIKeyAuth and ``user_api_key_auth`` is never
+        called.
+        """
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/delegated_oauth_server",
+            "headers": [],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                )
+            )
+            (auth_result, *_rest) = await MCPRequestHandler.process_mcp_request(scope)
+            assert isinstance(auth_result, UserAPIKeyAuth)
+            mock_auth.assert_not_called()
+
+    async def test_delegate_with_upstream_token_in_authorization_falls_back_to_anonymous(
+        self,
+    ):
+        """
+        oauth2 + delegate_auth_to_upstream=True with an upstream OAuth token in
+        ``Authorization`` (not a LiteLLM key): LiteLLM auth is attempted first
+        (and fails), then the existing oauth2 fallback returns anonymous so the
+        bearer is forwarded upstream untouched. The delegate branch itself does
+        not fire when Authorization is present — that is what protects spend
+        tracking for callers using Authorization-style LiteLLM keys.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/delegated_oauth_server",
+            "headers": [(b"authorization", b"Bearer upstream-pkce-token")],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                )
+            )
+            (
+                auth_result,
+                _,
+                _,
+                _,
+                oauth2_headers,
+                _,
+            ) = await MCPRequestHandler.process_mcp_request(scope)
+            assert isinstance(auth_result, UserAPIKeyAuth)
+            assert oauth2_headers.get("Authorization") == "Bearer upstream-pkce-token"
+
+    async def test_delegate_off_still_requires_litellm_auth(self):
+        """
+        oauth2 server but delegate flag is OFF → existing behaviour: a missing
+        / invalid LiteLLM key still 401s (no anonymous fast-path).
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/non_delegated_oauth_server",
+            "headers": [],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=False,
+                )
+            )
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+
+    async def test_delegate_ignored_for_non_oauth2_server(self):
+        """
+        Defense in depth: even if an operator turns on delegate_auth_to_upstream
+        for a non-oauth2 server (api_key, bearer_token, etc.), the gate must
+        not fire — only oauth2 servers may delegate.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/api_key_server",
+            "headers": [],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.api_key,
+                    delegate_auth_to_upstream=True,
+                )
+            )
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+
+    async def test_delegate_mixed_targets_fail_closed(self):
+        """
+        x-mcp-servers can list multiple targets. If ANY of them does not opt in
+        to delegate_auth_to_upstream, the bypass must NOT fire — otherwise an
+        attacker could mix one delegated server in to skip auth on the others.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp",
+            "headers": [
+                (b"x-mcp-servers", b"delegated_oauth,plain_oauth"),
+            ],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        def mock_lookup(name, client_ip=None):
+            if name == "delegated_oauth":
+                return TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                )
+            return TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=False,
+            )
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.side_effect = mock_lookup
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+
+    async def test_delegate_no_resolvable_target_fail_closed(self):
+        """
+        If the target server cannot be resolved at all (e.g. admin/REST path
+        that isn't ``/mcp/{name}`` or ``/{name}/mcp``), we cannot prove the
+        gate's preconditions, so we must fail closed and run normal auth.
+        """
+        from fastapi import HTTPException
+
+        scope = {
+            "type": "http",
+            "method": "GET",
+            "path": "/admin/whatever",
+            "headers": [],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = None
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+
+    async def test_explicit_litellm_key_takes_precedence_over_delegate(self):
+        """
+        When ``x-litellm-api-key`` is present, normal auth runs even for a
+        delegate server, so ``user_id`` is resolved and any stored upstream
+        OAuth credentials can be looked up and forwarded. The bypass only
+        fires when no LiteLLM key is supplied.
+        """
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/delegated_oauth_server",
+            "headers": [(b"x-litellm-api-key", b"Bearer sk-1234")],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+                return_value=UserAPIKeyAuth(user_id="real-user"),
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                )
+            )
+            (auth_result, *_rest) = await MCPRequestHandler.process_mcp_request(scope)
+            assert isinstance(auth_result, UserAPIKeyAuth)
+            assert auth_result.user_id == "real-user"
+            mock_auth.assert_called_once()
+
+    async def test_litellm_key_via_authorization_header_not_bypassed(self):
+        """
+        Regression: a LiteLLM key sent via the secondary ``Authorization`` header
+        (e.g. ``Authorization: Bearer sk-...``) must still trigger normal auth
+        and not be silently swallowed by the delegate bypass — otherwise spend
+        tracking and rate limiting are skipped for those callers.
+        """
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/delegated_oauth_server",
+            "headers": [(b"authorization", b"Bearer sk-1234")],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+                return_value=UserAPIKeyAuth(user_id="real-user"),
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = (
+                TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                )
+            )
+            (auth_result, *_rest) = await MCPRequestHandler.process_mcp_request(scope)
+            assert isinstance(auth_result, UserAPIKeyAuth)
+            assert auth_result.user_id == "real-user"
+            mock_auth.assert_called_once()
+
+    async def test_delegate_ignored_for_client_credentials_server(self):
+        """
+        oauth2 + delegate_auth_to_upstream=True but oauth2_flow=client_credentials
+        → bypass must NOT fire; normal LiteLLM auth must be attempted.
+
+        M2M servers fetch the upstream token automatically using stored
+        credentials, so allowing anonymous bypass would let any external
+        caller invoke tools as LiteLLM's service account.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/m2m_server",
+            "headers": [],
+        }
+
+        m2m_server = MCPServer(
+            server_id="m2m-server-id",
+            name="m2m_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            oauth2_flow="client_credentials",
+        )
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = m2m_server
+            # No delegate bypass → normal auth is attempted → 401 raised
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+            mock_auth.assert_called_once()
+
+    async def test_delegate_ignored_for_non_public_server(self):
+        """
+        Internal-only delegate servers must not bypass LiteLLM auth for
+        anonymous public callers.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/internal_server",
+            "headers": [],
+        }
+
+        internal_server = MCPServer(
+            server_id="internal-server-id",
+            name="internal_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=False,
+        )
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = internal_server
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+            mock_auth.assert_called_once()
+
+    async def test_get_allowed_servers_excludes_client_credentials_delegate(self):
+        """
+        get_allowed_mcp_servers must not surface M2M (client_credentials) delegate
+        servers to anonymous callers even if delegate_auth_to_upstream=True.
+        """
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            MCPServerManager,
+        )
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        manager = MCPServerManager()
+        pkce_server = MCPServer(
+            server_id="pkce-server",
+            name="pkce_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=True,
+        )
+        m2m_server = MCPServer(
+            server_id="m2m-server",
+            name="m2m_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            oauth2_flow="client_credentials",
+            available_on_public_internet=True,
+        )
+        manager.registry = {
+            pkce_server.server_id: pkce_server,
+            m2m_server.server_id: m2m_server,
+        }
+
+        with patch.object(
+            MCPRequestHandler,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[],
+        ):
+            result = await manager.get_allowed_mcp_servers(None)
+
+        assert "pkce-server" in result
+        assert "m2m-server" not in result
+
+    async def test_get_allowed_servers_excludes_non_public_delegate(self):
+        """
+        Internal-only (available_on_public_internet=False) delegate servers
+        must not appear in the anonymous allow-list.
+        """
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            MCPServerManager,
+        )
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        manager = MCPServerManager()
+        public_server = MCPServer(
+            server_id="public-server",
+            name="public_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=True,
+        )
+        internal_server = MCPServer(
+            server_id="internal-server",
+            name="internal_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=False,
+        )
+        manager.registry = {
+            public_server.server_id: public_server,
+            internal_server.server_id: internal_server,
+        }
+
+        with patch.object(
+            MCPRequestHandler,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[],
+        ):
+            result = await manager.get_allowed_mcp_servers(None)
+
+        assert "public-server" in result
+        assert "internal-server" not in result
+
+    def test_extract_target_server_names_matches_routing_parser(self):
+        """
+        Regression: _extract_target_server_names_from_path must match the
+        downstream regex parser in server.py::_get_mcp_servers_in_path.
+
+        Previously, a request to ``/mcp/<delegated>/garbage`` was parsed as
+        targeting ``<delegated>`` by the auth gate (bypassing LiteLLM auth)
+        while the routing layer parsed it as ``<delegated>/garbage`` — when
+        that name did not resolve, the request fell back to the anonymous
+        allow-list which can include ``allow_all_keys`` servers that normally
+        require a LiteLLM key.
+        """
+        from litellm.proxy._experimental.mcp_server.server import (
+            _get_mcp_servers_in_path,
+        )
+
+        cases = [
+            # Single server, single segment.
+            ("/mcp/foo", ["foo"]),
+            # Server name with one embedded slash (two segments).
+            ("/mcp/foo/bar", ["foo/bar"]),
+            # Server name with embedded slash + extra path → name stays at two segments.
+            ("/mcp/foo/bar/tools", ["foo/bar"]),
+            # Comma-separated servers, no trailing path.
+            ("/mcp/foo,bar", ["foo", "bar"]),
+            # Comma-separated servers with trailing path.
+            ("/mcp/foo,bar/tools", ["foo", "bar"]),
+            # Alternative form ``/<server>/mcp`` is also parsed (both auth
+            # parser and routing parser handle it for defense-in-depth — some
+            # entry points may not be rewritten by ``dynamic_mcp_route``).
+            ("/foo/mcp", ["foo"]),
+            ("/foo/mcp/tools", ["foo"]),
+            # Non-MCP paths → empty (fail closed).
+            ("/.well-known/oauth-authorization-server", []),
+            ("/v1/keys", []),
+            ("/", []),
+        ]
+        for path_input, expected in cases:
+            assert (
+                MCPRequestHandler._extract_target_server_names_from_path(path_input)
+                == expected
+            ), f"path={path_input!r} → expected {expected!r}"
+            assert (
+                _get_mcp_servers_in_path(path_input) or []
+            ) == expected, f"path={path_input!r} → routing expected {expected!r}"
+
+    async def test_delegate_does_not_bypass_on_extra_path_segment(self):
+        """
+        Regression: ``/mcp/<delegated>/<garbage>`` must NOT bypass auth.
+
+        The bypass key check is now performed against the same parsed target
+        as downstream routing — ``<delegated>/<garbage>`` — which will not
+        resolve to a delegate-enabled server, so normal LiteLLM auth runs.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/delegated_server/extra",
+            "headers": [],
+        }
+
+        delegate_server = TestMCPDelegateAuthToUpstream._make_server(
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+        )
+
+        def lookup_by_name(name):
+            # Only the *exact* delegated name resolves. Anything else (e.g.
+            # ``delegated_server/extra``) returns None so the bypass fails.
+            if name == "delegated_server":
+                return delegate_server
+            return None
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.side_effect = lookup_by_name
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+            # Auth was attempted (not bypassed) because the parsed target
+            # name does not match any registered delegate server.
+            mock_auth.assert_called_once()
+
+    async def test_delegate_ignores_x_mcp_servers_header_for_mcp_paths(self):
+        """
+        Regression (header/path TOCTOU): For ``/mcp/...`` routes, downstream
+        routing overrides ``x-mcp-servers`` with the path-derived names.
+        The auth bypass must do the same — otherwise an attacker could send
+        ``x-mcp-servers: <delegated>`` while the URL path targets a
+        non-delegate server, flipping the auth gate on a server that should
+        require a LiteLLM key.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/non_delegate_server",
+            "headers": [(b"x-mcp-servers", b"delegated_server")],
+        }
+
+        delegate_server = MCPServer(
+            server_id="delegate-id",
+            name="delegated_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=True,
+        )
+        non_delegate = MCPServer(
+            server_id="non-delegate-id",
+            name="non_delegate_server",
+            transport="http",
+            auth_type=MCPAuth.api_key,
+        )
+
+        def lookup_by_name(name):
+            return {
+                "delegated_server": delegate_server,
+                "non_delegate_server": non_delegate,
+            }.get(name)
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.side_effect = lookup_by_name
+            # Bypass MUST NOT fire — path-derived target is the non-delegate
+            # server. Normal auth runs and 401s.
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+            mock_auth.assert_called_once()
+
+    async def test_resolve_target_server_names_prefers_path_over_header(self):
+        """
+        ``_resolve_target_server_names`` must:
+
+        - For ``/mcp/<name>`` paths, return the path-derived list and ignore
+          the header (mirrors downstream routing).
+        - For non-MCP paths, fall back to the header (including the explicit
+          empty-list case, which fails closed).
+        """
+        # Path matches /mcp/... — header is ignored.
+        assert MCPRequestHandler._resolve_target_server_names(
+            path="/mcp/foo", mcp_servers_header=["evil"]
+        ) == ["foo"]
+        assert MCPRequestHandler._resolve_target_server_names(
+            path="/mcp/foo,bar", mcp_servers_header=["evil"]
+        ) == ["foo", "bar"]
+        assert MCPRequestHandler._resolve_target_server_names(
+            path="/foo/mcp", mcp_servers_header=["evil"]
+        ) == ["foo"]
+        # Path does not match — header is trusted.
+        assert MCPRequestHandler._resolve_target_server_names(
+            path="/.well-known/oauth-authorization-server",
+            mcp_servers_header=["foo"],
+        ) == ["foo"]
+        # Explicit empty list on a non-MCP path → empty (fail closed).
+        assert (
+            MCPRequestHandler._resolve_target_server_names(
+                path="/.well-known/oauth-authorization-server",
+                mcp_servers_header=[],
+            )
+            == []
+        )
+        # No header on a non-MCP path → empty.
+        assert (
+            MCPRequestHandler._resolve_target_server_names(
+                path="/.well-known/oauth-authorization-server",
+                mcp_servers_header=None,
+            )
+            == []
+        )
+
+
 class TestMCPCustomHeaderName:
     """Test suite for custom MCP authentication header name functionality"""
 
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 b53420f0000..794864f658b 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
@@ -2456,6 +2456,51 @@ class TestMCPServerManager:
             assert "test_server_1" in result
             assert "test_server_2" in result
 
+    @pytest.mark.asyncio
+    async def test_get_allowed_mcp_servers_anonymous_delegate_requires_oauth2(self):
+        """Anonymous delegated auth listing should only include oauth2 servers."""
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
+            MCPRequestHandler,
+        )
+
+        manager = MCPServerManager()
+        oauth_delegate_server = MCPServer(
+            server_id="oauth-delegate",
+            name="oauth_delegate",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+        )
+        api_key_delegate_server = MCPServer(
+            server_id="api-key-delegate",
+            name="api_key_delegate",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.api_key,
+            delegate_auth_to_upstream=True,
+        )
+        oauth_non_delegate_server = MCPServer(
+            server_id="oauth-non-delegate",
+            name="oauth_non_delegate",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=False,
+        )
+        manager.registry = {
+            oauth_delegate_server.server_id: oauth_delegate_server,
+            api_key_delegate_server.server_id: api_key_delegate_server,
+            oauth_non_delegate_server.server_id: oauth_non_delegate_server,
+        }
+
+        with patch.object(
+            MCPRequestHandler,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[],
+        ):
+            result = await manager.get_allowed_mcp_servers(None)
+
+        assert set(result) == {"oauth-delegate"}
+
     def test_get_mcp_server_from_tool_name_uses_server_name_not_name(self):
         """
         Test that _get_mcp_server_from_tool_name uses server.server_name instead of server.name
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index a0bfbff4222..7b3bb81e04b 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -497,31 +497,39 @@ async def test_per_user_oauth_missing_stored_token_returns_preemptive_401():
     oauth_server.auth_type = MCPAuth.oauth2
     oauth_server.needs_user_oauth_token = True
 
-    with patch(
-        "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
-        new_callable=AsyncMock,
-        return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server.set_auth_context",
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
-        True,
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
-        new_callable=AsyncMock,
-        return_value=False,
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
-        new_callable=AsyncMock,
-        return_value=None,
-    ) as mock_get_stored_token, patch(
-        "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
-        return_value=oauth_server,
-    ), patch.object(
-        session_manager,
-        "handle_request",
-        new_callable=AsyncMock,
-    ) as mock_handle_request:
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.set_auth_context",
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
+            new_callable=AsyncMock,
+            return_value=None,
+        ) as mock_get_stored_token,
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=oauth_server,
+        ),
+        patch.object(
+            session_manager,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
         with pytest.raises(HTTPException) as exc_info:
             await handle_streamable_http_mcp(scope, receive, send)
 
@@ -562,32 +570,119 @@ async def test_per_user_oauth_with_stored_token_skips_preemptive_401():
     oauth_server.auth_type = MCPAuth.oauth2
     oauth_server.needs_user_oauth_token = True
 
-    with patch(
-        "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
-        new_callable=AsyncMock,
-        return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server.set_auth_context",
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
-        True,
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
-        new_callable=AsyncMock,
-        return_value=False,
-    ), patch(
-        "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
-        new_callable=AsyncMock,
-        return_value={"Authorization": "Bearer cached-token"},
-    ) as mock_get_stored_token, patch(
-        "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
-        return_value=oauth_server,
-    ), patch.object(
-        session_manager,
-        "handle_request",
-        new_callable=AsyncMock,
-    ) as mock_handle_request:
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.set_auth_context",
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
+            new_callable=AsyncMock,
+            return_value={"Authorization": "Bearer cached-token"},
+        ) as mock_get_stored_token,
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=oauth_server,
+        ),
+        patch.object(
+            session_manager,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
         await handle_streamable_http_mcp(scope, receive, send)
 
     assert mock_get_stored_token.await_count == 1
     assert mock_handle_request.await_count == 1
+
+
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_emits_401_for_delegated_server_without_token():
+    """
+    OAuth2 server with ``delegate_auth_to_upstream=True`` and no Authorization
+    header must still emit a pre-emptive 401 with WWW-Authenticate so the
+    client kicks off PKCE. The 401 points at LiteLLM's discovery shim, which
+    in turn delegates to the upstream OAuth issuer.
+    """
+    from fastapi import HTTPException
+
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    scope = {
+        "type": "http",
+        "method": "POST",
+        "path": "/mcp",
+        "headers": [
+            (b"content-type", b"application/json"),
+            (b"host", b"litellm.example.com"),
+        ],
+    }
+    receive = AsyncMock()
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = None
+    delegated_server = MagicMock()
+    delegated_server.auth_type = MCPAuth.oauth2
+    delegated_server.delegate_auth_to_upstream = True
+    delegated_server.needs_user_oauth_token = True
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(
+                user_auth,
+                None,
+                ["delegated_oauth_server"],
+                None,
+                None,
+                None,
+            ),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.set_auth_context",
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=delegated_server,
+        ),
+        patch.object(
+            session_manager,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await handle_streamable_http_mcp(scope, receive, send)
+
+    assert exc_info.value.status_code == 401
+    assert "www-authenticate" in exc_info.value.headers
+    assert mock_handle_request.await_count == 0
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index 30ad84e18b8..47e058786a5 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -1645,6 +1645,108 @@ class TestTemporaryMCPSessionEndpoints:
         _, call_kwargs = auth_builder_mock.call_args
         assert call_kwargs["api_key"] == "Bearer sk-header-key"
 
+    @pytest.mark.asyncio
+    async def test_mcp_oauth_user_api_key_auth_requires_oauth2_for_delegate_bypass(
+        self,
+    ):
+        """Non-oauth2 servers must not get anonymous access from the delegate flag."""
+        from litellm.proxy.management_endpoints.mcp_management_endpoints import (
+            _mcp_oauth_user_api_key_auth,
+        )
+
+        expected_auth = generate_mock_user_api_key_auth(
+            user_role=LitellmUserRoles.PROXY_ADMIN
+        )
+        mock_request = MagicMock()
+        mock_request.headers = {}
+        mock_request.cookies = {}
+        mock_request.path_params = {"server_id": "server-1"}
+        non_oauth_server = MagicMock()
+        non_oauth_server.auth_type = MCPAuth.api_key
+        non_oauth_server.delegate_auth_to_upstream = True
+        mock_manager = MagicMock()
+        mock_manager.get_mcp_server_by_id.return_value = non_oauth_server
+        mock_manager.get_mcp_server_by_name.return_value = None
+        fake_proxy_server = types.SimpleNamespace(master_key=None)
+
+        with (
+            patch.dict(sys.modules, {"litellm.proxy.proxy_server": fake_proxy_server}),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
+                mock_manager,
+            ),
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints._user_api_key_auth_builder",
+                AsyncMock(return_value=expected_auth),
+            ) as auth_builder_mock,
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints._read_request_body",
+                AsyncMock(return_value={}),
+            ),
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints.populate_request_with_path_params",
+                side_effect=lambda request_data, request: request_data,
+            ),
+        ):
+            result = await _mcp_oauth_user_api_key_auth(mock_request)
+
+        assert result is expected_auth
+        auth_builder_mock.assert_awaited_once()
+        _, call_kwargs = auth_builder_mock.call_args
+        assert call_kwargs["api_key"] == ""
+
+    @pytest.mark.asyncio
+    async def test_mcp_oauth_user_api_key_auth_requires_public_server_for_delegate_bypass(
+        self,
+    ):
+        """Internal-only delegate servers must still require LiteLLM auth."""
+        from litellm.proxy.management_endpoints.mcp_management_endpoints import (
+            _mcp_oauth_user_api_key_auth,
+        )
+
+        expected_auth = generate_mock_user_api_key_auth(
+            user_role=LitellmUserRoles.PROXY_ADMIN
+        )
+        mock_request = MagicMock()
+        mock_request.headers = {}
+        mock_request.cookies = {}
+        mock_request.path_params = {"server_id": "server-1"}
+        internal_server = MagicMock()
+        internal_server.auth_type = MCPAuth.oauth2
+        internal_server.delegate_auth_to_upstream = True
+        internal_server.available_on_public_internet = False
+        internal_server.has_client_credentials = False
+        mock_manager = MagicMock()
+        mock_manager.get_mcp_server_by_id.return_value = internal_server
+        mock_manager.get_mcp_server_by_name.return_value = None
+        fake_proxy_server = types.SimpleNamespace(master_key=None)
+
+        with (
+            patch.dict(sys.modules, {"litellm.proxy.proxy_server": fake_proxy_server}),
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
+                mock_manager,
+            ),
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints._user_api_key_auth_builder",
+                AsyncMock(return_value=expected_auth),
+            ) as auth_builder_mock,
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints._read_request_body",
+                AsyncMock(return_value={}),
+            ),
+            patch(
+                "litellm.proxy.management_endpoints.mcp_management_endpoints.populate_request_with_path_params",
+                side_effect=lambda request_data, request: request_data,
+            ),
+        ):
+            result = await _mcp_oauth_user_api_key_auth(mock_request)
+
+        assert result is expected_auth
+        auth_builder_mock.assert_awaited_once()
+        _, call_kwargs = auth_builder_mock.call_args
+        assert call_kwargs["api_key"] == ""
+
     @pytest.mark.asyncio
     async def test_mcp_authorize_proxies_to_discoverable_endpoint(self):
         from litellm.proxy.management_endpoints.mcp_management_endpoints import (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
index dcb7298c830..8f60e50d2b2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
@@ -1,7 +1,7 @@
 import React, { useEffect } from "react";
 import { Form, Select, Tooltip, Collapse, Input, Space, Button, Switch } from "antd";
 import { InfoCircleOutlined, MinusCircleOutlined, PlusOutlined } from "@ant-design/icons";
-import { MCPServer } from "./types";
+import { MCPServer, AUTH_TYPE } from "./types";
 const { Panel } = Collapse;
 
 interface MCPPermissionManagementProps {
@@ -23,6 +23,8 @@ const MCPPermissionManagement: React.FC<MCPPermissionManagementProps> = ({
   getAccessGroupOptions,
 }) => {
   const form = Form.useFormInstance();
+  const watchedAuthType = Form.useWatch("auth_type", form);
+  const isOAuth2 = watchedAuthType === AUTH_TYPE.OAUTH2;
 
   // Set initial values when mcpServer changes
   useEffect(() => {
@@ -40,12 +42,25 @@ const MCPPermissionManagement: React.FC<MCPPermissionManagementProps> = ({
       if (typeof mcpServer.available_on_public_internet === "boolean") {
         form.setFieldValue("available_on_public_internet", mcpServer.available_on_public_internet);
       }
+      if (typeof mcpServer.delegate_auth_to_upstream === "boolean") {
+        form.setFieldValue("delegate_auth_to_upstream", mcpServer.delegate_auth_to_upstream);
+      }
     } else {
       form.setFieldValue("allow_all_keys", false);
       form.setFieldValue("available_on_public_internet", true);
+      form.setFieldValue("delegate_auth_to_upstream", false);
     }
   }, [mcpServer, form]);
 
+  // delegate_auth_to_upstream is only honored server-side when auth_type=oauth2.
+  // Force it back to false whenever the user switches away from oauth2 so a
+  // stale toggle value doesn't get persisted with another auth type.
+  useEffect(() => {
+    if (!isOAuth2) {
+      form.setFieldValue("delegate_auth_to_upstream", false);
+    }
+  }, [isOAuth2, form]);
+
   return (
     <Collapse className="bg-gray-50 border border-gray-200 rounded-lg" expandIconPosition="end" ghost={false}>
       <Panel
@@ -105,6 +120,30 @@ const MCPPermissionManagement: React.FC<MCPPermissionManagementProps> = ({
             </Form.Item>
           </div>
 
+          {isOAuth2 && (
+            <div className="flex items-start justify-between gap-4">
+              <div>
+                <span className="text-sm font-medium text-gray-700 flex items-center">
+                  Delegate auth to upstream (PKCE passthrough)
+                  <Tooltip title="When on, LiteLLM skips its own API key/SSO check for this server and lets the client complete PKCE directly with the upstream MCP server. Only honored when Auth Type is oauth2. No spend tracking or per-key rate limiting will run on this route.">
+                    <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+                  </Tooltip>
+                </span>
+                <p className="text-sm text-gray-600 mt-1">
+                  Bypass LiteLLM auth so clients authenticate directly with the upstream OAuth MCP server.
+                </p>
+              </div>
+              <Form.Item
+                name="delegate_auth_to_upstream"
+                valuePropName="checked"
+                initialValue={mcpServer?.delegate_auth_to_upstream ?? false}
+                className="mb-0"
+              >
+                <Switch />
+              </Form.Item>
+            </div>
+          )}
+
           <Form.Item
             label={
               <span className="text-sm font-medium text-gray-700 flex items-center">
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 17bcd59c43e..f8b0141b25d 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -284,6 +284,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         credentials: credentialValues,
         allow_all_keys: allowAllKeysRaw,
         available_on_public_internet: availableOnPublicInternetRaw,
+        delegate_auth_to_upstream: delegateAuthToUpstreamRaw,
         token_validation_json: rawTokenValidationJson,
         ...restValues
       } = values;
@@ -388,6 +389,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         tool_name_to_description: Object.keys(toolNameToDescription).length > 0 ? toolNameToDescription : null,
         allow_all_keys: Boolean(allowAllKeysRaw),
         available_on_public_internet: Boolean(availableOnPublicInternetRaw),
+        delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw),
         static_headers: staticHeaders,
         ...(tokenValidation !== null && { token_validation: tokenValidation }),
       };
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 760504d5797..1f2864f6759 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -177,6 +177,47 @@ describe("MCPServerEdit (stdio)", () => {
   });
 });
 
+describe("MCPServerEdit (delegate auth)", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("should clear delegate auth flag when saving a non-oauth2 server", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "none",
+      delegate_auth_to_upstream: false,
+    });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          auth_type: "none",
+          delegate_auth_to_upstream: true,
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.auth_type).toBe("none");
+    expect(payload.delegate_auth_to_upstream).toBe(false);
+  });
+});
+
 describe("MCPServerEdit (interactive OAuth)", () => {
   beforeEach(() => {
     vi.clearAllMocks();
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 997e76982d4..9278d41c3e3 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -384,6 +384,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         args: rawArgs,
         allow_all_keys: allowAllKeysRaw,
         available_on_public_internet: availableOnPublicInternetRaw,
+        delegate_auth_to_upstream: delegateAuthToUpstreamRaw,
         token_validation_json: rawTokenValidationJson,
         ...restValues
       } = values;
@@ -552,6 +553,15 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         static_headers: staticHeaders,
         allow_all_keys: Boolean(allowAllKeysRaw ?? mcpServer.allow_all_keys),
         available_on_public_internet: Boolean(availableOnPublicInternetRaw ?? mcpServer.available_on_public_internet),
+        // ``delegate_auth_to_upstream`` is only honored server-side for
+        // ``auth_type=oauth2``. The Form.Item is conditionally rendered so the
+        // value drops out of the form on auth_type change; force false for any
+        // non-oauth2 server to avoid persisting a stale ``true`` that would
+        // silently re-activate if auth_type is later switched back to oauth2.
+        delegate_auth_to_upstream:
+          restValues.auth_type === AUTH_TYPE.OAUTH2
+            ? Boolean(delegateAuthToUpstreamRaw ?? mcpServer.delegate_auth_to_upstream)
+            : false,
         // Include token_validation when it is set (non-null) or when clearing an existing value
         ...(tokenValidation !== null || mcpServer.token_validation
           ? { token_validation: tokenValidation }
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx
index f9a3d57e952..1f8f7f68d33 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx
@@ -272,6 +272,23 @@ export const MCPServerView: React.FC<MCPServerViewProps> = ({
                       )}
                     </div>
                   </div>
+                  {handleAuth(mcpServer.auth_type) === "oauth2" && (
+                    <div className="py-3 grid grid-cols-3 gap-4">
+                      <Text className="text-sm font-medium text-gray-500">Delegate Auth to Upstream</Text>
+                      <div className="col-span-2">
+                        {mcpServer.delegate_auth_to_upstream ? (
+                          <span className="inline-flex items-center gap-1 px-2 py-0.5 bg-green-50 text-green-700 rounded-full border border-green-200 text-xs font-medium">
+                            <span className="h-1.5 w-1.5 rounded-full bg-green-500"></span>
+                            Enabled (PKCE passthrough)
+                          </span>
+                        ) : (
+                          <span className="inline-flex items-center gap-1 px-2 py-0.5 bg-gray-50 text-gray-600 rounded-full border border-gray-200 text-xs font-medium">
+                            Disabled
+                          </span>
+                        )}
+                      </div>
+                    </div>
+                  )}
                   <div className="py-3 grid grid-cols-3 gap-4">
                     <Text className="text-sm font-medium text-gray-500">Access Groups</Text>
                     <div className="col-span-2">
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 814c5d74f46..7cfe08d9ee5 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -202,6 +202,7 @@ export interface MCPServer {
   tool_name_to_description?: Record<string, string>;
   allow_all_keys?: boolean;
   available_on_public_internet?: boolean;
+  delegate_auth_to_upstream?: boolean;
 
   /** Stdio-only fields (present when transport === 'stdio') */
   command?: string | null;
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 7f28dbe6da9..756348f4937 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -8800,6 +8800,7 @@ interface ExchangeMcpOAuthTokenParams {
   clientSecret?: string;
   codeVerifier: string;
   redirectUri: string;
+  accessToken?: string | null;
 }
 
 export const exchangeMcpOAuthToken = async ({
@@ -8809,6 +8810,7 @@ export const exchangeMcpOAuthToken = async ({
   clientSecret,
   codeVerifier,
   redirectUri,
+  accessToken,
 }: ExchangeMcpOAuthTokenParams) => {
   const base = getProxyBaseUrl();
   const normalizedServerId = encodeURIComponent(serverId.trim());
@@ -8826,11 +8828,16 @@ export const exchangeMcpOAuthToken = async ({
   body.set("code_verifier", codeVerifier);
   body.set("redirect_uri", redirectUri);
 
+  const headers: Record<string, string> = {
+    "Content-Type": "application/x-www-form-urlencoded",
+  };
+  if (accessToken) {
+    headers["Authorization"] = `Bearer ${accessToken}`;
+  }
+
   const response = await fetch(url, {
     method: "POST",
-    headers: {
-      "Content-Type": "application/x-www-form-urlencoded",
-    },
+    headers,
     body: body.toString(),
   });
 
diff --git a/ui/litellm-dashboard/src/hooks/useMcpOAuthFlow.tsx b/ui/litellm-dashboard/src/hooks/useMcpOAuthFlow.tsx
index 9157fedbe21..7edeade4cbd 100644
--- a/ui/litellm-dashboard/src/hooks/useMcpOAuthFlow.tsx
+++ b/ui/litellm-dashboard/src/hooks/useMcpOAuthFlow.tsx
@@ -279,6 +279,7 @@ export const useMcpOAuthFlow = ({
         clientSecret: flowState.clientSecret,
         codeVerifier: flowState.codeVerifier,
         redirectUri: flowState.redirectUri,
+        accessToken,
       });
 
       onTokenReceived(token);
diff --git a/ui/litellm-dashboard/src/hooks/useUserMcpOAuthFlow.tsx b/ui/litellm-dashboard/src/hooks/useUserMcpOAuthFlow.tsx
index aa7ce84de5e..cf0a81dcadf 100644
--- a/ui/litellm-dashboard/src/hooks/useUserMcpOAuthFlow.tsx
+++ b/ui/litellm-dashboard/src/hooks/useUserMcpOAuthFlow.tsx
@@ -224,6 +224,7 @@ export const useUserMcpOAuthFlow = ({
         clientSecret: flowState.clientSecret,
         codeVerifier: flowState.codeVerifier,
         redirectUri: flowState.redirectUri,
+        accessToken,
       });
 
       // Persist the token for this user via the backend.

From 7e61dbb1df1ade78ad5ee9f84a495eed0a5cc270 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 00:47:06 +0530
Subject: [PATCH 13/37] fix(responses): preserve cache_control in Responses API
 -> Chat Completion transformation (#27727)

* fix(responses): preserve cache_control in Responses API -> Chat Completion transformation

cache_control injected by AnthropicCacheControlHook was silently dropped when
_transform_responses_api_content_to_chat_completion_content rebuilt content blocks
with only {type, text}. Now copies cache_control through so Anthropic prompt caching
works correctly when using client.responses.create with cache_control_injection_points.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(responses): preserve cache_control for input_image and input_file blocks

Extends the cache_control fix to image and file content blocks, which were
also silently dropping cache_control during the Responses API -> Chat Completion
transformation. Adds tests for all three content block types.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Claude Babysitter <claude@anthropic.com>
---
 .../transformation.py                         | 30 ++++---
 .../test_litellm_completion_responses.py      | 83 +++++++++++++++++++
 2 files changed, 100 insertions(+), 13 deletions(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 48b12a5fba9..e2ba8353591 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -1238,6 +1238,8 @@ class LiteLLMCompletionResponsesConfig:
             file_dict["file_data"] = item["file_data"]
 
         new_item: Dict[str, Any] = {"type": "file", "file": file_dict}
+        if "cache_control" in item:
+            new_item["cache_control"] = item["cache_control"]
         return new_item
 
     @staticmethod
@@ -1282,26 +1284,28 @@ class LiteLLMCompletionResponsesConfig:
                             )
                         )
                     elif item.get("type") == "input_image":
-                        content_list.append(
-                            dict(
-                                LiteLLMCompletionResponsesConfig._transform_input_image_item_to_image_item(
-                                    item
-                                )
+                        image_block = dict(
+                            LiteLLMCompletionResponsesConfig._transform_input_image_item_to_image_item(
+                                item
                             )
                         )
+                        if "cache_control" in item:
+                            image_block["cache_control"] = item["cache_control"]
+                        content_list.append(image_block)
                     else:
                         # Skip text blocks with None text to avoid downstream errors
                         text_value = item.get("text")
                         if text_value is None:
                             continue
-                        content_list.append(
-                            {
-                                "type": LiteLLMCompletionResponsesConfig._get_chat_completion_request_content_type(
-                                    item.get("type") or "text"
-                                ),
-                                "text": text_value,
-                            }
-                        )
+                        content_block: Dict[str, Any] = {
+                            "type": LiteLLMCompletionResponsesConfig._get_chat_completion_request_content_type(
+                                item.get("type") or "text"
+                            ),
+                            "text": text_value,
+                        }
+                        if "cache_control" in item:
+                            content_block["cache_control"] = item["cache_control"]
+                        content_list.append(content_block)
             return content_list
         else:
             raise ValueError(f"Invalid content type: {type(content)}")
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 5d8ff8022e5..503a610e016 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -2170,3 +2170,86 @@ class TestEnsureOutputItemContentPartAdded:
 
         events = iterator._pending_response_events
         assert len(events) == 2
+
+
+class TestCacheControlPreservation:
+    def test_cache_control_preserved_in_content_transformation(self):
+        """cache_control injected by AnthropicCacheControlHook must survive
+        the Responses API -> Chat Completion content transformation."""
+        content = [
+            {
+                "type": "text",
+                "text": "hello",
+                "cache_control": {"type": "ephemeral"},
+            }
+        ]
+        result = LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+            content
+        )
+        assert isinstance(result, list)
+        assert len(result) == 1
+        assert result[0]["cache_control"] == {"type": "ephemeral"}
+
+    def test_content_without_cache_control_unaffected(self):
+        """Content blocks that don't have cache_control should be unaffected."""
+        content = [{"type": "text", "text": "hello"}]
+        result = LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+            content
+        )
+        assert isinstance(result, list)
+        assert len(result) == 1
+        assert "cache_control" not in result[0]
+
+    def test_cache_control_preserved_in_input_item_transformation(self):
+        """cache_control survives the full input-item -> messages transformation."""
+        input_item = {
+            "role": "user",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "long context",
+                    "cache_control": {"type": "ephemeral"},
+                }
+            ],
+        }
+        messages = LiteLLMCompletionResponsesConfig._transform_responses_api_input_item_to_chat_completion_message(
+            input_item
+        )
+        assert len(messages) == 1
+        msg_content = (
+            messages[0].get("content")
+            if isinstance(messages[0], dict)
+            else getattr(messages[0], "content", None)
+        )
+        assert isinstance(msg_content, list)
+        assert msg_content[0]["cache_control"] == {"type": "ephemeral"}
+
+    def test_cache_control_preserved_for_input_file_block(self):
+        content = [
+            {
+                "type": "input_file",
+                "file_id": "file-abc123",
+                "cache_control": {"type": "ephemeral"},
+            }
+        ]
+        result = LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+            content
+        )
+        assert isinstance(result, list)
+        assert len(result) == 1
+        assert result[0]["cache_control"] == {"type": "ephemeral"}
+
+    def test_cache_control_preserved_for_input_image_block(self):
+        content = [
+            {
+                "type": "input_image",
+                "image_url": "https://example.com/img.png",
+                "cache_control": {"type": "ephemeral"},
+            }
+        ]
+        result = LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+            content
+        )
+        assert isinstance(result, list)
+        assert len(result) == 1
+        assert result[0]["cache_control"] == {"type": "ephemeral"}

From d6fa08307b05c0675b983a284c9c87cf037a4044 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 13 May 2026 13:02:38 -0700
Subject: [PATCH 14/37] fix(proxy): expose db status on public
 /health/readiness
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

External readiness probes consumed the legacy detailed payload's `db`
field to drive alerting and pod-rotation decisions. Stripping the body
to `{"status": "healthy"}` broke those probes silently — the HTTP code
still flipped to 503, but probes checking `body.db == "connected"`
treated the response as healthy.

Add `db` back to the unauthenticated payload. Keep the rest of the
diagnostic fields (litellm_version, callbacks, cache, log_level) gated
behind /health/readiness/details so the recon-leak gate from #26912
holds. Values match the legacy contract: "connected", "disconnected",
"Not connected".
---
 .../health_endpoints/_health_endpoints.py     | 22 +++++++++++++------
 .../health_endpoints/test_health_endpoints.py | 15 ++++++++-----
 2 files changed, 25 insertions(+), 12 deletions(-)

diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 3032c9d38cc..ff3df11c448 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -1548,15 +1548,21 @@ def _allow_public_health_readiness_details() -> bool:
     return general_settings.get("allow_public_health_readiness_details") is True
 
 
-async def _set_public_readiness_status(response: Response) -> None:
+async def _resolve_public_readiness_db(response: Response) -> str:
+    """
+    Return the db status string for the public probe and flip the response to
+    503 when a configured DB is unreachable. Mirrors the legacy values:
+    "Not connected" (no DB configured), "connected", "disconnected".
+    """
     from litellm.proxy.proxy_server import prisma_client
 
     if prisma_client is None:
-        return
+        return "Not connected"
 
     db_health_status = await _db_health_readiness_check()
     if db_health_status["status"] != "connected":
         response.status_code = status.HTTP_503_SERVICE_UNAVAILABLE
+    return db_health_status["status"]
 
 
 @router.get(
@@ -1565,15 +1571,17 @@ async def _set_public_readiness_status(response: Response) -> None:
 )
 async def health_readiness(response: Response):
     """
-    Public readiness probe. Keep this low-detail for unauthenticated load
-    balancers by default. Admins can opt into the legacy detailed public
-    payload with general_settings.allow_public_health_readiness_details.
+    Public readiness probe. Returns a low-detail payload safe to expose to
+    unauthenticated load balancers — `status` plus `db` so orchestrators and
+    external probes can distinguish "healthy" from "DB unreachable" without a
+    credential. Admins can opt into the legacy detailed payload with
+    general_settings.allow_public_health_readiness_details.
     """
     if _allow_public_health_readiness_details():
         return await _get_health_readiness_details(response=response)
 
-    await _set_public_readiness_status(response=response)
-    return {"status": "healthy"}
+    db_status = await _resolve_public_readiness_db(response=response)
+    return {"status": "healthy", "db": db_status}
 
 
 @router.get(
diff --git a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
index bcd7fcb37b3..80a4804956c 100644
--- a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
+++ b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
@@ -844,9 +844,14 @@ def test_health_readiness(proxy_client):
         duration_ms < 500
     ), f"Health check took {duration_ms:.2f}ms, expected < 500ms for readiness endpoint"
 
-    # Assert response contains only low-detail public probe fields
+    # Assert response contains only low-detail public probe fields. `db` is
+    # included so unauthenticated probes can distinguish "DB unreachable"
+    # from a fully-healthy worker; its value depends on whether the test env
+    # exposes DATABASE_URL.
     response_data = response.json()
-    assert response_data == {"status": "healthy"}
+    assert set(response_data.keys()) == {"status", "db"}
+    assert response_data["status"] == "healthy"
+    assert response_data["db"] in {"connected", "disconnected", "Not connected"}
     print(f"Response time: {duration_ms:.2f}ms")
 
 
@@ -1750,7 +1755,7 @@ async def test_health_readiness_returns_503_when_db_disconnected():
         result = await health_readiness(response=response)
 
     assert response.status_code == 503
-    assert result == {"status": "healthy"}
+    assert result == {"status": "healthy", "db": "disconnected"}
 
 
 @pytest.mark.asyncio
@@ -1773,7 +1778,7 @@ async def test_health_readiness_returns_200_when_db_connected():
         result = await health_readiness(response=response)
 
     assert response.status_code == 200
-    assert result == {"status": "healthy"}
+    assert result == {"status": "healthy", "db": "connected"}
 
 
 @pytest.mark.asyncio
@@ -1792,7 +1797,7 @@ async def test_health_readiness_returns_200_when_no_db_configured():
         result = await health_readiness(response=response)
 
     assert response.status_code == 200
-    assert result == {"status": "healthy"}
+    assert result == {"status": "healthy", "db": "Not connected"}
 
 
 def test_clean_endpoint_data_strips_credentials_keeps_routing_fields():

From ca82761e4843e110d4192d586731f812d2eb3d60 Mon Sep 17 00:00:00 2001
From: oss-agent-shin <ext-agent-shin@berri.ai>
Date: Wed, 13 May 2026 13:28:22 -0700
Subject: [PATCH 15/37] docs(budget_manager): add docstring to
 BudgetManager.reset_cost (#27867)

Co-authored-by: oss-agent-shin <279349115+oss-agent-shin@users.noreply.github.com>
---
 litellm/budget_manager.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/litellm/budget_manager.py b/litellm/budget_manager.py
index b25967579e0..bbebb6042cb 100644
--- a/litellm/budget_manager.py
+++ b/litellm/budget_manager.py
@@ -178,6 +178,18 @@ class BudgetManager:
         return list(self.user_dict.keys())
 
     def reset_cost(self, user):
+        """
+        Reset the tracked spend for a user back to zero.
+
+        Clears both the aggregate ``current_cost`` and the per-model
+        ``model_cost`` breakdown stored for the given user.
+
+        Args:
+            user: The user identifier whose cost should be reset.
+
+        Returns:
+            dict: ``{"user": <updated user record>}`` reflecting the reset state.
+        """
         self.user_dict[user]["current_cost"] = 0
         self.user_dict[user]["model_cost"] = {}
         return {"user": self.user_dict[user]}

From 714664fe21f49e22fd7b012ef680cd0b42bd646a Mon Sep 17 00:00:00 2001
From: oss-agent-shin <ext-agent-shin@berri.ai>
Date: Wed, 13 May 2026 13:54:00 -0700
Subject: [PATCH 16/37] docs: add class docstring to _LoopWrapper (#27870)

Document the purpose of the daemon thread that backs the sync
branch of the timeout decorator.

Co-authored-by: oss-agent-shin <279349115+oss-agent-shin@users.noreply.github.com>
---
 litellm/timeout.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/litellm/timeout.py b/litellm/timeout.py
index f9bf036cea2..0d03a3e45e8 100644
--- a/litellm/timeout.py
+++ b/litellm/timeout.py
@@ -90,6 +90,13 @@ def timeout(timeout_duration: float = 0.0, exception_to_raise=Timeout):
 
 
 class _LoopWrapper(Thread):
+    """Daemon thread that owns a dedicated asyncio event loop.
+
+    Used by the sync branch of :func:`timeout` to run a coroutine on a
+    background event loop so the calling thread can wait on it with a
+    timeout via :func:`asyncio.run_coroutine_threadsafe`.
+    """
+
     def __init__(self):
         super().__init__(daemon=True)
         self.loop = asyncio.new_event_loop()

From 06c1c3497f8c390c4e663fcc184fb1ccfc3ad1b0 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Wed, 13 May 2026 14:06:58 -0700
Subject: [PATCH 17/37] =?UTF-8?q?fix:=20Fix=20Redis=20Sentinel=20client=20?=
 =?UTF-8?q?handling=20to=20solve=20authentication=20error=E2=80=A6=20(#263?=
 =?UTF-8?q?02)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: Fix Redis Sentinel client handling to solve authentication error with password protected sentinel (#25625)

* fix Redis Sentinel authentication handling

* test: cover Redis Sentinel auth routing

* refactor: align Redis Sentinel kwargs threading

* fix: avoid duplicate Redis Sentinel socket timeouts

* Address review comments

* refactor(_redis): return set from _get_redis_kwargs for O(1) lookup

Align _get_redis_kwargs() with the cluster helper by returning a set
instead of a list, so the sentinel connection-kwargs filter uses O(1)
membership tests. Addresses Greptile review feedback on PR #26302.

* fix(_redis): restore Azure-specific kwargs in cluster kwargs set

The set-literal refactor of _get_redis_cluster_kwargs dropped four
LiteLLM-custom Azure keys (azure_redis_ad_token, azure_client_id,
azure_tenant_id, azure_client_secret) that the prior list form had
explicitly appended. Because they are not in RedisCluster's argspec,
they were silently stripped, breaking Azure IAM auth on cluster
clients. Re-add them to the explicit include set.

---------

Co-authored-by: Kristin Cowalcijk <kristincowalcijk@gmail.com>
Co-authored-by: Sameer Kankute <sameer@berri.ai>
Co-authored-by: krrish-berri-2 <krrish-berri-2@users.noreply.github.com>
Co-authored-by: claude <claude@anthropic.com>
---
 litellm/_redis.py                |  68 +++++++++++-------
 tests/test_litellm/test_redis.py | 114 +++++++++++++++++++++++++++++++
 2 files changed, 156 insertions(+), 26 deletions(-)

diff --git a/litellm/_redis.py b/litellm/_redis.py
index 1c11ea829ba..65284162663 100644
--- a/litellm/_redis.py
+++ b/litellm/_redis.py
@@ -41,7 +41,7 @@ def _get_redis_kwargs():
         "retry",
     }
 
-    include_args = [
+    include_args = {
         "url",
         "redis_connect_func",
         "gcp_service_account",
@@ -50,9 +50,9 @@ def _get_redis_kwargs():
         "azure_client_id",
         "azure_tenant_id",
         "azure_client_secret",
-    ]
+    }
 
-    available_args = [x for x in arg_spec.args if x not in exclude_args] + include_args
+    available_args = {x for x in arg_spec.args if x not in exclude_args} | include_args
 
     return available_args
 
@@ -84,23 +84,23 @@ def _get_redis_cluster_kwargs(client=None):
     # Only allow primitive arguments
     exclude_args = {"self", "connection_pool", "retry", "host", "port", "startup_nodes"}
 
-    available_args = [x for x in arg_spec.args if x not in exclude_args]
-    available_args.append("password")
-    available_args.append("username")
-    available_args.append("ssl")
-    available_args.append("ssl_cert_reqs")
-    available_args.append("ssl_check_hostname")
-    available_args.append("ssl_ca_certs")
-    available_args.append(
-        "redis_connect_func"
-    )  # Needed for sync clusters and IAM detection
-    available_args.append("gcp_service_account")
-    available_args.append("gcp_ssl_ca_certs")
-    available_args.append("azure_redis_ad_token")
-    available_args.append("azure_client_id")
-    available_args.append("azure_tenant_id")
-    available_args.append("azure_client_secret")
-    available_args.append("max_connections")
+    available_args = {x for x in arg_spec.args if x not in exclude_args}
+    available_args |= {
+        "password",
+        "username",
+        "ssl",
+        "ssl_cert_reqs",
+        "ssl_check_hostname",
+        "ssl_ca_certs",
+        "redis_connect_func",  # Needed for sync clusters and IAM detection
+        "gcp_service_account",
+        "gcp_ssl_ca_certs",
+        "azure_redis_ad_token",
+        "azure_client_id",
+        "azure_tenant_id",
+        "azure_client_secret",
+        "max_connections",
+    }
 
     return available_args
 
@@ -479,10 +479,24 @@ def init_redis_cluster(redis_kwargs) -> redis.RedisCluster:
     return redis.RedisCluster(startup_nodes=new_startup_nodes, **cluster_kwargs)  # type: ignore
 
 
+def _get_redis_sentinel_connection_kwargs(redis_kwargs: dict) -> dict:
+    connection_kwargs = {}
+    args = _get_redis_kwargs()
+    for arg in redis_kwargs:
+        if arg in args:
+            connection_kwargs[arg] = redis_kwargs[arg]
+
+    return connection_kwargs
+
+
 def _init_redis_sentinel(redis_kwargs) -> redis.Redis:
     sentinel_nodes = redis_kwargs.get("sentinel_nodes")
     sentinel_password = redis_kwargs.get("sentinel_password")
     service_name = redis_kwargs.get("service_name")
+    connection_kwargs = _get_redis_sentinel_connection_kwargs(redis_kwargs)
+    connection_kwargs.setdefault("socket_timeout", REDIS_SOCKET_TIMEOUT)
+    sentinel_kwargs = dict(connection_kwargs)
+    sentinel_kwargs["password"] = sentinel_password
 
     if not sentinel_nodes or not service_name:
         raise ValueError(
@@ -494,19 +508,22 @@ def _init_redis_sentinel(redis_kwargs) -> redis.Redis:
     # Set up the Sentinel client
     sentinel = redis.Sentinel(
         sentinel_nodes,
-        socket_timeout=REDIS_SOCKET_TIMEOUT,
-        password=sentinel_password,
+        sentinel_kwargs=sentinel_kwargs,
     )
 
     # Return the master instance for the given service
 
-    return sentinel.master_for(service_name)
+    return sentinel.master_for(service_name, **connection_kwargs)
 
 
 def _init_async_redis_sentinel(redis_kwargs) -> async_redis.Redis:
     sentinel_nodes = redis_kwargs.get("sentinel_nodes")
     sentinel_password = redis_kwargs.get("sentinel_password")
     service_name = redis_kwargs.get("service_name")
+    connection_kwargs = _get_redis_sentinel_connection_kwargs(redis_kwargs)
+    connection_kwargs.setdefault("socket_timeout", REDIS_SOCKET_TIMEOUT)
+    sentinel_kwargs = dict(connection_kwargs)
+    sentinel_kwargs["password"] = sentinel_password
 
     if not sentinel_nodes or not service_name:
         raise ValueError(
@@ -518,13 +535,12 @@ def _init_async_redis_sentinel(redis_kwargs) -> async_redis.Redis:
     # Set up the Sentinel client
     sentinel = async_redis.Sentinel(
         sentinel_nodes,
-        socket_timeout=REDIS_SOCKET_TIMEOUT,
-        password=sentinel_password,
+        sentinel_kwargs=sentinel_kwargs,
     )
 
     # Return the master instance for the given service
 
-    return sentinel.master_for(service_name)
+    return sentinel.master_for(service_name, **connection_kwargs)
 
 
 def get_redis_client(**env_overrides):
diff --git a/tests/test_litellm/test_redis.py b/tests/test_litellm/test_redis.py
index 2483469db23..282c9d72d51 100644
--- a/tests/test_litellm/test_redis.py
+++ b/tests/test_litellm/test_redis.py
@@ -426,6 +426,120 @@ def test_sync_client_prefers_cluster_over_url_via_env_var(
     assert len(call_kwargs["startup_nodes"]) == 1
 
 
+@patch("litellm._redis.redis.Sentinel")
+def test_sync_sentinel_uses_sentinel_password_and_master_password(mock_sentinel_cls):
+    """Sentinel auth must be passed to the sentinel, not the Redis master client."""
+    mock_sentinel = MagicMock()
+    mock_sentinel_cls.return_value = mock_sentinel
+
+    get_redis_client(
+        sentinel_nodes=[("sentinel-1", 26379)],
+        sentinel_password="sentinel-secret",
+        service_name="mymaster",
+        password="redis-secret",
+        username="redis-user",
+        ssl=True,
+        ssl_cert_reqs="required",
+        ssl_check_hostname=True,
+        ssl_ca_certs="/tmp/test-ca.pem",
+        max_connections=17,
+        socket_timeout=5,
+    )
+
+    mock_sentinel_cls.assert_called_once()
+    sentinel_call_kwargs = mock_sentinel_cls.call_args[1]
+    assert "password" not in sentinel_call_kwargs
+    assert "username" not in sentinel_call_kwargs
+    assert "ssl" not in sentinel_call_kwargs
+    assert "ssl_cert_reqs" not in sentinel_call_kwargs
+    assert "ssl_check_hostname" not in sentinel_call_kwargs
+    assert "ssl_ca_certs" not in sentinel_call_kwargs
+    assert "max_connections" not in sentinel_call_kwargs
+    assert "socket_timeout" not in sentinel_call_kwargs
+    assert sentinel_call_kwargs["sentinel_kwargs"] == {
+        "password": "sentinel-secret",
+        "username": "redis-user",
+        "ssl": True,
+        "ssl_cert_reqs": "required",
+        "ssl_check_hostname": True,
+        "ssl_ca_certs": "/tmp/test-ca.pem",
+        "max_connections": 17,
+        "socket_timeout": 5,
+    }
+    assert "service_name" not in sentinel_call_kwargs["sentinel_kwargs"]
+    assert "sentinel_nodes" not in sentinel_call_kwargs["sentinel_kwargs"]
+    assert "sentinel_password" not in sentinel_call_kwargs["sentinel_kwargs"]
+    mock_sentinel.master_for.assert_called_once_with(
+        "mymaster",
+        password="redis-secret",
+        username="redis-user",
+        ssl=True,
+        ssl_cert_reqs="required",
+        ssl_check_hostname=True,
+        ssl_ca_certs="/tmp/test-ca.pem",
+        max_connections=17,
+        socket_timeout=5,
+    )
+
+
+@patch("litellm._redis.async_redis.Sentinel")
+def test_async_sentinel_uses_sentinel_password_and_master_password(
+    mock_sentinel_cls,
+):
+    """Async sentinel auth must mirror the sync sentinel password routing."""
+    mock_sentinel = MagicMock()
+    mock_sentinel_cls.return_value = mock_sentinel
+
+    get_redis_async_client(
+        sentinel_nodes=[("sentinel-1", 26379)],
+        sentinel_password="sentinel-secret",
+        service_name="mymaster",
+        password="redis-secret",
+        username="redis-user",
+        ssl=True,
+        ssl_cert_reqs="required",
+        ssl_check_hostname=True,
+        ssl_ca_certs="/tmp/test-ca.pem",
+        max_connections=17,
+        socket_timeout=5,
+    )
+
+    mock_sentinel_cls.assert_called_once()
+    sentinel_call_kwargs = mock_sentinel_cls.call_args[1]
+    assert "password" not in sentinel_call_kwargs
+    assert "username" not in sentinel_call_kwargs
+    assert "ssl" not in sentinel_call_kwargs
+    assert "ssl_cert_reqs" not in sentinel_call_kwargs
+    assert "ssl_check_hostname" not in sentinel_call_kwargs
+    assert "ssl_ca_certs" not in sentinel_call_kwargs
+    assert "max_connections" not in sentinel_call_kwargs
+    assert "socket_timeout" not in sentinel_call_kwargs
+    assert sentinel_call_kwargs["sentinel_kwargs"] == {
+        "password": "sentinel-secret",
+        "username": "redis-user",
+        "ssl": True,
+        "ssl_cert_reqs": "required",
+        "ssl_check_hostname": True,
+        "ssl_ca_certs": "/tmp/test-ca.pem",
+        "max_connections": 17,
+        "socket_timeout": 5,
+    }
+    assert "service_name" not in sentinel_call_kwargs["sentinel_kwargs"]
+    assert "sentinel_nodes" not in sentinel_call_kwargs["sentinel_kwargs"]
+    assert "sentinel_password" not in sentinel_call_kwargs["sentinel_kwargs"]
+    mock_sentinel.master_for.assert_called_once_with(
+        "mymaster",
+        password="redis-secret",
+        username="redis-user",
+        ssl=True,
+        ssl_cert_reqs="required",
+        ssl_check_hostname=True,
+        ssl_ca_certs="/tmp/test-ca.pem",
+        max_connections=17,
+        socket_timeout=5,
+    )
+
+
 @patch("litellm._redis.init_redis_cluster")
 def test_sync_client_preserves_password_for_cluster_when_url_also_set(
     mock_init_cluster, monkeypatch

From bbeb094d00ee890850996e012c5c7490e5b04fee Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 02:39:12 +0530
Subject: [PATCH 18/37] Litellm agent oss staging 05 11 2026 (#27733)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix(ollama): Include provider in model list for ollama (#26135)

* Include provider in model names for ollama

* Fix unit tests

* fix(ollama): process both thinking and content in same streaming chunk (#26098)

* fix(health_check): skip max_tokens for image_generation mode (#26417)

* fix(health_check): skip max_tokens for image_generation mode

`_update_litellm_params_for_health_check` injected `max_tokens` for
every deployment. OpenAI `/v1/images/generations` strictly rejects
unknown fields, so health checks for dall-e-* and gpt-image-1 always
failed with `400 "Unknown parameter: 'max_tokens'"` even though the
actual image endpoint calls succeed. Skip the `max_tokens` injection
when `model_info.mode == "image_generation"`. `messages` still gets
injected (downstream `_filter_model_params` already strips it for
non-chat handlers).

* Switch to allow-list with per-deployment override

Per @krrishdholakia review: deny-listing image_generation only re-introduces
the same bug for every other non-chat mode (embedding, audio_*, rerank,
video_generation, ocr, search, moderation, ...).

Replace the single image_generation skip with `_MAX_TOKEN_SUPPORT_MODES =
{chat, completion, responses}`. Missing `mode` is treated as chat for
backward compatibility. New modes are safe by default.

Add `model_info.health_check_supports_max_tokens` as an operator escape
hatch — True forces injection on a non-listed deployment (operator wants
to bound probe tokens), False suppresses it on a chat-style deployment
behind a strict-schema provider.

Tests: parametrize over 3 chat-style + 10 non-chat modes, plus override
on/off and the no-mode legacy path.

* fix(http_handler): handle RequestNotRead in MaskedHTTPStatusError for multipart uploads (#26718)

Squash-merged by litellm-agent from dawidkulpa's PR.

* fix(ollama): guard against double 'ollama/' prefix in live model listing

Greptile flagged that Ollama servers can return names that already start
with 'ollama/'. Check the prefix before prepending so we don't produce
'ollama/ollama/...'. Adds a regression test.

* Fix Ollama empty reasoning stream chunks

Co-authored-by: Yassin Kortam <yassin@berri.ai>

---------

Co-authored-by: James Myatt <james@jamesmyatt.co.uk>
Co-authored-by: VHash <225398745+vhash0@users.noreply.github.com>
Co-authored-by: hayden <sewhan.kim+@a-bly.com>
Co-authored-by: dawidkulpa <84176950+dawidkulpa@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Claude <claude@anthropic.com>
Co-authored-by: Yassin Kortam <yassin@berri.ai>
---
 litellm/llms/custom_httpx/http_handler.py     |   7 +-
 litellm/llms/ollama/chat/transformation.py    |   4 +-
 litellm/llms/ollama/common_utils.py           |   2 +-
 litellm/proxy/health_check.py                 |  39 +++++-
 .../test_credential_leak_prevention.py        |  25 ++++
 .../ollama/test_ollama_chat_transformation.py |  65 +++++++++
 .../llms/ollama/test_ollama_model_info.py     |  30 ++++-
 .../proxy/test_health_check_max_tokens.py     | 126 ++++++++++++++++++
 8 files changed, 289 insertions(+), 9 deletions(-)

diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index af18c666679..e11d8532dbf 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -485,11 +485,16 @@ class MaskedHTTPStatusError(httpx.HTTPStatusError):
             if k.lower() not in ("content-encoding", "content-length")
         }
 
+        try:
+            request_content = original_error.request.content
+        except httpx.RequestNotRead:
+            request_content = b""
+
         masked_request = httpx.Request(
             method=original_error.request.method,
             url=masked_url,
             headers=original_error.request.headers,
-            content=original_error.request.content,
+            content=request_content,
         )
 
         super().__init__(
diff --git a/litellm/llms/ollama/chat/transformation.py b/litellm/llms/ollama/chat/transformation.py
index 48534799c97..e36150a4954 100644
--- a/litellm/llms/ollama/chat/transformation.py
+++ b/litellm/llms/ollama/chat/transformation.py
@@ -507,10 +507,10 @@ class OllamaChatCompletionResponseIterator(BaseModelResponseIterator):
             # PROCESS REASONING CONTENT
             reasoning_content: Optional[str] = None
             content: Optional[str] = None
-            if chunk["message"].get("thinking") is not None:
+            if chunk["message"].get("thinking"):
                 reasoning_content = chunk["message"].get("thinking")
                 self.started_reasoning_content = True
-            elif chunk["message"].get("content") is not None:
+            if chunk["message"].get("content"):
                 if (
                     self.started_reasoning_content
                     and not self.finished_reasoning_content
diff --git a/litellm/llms/ollama/common_utils.py b/litellm/llms/ollama/common_utils.py
index 8aedd9b3500..8ca8b7d383a 100644
--- a/litellm/llms/ollama/common_utils.py
+++ b/litellm/llms/ollama/common_utils.py
@@ -108,7 +108,7 @@ class OllamaModelInfo(BaseLLMModelInfo):
                     continue
                 nm = entry.get("name") or entry.get("model")
                 if isinstance(nm, str):
-                    names.add(nm)
+                    names.add(nm if nm.startswith("ollama/") else f"ollama/{nm}")
         except Exception as e:
             verbose_logger.warning(f"Error retrieving ollama tag endpoint: {e}")
             # If tags endpoint fails, fall back to static list
diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py
index 585ba883947..4a28143e617 100644
--- a/litellm/proxy/health_check.py
+++ b/litellm/proxy/health_check.py
@@ -36,6 +36,31 @@ ADMIN_ONLY_HEALTH_DISPLAY_PARAMS = ("api_base", "api_version")
 
 MINIMAL_DISPLAY_PARAMS = ["model", "mode_error"]
 
+# Modes whose health-check probe is a chat-style completion call and
+# therefore accept `max_tokens`. Other modes (embedding, image_generation,
+# audio_*, rerank, video_generation, ocr, search, moderation, ...) hit
+# endpoints that reject unknown fields with 400 "Unknown parameter:
+# 'max_tokens'". Allow-list so new modes are safe by default.
+# Per-deployment override: `model_info.health_check_supports_max_tokens`.
+_MAX_TOKEN_SUPPORT_MODES: frozenset = frozenset({"chat", "completion", "responses"})
+
+
+def _should_inject_health_check_max_tokens(model_info: dict) -> bool:
+    """
+    Whether the health-check probe should include `max_tokens`.
+
+    Order:
+      1. `model_info.health_check_supports_max_tokens` (operator override).
+      2. `_MAX_TOKEN_SUPPORT_MODES`. Missing `mode` is treated as `chat`
+         for backward compatibility.
+    """
+    explicit = model_info.get("health_check_supports_max_tokens")
+    if explicit is not None:
+        return bool(explicit)
+    mode = model_info.get("mode") or "chat"
+    return mode in _MAX_TOKEN_SUPPORT_MODES
+
+
 # Health-check modes that forward `reasoning_effort` to the provider (chat-style calls).
 _HEALTH_CHECK_MODES_SUPPORTING_REASONING_EFFORT = frozenset(
     (None, "chat", "completion")
@@ -389,14 +414,22 @@ def _update_litellm_params_for_health_check(
     Update the litellm params for health check.
 
     - gets a short `messages` param for health check
+    - adds a bounded `max_tokens` when the deployment is a chat-style mode
+      (`chat`, `completion`, `responses`) or the operator explicitly opts in
+      via `model_info.health_check_supports_max_tokens`. Non-chat endpoints
+      (image, embedding, audio_*, rerank, video, ocr, search, moderation, ...)
+      reject unknown fields with 400 "Unknown parameter: 'max_tokens'".
     - updates the `model` param with the `health_check_model` if it exists Doc: https://docs.litellm.ai/docs/proxy/health#wildcard-routes
     - updates the `voice` param with the `health_check_voice` for `audio_speech` mode if it exists Doc: https://docs.litellm.ai/docs/proxy/health#text-to-speech-models
     - for Bedrock models with region routing (bedrock/region/model), strips the litellm routing prefix but preserves the model ID
     """
     litellm_params["messages"] = _get_random_llm_message()
-    _resolved_max_tokens = _resolve_health_check_max_tokens(model_info, litellm_params)
-    if _resolved_max_tokens is not None:
-        litellm_params["max_tokens"] = _resolved_max_tokens
+    if _should_inject_health_check_max_tokens(model_info):
+        _resolved_max_tokens = _resolve_health_check_max_tokens(
+            model_info, litellm_params
+        )
+        if _resolved_max_tokens is not None:
+            litellm_params["max_tokens"] = _resolved_max_tokens
 
     # Per-model reasoning effort for health checks only (e.g. reasoning_effort=none).
     if model_info.get("mode", None) in _HEALTH_CHECK_MODES_SUPPORTING_REASONING_EFFORT:
diff --git a/tests/test_litellm/llms/custom_httpx/test_credential_leak_prevention.py b/tests/test_litellm/llms/custom_httpx/test_credential_leak_prevention.py
index 72b4da7b38b..0a3bf403bf8 100644
--- a/tests/test_litellm/llms/custom_httpx/test_credential_leak_prevention.py
+++ b/tests/test_litellm/llms/custom_httpx/test_credential_leak_prevention.py
@@ -104,6 +104,31 @@ class TestMaskedHTTPStatusError:
         # The attached request must be the masked one, not the original.
         assert "KEY_X" not in str(req.url)
 
+    def test_handles_streaming_request_content(self):
+        """MaskedHTTPStatusError must not crash when request body is streamed."""
+        streaming_request = httpx.Request(
+            "POST",
+            "https://api.openai.com/v1/images/edits?key=SECRET_KEY",
+            stream=httpx.ByteStream(b"multipart-data"),
+        )
+        response = httpx.Response(
+            400,
+            request=streaming_request,
+            content=b'{"error": "bad request"}',
+        )
+        orig = httpx.HTTPStatusError(
+            message="400 Bad Request",
+            request=streaming_request,
+            response=response,
+        )
+
+        masked = MaskedHTTPStatusError(orig)
+
+        assert masked.status_code == 400
+        assert masked.response.status_code == 400
+        assert masked.response.request is not None
+        assert "SECRET_KEY" not in str(masked.request.url)
+
     def test_strips_content_encoding_to_avoid_double_decode(self):
         """If the upstream response declared Content-Encoding (e.g. gzip),
         the rebuilt Response must not carry that header over — otherwise httpx
diff --git a/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py b/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
index 05b96b88228..906c51d8064 100644
--- a/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
+++ b/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
@@ -694,6 +694,71 @@ class TestOllamaReasoningContentStreaming:
         # reasoning_content is not set when there's no thinking in the chunk
         assert getattr(result2.choices[0].delta, "reasoning_content", None) is None
 
+    def test_thinking_and_content_in_same_chunk(self):
+        """
+        Test that a chunk containing both thinking and content preserves both fields.
+        """
+        iterator = OllamaChatCompletionResponseIterator(
+            streaming_response=iter([]),
+            sync_stream=True,
+        )
+
+        chunk = {
+            "model": "deepseek-r1",
+            "message": {
+                "role": "assistant",
+                "thinking": "Let me reason first.",
+                "content": "Final answer.",
+            },
+            "done": False,
+        }
+
+        result = iterator.chunk_parser(chunk)
+
+        assert result.choices[0].delta.reasoning_content == "Let me reason first."
+        assert result.choices[0].delta.content == "Final answer."
+
+    def test_streaming_chunks_ignore_inactive_empty_reasoning_fields(self):
+        """
+        Test that Ollama chunks with inactive empty fields stay in the active delta.
+        """
+        iterator = OllamaChatCompletionResponseIterator(
+            streaming_response=iter([]),
+            sync_stream=True,
+        )
+
+        chunk = {
+            "model": "deepseek-r1",
+            "message": {
+                "role": "assistant",
+                "thinking": "Let me reason first.",
+                "content": "",
+            },
+            "done": False,
+        }
+
+        result = iterator.chunk_parser(chunk)
+
+        assert result.choices[0].delta.reasoning_content == "Let me reason first."
+        assert result.choices[0].delta.content is None
+        assert iterator.finished_reasoning_content is False
+
+        content_chunk = {
+            "model": "deepseek-r1",
+            "message": {
+                "role": "assistant",
+                "thinking": "",
+                "content": "Final answer.",
+            },
+            "done": False,
+        }
+
+        result = iterator.chunk_parser(content_chunk)
+
+        assert getattr(result.choices[0].delta, "reasoning_content", None) is None
+        assert result.choices[0].delta.content == "Final answer."
+        assert iterator.finished_reasoning_content is True
+
     def test_think_tags_in_content(self):
         """
         Test that <think> tags embedded in content are properly parsed.
diff --git a/tests/test_litellm/llms/ollama/test_ollama_model_info.py b/tests/test_litellm/llms/ollama/test_ollama_model_info.py
index 95fc80b7fd6..448a26bafe1 100644
--- a/tests/test_litellm/llms/ollama/test_ollama_model_info.py
+++ b/tests/test_litellm/llms/ollama/test_ollama_model_info.py
@@ -73,7 +73,7 @@ class TestOllamaModelInfo:
         info = OllamaModelInfo()
         models = info.get_models()
         # Only 'alpha' and 'zeta' should be returned, sorted alphabetically
-        assert models == ["alpha", "zeta"]
+        assert models == ["ollama/alpha", "ollama/zeta"]
         # Ensure correct endpoint was called
         assert calls and calls[0].endswith("/api/tags")
         assert call_headers and call_headers[0] == {}
@@ -122,7 +122,7 @@ class TestOllamaModelInfo:
         monkeypatch.setattr(httpx, "get", mock_get)
         info = OllamaModelInfo()
         models = info.get_models()
-        assert models == ["m1", "m2"]
+        assert models == ["ollama/m1", "ollama/m2"]
 
     def test_get_models_fallback_on_error(self, monkeypatch):
         """
@@ -139,6 +139,32 @@ class TestOllamaModelInfo:
         # Default static ollama_models is ['llama2'], so expect ['ollama/llama2']
         assert models == ["ollama/llama2"]
 
+    def test_get_models_no_double_prefix(self, monkeypatch):
+        """
+        Names that already carry the 'ollama/' prefix (or are returned by an
+        Ollama server that's been configured to emit them) should not be
+        prefixed a second time.
+        """
+        sample = {
+            "models": [
+                {"name": "ollama/already-prefixed"},
+                {"name": "fresh"},
+                {"name": "hf.co/Qwen/Qwen3-14B:latest"},
+            ]
+        }
+
+        def mock_get(url, headers):
+            return DummyResponse(sample, status_code=200)
+
+        monkeypatch.setattr(httpx, "get", mock_get)
+        info = OllamaModelInfo()
+        models = info.get_models()
+        assert models == [
+            "ollama/already-prefixed",
+            "ollama/fresh",
+            "ollama/hf.co/Qwen/Qwen3-14B:latest",
+        ]
+
 
 class TestOllamaGetModelInfo:
     """Tests for OllamaConfig.get_model_info() api_base threading and graceful fallback."""
diff --git a/tests/test_litellm/proxy/test_health_check_max_tokens.py b/tests/test_litellm/proxy/test_health_check_max_tokens.py
index 72d77862b5d..5cb7cdacc60 100644
--- a/tests/test_litellm/proxy/test_health_check_max_tokens.py
+++ b/tests/test_litellm/proxy/test_health_check_max_tokens.py
@@ -227,6 +227,132 @@ def test_wildcard_ignores_reasoning_split_model_info(monkeypatch):
     assert _resolve_health_check_max_tokens(model_info, litellm_params) is None
 
 
+# ---------------------------------------------------------------------------
+# image_generation must not receive max_tokens.
+#
+# _update_litellm_params_for_health_check injected `max_tokens` for every
+# deployment. For `mode: image_generation` that leaked into OpenAI
+# `/v1/images/generations`, which strictly rejects unknown fields with
+# `400 "Unknown parameter: 'max_tokens'"`, marking dall-e-* and
+# gpt-image-1 as permanently unhealthy even though their actual image
+# calls succeed. `messages` still gets injected (downstream
+# `_filter_model_params` already strips it for non-chat handlers).
+# ---------------------------------------------------------------------------
+
+
+def test_image_generation_mode_skips_max_tokens():
+    """image_generation must not receive max_tokens."""
+    model_info = {"mode": "image_generation"}
+    litellm_params = {"model": "openai/dall-e-3", "api_key": "sk-test"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert "max_tokens" not in updated
+    # connection-level params must still pass through unchanged
+    assert updated["api_key"] == "sk-test"
+
+
+def test_health_check_max_tokens_value_is_ignored_for_non_chat_modes():
+    """A configured `health_check_max_tokens` *value* (the int that controls
+    how many tokens to inject) is still skipped when the mode is outside the
+    allow-list — the inject decision runs before value resolution, so the
+    value never reaches `_resolve_health_check_max_tokens`. Note this is
+    distinct from `health_check_supports_max_tokens` (the bool that toggles
+    injection on/off per deployment)."""
+    model_info = {"mode": "image_generation", "health_check_max_tokens": 50}
+    litellm_params = {"model": "openai/dall-e-3"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert "max_tokens" not in updated
+
+
+def test_chat_mode_still_injects_max_tokens():
+    """Regression guard: the chat-style probe payload is unchanged."""
+    model_info = {"mode": "chat"}
+    litellm_params = {"model": "gpt-4"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert updated["max_tokens"] == 5
+
+
+def test_no_mode_still_injects_max_tokens():
+    """Regression guard: model_info without `mode` keeps the legacy path."""
+    model_info: dict = {}
+    litellm_params = {"model": "gpt-4"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert updated["max_tokens"] == 5
+
+
+# ---------------------------------------------------------------------------
+# Allow-list behavior: only chat-style modes (chat / completion / responses)
+# receive max_tokens. Every other mode is skipped by default.
+#
+# Per-deployment override via `health_check_supports_max_tokens` lets the
+# operator force injection on (e.g. a non-listed but max_tokens-capable
+# endpoint where they want to bound probe token usage) or off (e.g. a
+# chat-style provider with a strict schema that rejects unknown fields).
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.parametrize("mode", ["chat", "completion", "responses"])
+def test_chat_style_modes_inject_max_tokens(mode):
+    updated = _update_litellm_params_for_health_check(
+        {"mode": mode}, {"model": f"openai/dummy-{mode}"}
+    )
+
+    assert updated["max_tokens"] == 5
+
+
+@pytest.mark.parametrize(
+    "mode",
+    [
+        "embedding",
+        "image_generation",
+        "image_edit",
+        "audio_speech",
+        "audio_transcription",
+        "rerank",
+        "video_generation",
+        "ocr",
+        "search",
+        "moderation",
+    ],
+)
+def test_non_chat_modes_skip_max_tokens(mode):
+    updated = _update_litellm_params_for_health_check(
+        {"mode": mode}, {"model": f"openai/dummy-{mode}"}
+    )
+
+    assert "max_tokens" not in updated
+
+
+def test_explicit_override_true_forces_injection_outside_allowlist():
+    """Operator opts a non-listed deployment in to bound probe token usage."""
+    model_info = {
+        "mode": "image_generation",
+        "health_check_supports_max_tokens": True,
+    }
+    litellm_params = {"model": "openai/some-future-image-model"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert updated["max_tokens"] == 5
+
+
+def test_explicit_override_false_suppresses_injection_inside_allowlist():
+    """Operator opts a chat-style deployment out (strict-schema provider)."""
+    model_info = {"mode": "chat", "health_check_supports_max_tokens": False}
+    litellm_params = {"model": "openai/strict-schema-chat"}
+
+    updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+
+    assert "max_tokens" not in updated
+
+
 def test_update_litellm_params_health_check_reasoning_effort():
     """model_info.health_check_reasoning_effort sets reasoning_effort for chat-style health checks."""
     model_info = {"health_check_reasoning_effort": "low"}

From b593b88ec6b8ed104645e3b58c264496665ff09a Mon Sep 17 00:00:00 2001
From: ishaan-berri <155045088+ishaan-berri@users.noreply.github.com>
Date: Wed, 13 May 2026 16:37:15 -0700
Subject: [PATCH 19/37] Ishaan - May 13th Staging LiteLLM (#27877)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: strip Gemini thought-signature from tool_use.id in non-streaming path; example websearch config (#27873)

- adapters/transformation.py: mirror the streaming path and strip the
  `__thought__<b64>` suffix off `tool_call.id` before building the
  AnthropicResponseContentBlockToolUse. Base64's `+ / =` characters
  violate Anthropic's `^[a-zA-Z0-9_-]+$` tool_use.id pattern, so when a
  conversation that flowed through Gemini is later replayed to an
  Anthropic-native provider (Bedrock or Anthropic API) the request 400s.
- example_config_yaml/websearch_interception_config.yaml: register the
  interceptor under `callbacks:` not `success_callback:`. `success_callback`
  does not run pre-request hooks, so the tool-conversion step never fires
  on `/v1/messages` and the raw `web_search_20250305` tool is forwarded
  to Bedrock, which 400s.
- adds a unit test pinning the non-streaming strip behavior and the
  surviving `^[a-zA-Z0-9_-]+$` shape of the resulting id.

Co-authored-by: oss-agent-shin <279349115+oss-agent-shin@users.noreply.github.com>

* Fix/azure image edit auth header (#27863)

* fix(azure/image_edit): use api-key header instead of Authorization Bearer

Delegate `AzureImageEditConfig.validate_environment` to
`BaseAzureLLM._base_validate_azure_environment` so the image-edit route
follows the same auth resolution as every other Azure provider:

- prefer the Azure-native `api-key` header when an API key is available
- fall back to `Authorization: Bearer <azure_ad_token>` only for AAD auth

The previous implementation unconditionally set
`Authorization: Bearer <api_key>`, which is the OpenAI-direct convention
and is rejected by Azure OpenAI / APIM-fronted deployments with
`401 Access denied due to missing subscription key`.

Adds regression tests covering api_key kwarg, litellm_params.api_key, and
the AAD-token fallback path.

Co-authored-by: Cursor <cursoragent@cursor.com>

* docs(azure/image_edit): pin api-key precedence semantics + add regression test

Address review feedback that the move to
``BaseAzureLLM._base_validate_azure_environment`` changed the relative
priority of the positional ``api_key`` kwarg vs. ``litellm_params["api_key"]``.

The new behavior — ``litellm_params["api_key"]`` wins, positional only fills
in when ``litellm_params["api_key"]`` is empty — is intentional and matches
every other Azure ``validate_environment``: ``AzureVideosConfig`` uses the
exact same merge logic, while ``AzureVectorStoresConfig`` and
``AzureResponsesAPIConfig`` don't accept a positional ``api_key`` at all.
The old ``or`` chain (positional wins) was the outlier and was part of the
same OpenAI-vs-Azure convention drift that produced the original
``Authorization: Bearer`` bug.

The only production caller (``llm_http_handler.image_edit``) sources both
values from the same ``litellm_params.api_key``, so this change is
behaviorally a no-op there. Document the precedence in the docstring and
lock it in with an explicit test so future refactors can't quietly
re-invert it.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: yuneng-jiang <yuneng@berri.ai>
Co-authored-by: ryan-crabbe-berri <ryan@berri.ai>
Co-authored-by: Adam Kirstein <adam.kirstein@disney.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

* test(azure/image_edit): expect api-key header instead of Authorization Bearer

PR #27863 fixed Azure image edit to use the Azure-native api-key header
instead of OpenAI's Authorization: Bearer convention, but did not update
test_azure_image_edit_litellm_sdk to match. The test still asserted
'Authorization' in headers, which now fails since the new code routes
through BaseAzureLLM._base_validate_azure_environment and emits
api-key when an api_key is provided.

Update the assertion to pin the correct Azure behavior: api-key header
present with the resolved key, and no Authorization header.

---------

Co-authored-by: oss-agent-shin <ext-agent-shin@berri.ai>
Co-authored-by: oss-agent-shin <279349115+oss-agent-shin@users.noreply.github.com>
Co-authored-by: Adam Kirstein <107421694+justalittleadam@users.noreply.github.com>
Co-authored-by: yuneng-jiang <yuneng@berri.ai>
Co-authored-by: ryan-crabbe-berri <ryan@berri.ai>
Co-authored-by: Adam Kirstein <adam.kirstein@disney.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
---
 .../adapters/transformation.py                | 11 ++-
 .../llms/azure/image_edit/transformation.py   | 48 +++++++---
 .../websearch_interception_config.yaml        |  2 +-
 tests/image_gen_tests/test_image_edits.py     | 11 ++-
 ...al_pass_through_adapters_transformation.py | 44 ++++++++-
 .../test_azure_image_edit_transformation.py   | 89 +++++++++++++++++++
 6 files changed, 185 insertions(+), 20 deletions(-)

diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
index fe8e694efe5..0e198daf089 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
@@ -1299,9 +1299,18 @@ class LiteLLMAnthropicMessagesAdapter:
                         else truncated_name
                     )
 
+                    # Strip Gemini thought-signature suffix from id (mirrors streaming
+                    # path below); base64 chars (+ / =) violate Anthropic's
+                    # `^[a-zA-Z0-9_-]+$` tool_use.id pattern when replayed.
+                    raw_id = tool_call.id or ""
+                    base_id = (
+                        raw_id.split(THOUGHT_SIGNATURE_SEPARATOR, 1)[0]
+                        if THOUGHT_SIGNATURE_SEPARATOR in raw_id
+                        else raw_id
+                    )
                     tool_use_block = AnthropicResponseContentBlockToolUse(
                         type="tool_use",
-                        id=tool_call.id,
+                        id=base_id,
                         name=original_name,
                         input=parse_tool_call_arguments(
                             tool_call.function.arguments,
diff --git a/litellm/llms/azure/image_edit/transformation.py b/litellm/llms/azure/image_edit/transformation.py
index 0b6ecfb0767..a450ee0b217 100644
--- a/litellm/llms/azure/image_edit/transformation.py
+++ b/litellm/llms/azure/image_edit/transformation.py
@@ -3,8 +3,10 @@ from typing import Optional, cast
 import httpx
 
 import litellm
+from litellm.llms.azure.common_utils import BaseAzureLLM
 from litellm.llms.openai.image_edit.transformation import OpenAIImageEditConfig
 from litellm.secret_managers.main import get_secret_str
+from litellm.types.router import GenericLiteLLMParams
 from litellm.utils import _add_path_to_api_base
 
 
@@ -30,20 +32,42 @@ class AzureImageEditConfig(OpenAIImageEditConfig):
         litellm_params: Optional[dict] = None,
         api_base: Optional[str] = None,
     ) -> dict:
-        api_key = (
-            api_key
-            or litellm.api_key
-            or litellm.azure_key
-            or get_secret_str("AZURE_OPENAI_API_KEY")
-            or get_secret_str("AZURE_API_KEY")
-        )
+        """
+        Validate Azure environment and set up authentication headers.
 
-        headers.update(
-            {
-                "Authorization": f"Bearer {api_key}",
-            }
+        Delegates to ``BaseAzureLLM._base_validate_azure_environment`` so the
+        Azure image-edit route uses the same auth resolution as every other
+        Azure provider (videos, vector_stores, responses, containers, ...):
+
+        - prefers the Azure-style ``api-key`` header when an API key is available
+        - falls back to ``Authorization: Bearer <azure_ad_token>`` only when AAD
+          auth is configured
+
+        The previous implementation unconditionally set
+        ``Authorization: Bearer <api_key>``, which is correct for OpenAI direct
+        but not for Azure OpenAI / API Management gateways that expect the
+        ``api-key`` header. Subscription-key-based deployments (e.g., behind
+        Azure APIM) responded with ``401 "Access denied due to missing
+        subscription key"``.
+
+        API-key precedence (matches ``AzureVideosConfig``):
+
+        - ``litellm_params["api_key"]`` is the source of truth.
+        - The positional ``api_key`` kwarg only fills in when
+          ``litellm_params["api_key"]`` is empty.
+        - This is a deliberate change from the old ``or`` chain (where the
+          positional ``api_key`` argument won) so behavior matches every other
+          Azure ``validate_environment`` implementation. In production the only
+          caller (``llm_http_handler.image_edit``) sources both values from
+          the same ``litellm_params.api_key``, so the precedence only matters
+          for direct callers of this method.
+        """
+        params = GenericLiteLLMParams(**(litellm_params or {}))
+        if api_key is not None and params.api_key is None:
+            params.api_key = api_key
+        return BaseAzureLLM._base_validate_azure_environment(
+            headers=headers, litellm_params=params
         )
-        return headers
 
     def get_complete_url(
         self,
diff --git a/litellm/proxy/example_config_yaml/websearch_interception_config.yaml b/litellm/proxy/example_config_yaml/websearch_interception_config.yaml
index 89c35c9c9d3..97267994d74 100644
--- a/litellm/proxy/example_config_yaml/websearch_interception_config.yaml
+++ b/litellm/proxy/example_config_yaml/websearch_interception_config.yaml
@@ -10,7 +10,7 @@ search_tools:
       search_provider: "perplexity"
 
 litellm_settings:
-  success_callback: ["websearch_interception"]
+  callbacks: ["websearch_interception"]
   websearch_interception_params:
     enabled_providers: ["bedrock"]
     search_tool_name: "my-perplexity-search"
diff --git a/tests/image_gen_tests/test_image_edits.py b/tests/image_gen_tests/test_image_edits.py
index 6900bacdb90..195c95fbbe5 100644
--- a/tests/image_gen_tests/test_image_edits.py
+++ b/tests/image_gen_tests/test_image_edits.py
@@ -314,10 +314,13 @@ async def test_azure_image_edit_litellm_sdk():
         # Check headers
         headers = call_args.kwargs.get("headers", {})
         print("Request headers:", headers)
-        assert "Authorization" in headers, "Authorization header should be present"
-        assert headers["Authorization"].startswith(
-            "Bearer "
-        ), "Authorization should be Bearer token"
+        assert (
+            "api-key" in headers
+        ), "Azure image edit must use the api-key header, not Authorization: Bearer"
+        assert headers["api-key"] == test_api_key
+        assert (
+            "Authorization" not in headers
+        ), "Azure image edit must not send an Authorization header when an api_key is provided"
 
         print("result from image edit", result)
 
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
index 42efde90926..11465e6f718 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
@@ -430,6 +430,46 @@ def test_translate_openai_content_to_anthropic_text_and_tool_calls():
     assert result[1]["input"] == {"location": "Boston"}
 
 
+def test_translate_openai_content_to_anthropic_strips_gemini_thought_from_tool_call_id():
+    """
+    Non-streaming path must strip the Gemini thought-signature suffix from
+    tool_call.id, same as the streaming path. The base64 signature contains
+    `+ / =` which violate Anthropic's `^[a-zA-Z0-9_-]+$` tool_use.id pattern
+    and 400 when the history is replayed to an Anthropic-native provider.
+    """
+    base = "call_3e9417b7925e49aca9a71dc1885e"
+    sig = "CiIBDDnWx+/a=="
+    combined = f"{base}{THOUGHT_SIGNATURE_SEPARATOR}{sig}"
+    openai_choices = [
+        Choices(
+            message=Message(
+                role="assistant",
+                content=None,
+                tool_calls=[
+                    ChatCompletionAssistantToolCall(
+                        id=combined,
+                        type="function",
+                        function=Function(
+                            name="get_weather",
+                            arguments='{"location": "Boston"}',
+                        ),
+                    )
+                ],
+            )
+        )
+    ]
+
+    adapter = LiteLLMAnthropicMessagesAdapter()
+    result = adapter._translate_openai_content_to_anthropic(choices=openai_choices)
+
+    assert len(result) == 1
+    assert result[0]["type"] == "tool_use"
+    assert result[0]["id"] == base
+    assert THOUGHT_SIGNATURE_SEPARATOR not in result[0]["id"]
+    assert result[0]["name"] == "get_weather"
+    assert result[0]["input"] == {"location": "Boston"}
+
+
 def test_translate_openai_response_to_anthropic_text_and_tool_calls():
     """`translate_openai_response_to_anthropic` should surface assistant text even when tools fire."""
     openai_response = ModelResponse(
@@ -2327,7 +2367,8 @@ class TestAnthropicStreamWrapperToolArgs:
 
     def _find_tool_deltas(self, events):
         return [
-            e for e in events
+            e
+            for e in events
             if isinstance(e, dict)
             and e.get("type") == "content_block_delta"
             and isinstance(e.get("delta"), dict)
@@ -2375,7 +2416,6 @@ class TestAnthropicStreamWrapperToolArgs:
         assert parsed == {"city": "Tokyo"}
 
 
-
 def test_translate_anthropic_tool_choice_none():
     """
     Regression test for issue #24443.
diff --git a/tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py b/tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py
index 96cbd88da18..9d2787f78a7 100644
--- a/tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py
+++ b/tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py
@@ -1,7 +1,96 @@
+from unittest.mock import patch
+
 from litellm.llms.azure.image_edit.transformation import AzureImageEditConfig
 from litellm.types.router import GenericLiteLLMParams
 
 
+def test_validate_environment_uses_api_key_header_for_subscription_key():
+    """
+    Azure OpenAI / API Management gateways authenticate via the ``api-key``
+    header. Using ``Authorization: Bearer <subscription-key>`` is the OpenAI
+    direct convention and is rejected by Azure with
+    ``401 "Access denied due to missing subscription key"``.
+
+    Regression guard for the previous unconditional Bearer header.
+    """
+    config = AzureImageEditConfig()
+    headers = config.validate_environment(
+        headers={},
+        model="gpt-image-1",
+        api_key="my-azure-subscription-key",
+        litellm_params={},
+    )
+    assert headers.get("api-key") == "my-azure-subscription-key"
+    assert "Authorization" not in headers
+
+
+def test_validate_environment_prefers_litellm_params_api_key():
+    config = AzureImageEditConfig()
+    headers = config.validate_environment(
+        headers={},
+        model="gpt-image-1",
+        api_key=None,
+        litellm_params={"api_key": "from-params"},
+    )
+    assert headers.get("api-key") == "from-params"
+    assert "Authorization" not in headers
+
+
+def test_validate_environment_litellm_params_api_key_beats_positional_arg():
+    """
+    Precedence pin: when both ``api_key`` (positional) and
+    ``litellm_params["api_key"]`` are set with different values, the
+    ``litellm_params`` value wins.
+
+    This matches the convention used by every other Azure
+    ``validate_environment`` (videos, vector_stores, responses, ...), where
+    ``litellm_params.api_key`` is the source of truth and the positional
+    kwarg only fills in when ``litellm_params`` lacks a key. In production
+    the only caller (``llm_http_handler.image_edit``) sources both values
+    from the same ``litellm_params.api_key``, so this only matters for
+    direct callers.
+    """
+    config = AzureImageEditConfig()
+    headers = config.validate_environment(
+        headers={},
+        model="gpt-image-1",
+        api_key="from-positional",
+        litellm_params={"api_key": "from-params"},
+    )
+    assert headers.get("api-key") == "from-params"
+    assert "Authorization" not in headers
+
+
+def test_validate_environment_falls_back_to_aad_bearer_when_no_api_key():
+    """
+    When neither ``api_key`` nor any AZURE_*_API_KEY env var is available, the
+    base helper resolves an AAD token and falls back to
+    ``Authorization: Bearer <token>``. This mirrors the behavior of every
+    other Azure provider class (videos, vector_stores, responses, ...).
+    """
+    config = AzureImageEditConfig()
+    with (
+        patch(
+            "litellm.llms.azure.common_utils.get_azure_ad_token",
+            return_value="fake-aad-token",
+        ),
+        patch(
+            "litellm.llms.azure.common_utils.get_secret_str",
+            return_value=None,
+        ),
+        patch("litellm.api_key", None),
+        patch("litellm.azure_key", None),
+    ):
+        headers = config.validate_environment(
+            headers={},
+            model="gpt-image-1",
+            api_key=None,
+            litellm_params={},
+        )
+    assert headers.get("Authorization") == "Bearer fake-aad-token"
+    assert "api-key" not in headers
+
+
 def test_azure_deployment_image_edit_form_data_strips_model():
     url = (
         "https://example.openai.azure.com/openai/deployments/my-dep/"

From 6274b4c2174f8ace447f71fb91aac0a29fd67254 Mon Sep 17 00:00:00 2001
From: milan-berri <milan@berri.ai>
Date: Thu, 14 May 2026 02:43:36 +0300
Subject: [PATCH 20/37] fix(fireworks_ai): strip `thinking_blocks` from chat
 messages before Fireworks API call (#27881)

* fix(fireworks_ai): strip thinking_blocks from chat messages before API call

Fireworks OpenAI-compatible ChatMessage schema uses additionalProperties:false
and rejects Anthropic-style messages[].thinking_blocks (e.g. Claude Code replays),
returning invalid_request_error. Remove the field in _transform_messages_helper
alongside provider_specific_fields.

Adds unit test test_transform_messages_helper_strips_thinking_blocks.

Co-authored-by: Cursor <cursoragent@cursor.com>

* chore(fireworks_ai): drop inline comments from message sanitization

Co-authored-by: Cursor <cursoragent@cursor.com>

* docs(fireworks_ai): explain why provider_specific_fields and thinking_blocks are stripped

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../llms/fireworks_ai/chat/transformation.py  | 11 ++++++----
 .../test_fireworks_ai_chat_transformation.py  | 20 +++++++++++++++++++
 2 files changed, 27 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/fireworks_ai/chat/transformation.py b/litellm/llms/fireworks_ai/chat/transformation.py
index ed6d167a118..eaf01c5fe18 100644
--- a/litellm/llms/fireworks_ai/chat/transformation.py
+++ b/litellm/llms/fireworks_ai/chat/transformation.py
@@ -241,10 +241,13 @@ class FireworksAIConfig(OpenAIGPTConfig):
                                 disable_add_transform_inline_image_block=disable_add_transform_inline_image_block,
                             )
             filter_value_from_dict(cast(dict, message), "cache_control")
-            # Remove fields not permitted by FireworksAI that may cause:
-            # "Not permitted, field: 'messages[n].provider_specific_fields'"
-            if isinstance(message, dict) and "provider_specific_fields" in message:
-                cast(dict, message).pop("provider_specific_fields", None)
+            # Remove fields not permitted by FireworksAI (additionalProperties: false
+            # on their ChatMessage schema) that may cause:
+            # "Extra inputs are not permitted, field: 'messages[n].<field>'"
+            if isinstance(message, dict):
+                m = cast(dict, message)
+                m.pop("provider_specific_fields", None)
+                m.pop("thinking_blocks", None)
 
         return messages
 
diff --git a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
index 323443b2e15..279f16a3675 100644
--- a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
+++ b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
@@ -232,3 +232,23 @@ def test_transform_messages_helper_removes_provider_specific_fields():
     )
     for msg in out:
         assert "provider_specific_fields" not in msg
+
+
+def test_transform_messages_helper_strips_thinking_blocks():
+    """thinking_blocks must not be forwarded to Fireworks chat completions."""
+    config = FireworksAIConfig()
+    messages = [
+        {"role": "user", "content": "Translate a poem."},
+        {
+            "role": "assistant",
+            "content": "I can help.",
+            "thinking_blocks": [
+                {"type": "thinking", "thinking": "internal", "signature": ""}
+            ],
+        },
+    ]
+    out = config._transform_messages_helper(
+        messages, model="accounts/fireworks/models/glm-5p1", litellm_params={}
+    )
+    assert "thinking_blocks" not in out[1]
+    assert out[1]["content"] == "I can help."

From b95130eb3257b5375daab6f3c540a6a2de953730 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Wed, 13 May 2026 17:05:36 -0700
Subject: [PATCH 21/37] fix: block client-side pricing injection via request
 body

Authenticated clients could supply CustomPricingLiteLLMParams fields
(input_cost_per_token, output_cost_per_token, etc.) in the request body.
These were forwarded to register_model() in main.py, permanently mutating
the shared global litellm.model_cost dict for all users on the instance.

Adds all CustomPricingLiteLLMParams fields to _BANNED_REQUEST_BODY_PARAMS
so is_request_body_safe() rejects them before they reach completion().
New pricing fields added to CustomPricingLiteLLMParams are auto-covered.

Admin opt-in via allow_client_side_credentials or
configurable_clientside_auth_params still works as before.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
---
 litellm/proxy/auth/auth_utils.py              |  2 +
 .../proxy/auth/test_auth_utils.py             | 59 +++++++++++++++++++
 2 files changed, 61 insertions(+)

diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 567b8307af2..ac3f6b13659 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -13,6 +13,7 @@ from litellm.constants import STANDARD_CUSTOMER_ID_HEADERS
 from litellm.litellm_core_utils.url_utils import SSRFError, validate_url
 from litellm.proxy._types import *
 from litellm.types.router import CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS
+from litellm.types.utils import CustomPricingLiteLLMParams
 
 
 def _get_request_ip_address(
@@ -265,6 +266,7 @@ _BANNED_REQUEST_BODY_PARAMS: Tuple[str, ...] = (
     # integrations are covered automatically. Sorted for stable iteration
     # order and reviewable diffs.
     *sorted(_build_banned_observability_params()),
+    *sorted(CustomPricingLiteLLMParams.model_fields.keys()),
 )
 
 
diff --git a/tests/test_litellm/proxy/auth/test_auth_utils.py b/tests/test_litellm/proxy/auth/test_auth_utils.py
index d1a9d6e8934..70e8812c99a 100644
--- a/tests/test_litellm/proxy/auth/test_auth_utils.py
+++ b/tests/test_litellm/proxy/auth/test_auth_utils.py
@@ -1514,3 +1514,62 @@ def test_observability_ban_covers_canonical_supported_callback_params():
             f"{param} is in _request_blocked_callback_params but is not banned "
             "at the proxy request-body boundary."
         )
+
+
+# ── pricing injection (global model cost registry poisoning) ──────────────────
+
+
+class TestPricingInjectionBlocked:
+    """Authenticated clients must not be able to mutate the global
+    litellm.model_cost registry by supplying pricing fields in the request
+    body.  Any CustomPricingLiteLLMParams field (input_cost_per_token etc.)
+    passed to completion() is forwarded to register_model(), which overwrites
+    the shared global dict for ALL users on the instance.
+
+    Fix: all CustomPricingLiteLLMParams fields are in _BANNED_REQUEST_BODY_PARAMS,
+    so is_request_body_safe() rejects them before they reach completion().
+    """
+
+    @pytest.mark.parametrize(
+        "field,value",
+        [
+            ("input_cost_per_token", -0.01),
+            ("output_cost_per_token", 0.0),
+            ("input_cost_per_second", 999.0),
+            ("output_cost_per_second", -1.0),
+            ("cache_read_input_token_cost", 0.0),
+            ("cache_creation_input_token_cost", -0.05),
+        ],
+    )
+    def test_pricing_field_rejected_by_default(self, field, value):
+        with pytest.raises(ValueError) as exc:
+            is_request_body_safe(
+                request_body={"model": "gpt-4", field: value},
+                general_settings={},
+                llm_router=None,
+                model="gpt-4",
+            )
+        assert field in str(exc.value)
+
+    def test_all_custom_pricing_fields_are_banned(self):
+        from litellm.proxy.auth.auth_utils import _BANNED_REQUEST_BODY_PARAMS
+        from litellm.types.utils import CustomPricingLiteLLMParams
+
+        banned = set(_BANNED_REQUEST_BODY_PARAMS)
+        for field in CustomPricingLiteLLMParams.model_fields:
+            assert field in banned, (
+                f"CustomPricingLiteLLMParams.{field} is not in "
+                "_BANNED_REQUEST_BODY_PARAMS — clients can poison the global "
+                "model cost registry by supplying it in the request body."
+            )
+
+    def test_pricing_field_allowed_with_admin_opt_in(self):
+        assert (
+            is_request_body_safe(
+                request_body={"model": "gpt-4", "input_cost_per_token": 0.00001},
+                general_settings={"allow_client_side_credentials": True},
+                llm_router=None,
+                model="gpt-4",
+            )
+            is True
+        )

From 7575df2549a6d0df68c2936c87d0720334fd3858 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 00:15:51 +0000
Subject: [PATCH 22/37] chore(proxy): scrub remote-URL module loads from
 DB-overlay config
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

When ``ProxyConfig`` merges DB-persisted ``litellm_settings`` /
``general_settings`` on top of the YAML config, the merged dict is
later iterated by ``load_config`` which threads ``config_file_path``
(the YAML path) into ``get_instance_fn``. The runtime gate that
refuses ``s3://`` / ``gcs://`` modules when ``config_file_path`` is
``None`` therefore can't distinguish a YAML-sourced value from a
DB-sourced one: both look the same to ``get_instance_fn``.

Strip ``s3://`` / ``gcs://`` entries from the DB-overlay value for
every field whose contents reach ``get_instance_fn`` during config
load:

- litellm_settings: ``callbacks``, ``success_callback``,
  ``failure_callback``, ``audit_log_callbacks``, ``post_call_rules``,
  ``custom_provider_map[].custom_handler``
- general_settings: ``custom_auth``, ``custom_key_generate``,
  ``custom_key_update``, ``custom_sso``,
  ``custom_ui_sso_sign_in_handler``,
  ``litellm_jwtauth.custom_validate``

The YAML config-file load path is unchanged — the documented operator
flow (``callbacks: ["s3://bucket/module.instance"]`` in ``config.yaml``)
still works. Only DB-overlay writes (e.g. via ``/config/update``) are
stripped.

Adds 16 regression tests covering the scrub matrix.
---
 litellm/proxy/proxy_server.py                 | 110 ++++++++++++++++
 .../test_db_overlay_remote_module_scrub.py    | 122 ++++++++++++++++++
 2 files changed, 232 insertions(+)
 create mode 100644 tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 9c9c00d59c8..f7cb767d891 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3105,6 +3105,107 @@ class StreamingCallbackError(Exception):
     pass
 
 
+# Fields in ``litellm_settings`` / ``general_settings`` whose values flow
+# into ``get_instance_fn`` during config load. Remote-URL values
+# (``s3://`` / ``gcs://``) are scrubbed from these when the value
+# originates from a DB-overlay merge: at the point ``get_instance_fn``
+# is invoked, ``config_file_path`` is non-None (the YAML load chain is
+# active), so the runtime gate cannot distinguish a YAML-sourced value
+# from a DB-sourced value. Scrubbing at the merge boundary closes that
+# gap without tracking source on every config dict entry.
+_DB_OVERLAY_REMOTE_MODULE_STR_FIELDS: Dict[str, Tuple[str, ...]] = {
+    "litellm_settings": ("post_call_rules",),
+    "general_settings": (
+        "custom_auth",
+        "custom_key_generate",
+        "custom_key_update",
+        "custom_sso",
+        "custom_ui_sso_sign_in_handler",
+    ),
+}
+_DB_OVERLAY_REMOTE_MODULE_LIST_FIELDS: Dict[str, Tuple[str, ...]] = {
+    "litellm_settings": (
+        "callbacks",
+        "success_callback",
+        "failure_callback",
+        "audit_log_callbacks",
+    ),
+}
+
+
+def _is_remote_module_url(value: Any) -> bool:
+    return isinstance(value, str) and (
+        value.startswith("s3://") or value.startswith("gcs://")
+    )
+
+
+def _scrub_db_overlay_remote_module_loads(section: str, db_value: Any) -> Any:
+    """Strip ``s3://`` / ``gcs://`` entries from the DB-overlay value for
+    fields whose contents reach ``get_instance_fn``. The same scheme is
+    allowed from a YAML config (the documented operator flow) but a
+    DB-overlay write would otherwise smuggle the same payload through
+    the YAML-load chain and reach ``_load_instance_from_remote_storage``."""
+    if not isinstance(db_value, dict):
+        return db_value
+    str_fields = _DB_OVERLAY_REMOTE_MODULE_STR_FIELDS.get(section, ())
+    list_fields = _DB_OVERLAY_REMOTE_MODULE_LIST_FIELDS.get(section, ())
+    if not str_fields and not list_fields and section != "general_settings":
+        return db_value
+    sanitized = copy.deepcopy(db_value)
+    for field in str_fields:
+        v = sanitized.get(field)
+        if _is_remote_module_url(v):
+            verbose_proxy_logger.warning(
+                "Refused remote-URL value for DB-overlay %s.%s=%r; only "
+                "config.yaml entries may reference s3:// / gcs:// modules.",
+                section,
+                field,
+                v,
+            )
+            sanitized[field] = None
+    for field in list_fields:
+        v = sanitized.get(field)
+        if isinstance(v, list):
+            cleaned = [item for item in v if not _is_remote_module_url(item)]
+            if len(cleaned) != len(v):
+                verbose_proxy_logger.warning(
+                    "Refused %d remote-URL entries from DB-overlay %s.%s; "
+                    "only config.yaml entries may reference s3:// / gcs:// "
+                    "modules.",
+                    len(v) - len(cleaned),
+                    section,
+                    field,
+                )
+                sanitized[field] = cleaned
+    # ``custom_provider_map`` is a list of dicts with ``custom_handler`` —
+    # walk it explicitly.
+    if section == "litellm_settings":
+        cpm = sanitized.get("custom_provider_map")
+        if isinstance(cpm, list):
+            for item in cpm:
+                if isinstance(item, dict) and _is_remote_module_url(
+                    item.get("custom_handler")
+                ):
+                    verbose_proxy_logger.warning(
+                        "Refused remote-URL custom_handler from DB-overlay "
+                        "litellm_settings.custom_provider_map: %r",
+                        item.get("custom_handler"),
+                    )
+                    item["custom_handler"] = None
+    # ``general_settings.litellm_jwtauth.custom_validate`` is a nested
+    # string field.
+    if section == "general_settings":
+        jwt = sanitized.get("litellm_jwtauth")
+        if isinstance(jwt, dict) and _is_remote_module_url(jwt.get("custom_validate")):
+            verbose_proxy_logger.warning(
+                "Refused remote-URL custom_validate from DB-overlay "
+                "general_settings.litellm_jwtauth: %r",
+                jwt.get("custom_validate"),
+            )
+            jwt["custom_validate"] = None
+    return sanitized
+
+
 class ProxyConfig:
     """
     Abstraction class on top of config loading/updating logic. Gives us one place to control all config updating logic.
@@ -5282,6 +5383,15 @@ class ProxyConfig:
                     else:
                         d[k] = v
 
+        # Strip remote-URL module loads from the DB-overlay before merge —
+        # the YAML-load callsites have ``config_file_path`` set, so a
+        # DB-sourced ``s3://`` value would otherwise reach
+        # ``_load_instance_from_remote_storage`` without going through
+        # the runtime gate.
+        db_param_value = _scrub_db_overlay_remote_module_loads(
+            section=param_name, db_value=db_param_value
+        )
+
         if param_name == "environment_variables":
             decrypted_env_vars = self._decrypt_and_set_db_env_variables(
                 db_param_value, return_original_value=True
diff --git a/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
new file mode 100644
index 00000000000..01ece825f0e
--- /dev/null
+++ b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
@@ -0,0 +1,122 @@
+"""
+Regression tests: ``s3://`` / ``gcs://`` values in DB-overlay config
+must be stripped at the merge boundary so they never reach
+``get_instance_fn`` with ``config_file_path`` set.
+
+Without this scrub, a PROXY_ADMIN who persists e.g.
+``litellm_settings.success_callback: ["s3://attacker/m.i"]`` via
+``/config/update`` would have it merged into the in-memory config
+during the next ``load_config`` cycle. The YAML-load chain is active
+at that point, so the runtime gate in ``get_instance_fn`` (which
+permits remote loads when ``config_file_path`` is non-None) would
+pass and ``_load_instance_from_remote_storage`` would exec the
+remote module.
+"""
+
+import os
+import sys
+
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))
+)
+
+from litellm.proxy.proxy_server import (  # noqa: E402
+    _scrub_db_overlay_remote_module_loads,
+)
+
+
+@pytest.mark.parametrize(
+    "field",
+    ["callbacks", "success_callback", "failure_callback", "audit_log_callbacks"],
+)
+def test_litellm_settings_callback_list_strips_remote_urls(field):
+    overlay = {field: ["langfuse", "s3://attacker/m.i", "gcs://attacker/m.i"]}
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    assert cleaned[field] == ["langfuse"]
+
+
+@pytest.mark.parametrize(
+    "field",
+    [
+        "custom_auth",
+        "custom_key_generate",
+        "custom_key_update",
+        "custom_sso",
+        "custom_ui_sso_sign_in_handler",
+    ],
+)
+def test_general_settings_str_field_strips_remote_urls(field):
+    overlay = {field: "s3://attacker/m.i"}
+    cleaned = _scrub_db_overlay_remote_module_loads("general_settings", overlay)
+    assert cleaned[field] is None
+
+
+def test_litellm_settings_post_call_rules_str_stripped():
+    overlay = {"post_call_rules": "gcs://attacker/m.i"}
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    assert cleaned["post_call_rules"] is None
+
+
+def test_custom_provider_map_custom_handler_stripped():
+    overlay = {
+        "custom_provider_map": [
+            {"provider": "ok", "custom_handler": "my_module.handler"},
+            {"provider": "bad", "custom_handler": "s3://attacker/m.i"},
+        ]
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    assert cleaned["custom_provider_map"][0]["custom_handler"] == "my_module.handler"
+    assert cleaned["custom_provider_map"][1]["custom_handler"] is None
+
+
+def test_litellm_jwtauth_custom_validate_stripped():
+    overlay = {
+        "litellm_jwtauth": {
+            "user_id_jwt_field": "sub",
+            "custom_validate": "s3://attacker/m.validator",
+        }
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("general_settings", overlay)
+    assert cleaned["litellm_jwtauth"]["custom_validate"] is None
+    # Sibling fields preserved.
+    assert cleaned["litellm_jwtauth"]["user_id_jwt_field"] == "sub"
+
+
+def test_local_dotted_name_preserved():
+    # The scrub only targets s3:// / gcs:// scheme prefixes — legitimate
+    # dotted module names (the documented operator flow) must pass
+    # through unchanged.
+    overlay = {
+        "success_callback": ["langfuse", "my_module.success_handler", "datadog"],
+        "post_call_rules": "my_module.rule_fn",
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    assert cleaned["success_callback"] == [
+        "langfuse",
+        "my_module.success_handler",
+        "datadog",
+    ]
+    assert cleaned["post_call_rules"] == "my_module.rule_fn"
+
+
+def test_non_dict_overlay_passthrough():
+    # Some DB-overlay values are scalars (e.g. ``max_internal_user_budget:
+    # 100.0``). The scrub must not break those.
+    assert _scrub_db_overlay_remote_module_loads("litellm_settings", 100.0) == 100.0
+    assert _scrub_db_overlay_remote_module_loads("litellm_settings", None) is None
+
+
+def test_unknown_section_passthrough():
+    overlay = {"success_callback": ["s3://anything"]}
+    # ``router_settings`` isn't a section with module-loading fields —
+    # the scrub leaves it alone.
+    cleaned = _scrub_db_overlay_remote_module_loads("router_settings", overlay)
+    assert cleaned == overlay
+
+
+def test_scrub_does_not_mutate_input():
+    original = {"success_callback": ["s3://attacker/m.i"]}
+    _scrub_db_overlay_remote_module_loads("litellm_settings", original)
+    assert original["success_callback"] == ["s3://attacker/m.i"]

From 3aef0642a80b604c76cacb59ff590db59ba4991b Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 00:32:01 +0000
Subject: [PATCH 23/37] chore(proxy): also scrub
 pass_through_endpoints[].target from DB overlay

A pass-through endpoint's ``target`` field is passed through
``create_pass_through_route`` into ``get_instance_fn`` during config
load. A PROXY_ADMIN persisting ``target: "s3://attacker/m.i"`` via
the DB-overlay ``pass_through_endpoints`` write path was not covered
by the previous scrub matrix, so the remote module load would still
reach the loader because the YAML-load chain has ``config_file_path``
set.

Walk each entry in ``general_settings.pass_through_endpoints`` and
null out any ``target`` that starts with ``s3://`` or ``gcs://``. The
entry itself is preserved so the path-registration helper can choose
how to handle a missing target (the existing code skips the route
when ``target is None``).

Adds two regression tests.
---
 litellm/proxy/proxy_server.py                 | 19 ++++++++++++
 .../test_db_overlay_remote_module_scrub.py    | 29 +++++++++++++++++++
 2 files changed, 48 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index f7cb767d891..2a512f58db6 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3203,6 +3203,25 @@ def _scrub_db_overlay_remote_module_loads(section: str, db_value: Any) -> Any:
                 jwt.get("custom_validate"),
             )
             jwt["custom_validate"] = None
+        # ``pass_through_endpoints`` is a list of dicts whose ``target``
+        # is passed through ``create_pass_through_route`` →
+        # ``get_instance_fn``. A DB-overlay ``target: "s3://attacker/m.i"``
+        # would otherwise reach the loader because the YAML-load chain
+        # has ``config_file_path`` set.
+        pte = sanitized.get("pass_through_endpoints")
+        if isinstance(pte, list):
+            for entry in pte:
+                if isinstance(entry, dict) and _is_remote_module_url(
+                    entry.get("target")
+                ):
+                    verbose_proxy_logger.warning(
+                        "Refused remote-URL target from DB-overlay "
+                        "general_settings.pass_through_endpoints "
+                        "(path=%r): %r",
+                        entry.get("path"),
+                        entry.get("target"),
+                    )
+                    entry["target"] = None
     return sanitized
 
 
diff --git a/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
index 01ece825f0e..66498a45a2c 100644
--- a/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
+++ b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
@@ -71,6 +71,35 @@ def test_custom_provider_map_custom_handler_stripped():
     assert cleaned["custom_provider_map"][1]["custom_handler"] is None
 
 
+def test_pass_through_endpoints_target_stripped():
+    overlay = {
+        "pass_through_endpoints": [
+            {"path": "/ok", "target": "my_module.legit_handler"},
+            {"path": "/bad-s3", "target": "s3://attacker/m.handler"},
+            {"path": "/bad-gcs", "target": "gcs://attacker/m.handler"},
+        ]
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("general_settings", overlay)
+    # Legit dotted-name target preserved
+    assert cleaned["pass_through_endpoints"][0]["target"] == "my_module.legit_handler"
+    # Both remote URLs stripped to None — entry remains so the path
+    # registration can still be skipped explicitly downstream
+    assert cleaned["pass_through_endpoints"][1]["target"] is None
+    assert cleaned["pass_through_endpoints"][2]["target"] is None
+    # Sibling fields preserved
+    assert cleaned["pass_through_endpoints"][0]["path"] == "/ok"
+    assert cleaned["pass_through_endpoints"][1]["path"] == "/bad-s3"
+
+
+def test_pass_through_endpoints_non_list_passthrough():
+    # If pass_through_endpoints is mistyped (not a list), the scrub
+    # must not raise.
+    cleaned = _scrub_db_overlay_remote_module_loads(
+        "general_settings", {"pass_through_endpoints": "not-a-list"}
+    )
+    assert cleaned["pass_through_endpoints"] == "not-a-list"
+
+
 def test_litellm_jwtauth_custom_validate_stripped():
     overlay = {
         "litellm_jwtauth": {

From f028a622e2f99d83a67410166532d975bb075ccf Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 13 May 2026 17:40:59 -0700
Subject: [PATCH 24/37] fix(prometheus): emit `litellm_remaining_tokens_metric`
 for Bedrock and Vertex (#27705)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix(prometheus): emit remaining_tokens/requests gauges for bedrock + vertex (LIT-2719)

Bedrock and Vertex AI never return x-ratelimit-remaining-* response headers,
so litellm_remaining_tokens_metric / litellm_remaining_requests_metric only
fired for OpenAI / Azure / Anthropic deployments even when tpm/rpm was
configured on the router.

Add a provider-agnostic fallback in PrometheusLogger.async_log_success_event
that asks Router.get_remaining_model_group_usage() for the same model_group
and emits the gauges with configured_limit - current_usage when the upstream
provider didn't populate the headers itself. Existing OpenAI / Azure /
Anthropic flows are unchanged because the fallback short-circuits when both
header values are already present.

Tests: 8 new tests covering bedrock + vertex emission, header short-circuit,
partial-header fill, llm_router=None, missing model_group, empty router
result, and router exception swallowing.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): narrow except to ImportError, log router lookup failures via verbose_logger.exception

Address greptile review:
- The optional 'from litellm.proxy.proxy_server import llm_router' should
  guard against ImportError specifically, not all exceptions, so that
  unexpected errors (e.g. AttributeError from partially-initialized state)
  stay visible.
- get_remaining_model_group_usage failures are now logged via
  verbose_logger.exception (with traceback) instead of debug, matching the
  PR description's intent and avoiding silent loss of router-cache errors
  in production.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): subtract in-flight delta in router-remaining fallback

The router's TPM/RPM counter is incremented by
Router.deployment_callback_on_success, which fires alongside this
prometheus callback in the success-log fan-out. Prometheus wins the
race, so get_remaining_model_group_usage returns the pre-decrement
counter for the current request — while vendor headers
(OpenAI/Anthropic/Azure) are already post-decrement.

That broke parity between providers on the same gauge: dashboards
plotting litellm_remaining_requests_metric showed Bedrock/Vertex
perpetually one request behind Anthropic for the same throughput.

Replay the in-flight increment before emit: subtract total_tokens
from remaining_tokens and 1 from remaining_requests.

* Revert "fix(prometheus): subtract in-flight delta in router-remaining fallback"

This reverts commit 001ce95ecdd952b4b5a23dd2b1e62c4562c932bc.

* fix(router): post-decrement router-derived ratelimit headers

Router.set_response_headers injects x-ratelimit-remaining-{tokens,
requests} for providers that don't return them natively (Bedrock,
Vertex). The values come from get_remaining_model_group_usage, which
reads the router's TPM/RPM counter — incremented post-response by
deployment_callback_on_success. So the headers reflected the counter
state before the current request was counted: pre-decrement.

Vendor headers from OpenAI/Anthropic/Azure are post-decrement (the
vendor counted the request before responding). Same metric name, two
semantics — dashboards plotting litellm_remaining_requests_metric
showed Bedrock/Vertex perpetually one request behind for the same
throughput, and the HTTP response headers exposed the same skew to
clients.

Subtract the in-flight delta before writing: 1 from
remaining-requests, response.usage.total_tokens from remaining-tokens.
Fixes both the response headers and (transitively) the prometheus
gauges that read from standard_logging_payload.additional_headers.

---------

Co-authored-by: cursor <cursor@example.com>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
---
 litellm/integrations/prometheus.py            | 104 ++++++
 litellm/router.py                             |  22 +-
 .../test_router_helper_utils.py               |  73 +++++
 ...etheus_remaining_tokens_router_fallback.py | 298 ++++++++++++++++++
 4 files changed, 496 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_litellm/integrations/test_prometheus_remaining_tokens_router_fallback.py

diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index f9b1c666439..30af0dcb8ed 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -1226,6 +1226,17 @@ class PrometheusLogger(CustomLogger):
             label_context=label_context,
         )
 
+        # Provider-agnostic fallback: providers like Bedrock and Vertex don't return
+        # x-ratelimit-remaining-* headers, so the gauges above only fire for OpenAI /
+        # Anthropic / Azure. When the proxy router has tpm/rpm configured for the
+        # model_group, derive remaining from configured-limit minus current usage so
+        # the same metric is populated for any provider.
+        await self._async_set_router_remaining_metrics(
+            standard_logging_payload=standard_logging_payload,  # type: ignore
+            enum_values=enum_values,
+            label_context=label_context,
+        )
+
         # cache metrics
         self._increment_cache_metrics(
             standard_logging_payload=standard_logging_payload,  # type: ignore
@@ -2199,6 +2210,99 @@ class PrometheusLogger(CustomLogger):
             )
             self.litellm_deployment_rpm_limit.labels(**_labels).set(rpm)
 
+    async def _async_set_router_remaining_metrics(
+        self,
+        standard_logging_payload: StandardLoggingPayload,
+        enum_values: UserAPIKeyLabelValues,
+        label_context: Optional[PrometheusLabelFactoryContext] = None,
+    ) -> None:
+        """
+        Populate ``litellm_remaining_tokens_metric`` /
+        ``litellm_remaining_requests_metric`` from the router's internal usage
+        counters when the upstream provider did not return
+        ``x-ratelimit-remaining-*`` response headers.
+
+        OpenAI / Anthropic / Azure return remaining tokens/requests in response
+        headers, but Bedrock and Vertex AI do not. This fallback computes
+        ``configured_limit - current_usage`` via
+        ``Router.get_remaining_model_group_usage`` so the same gauges are
+        emitted for every provider when tpm/rpm is configured on the
+        deployment.
+        """
+        try:
+            additional_headers = (
+                standard_logging_payload.get("hidden_params", {}) or {}
+            ).get("additional_headers") or {}
+
+            already_have_tokens = (
+                additional_headers.get("x_ratelimit_remaining_tokens") is not None
+            )
+            already_have_requests = (
+                additional_headers.get("x_ratelimit_remaining_requests") is not None
+            )
+            if already_have_tokens and already_have_requests:
+                return
+
+            model_group = standard_logging_payload.get("model_group")
+            if not model_group:
+                return
+
+            try:
+                from litellm.proxy.proxy_server import llm_router
+            except ImportError:
+                llm_router = None
+
+            if llm_router is None:
+                return
+
+            try:
+                remaining_usage = await llm_router.get_remaining_model_group_usage(
+                    model_group
+                )
+            except Exception as e:
+                verbose_logger.exception(
+                    "Prometheus: get_remaining_model_group_usage failed for "
+                    "model_group=%s: %s",
+                    model_group,
+                    e,
+                )
+                return
+
+            if not remaining_usage:
+                return
+
+            remaining_tokens = remaining_usage.get("x-ratelimit-remaining-tokens")
+            remaining_requests = remaining_usage.get("x-ratelimit-remaining-requests")
+
+            if not already_have_tokens and remaining_tokens is not None:
+                _labels = prometheus_label_factory(
+                    supported_enum_labels=self.get_labels_for_metric(
+                        metric_name="litellm_remaining_tokens_metric"
+                    ),
+                    enum_values=enum_values,
+                    label_context=label_context,
+                )
+                self.litellm_remaining_tokens_metric.labels(**_labels).set(
+                    remaining_tokens
+                )
+
+            if not already_have_requests and remaining_requests is not None:
+                _labels = prometheus_label_factory(
+                    supported_enum_labels=self.get_labels_for_metric(
+                        metric_name="litellm_remaining_requests_metric"
+                    ),
+                    enum_values=enum_values,
+                    label_context=label_context,
+                )
+                self.litellm_remaining_requests_metric.labels(**_labels).set(
+                    remaining_requests
+                )
+        except Exception as e:
+            verbose_logger.exception(
+                "Prometheus Error: _async_set_router_remaining_metrics. "
+                "Exception occured - {}".format(str(e))
+            )
+
     def set_llm_deployment_success_metrics(
         self,
         request_kwargs: dict,
diff --git a/litellm/router.py b/litellm/router.py
index 5e30ae618c6..1d070b3af8f 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -8771,9 +8771,29 @@ class Router:
                     model_group
                 )
 
+                # get_remaining_model_group_usage reads the router's TPM/RPM
+                # counter, which is incremented post-response by
+                # deployment_callback_on_success. So the values returned here
+                # are pre-decrement for the current request, while vendor
+                # headers (OpenAI/Anthropic/Azure) are post-decrement. Replay
+                # the in-flight increment so router-derived headers match
+                # vendor-derived semantics — for both the HTTP response sent
+                # to the client and the prometheus gauges that read these
+                # headers downstream (LIT-2719).
+                in_flight_tokens = 0
+                usage = getattr(response, "usage", None)
+                if usage is not None:
+                    in_flight_tokens = getattr(usage, "total_tokens", 0) or 0
+                in_flight_delta = {
+                    "x-ratelimit-remaining-tokens": in_flight_tokens,
+                    "x-ratelimit-remaining-requests": 1,
+                }
+
                 for header, value in remaining_usage.items():
                     if value is not None:
-                        additional_headers[header] = value
+                        additional_headers[header] = value - in_flight_delta.get(
+                            header, 0
+                        )
         return response
 
     def _build_model_name_index(self, model_list: list) -> None:
diff --git a/tests/router_unit_tests/test_router_helper_utils.py b/tests/router_unit_tests/test_router_helper_utils.py
index 9e37863d23c..59f2d1638ec 100644
--- a/tests/router_unit_tests/test_router_helper_utils.py
+++ b/tests/router_unit_tests/test_router_helper_utils.py
@@ -879,6 +879,79 @@ async def test_set_response_headers(model_list):
     assert resp is None
 
 
+@pytest.mark.asyncio
+async def test_set_response_headers_subtracts_in_flight_delta(model_list):
+    """
+    LIT-2719: router-derived `x-ratelimit-remaining-*` headers must be
+    post-decrement (match OpenAI/Anthropic vendor semantics) so the proxy's
+    HTTP response headers and the prometheus gauges that read them stay
+    comparable across providers.
+
+    Router's TPM/RPM counter is incremented post-response by
+    `deployment_callback_on_success`, so `get_remaining_model_group_usage`
+    sees pre-decrement values. `set_response_headers` must replay the
+    in-flight increment before writing the headers.
+    """
+    from pydantic import BaseModel
+
+    class _Usage(BaseModel):
+        total_tokens: int = 42
+
+    class _Resp(BaseModel):
+        usage: _Usage = _Usage()
+        _hidden_params: dict = {}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-remaining-tokens": 1000,
+            "x-ratelimit-limit-tokens": 1000,
+            "x-ratelimit-remaining-requests": 100,
+            "x-ratelimit-limit-requests": 100,
+        }
+    )
+
+    resp = _Resp()
+    resp._hidden_params = {}
+    await router.set_response_headers(response=resp, model_group="gpt-3.5-turbo")
+
+    headers = resp._hidden_params["additional_headers"]
+    assert headers["x-ratelimit-remaining-tokens"] == 958
+    assert headers["x-ratelimit-remaining-requests"] == 99
+    # Limit headers pass through unmodified.
+    assert headers["x-ratelimit-limit-tokens"] == 1000
+    assert headers["x-ratelimit-limit-requests"] == 100
+
+
+@pytest.mark.asyncio
+async def test_set_response_headers_handles_missing_usage(model_list):
+    """
+    Streaming chunks and some response shapes may lack a `usage` attribute or
+    populated `total_tokens`. The in-flight subtraction must default to 0
+    tokens (still subtract 1 from requests) and never raise.
+    """
+    from pydantic import BaseModel
+
+    class _Resp(BaseModel):
+        _hidden_params: dict = {}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-remaining-tokens": 1000,
+            "x-ratelimit-remaining-requests": 100,
+        }
+    )
+
+    resp = _Resp()
+    resp._hidden_params = {}
+    await router.set_response_headers(response=resp, model_group="gpt-3.5-turbo")
+
+    headers = resp._hidden_params["additional_headers"]
+    assert headers["x-ratelimit-remaining-tokens"] == 1000
+    assert headers["x-ratelimit-remaining-requests"] == 99
+
+
 def test_get_all_deployments(model_list):
     """Test if the 'get_all_deployments' function is working correctly"""
     router = Router(model_list=model_list)
diff --git a/tests/test_litellm/integrations/test_prometheus_remaining_tokens_router_fallback.py b/tests/test_litellm/integrations/test_prometheus_remaining_tokens_router_fallback.py
new file mode 100644
index 00000000000..d754de86569
--- /dev/null
+++ b/tests/test_litellm/integrations/test_prometheus_remaining_tokens_router_fallback.py
@@ -0,0 +1,298 @@
+"""
+LIT-2719 — `litellm_remaining_tokens_metric` and
+`litellm_remaining_requests_metric` only fired for providers that return
+`x-ratelimit-remaining-*` response headers (OpenAI, Azure, Anthropic).
+
+This guarded the gauges behind a provider-specific code path, so Bedrock and
+Vertex deployments — which never populate those headers — silently produced no
+data even when the proxy router had `tpm`/`rpm` configured.
+
+`_async_set_router_remaining_metrics` adds a provider-agnostic fallback that
+asks `Router.get_remaining_model_group_usage` for the same model_group and
+emits the gauges with `configured_limit - current_usage`.
+
+Tests cover:
+- Bedrock fallback emits both gauges.
+- Vertex AI fallback emits both gauges.
+- Already-present headers short-circuit the router lookup entirely.
+- Partial header coverage (only requests) still triggers the missing tokens
+  gauge.
+- llm_router unavailable / model_group missing / router raises → silent no-op.
+"""
+
+import os
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from prometheus_client import REGISTRY
+
+sys.path.insert(0, os.path.abspath("../../.."))
+
+from litellm.integrations.prometheus import PrometheusLogger
+from litellm.types.integrations.prometheus import UserAPIKeyLabelValues
+
+
+@pytest.fixture(scope="function")
+def prometheus_logger():
+    collectors = list(REGISTRY._collector_to_names.keys())
+    for collector in collectors:
+        REGISTRY.unregister(collector)
+    return PrometheusLogger()
+
+
+def _build_payload(
+    model_group: str = "bedrock-claude-group",
+    custom_llm_provider: str = "bedrock",
+    additional_headers: dict | None = None,
+):
+    return {
+        "model_group": model_group,
+        "custom_llm_provider": custom_llm_provider,
+        "model": "anthropic.claude-3-sonnet-20240229-v1:0",
+        "model_id": "deployment-id-1",
+        "api_base": "https://bedrock-runtime.us-east-1.amazonaws.com",
+        "hidden_params": {
+            "additional_headers": additional_headers or {},
+        },
+        "metadata": {
+            "user_api_key_hash": "test-key",
+            "user_api_key_alias": None,
+            "user_api_key_team_id": None,
+            "user_api_key_team_alias": None,
+        },
+    }
+
+
+def _enum_values(model_group: str = "bedrock-claude-group"):
+    return UserAPIKeyLabelValues(
+        end_user=None,
+        hashed_api_key="test-key",
+        api_key_alias=None,
+        team=None,
+        team_alias=None,
+        requested_model=model_group,
+        model_group=model_group,
+        model_id="deployment-id-1",
+        api_base="https://bedrock-runtime.us-east-1.amazonaws.com",
+        api_provider="bedrock",
+        litellm_model_name="anthropic.claude-3-sonnet-20240229-v1:0",
+    )
+
+
+class TestRouterFallbackEmitsForBedrock:
+    @pytest.mark.asyncio
+    async def test_should_emit_both_gauges_for_bedrock_when_router_has_limits(
+        self, prometheus_logger
+    ):
+        payload = _build_payload(custom_llm_provider="bedrock")
+        enum_values = _enum_values()
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock(
+            return_value={
+                "x-ratelimit-remaining-tokens": 75,
+                "x-ratelimit-limit-tokens": 100,
+                "x-ratelimit-remaining-requests": 9,
+                "x-ratelimit-limit-requests": 10,
+            }
+        )
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=enum_values,
+            )
+
+        fake_router.get_remaining_model_group_usage.assert_awaited_once_with(
+            "bedrock-claude-group"
+        )
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_called_once()
+        prometheus_logger.litellm_remaining_tokens_metric.labels().set.assert_called_once_with(
+            75
+        )
+        prometheus_logger.litellm_remaining_requests_metric.labels.assert_called_once()
+        prometheus_logger.litellm_remaining_requests_metric.labels().set.assert_called_once_with(
+            9
+        )
+
+
+class TestRouterFallbackEmitsForVertex:
+    @pytest.mark.asyncio
+    async def test_should_emit_both_gauges_for_vertex_when_router_has_limits(
+        self, prometheus_logger
+    ):
+        payload = _build_payload(
+            model_group="vertex-gemini-group",
+            custom_llm_provider="vertex_ai",
+        )
+        enum_values = _enum_values(model_group="vertex-gemini-group")
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock(
+            return_value={
+                "x-ratelimit-remaining-tokens": 12345,
+                "x-ratelimit-remaining-requests": 50,
+            }
+        )
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=enum_values,
+            )
+
+        fake_router.get_remaining_model_group_usage.assert_awaited_once_with(
+            "vertex-gemini-group"
+        )
+        prometheus_logger.litellm_remaining_tokens_metric.labels().set.assert_called_once_with(
+            12345
+        )
+        prometheus_logger.litellm_remaining_requests_metric.labels().set.assert_called_once_with(
+            50
+        )
+
+
+class TestExistingHeadersShortCircuit:
+    @pytest.mark.asyncio
+    async def test_should_skip_router_lookup_when_both_headers_already_present(
+        self, prometheus_logger
+    ):
+        payload = _build_payload(
+            additional_headers={
+                "x_ratelimit_remaining_tokens": 999,
+                "x_ratelimit_remaining_requests": 99,
+            }
+        )
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock()
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        fake_router.get_remaining_model_group_usage.assert_not_called()
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_not_called()
+        prometheus_logger.litellm_remaining_requests_metric.labels.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_should_only_fill_missing_dimension_when_one_header_present(
+        self, prometheus_logger
+    ):
+        payload = _build_payload(
+            additional_headers={
+                "x_ratelimit_remaining_requests": 7,
+            }
+        )
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock(
+            return_value={
+                "x-ratelimit-remaining-tokens": 555,
+                "x-ratelimit-remaining-requests": 999,
+            }
+        )
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        prometheus_logger.litellm_remaining_tokens_metric.labels().set.assert_called_once_with(
+            555
+        )
+        prometheus_logger.litellm_remaining_requests_metric.labels.assert_not_called()
+
+
+class TestRouterFallbackDefensivePaths:
+    @pytest.mark.asyncio
+    async def test_should_noop_when_llm_router_is_none(self, prometheus_logger):
+        payload = _build_payload()
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", None, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_not_called()
+        prometheus_logger.litellm_remaining_requests_metric.labels.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_should_noop_when_model_group_missing(self, prometheus_logger):
+        payload = _build_payload()
+        payload["model_group"] = None
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock()
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        fake_router.get_remaining_model_group_usage.assert_not_called()
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_should_noop_when_router_returns_empty_dict(self, prometheus_logger):
+        payload = _build_payload()
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock(return_value={})
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_not_called()
+        prometheus_logger.litellm_remaining_requests_metric.labels.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_should_swallow_router_exception(self, prometheus_logger):
+        payload = _build_payload()
+
+        fake_router = MagicMock()
+        fake_router.get_remaining_model_group_usage = AsyncMock(
+            side_effect=RuntimeError("router boom")
+        )
+
+        prometheus_logger.litellm_remaining_tokens_metric = MagicMock()
+        prometheus_logger.litellm_remaining_requests_metric = MagicMock()
+
+        with patch("litellm.proxy.proxy_server.llm_router", fake_router, create=True):
+            # Must not raise.
+            await prometheus_logger._async_set_router_remaining_metrics(
+                standard_logging_payload=payload,
+                enum_values=_enum_values(),
+            )
+
+        prometheus_logger.litellm_remaining_tokens_metric.labels.assert_not_called()

From baa68ebb120187cbcc342d7641f2e0bdd4c31772 Mon Sep 17 00:00:00 2001
From: lmcdonald-godaddy <lmcdonald@godaddy.com>
Date: Wed, 13 May 2026 17:42:05 -0700
Subject: [PATCH 25/37] fix(pricing): GPT-4o-Transcribe Pricing (#27875)

* Update gpt-4o-transcribe price

* Update test for gpt-4o-transcribe pricing fix

* Update gpt-4o-mini-transcribe price
---
 .../model_prices_and_context_window_backup.json  | 16 ++++++++--------
 model_prices_and_context_window.json             | 16 ++++++++--------
 tests/test_litellm/test_cost_calculator.py       |  2 +-
 3 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 61e0dd07968..543172b8381 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -3521,7 +3521,7 @@
         "supports_tool_choice": true
     },
     "azure/gpt-4o-mini-transcribe": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -3596,7 +3596,7 @@
         "supports_tool_choice": true
     },
     "azure/gpt-4o-transcribe": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -3608,7 +3608,7 @@
         ]
     },
     "azure/gpt-4o-transcribe-diarize": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -8974,7 +8974,7 @@
         "supports_vision": true
     },
     "gpt-4o-transcribe-diarize": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -18991,7 +18991,7 @@
         "supports_vision": true
     },
     "gpt-4o-mini-transcribe": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -19121,7 +19121,7 @@
         "supports_vision": true
     },
     "gpt-4o-transcribe": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -38933,7 +38933,7 @@
         ]
     },
     "gpt-4o-mini-transcribe-2025-03-20": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -38945,7 +38945,7 @@
         ]
     },
     "gpt-4o-mini-transcribe-2025-12-15": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index e62f8686e9d..269e7daecc1 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -3521,7 +3521,7 @@
         "supports_tool_choice": true
     },
     "azure/gpt-4o-mini-transcribe": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -3596,7 +3596,7 @@
         "supports_tool_choice": true
     },
     "azure/gpt-4o-transcribe": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -3608,7 +3608,7 @@
         ]
     },
     "azure/gpt-4o-transcribe-diarize": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 16000,
@@ -8974,7 +8974,7 @@
         "supports_vision": true
     },
     "gpt-4o-transcribe-diarize": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -18996,7 +18996,7 @@
         "supports_vision": true
     },
     "gpt-4o-mini-transcribe": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -19126,7 +19126,7 @@
         "supports_vision": true
     },
     "gpt-4o-transcribe": {
-        "input_cost_per_audio_token": 6e-06,
+        "input_cost_per_audio_token": 2.5e-06,
         "input_cost_per_token": 2.5e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -38938,7 +38938,7 @@
         ]
     },
     "gpt-4o-mini-transcribe-2025-03-20": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
@@ -38950,7 +38950,7 @@
         ]
     },
     "gpt-4o-mini-transcribe-2025-12-15": {
-        "input_cost_per_audio_token": 3e-06,
+        "input_cost_per_audio_token": 1.25e-06,
         "input_cost_per_token": 1.25e-06,
         "litellm_provider": "openai",
         "max_input_tokens": 16000,
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index e53484dd287..d5c1132c5fd 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -235,7 +235,7 @@ def test_transcription_cost_uses_token_pricing():
         call_type="atranscription",
     )
 
-    expected_cost = (14 * 6e-06) + (45 * 1e-05)
+    expected_cost = (14 * 2.5e-06) + (45 * 1e-05)
     assert pytest.approx(cost, rel=1e-6) == expected_cost
 
 

From f1d07c13e5a7d7106e629bdd9d890f2a5c5f176c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Wed, 13 May 2026 18:10:04 -0700
Subject: [PATCH 26/37] fix: block SSRF fields in RAG ingest vector_store
 config

aws_sts_endpoint, aws_web_identity_token, and aws_bedrock_runtime_endpoint
in ingest_options.vector_store were passed directly to the Bedrock ingestion
class, which reads them into boto3 STS client construction. Any authenticated
caller could redirect AssumeRole calls to an attacker-controlled server,
leaking the proxy's instance profile credentials.

Calls is_request_body_safe() on ingest_options["vector_store"] before
forwarding to litellm.aingest(). Same banned-params list and admin opt-in
escape hatch (allow_client_side_credentials) as the /chat/completions path.
ValueError from the safety check is caught and re-raised as HTTP 400.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
---
 litellm/proxy/rag_endpoints/endpoints.py      | 11 ++++
 .../proxy/rag_endpoints/test_rag_endpoints.py | 63 +++++++++++++++++++
 2 files changed, 74 insertions(+)

diff --git a/litellm/proxy/rag_endpoints/endpoints.py b/litellm/proxy/rag_endpoints/endpoints.py
index 498d77f7535..2e53301c0d2 100644
--- a/litellm/proxy/rag_endpoints/endpoints.py
+++ b/litellm/proxy/rag_endpoints/endpoints.py
@@ -23,6 +23,7 @@ from litellm.proxy.common_utils.http_parsing_utils import (
     _safe_get_request_headers,
     get_form_data,
 )
+from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.vector_store_endpoints.utils import (
     assert_user_can_access_vector_store_id,
 )
@@ -469,6 +470,16 @@ async def rag_ingest(
             user_api_key_dict=user_api_key_dict,
         )
 
+        try:
+            is_request_body_safe(
+                request_body=ingest_options.get("vector_store", {}),
+                general_settings=general_settings,
+                llm_router=llm_router,
+                model="",
+            )
+        except ValueError as e:
+            raise HTTPException(status_code=400, detail={"error": str(e)})
+
         # Add litellm data
         request_data: Dict[str, Any] = {}
         request_data = await add_litellm_data_to_request(
diff --git a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
index 945afd886cb..3280b01ea3d 100644
--- a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
+++ b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
@@ -128,3 +128,66 @@ def test_internal_user_rag_ingest_without_vector_store_id_allowed(client_interna
         f"internal_user should be allowed to create new vector stores. "
         f"Response: {response.json()}"
     )
+
+
+class TestRagIngestSSRFBlocked:
+    """
+    aws_sts_endpoint and related credential-redirect fields must be rejected
+    in ingest_options.vector_store. Without this guard, any authenticated
+    client can coerce the proxy to make a signed STS AssumeRole call to an
+    attacker-controlled server, leaking the instance profile credentials.
+    """
+
+    @pytest.mark.parametrize(
+        "field,value",
+        [
+            ("aws_sts_endpoint", "https://attacker.example/sts"),
+            ("aws_web_identity_token", "fake-token"),
+            ("aws_bedrock_runtime_endpoint", "https://attacker.example/bedrock"),
+        ],
+    )
+    def test_ssrf_field_in_vector_store_config_rejected(
+        self, field, value, client_internal_user
+    ):
+        payload = {
+            "file_url": "https://example.com/doc.pdf",
+            "ingest_options": {
+                "vector_store": {
+                    "custom_llm_provider": "bedrock",
+                    field: value,
+                }
+            },
+        }
+        response = client_internal_user.post(
+            "/v1/rag/ingest",
+            json=payload,
+        )
+        assert response.status_code == 400, (
+            f"{field} in ingest_options.vector_store should be rejected (400), "
+            f"got {response.status_code}: {response.json()}"
+        )
+        body = response.json()
+        detail = body.get("detail", {})
+        error_text = (
+            detail.get("error", "") if isinstance(detail, dict) else str(detail)
+        )
+        assert field in error_text, f"Error should name the offending field: {error_text}"
+
+    def test_clean_bedrock_ingest_options_not_rejected(self, client_internal_user):
+        with patch(
+            "litellm.proxy.rag_endpoints.endpoints.litellm.aingest",
+            new_callable=AsyncMock,
+            return_value={"vector_store_id": "vs_bedrock", "file_id": "file_123"},
+        ):
+            response = client_internal_user.post(
+                "/v1/rag/ingest",
+                json={
+                    "file_url": "https://example.com/doc.pdf",
+                    "ingest_options": {
+                        "vector_store": {"custom_llm_provider": "bedrock"}
+                    },
+                },
+            )
+        assert response.status_code != 400, (
+            f"Clean Bedrock ingest_options should not be rejected: {response.json()}"
+        )

From aced4295bb37518107ff51e2a2013411d2899b8a Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 01:24:51 +0000
Subject: [PATCH 27/37] chore(proxy): also scrub guardrail callbacks / module
 paths from DB overlay

A guardrail entry's ``callbacks`` list (v1: ``{name: {callbacks:[...]}}``,
v2: ``{guardrail_name, litellm_params: {callbacks: [...], guardrail:
"module.path"}}``) is iterated during config load and threaded through
``get_instance_fn``. A PROXY_ADMIN persisting
``litellm_settings.guardrails[*].callbacks: ["s3://..."]`` or
``litellm_settings.guardrails[*].litellm_params.guardrail: "s3://..."``
via ``/config/update`` was not covered by the previous scrub matrix.

Walk both v1 and v2 entry shapes and null out remote-URL callbacks /
module-path values before the merge. Adds four regression tests.
---
 litellm/proxy/proxy_server.py                 | 42 ++++++++++++
 .../test_db_overlay_remote_module_scrub.py    | 68 +++++++++++++++++++
 2 files changed, 110 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 2a512f58db6..6e329daf470 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3139,6 +3139,28 @@ def _is_remote_module_url(value: Any) -> bool:
     )
 
 
+def _scrub_guardrail_inner(inner: Dict[str, Any]) -> None:
+    """Strip remote-URL entries from a guardrail's ``callbacks`` list
+    and ``guardrail`` (v2 module-path) field. Mutates in place."""
+    cbs = inner.get("callbacks")
+    if isinstance(cbs, list):
+        cleaned = [c for c in cbs if not _is_remote_module_url(c)]
+        if len(cleaned) != len(cbs):
+            verbose_proxy_logger.warning(
+                "Refused %d remote-URL entries from DB-overlay "
+                "litellm_settings.guardrails[...].callbacks",
+                len(cbs) - len(cleaned),
+            )
+            inner["callbacks"] = cleaned
+    if _is_remote_module_url(inner.get("guardrail")):
+        verbose_proxy_logger.warning(
+            "Refused remote-URL guardrail module from DB-overlay "
+            "litellm_settings.guardrails[...].guardrail: %r",
+            inner.get("guardrail"),
+        )
+        inner["guardrail"] = None
+
+
 def _scrub_db_overlay_remote_module_loads(section: str, db_value: Any) -> Any:
     """Strip ``s3://`` / ``gcs://`` entries from the DB-overlay value for
     fields whose contents reach ``get_instance_fn``. The same scheme is
@@ -3192,6 +3214,26 @@ def _scrub_db_overlay_remote_module_loads(section: str, db_value: Any) -> Any:
                         item.get("custom_handler"),
                     )
                     item["custom_handler"] = None
+    # ``litellm_settings.guardrails`` is a list of single-key dicts in
+    # v1 ({guardrail_name: {callbacks: [...], default_on: bool}}) or a
+    # list of v2 entries ({guardrail_name, litellm_params: {guardrail:
+    # "module.path", callbacks: [...]}}). Both shapes terminate in
+    # ``callbacks`` (a list) or ``guardrail`` (a single dotted name)
+    # that flow into ``get_instance_fn`` during config load.
+    if section == "litellm_settings":
+        guardrails = sanitized.get("guardrails")
+        if isinstance(guardrails, list):
+            for entry in guardrails:
+                if not isinstance(entry, dict):
+                    continue
+                for inner in entry.values():
+                    if not isinstance(inner, dict):
+                        continue
+                    _scrub_guardrail_inner(inner)
+                lp = entry.get("litellm_params")
+                if isinstance(lp, dict):
+                    _scrub_guardrail_inner(lp)
+
     # ``general_settings.litellm_jwtauth.custom_validate`` is a nested
     # string field.
     if section == "general_settings":
diff --git a/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
index 66498a45a2c..100ba653f3a 100644
--- a/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
+++ b/tests/test_litellm/proxy/types_utils/test_db_overlay_remote_module_scrub.py
@@ -71,6 +71,74 @@ def test_custom_provider_map_custom_handler_stripped():
     assert cleaned["custom_provider_map"][1]["custom_handler"] is None
 
 
+def test_litellm_settings_guardrails_v1_callbacks_stripped():
+    # v1 guardrail shape: {guardrail_name: {callbacks: [...], default_on: bool}}
+    overlay = {
+        "guardrails": [
+            {
+                "prompt_injection": {
+                    "default_on": True,
+                    "callbacks": [
+                        "lakera_prompt_injection",
+                        "s3://attacker/m.i",
+                        "gcs://attacker/m.i",
+                    ],
+                }
+            }
+        ]
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    assert cleaned["guardrails"][0]["prompt_injection"]["callbacks"] == [
+        "lakera_prompt_injection"
+    ]
+
+
+def test_litellm_settings_guardrails_v2_callbacks_and_guardrail_stripped():
+    # v2 shape: {guardrail_name, litellm_params: {guardrail: "module.path", callbacks: [...]}}
+    overlay = {
+        "guardrails": [
+            {
+                "guardrail_name": "custom",
+                "litellm_params": {
+                    "guardrail": "s3://attacker/m.i",
+                    "mode": "pre_call",
+                    "callbacks": ["lakera", "s3://attacker/cb.i"],
+                },
+            }
+        ]
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    lp = cleaned["guardrails"][0]["litellm_params"]
+    assert lp["guardrail"] is None
+    assert lp["callbacks"] == ["lakera"]
+    assert lp["mode"] == "pre_call"
+
+
+def test_litellm_settings_guardrails_local_dotted_name_preserved():
+    overlay = {
+        "guardrails": [
+            {
+                "guardrail_name": "custom",
+                "litellm_params": {
+                    "guardrail": "custom_module.MyGuardrail",
+                    "callbacks": ["my_module.cb", "langfuse"],
+                },
+            }
+        ]
+    }
+    cleaned = _scrub_db_overlay_remote_module_loads("litellm_settings", overlay)
+    lp = cleaned["guardrails"][0]["litellm_params"]
+    assert lp["guardrail"] == "custom_module.MyGuardrail"
+    assert lp["callbacks"] == ["my_module.cb", "langfuse"]
+
+
+def test_litellm_settings_guardrails_non_list_passthrough():
+    cleaned = _scrub_db_overlay_remote_module_loads(
+        "litellm_settings", {"guardrails": "not-a-list"}
+    )
+    assert cleaned["guardrails"] == "not-a-list"
+
+
 def test_pass_through_endpoints_target_stripped():
     overlay = {
         "pass_through_endpoints": [

From 1294165768a3168283f6787e25f651e367cecfa4 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 14 May 2026 08:50:38 +0530
Subject: [PATCH 28/37] feat(mcp): support MCP access group names in URL-based
 namespacing (#27726)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* feat(mcp): support MCP access group names in URL-based namespacing

Extends dynamic_mcp_route to resolve /{name}/mcp requests where {name}
is an MCP access group tag or a comma-separated list of servers/groups,
matching what the documentation promised but the handler did not implement.

Resolution order: registered server alias → toolset → comma-separated
list → single access group tag (404 if none match).

Adds unit tests covering all four resolution paths plus 404 cases.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): address Greptile review comments on dynamic_mcp_route

- Move comma-separated check before toolset DB lookup so comma names
  short-circuit without hitting the database
- Cache access-group DB lookups via user_api_key_cache to avoid a raw
  find_many on every request (matches toolset caching pattern)
- Remove unused response_started variable from _forward_as_mcp_path
- Update tests to assert comma list skips toolset call and to mock cache

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(mcp): extract helpers to fix PLR0915 too-many-statements in dynamic_mcp_route

Extract _mcp_forward_as_path and _is_mcp_access_group_cached as
module-level helpers so dynamic_mcp_route stays under the 50-statement
limit. Update tests to patch the new module-level symbols directly.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Avoid caching missing MCP access groups

* fix(mcp): stream MCP responses via _stream_mcp_asgi_response instead of buffering

_mcp_forward_as_path previously accumulated the full response body in
memory before sending it. Replace the buffering custom_send pattern with
_stream_mcp_asgi_response, which uses an asyncio.Queue bridge so chunks
are yielded to the client as they arrive, preventing unbounded memory
growth on large or long-lived MCP responses.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): short-TTL negative cache for access-group existence lookup

An unauthenticated caller could repeatedly request /<unknown>/mcp and
force a fresh DB lookup for the access-group existence check on every
request (only positive results were cached). Cache negative results
for a short DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL window (10s by
default) so the DB is shielded from flooding while a transient DB error
(which surfaces as an empty list) cannot hide a real group for long.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* fix(mcp): use plain int for access-group negative cache TTL

Drop the os.getenv wrapper around DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL
to avoid the documentation_test_env_keys check failing on the new variable.
The negative-cache window is a small internal tuning constant, not a
user-facing knob, so a plain integer is clearer than an env override.

https://claude.ai/code/session_01SjyPmwfmrq8fveFgw9iHW9

* fix(mcp): validate, dedupe, and cap CSV tokens in dynamic MCP route

For /{name1,name2,...}/mcp, validate every token resolves to a known
server alias or access group, dedupe case-insensitively, and cap at
DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS=16 before forwarding.

- Bounds the per-request DB / cache fan-out an authenticated caller can
  trigger by stuffing the path with tokens (raised by veria-ai).
- Returns 404 instead of forwarding when no token resolves, so the
  downstream server filter cannot silently fall back to the full
  allowed_mcp_servers list (raised by Cursor agentic security review).
- Forwards only the resolved subset, so unknown tokens cannot ride along
  into the downstream filter.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(mcp): exact-match CSV token dedupe to preserve case-sensitive distinct tokens

Bugbot flagged that case-insensitive dedup on `MyGroup,mygroup` could
collapse to whichever case appeared first and silently drop the matching
casing if the downstream resolver is case-sensitive. Switch to exact-match
dedup so distinct casings survive; whitespace-only differences still
collapse via the .strip() before comparison.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Claude <claude@anthropic.com>
Co-authored-by: mateo-berri <mateo@berri.ai>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
---
 litellm/constants.py                          |   9 +
 litellm/proxy/proxy_server.py                 | 217 +++++---
 .../proxy/test_dynamic_mcp_route.py           | 488 ++++++++++++++++++
 3 files changed, 646 insertions(+), 68 deletions(-)
 create mode 100644 tests/test_litellm/proxy/test_dynamic_mcp_route.py

diff --git a/litellm/constants.py b/litellm/constants.py
index 072c2c358f7..e36746326cc 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -1569,6 +1569,15 @@ DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(
     os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60)
 )
 DEFAULT_ACCESS_GROUP_CACHE_TTL = int(os.getenv("DEFAULT_ACCESS_GROUP_CACHE_TTL", 600))
+# Short TTL for negative MCP access-group existence lookups. Keeps unauthenticated
+# callers from forcing a DB query per request for unknown names, while bounding
+# staleness so a transient DB error (which surfaces as an empty list) cannot
+# hide a real group for long.
+DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL = 10
+# Maximum number of comma-separated MCP server / access-group tokens accepted
+# in a single ``/{name1,name2,...}/mcp`` URL. Bounds the per-request DB / cache
+# fan-out an authenticated caller can trigger by stuffing the path with tokens.
+DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS = 16
 
 # Sentry Scrubbing Configuration
 SENTRY_DENYLIST = [
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index ecef96351ae..fec2f47ad5e 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -15135,95 +15135,176 @@ async def toolset_mcp_route(toolset_name: str, request: Request):
         raise HTTPException(status_code=500, detail=f"Internal server error: {str(e)}")
 
 
+async def _mcp_forward_as_path(path_segment: str, request: Request):
+    """Rewrite path to /mcp/{path_segment} and stream the response."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        handle_streamable_http_mcp,
+    )
+
+    scope = dict(request.scope)
+    scope["path"] = f"/mcp/{path_segment}"
+    return await _stream_mcp_asgi_response(
+        handle_streamable_http_mcp, scope, request.receive
+    )
+
+
+async def _resolve_mcp_csv_tokens(
+    csv_segment: str, client_ip: Optional[str]
+) -> List[str]:
+    """Validate a comma-separated ``/{name1,name2,...}/mcp`` segment.
+
+    For each token, check (in order) whether it is a registered MCP server
+    alias / name or an MCP access group tag (cached). Tokens are stripped,
+    deduped (exact-match, keeping first occurrence in original order), and
+    capped at ``DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS`` to bound the
+    per-request DB / cache fan-out an authenticated caller can trigger by
+    stuffing the path with tokens. Dedup is case-sensitive on purpose:
+    downstream resolvers may treat names case-sensitively, so collapsing
+    ``MyGroup`` and ``mygroup`` would risk dropping a valid distinct token.
+
+    Toolset names are intentionally NOT resolved here — toolsets bind a single
+    toolset id into request scope and have no defined semantics inside a
+    comma-separated server list.
+
+    Returns the subset of resolved tokens in original order. An empty list
+    means the segment did not resolve to any known server / group; the caller
+    should treat that as a 404 instead of forwarding it downstream (where an
+    all-unmatched server filter falls back to the full ``allowed_mcp_servers``
+    list and silently broadens the request scope).
+    """
+    from litellm.constants import DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    seen: set = set()
+    deduped: List[str] = []
+    for raw in csv_segment.split(","):
+        token = raw.strip()
+        if not token or token in seen:
+            continue
+        seen.add(token)
+        deduped.append(token)
+        if len(deduped) >= DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS:
+            break
+
+    resolved: List[str] = []
+    for token in deduped:
+        if global_mcp_server_manager.get_mcp_server_by_name(token, client_ip=client_ip):
+            resolved.append(token)
+            continue
+        if await _is_mcp_access_group_cached(token):
+            resolved.append(token)
+    return resolved
+
+
+async def _is_mcp_access_group_cached(name: str) -> bool:
+    """Return True if *name* is a known MCP access group tag.
+
+    Positive results are cached for ``DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL``
+    seconds. Negative results are cached for a short
+    ``DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL`` window so unauthenticated
+    callers cannot force a fresh DB lookup per request for unknown names, while
+    bounding staleness so a transient DB error (which surfaces as an empty
+    list) cannot hide a real group for long.
+    """
+    from litellm.constants import (
+        DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL,
+        DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL,
+    )
+    from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
+        MCPRequestHandler,
+    )
+
+    cache_key = f"mcp_access_group_exists:{name}"
+    cached = await user_api_key_cache.async_get_cache(key=cache_key)
+    if cached is not None:
+        return bool(cached)
+    result = bool(await MCPRequestHandler._get_mcp_servers_from_access_groups([name]))
+    await user_api_key_cache.async_set_cache(
+        key=cache_key,
+        value=result,
+        ttl=(
+            DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
+            if result
+            else DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL
+        ),
+    )
+    return result
+
+
 # Dynamic MCP server routes - handle /{mcp_server_name}/mcp
 @app.api_route(
     "/{mcp_server_name}/mcp",
     methods=["GET", "POST", "PUT", "DELETE", "PATCH", "OPTIONS", "HEAD"],
 )
 async def dynamic_mcp_route(mcp_server_name: str, request: Request):
-    """Handle dynamic MCP server routes like /github_mcp/mcp and toolset routes like /devtooling-prod/mcp"""
+    """Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists.
+
+    Resolution order:
+    1. Registered MCP server alias / name
+    2. Comma-separated list (short-circuits before any DB call)
+    3. Toolset name (DB lookup, cached)
+    4. MCP access group tag (DB lookup, cached)
+    """
     try:
-        # Validate that the MCP server exists
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             global_mcp_server_manager,
         )
         from litellm.proxy.auth.ip_address_utils import IPAddressUtils
-        from litellm.types.mcp import MCPAuth
 
         client_ip = IPAddressUtils.get_mcp_client_ip(request)
-        mcp_server = global_mcp_server_manager.get_mcp_server_by_name(
+
+        # 1. Registered MCP server alias
+        if global_mcp_server_manager.get_mcp_server_by_name(
             mcp_server_name, client_ip=client_ip
-        )
-        if mcp_server is None:
-            # Check if this is a toolset name — toolsets are accessible at /{name}/mcp
-            # the same way individual servers are, no separate /toolset/ prefix needed.
-            if prisma_client is not None:
-                from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-                    global_mcp_server_manager,
-                )
-                from litellm.proxy._experimental.mcp_server.server import (
-                    _mcp_active_toolset_id,
-                    handle_streamable_http_mcp,
-                )
+        ):
+            return await _mcp_forward_as_path(mcp_server_name, request)
 
-                toolset = await global_mcp_server_manager.get_toolset_by_name_cached(
-                    prisma_client, mcp_server_name
+        # 2. Comma-separated list — validate every token resolves to a known
+        # server alias or access group before forwarding. Bounds DB / cache
+        # fan-out and prevents the downstream filter from silently falling back
+        # to the full allowed_mcp_servers list when no token matches.
+        if "," in mcp_server_name:
+            resolved_tokens = await _resolve_mcp_csv_tokens(mcp_server_name, client_ip)
+            if not resolved_tokens:
+                raise HTTPException(
+                    status_code=404,
+                    detail=(
+                        f"No MCP server, toolset, or access group in "
+                        f"'{mcp_server_name}' resolved to a known target"
+                    ),
                 )
-                if toolset is not None:
-                    scope = dict(request.scope)
-                    scope["path"] = "/mcp"
+            return await _mcp_forward_as_path(",".join(resolved_tokens), request)
 
-                    token = _mcp_active_toolset_id.set(toolset.toolset_id)
-                    try:
-                        return await _stream_mcp_asgi_response(
-                            handle_streamable_http_mcp, scope, request.receive
-                        )
-                    finally:
-                        _mcp_active_toolset_id.reset(token)
-
-            raise HTTPException(
-                status_code=404, detail=f"MCP server '{mcp_server_name}' not found"
+        # 3. Toolset name (cached)
+        if prisma_client is not None:
+            from litellm.proxy._experimental.mcp_server.server import (
+                _mcp_active_toolset_id,
+                handle_streamable_http_mcp,
             )
 
-        # Create a new scope with the correct path format that the MCP handler expects
-        # Transform /{mcp_server_name}/mcp to /mcp/{mcp_server_name}
-        scope = dict(request.scope)
-        scope["path"] = f"/mcp/{mcp_server_name}"
+            toolset = await global_mcp_server_manager.get_toolset_by_name_cached(
+                prisma_client, mcp_server_name
+            )
+            if toolset is not None:
+                scope = dict(request.scope)
+                scope["path"] = "/mcp"
+                token = _mcp_active_toolset_id.set(toolset.toolset_id)
+                try:
+                    return await _stream_mcp_asgi_response(
+                        handle_streamable_http_mcp, scope, request.receive
+                    )
+                finally:
+                    _mcp_active_toolset_id.reset(token)
 
-        # Import the MCP handler
-        from litellm.proxy._experimental.mcp_server.server import (
-            handle_streamable_http_mcp,
-        )
+        # 4. MCP access group tag (cached)
+        if await _is_mcp_access_group_cached(mcp_server_name):
+            return await _mcp_forward_as_path(mcp_server_name, request)
 
-        # Create a custom send function to capture the response
-        response_started = False
-        response_body = b""
-        response_status = 200
-        response_headers = []
-
-        async def custom_send(message):
-            nonlocal response_started, response_body, response_status, response_headers
-            if message["type"] == "http.response.start":
-                response_started = True
-                response_status = message["status"]
-                response_headers = message.get("headers", [])
-            elif message["type"] == "http.response.body":
-                response_body += message.get("body", b"")
-
-        # Call the existing MCP handler
-        await handle_streamable_http_mcp(
-            scope, receive=request.receive, send=custom_send
-        )
-
-        # Return the response
-        from starlette.responses import Response
-
-        headers_dict = {k.decode(): v.decode() for k, v in response_headers}
-        return Response(
-            content=response_body,
-            status_code=response_status,
-            headers=headers_dict,
-            media_type=headers_dict.get("content-type", "application/json"),
+        raise HTTPException(
+            status_code=404,
+            detail=f"MCP server, toolset, or access group '{mcp_server_name}' not found",
         )
 
     except HTTPException as e:
diff --git a/tests/test_litellm/proxy/test_dynamic_mcp_route.py b/tests/test_litellm/proxy/test_dynamic_mcp_route.py
new file mode 100644
index 00000000000..2462aff2119
--- /dev/null
+++ b/tests/test_litellm/proxy/test_dynamic_mcp_route.py
@@ -0,0 +1,488 @@
+"""
+Tests for the dynamic_mcp_route handler in proxy_server.py.
+
+Covers the resolution order:
+  1. Registered MCP server alias  → forwards to /mcp/{name}
+  2. Comma-separated list          → short-circuits before any DB call;
+                                     forwarded to /mcp/{segment}
+  3. Toolset name (cached)         → sets toolset scope, forwards to /mcp
+  4. MCP access group tag (cached) → forwards to /mcp/{name} when the group
+                                     resolves to at least one server
+  5. Unknown name                  → 404
+
+Patch targets are at the source modules because dynamic_mcp_route
+uses lazy local imports inside the function body.
+"""
+
+from unittest.mock import ANY, AsyncMock, MagicMock, patch
+
+import pytest
+from fastapi import HTTPException
+
+
+# ---------------------------------------------------------------------------
+# helpers
+# ---------------------------------------------------------------------------
+
+_MCP_MANAGER = "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+_HANDLE_HTTP = (
+    "litellm.proxy._experimental.mcp_server.server.handle_streamable_http_mcp"
+)
+_STREAM_ASGI = "litellm.proxy.proxy_server._stream_mcp_asgi_response"
+_PRISMA = "litellm.proxy.proxy_server.prisma_client"
+_IS_ACCESS_GROUP = "litellm.proxy.proxy_server._is_mcp_access_group_cached"
+_USER_API_KEY_CACHE = "litellm.proxy.proxy_server.user_api_key_cache"
+_GET_ACCESS_GROUP_SERVERS = (
+    "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp."
+    "MCPRequestHandler._get_mcp_servers_from_access_groups"
+)
+_FORWARD = "litellm.proxy.proxy_server._mcp_forward_as_path"
+_RESOLVE_CSV = "litellm.proxy.proxy_server._resolve_mcp_csv_tokens"
+
+
+def _make_request(path: str = "/test/mcp"):
+    """Minimal fake Starlette Request."""
+    from starlette.requests import Request
+
+    scope = {
+        "type": "http",
+        "method": "POST",
+        "path": path,
+        "headers": [],
+        "query_string": b"",
+        "server": ("localhost", 4000),
+        "scheme": "http",
+    }
+
+    async def receive():
+        return {"type": "http.request", "body": b"{}"}
+
+    return Request(scope=scope, receive=receive)
+
+
+def _fake_server(name: str = "my_server", server_id: str = "server-id-1"):
+    s = MagicMock()
+    s.name = name
+    s.server_id = server_id
+    return s
+
+
+def _fake_toolset(name: str = "my_toolset", toolset_id: str = "ts-1"):
+    t = MagicMock()
+    t.toolset_id = toolset_id
+    t.name = name
+    return t
+
+
+async def _ok_mcp_handle(scope, receive, send):
+    """Stub MCP handler that returns HTTP 200."""
+    await send({"type": "http.response.start", "status": 200, "headers": []})
+    await send({"type": "http.response.body", "body": b"{}"})
+
+
+# ---------------------------------------------------------------------------
+# 1. Registered MCP server alias
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_resolves_registered_server():
+    """When the segment matches a known server alias the request is forwarded
+    to /mcp/{name} and the handler returns 200."""
+    from starlette.responses import Response
+
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/my_server/mcp")
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=_fake_server("my_server"))
+
+    fake_forward = AsyncMock(return_value=Response(content=b"{}", status_code=200))
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_FORWARD, new=fake_forward),
+    ):
+        response = await dynamic_mcp_route("my_server", request)
+
+    assert response.status_code == 200
+    fake_forward.assert_awaited_once_with("my_server", request)
+
+
+# ---------------------------------------------------------------------------
+# 2. Comma-separated list (short-circuits before toolset DB call)
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_comma_list_forwarded_when_tokens_resolve():
+    """A comma-separated segment is forwarded after every token is resolved as
+    a known server / access group. Forwarding uses the deduped, validated
+    token list (so unknown / duplicate tokens cannot leak through). The
+    toolset DB lookup is bypassed entirely for comma names."""
+    from starlette.responses import Response
+
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    segment = "github_mcp,zapier"
+    request = _make_request(f"/{segment}/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+
+    fake_forward = AsyncMock(return_value=Response(content=b"{}", status_code=200))
+    fake_resolve = AsyncMock(return_value=["github_mcp", "zapier"])
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_RESOLVE_CSV, new=fake_resolve),
+        patch(_FORWARD, new=fake_forward),
+    ):
+        response = await dynamic_mcp_route(segment, request)
+
+    assert response.status_code == 200
+    fake_forward.assert_awaited_once_with("github_mcp,zapier", request)
+    fake_mgr.get_toolset_by_name_cached.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_comma_list_returns_404_when_no_tokens_resolve():
+    """A comma-separated segment with zero resolved tokens must 404 instead of
+    forwarding (downstream filter falls back to full allowed_mcp_servers when
+    no token matches, which would silently broaden scope)."""
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    segment = "ghost1,ghost2"
+    request = _make_request(f"/{segment}/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_RESOLVE_CSV, new=AsyncMock(return_value=[])),
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await dynamic_mcp_route(segment, request)
+
+    assert exc_info.value.status_code == 404
+    assert segment in str(exc_info.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_comma_list_forwards_only_resolved_subset():
+    """If only a subset of CSV tokens resolve, the request is forwarded with
+    just that subset (so unknown tokens cannot ride along into the downstream
+    server filter)."""
+    from starlette.responses import Response
+
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    segment = "github_mcp,ghost,zapier"
+    request = _make_request(f"/{segment}/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+
+    fake_forward = AsyncMock(return_value=Response(content=b"{}", status_code=200))
+    fake_resolve = AsyncMock(return_value=["github_mcp", "zapier"])
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_RESOLVE_CSV, new=fake_resolve),
+        patch(_FORWARD, new=fake_forward),
+    ):
+        await dynamic_mcp_route(segment, request)
+
+    fake_forward.assert_awaited_once_with("github_mcp,zapier", request)
+
+
+@pytest.mark.asyncio
+async def test_resolve_mcp_csv_tokens_dedupes_and_caps():
+    """_resolve_mcp_csv_tokens dedupes tokens exact-match (so distinct casings
+    are preserved — downstream resolution may be case-sensitive), drops empty
+    fragments, and stops looking up after DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS
+    unique tokens to bound DB / cache fan-out."""
+    from litellm.constants import DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS
+    from litellm.proxy.proxy_server import _resolve_mcp_csv_tokens
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=_fake_server())
+
+    # "github_mcp" appears twice (once with surrounding whitespace) — must be
+    # collapsed to a single entry. "GITHUB_MCP" is a distinct exact token and
+    # is kept (downstream resolution may be case-sensitive).
+    csv = ",,github_mcp, github_mcp ,GITHUB_MCP," + ",".join(
+        f"srv_{i}" for i in range(DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS + 5)
+    )
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_IS_ACCESS_GROUP, new=AsyncMock(return_value=False)),
+    ):
+        resolved = await _resolve_mcp_csv_tokens(csv, client_ip=None)
+
+    assert len(resolved) == DEFAULT_MCP_NAMESPACE_CSV_MAX_TOKENS
+    assert resolved[0] == "github_mcp"
+    assert "GITHUB_MCP" in resolved
+    assert resolved.count("github_mcp") == 1
+
+
+@pytest.mark.asyncio
+async def test_resolve_mcp_csv_tokens_drops_unknown_and_resolves_access_groups():
+    """Unknown tokens are dropped; access-group tokens are accepted via the
+    cached existence helper (no per-call uncached DB hit)."""
+    from litellm.proxy.proxy_server import _resolve_mcp_csv_tokens
+
+    fake_mgr = MagicMock()
+    # Only "registered_srv" is a known server alias.
+    fake_mgr.get_mcp_server_by_name = MagicMock(
+        side_effect=lambda name, client_ip=None: (
+            _fake_server(name) if name == "registered_srv" else None
+        )
+    )
+
+    # "dev_group" is a real access group; "ghost" is not.
+    is_group = AsyncMock(side_effect=lambda name: name == "dev_group")
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_IS_ACCESS_GROUP, new=is_group),
+    ):
+        resolved = await _resolve_mcp_csv_tokens(
+            "registered_srv,dev_group,ghost", client_ip=None
+        )
+
+    assert resolved == ["registered_srv", "dev_group"]
+    # Access-group lookup must NOT be called for "registered_srv" (already
+    # matched as a server alias) but MUST be called for "dev_group" and
+    # "ghost" (the only tokens that fall through to the access-group check).
+    assert {call.args[0] for call in is_group.await_args_list} == {
+        "dev_group",
+        "ghost",
+    }
+
+
+# ---------------------------------------------------------------------------
+# 3. Toolset name
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_resolves_toolset():
+    """When the segment is a toolset name the toolset context var is set
+    and the request is forwarded to /mcp (not /mcp/{name})."""
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/my_toolset/mcp")
+    fake_toolset = _fake_toolset("my_toolset", "ts-42")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+    fake_mgr.get_toolset_by_name_cached = AsyncMock(return_value=fake_toolset)
+
+    captured_toolset_id = None
+    captured_scope = {}
+
+    async def fake_stream(fn, scope, receive):
+        nonlocal captured_toolset_id
+        from litellm.proxy._experimental.mcp_server.server import (
+            _mcp_active_toolset_id,
+        )
+
+        captured_toolset_id = _mcp_active_toolset_id.get()
+        captured_scope.update(scope)
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_PRISMA, new=MagicMock()),
+        patch(_STREAM_ASGI, new=AsyncMock(side_effect=fake_stream)),
+    ):
+        await dynamic_mcp_route("my_toolset", request)
+
+    assert captured_toolset_id == "ts-42"
+    assert captured_scope.get("path") == "/mcp"
+
+
+# ---------------------------------------------------------------------------
+# 4. MCP access group tag (cached)
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_resolves_access_group():
+    """When the segment is an MCP access group the request is forwarded (not 404)."""
+    from starlette.responses import Response
+
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/dev_group/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+    fake_mgr.get_toolset_by_name_cached = AsyncMock(return_value=None)
+
+    fake_forward = AsyncMock(return_value=Response(content=b"{}", status_code=200))
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_PRISMA, new=MagicMock()),
+        patch(_IS_ACCESS_GROUP, new=AsyncMock(return_value=True)),
+        patch(_FORWARD, new=fake_forward),
+    ):
+        response = await dynamic_mcp_route("dev_group", request)
+
+    assert response.status_code == 200
+    fake_forward.assert_awaited_once_with("dev_group", request)
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_access_group_called_with_correct_name():
+    """The access group lookup receives exactly the segment from the URL."""
+    from starlette.responses import Response
+
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/qa_tools/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+    fake_mgr.get_toolset_by_name_cached = AsyncMock(return_value=None)
+
+    is_group = AsyncMock(return_value=True)
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_PRISMA, new=MagicMock()),
+        patch(_IS_ACCESS_GROUP, new=is_group),
+        patch(
+            _FORWARD,
+            new=AsyncMock(return_value=Response(content=b"{}", status_code=200)),
+        ),
+    ):
+        await dynamic_mcp_route("qa_tools", request)
+
+    is_group.assert_awaited_once_with("qa_tools")
+
+
+@pytest.mark.asyncio
+async def test_is_mcp_access_group_cached_caches_positive_result():
+    """Known access groups are cached after resolving to one or more servers."""
+    from litellm.proxy.proxy_server import _is_mcp_access_group_cached
+
+    fake_cache = MagicMock()
+    fake_cache.async_get_cache = AsyncMock(return_value=None)
+    fake_cache.async_set_cache = AsyncMock()
+    get_access_group_servers = AsyncMock(return_value=["server-id"])
+
+    with (
+        patch(_USER_API_KEY_CACHE, new=fake_cache),
+        patch(_GET_ACCESS_GROUP_SERVERS, new=get_access_group_servers),
+    ):
+        result = await _is_mcp_access_group_cached("dev_group")
+
+    assert result is True
+    get_access_group_servers.assert_awaited_once_with(["dev_group"])
+    fake_cache.async_set_cache.assert_awaited_once_with(
+        key="mcp_access_group_exists:dev_group",
+        value=True,
+        ttl=ANY,
+    )
+
+
+@pytest.mark.asyncio
+async def test_is_mcp_access_group_cached_caches_negative_result_briefly():
+    """Empty access-group lookups are cached with a short TTL so unauthenticated
+    callers cannot force a fresh DB lookup per request for unknown names."""
+    from litellm.constants import DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL
+    from litellm.proxy.proxy_server import _is_mcp_access_group_cached
+
+    fake_cache = MagicMock()
+    fake_cache.async_get_cache = AsyncMock(return_value=None)
+    fake_cache.async_set_cache = AsyncMock()
+    get_access_group_servers = AsyncMock(return_value=[])
+
+    with (
+        patch(_USER_API_KEY_CACHE, new=fake_cache),
+        patch(_GET_ACCESS_GROUP_SERVERS, new=get_access_group_servers),
+    ):
+        result = await _is_mcp_access_group_cached("dev_group")
+
+    assert result is False
+    get_access_group_servers.assert_awaited_once_with(["dev_group"])
+    fake_cache.async_set_cache.assert_awaited_once_with(
+        key="mcp_access_group_exists:dev_group",
+        value=False,
+        ttl=DEFAULT_MCP_ACCESS_GROUP_NEGATIVE_CACHE_TTL,
+    )
+
+
+@pytest.mark.asyncio
+async def test_is_mcp_access_group_cached_returns_cached_negative_without_db():
+    """A cached False entry short-circuits the DB lookup on subsequent calls."""
+    from litellm.proxy.proxy_server import _is_mcp_access_group_cached
+
+    fake_cache = MagicMock()
+    fake_cache.async_get_cache = AsyncMock(return_value=False)
+    fake_cache.async_set_cache = AsyncMock()
+    get_access_group_servers = AsyncMock(return_value=["server-id"])
+
+    with (
+        patch(_USER_API_KEY_CACHE, new=fake_cache),
+        patch(_GET_ACCESS_GROUP_SERVERS, new=get_access_group_servers),
+    ):
+        result = await _is_mcp_access_group_cached("never_existed")
+
+    assert result is False
+    get_access_group_servers.assert_not_awaited()
+    fake_cache.async_set_cache.assert_not_awaited()
+
+
+# ---------------------------------------------------------------------------
+# 5. Unknown name → 404
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_unknown_name_returns_404():
+    """A segment that is not a server, toolset, or access group → 404."""
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/does_not_exist/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+    fake_mgr.get_toolset_by_name_cached = AsyncMock(return_value=None)
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_PRISMA, new=MagicMock()),
+        patch(_IS_ACCESS_GROUP, new=AsyncMock(return_value=False)),
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await dynamic_mcp_route("does_not_exist", request)
+
+    assert exc_info.value.status_code == 404
+    assert "does_not_exist" in str(exc_info.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_dynamic_mcp_route_empty_access_group_returns_404():
+    """An access group tag that resolves to zero servers still returns 404."""
+    from litellm.proxy.proxy_server import dynamic_mcp_route
+
+    request = _make_request("/empty_group/mcp")
+
+    fake_mgr = MagicMock()
+    fake_mgr.get_mcp_server_by_name = MagicMock(return_value=None)
+    fake_mgr.get_toolset_by_name_cached = AsyncMock(return_value=None)
+
+    with (
+        patch(_MCP_MANAGER, fake_mgr),
+        patch(_PRISMA, new=MagicMock()),
+        patch(_IS_ACCESS_GROUP, new=AsyncMock(return_value=False)),
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await dynamic_mcp_route("empty_group", request)
+
+    assert exc_info.value.status_code == 404

From 2519ac161e133ff205d90e536ba3432aa6589468 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 03:29:16 +0000
Subject: [PATCH 29/37] chore(proxy): cover extra_body + azure_ad_token in
 banned-params check
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

``extra_body`` is the OpenAI-SDK passthrough container. Provider
modules read provider-auth fields out of it directly (Azure's
``extra_body.azure_ad_token``, Bedrock's
``extra_body.aws_web_identity_token``, etc.) without re-validating, so
the boundary check has to walk it the same way it walks
``litellm_embedding_config``. Adding it to ``_NESTED_CONFIG_KEYS``
extends single-level banned-key descent into the container — top-level
admin opt-ins (``allow_client_side_credentials`` /
``configurable_clientside_auth_params``) still apply.

``azure_ad_token`` was not in ``_BANNED_REQUEST_BODY_PARAMS`` despite
being the bearer-token field the Azure transformer resolves through
``get_secret`` (same shape as ``aws_web_identity_token`` on the
Bedrock STS path). Added so it can't be supplied per-request without
an admin opt-in.
---
 litellm/proxy/auth/auth_utils.py              | 17 +++-
 .../auth/test_banned_params_extra_body.py     | 82 +++++++++++++++++++
 2 files changed, 96 insertions(+), 3 deletions(-)
 create mode 100644 tests/test_litellm/proxy/auth/test_banned_params_extra_body.py

diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 567b8307af2..5d7a37afd4c 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -169,9 +169,13 @@ def _allow_model_level_clientside_configurable_parameters(
 
 # Config dicts whose entries are spread as ``**dict`` into outbound LLM
 # API calls. ``litellm_embedding_config`` is consumed by the Milvus
-# vector store transformer; future nested-config keys with the same
-# threat shape should be added here.
-_NESTED_CONFIG_KEYS: Tuple[str, ...] = ("litellm_embedding_config",)
+# vector store transformer. ``extra_body`` is the OpenAI-SDK passthrough
+# container: provider modules pull provider-auth fields out of it
+# (e.g. Azure's ``extra_body.azure_ad_token``, Bedrock's
+# ``extra_body.aws_web_identity_token``) without re-validating, so the
+# banned-key check has to descend into it the same way it descends into
+# ``litellm_embedding_config``.
+_NESTED_CONFIG_KEYS: Tuple[str, ...] = ("litellm_embedding_config", "extra_body")
 
 # Metadata containers that carry per-request configuration consumed by the
 # observability callbacks. The same banned-param list applies — a value
@@ -246,6 +250,13 @@ _BANNED_REQUEST_BODY_PARAMS: Tuple[str, ...] = (
     "aws_web_identity_token",
     "aws_role_name",
     "vertex_credentials",
+    # Azure managed-identity / federated-auth token. The Azure provider
+    # transformer reads ``azure_ad_token`` (top-level or via
+    # ``extra_body``) and resolves it through ``get_secret`` before
+    # passing it as the bearer token to the Azure endpoint, so a
+    # caller-supplied value is the same exfil shape as
+    # ``aws_web_identity_token`` on the Bedrock path.
+    "azure_ad_token",
     # Endpoint-targeting fields that retarget the outbound request or
     # an observability callback. An attacker-controlled value either
     # exfiltrates the request payload (incl. messages + admin-set
diff --git a/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
new file mode 100644
index 00000000000..37f9e8c9528
--- /dev/null
+++ b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
@@ -0,0 +1,82 @@
+"""
+``extra_body`` is the OpenAI-SDK passthrough container — provider modules
+pull provider-auth fields out of it without re-validating. Without
+descending into it, the banned-param boundary check is bypassed by
+nesting the same fields under ``extra_body``.
+"""
+
+import os
+import sys
+
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))
+)
+
+from litellm.proxy.auth.auth_utils import (  # noqa: E402
+    _BANNED_REQUEST_BODY_PARAMS,
+    is_request_body_safe,
+)
+
+
+@pytest.mark.parametrize(
+    "banned_param",
+    [
+        "aws_web_identity_token",
+        "aws_sts_endpoint",
+        "aws_role_name",
+        "api_base",
+        "base_url",
+        "vertex_credentials",
+        "azure_ad_token",
+    ],
+)
+def test_banned_param_under_extra_body_is_rejected(banned_param):
+    body = {
+        "model": "bedrock/anthropic.claude-v2",
+        "messages": [{"role": "user", "content": "x"}],
+        "extra_body": {banned_param: "anything-attacker-chose"},
+    }
+    with pytest.raises(ValueError, match="not allowed in request body"):
+        is_request_body_safe(
+            request_body=body,
+            general_settings={},
+            llm_router=None,
+            model="bedrock/anthropic.claude-v2",
+        )
+
+
+def test_azure_ad_token_is_in_banned_list():
+    assert "azure_ad_token" in _BANNED_REQUEST_BODY_PARAMS
+
+
+def test_extra_body_with_safe_fields_is_allowed():
+    body = {
+        "model": "openai/gpt-4",
+        "messages": [{"role": "user", "content": "x"}],
+        "extra_body": {"reasoning_effort": "low", "seed": 42},
+    }
+    assert is_request_body_safe(
+        request_body=body,
+        general_settings={},
+        llm_router=None,
+        model="openai/gpt-4",
+    )
+
+
+def test_admin_opt_in_still_permits_extra_body_credentials():
+    # ``general_settings.allow_client_side_credentials`` is the documented
+    # admin escape for clientside-credential passthrough. Walking
+    # ``extra_body`` for banned params must not break the escape.
+    body = {
+        "model": "openai/gpt-4",
+        "messages": [{"role": "user", "content": "x"}],
+        "extra_body": {"api_base": "https://my-private-openai.internal"},
+    }
+    assert is_request_body_safe(
+        request_body=body,
+        general_settings={"allow_client_side_credentials": True},
+        llm_router=None,
+        model="openai/gpt-4",
+    )

From 1bea77e564ef4934f9a21face37235c87f09cdda Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Wed, 13 May 2026 20:33:23 -0700
Subject: [PATCH 30/37] fix(ui): fetch version + debug flag from
 /health/readiness/details (#27896)

* fix(ui): fetch version + debug flag from /health/readiness/details

The proxy moved `litellm_version`, `is_detailed_debug`, and other
diagnostic fields off the public `/health/readiness` payload behind
an auth-gated `/health/readiness/details` endpoint. The navbar
version tag and the detailed-debug-mode banner stopped working
because they were still reading those fields from the unauthed
response, which no longer contains them.

Replace `useHealthReadiness` with a `useHealthReadinessDetails`
hook that takes an `accessToken` argument and sends a Bearer header
to the auth-gated endpoint. The hook stays disabled while
`accessToken` is falsy, so the navbar can keep rendering on the
public model hub (where the token is null) without triggering an
auth redirect or a 401-loop.

* fix(ui): disable retries on readiness/details + cover token forwarding

Two small follow-ups on the readiness/details migration:

- Set `retry: false` on the query. The payload feeds a passive
  navbar tag and a debug banner; a 401 from an expired token
  shouldn't fan out into three retries against the proxy.
- Add navbar specs that assert the `accessToken` prop is forwarded
  into the hook (matches the DebugWarningBanner spec). Without
  this, the navbar could silently regress to passing `undefined`
  and the existing tests wouldn't catch it.
---
 .../healthReadiness/useHealthReadiness.ts     | 29 ---------
 .../useHealthReadinessDetails.ts              | 61 +++++++++++++++++++
 .../src/app/(dashboard)/layout.tsx            |  2 +-
 .../components/DebugWarningBanner.test.tsx    | 38 ++++++++----
 .../src/components/DebugWarningBanner.tsx     | 10 ++-
 .../src/components/navbar.test.tsx            | 31 ++++++++--
 .../src/components/navbar.tsx                 |  4 +-
 7 files changed, 122 insertions(+), 53 deletions(-)
 delete mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadiness.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails.ts

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadiness.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadiness.ts
deleted file mode 100644
index 10d29d86ad7..00000000000
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadiness.ts
+++ /dev/null
@@ -1,29 +0,0 @@
-import { getProxyBaseUrl } from "@/components/networking";
-import { useQuery, UseQueryResult } from "@tanstack/react-query";
-import { createQueryKeys } from "../common/queryKeysFactory";
-
-const healthReadinessKeys = createQueryKeys("healthReadiness");
-
-interface HealthReadinessResponse {
-  litellm_version?: string;
-  log_level?: string;
-  is_detailed_debug?: boolean;
-  [key: string]: any;
-}
-
-const fetchHealthReadiness = async (): Promise<HealthReadinessResponse> => {
-  const baseUrl = getProxyBaseUrl();
-  const response = await fetch(`${baseUrl}/health/readiness`);
-  if (!response.ok) {
-    throw new Error(`Failed to fetch health readiness: ${response.statusText}`);
-  }
-  return response.json();
-};
-
-export const useHealthReadiness = (): UseQueryResult<HealthReadinessResponse> => {
-  return useQuery<HealthReadinessResponse>({
-    queryKey: healthReadinessKeys.detail("readiness"),
-    queryFn: fetchHealthReadiness,
-    staleTime: 5 * 60 * 1000, // 5 minutes
-  });
-};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails.ts
new file mode 100644
index 00000000000..5838dbd0ee6
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails.ts
@@ -0,0 +1,61 @@
+import { useQuery, UseQueryResult } from "@tanstack/react-query";
+import {
+  getGlobalLitellmHeaderName,
+  getProxyBaseUrl,
+} from "@/components/networking";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+const healthReadinessDetailsKeys = createQueryKeys("healthReadinessDetails");
+
+export interface HealthReadinessDetailsResponse {
+  status: string;
+  db?: string;
+  cache?: unknown;
+  litellm_version?: string;
+  success_callbacks?: string[];
+  use_aiohttp_transport?: boolean;
+  log_level?: string;
+  is_detailed_debug?: boolean;
+}
+
+const fetchHealthReadinessDetails = async (
+  accessToken: string,
+): Promise<HealthReadinessDetailsResponse> => {
+  const baseUrl = getProxyBaseUrl();
+  const response = await fetch(`${baseUrl}/health/readiness/details`, {
+    method: "GET",
+    headers: {
+      [getGlobalLitellmHeaderName()]: `Bearer ${accessToken}`,
+      "Content-Type": "application/json",
+    },
+  });
+  if (!response.ok) {
+    throw new Error(
+      `Failed to fetch health readiness details: ${response.statusText}`,
+    );
+  }
+  return response.json();
+};
+
+/**
+ * Fetches the auth-gated detailed readiness payload.
+ *
+ * The caller passes its own `accessToken` so this hook stays usable in both
+ * authed and unauthed shells (e.g. the public model hub renders the navbar
+ * with a null token). When `accessToken` is falsy the query stays disabled
+ * and `data` is undefined — consumers should treat that as "details
+ * unavailable" rather than an error.
+ */
+export const useHealthReadinessDetails = (
+  accessToken: string | null | undefined,
+): UseQueryResult<HealthReadinessDetailsResponse> => {
+  return useQuery<HealthReadinessDetailsResponse>({
+    queryKey: healthReadinessDetailsKeys.detail("readiness"),
+    queryFn: () => fetchHealthReadinessDetails(accessToken!),
+    enabled: Boolean(accessToken),
+    staleTime: 5 * 60 * 1000,
+    // The response feeds a passive navbar tag and a debug banner — a failed
+    // call (e.g. expired token → 401) shouldn't fan out into three retries.
+    retry: false,
+  });
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
index 94dd6eb3cf1..13e93798def 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -80,7 +80,7 @@ function LayoutContent({ children }: { children: React.ReactNode }) {
           isDarkMode={false}
           toggleDarkMode={() => { }}
         />
-        <DebugWarningBanner />
+        <DebugWarningBanner accessToken={accessToken} />
         <div className="flex flex-1 overflow-auto">
           <div className="mt-2">
             <SidebarProvider
diff --git a/ui/litellm-dashboard/src/components/DebugWarningBanner.test.tsx b/ui/litellm-dashboard/src/components/DebugWarningBanner.test.tsx
index 2412a84da3e..6f04c3d5532 100644
--- a/ui/litellm-dashboard/src/components/DebugWarningBanner.test.tsx
+++ b/ui/litellm-dashboard/src/components/DebugWarningBanner.test.tsx
@@ -2,40 +2,52 @@ import { renderWithProviders, screen } from "../../tests/test-utils";
 import { vi } from "vitest";
 import { DebugWarningBanner } from "./DebugWarningBanner";
 
-vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness", () => ({
-  useHealthReadiness: vi.fn(),
+vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails", () => ({
+  useHealthReadinessDetails: vi.fn(),
 }));
 
-import { useHealthReadiness } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness";
+import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
 
 describe("DebugWarningBanner", () => {
   it("should render", () => {
-    vi.mocked(useHealthReadiness).mockReturnValue({ data: { is_detailed_debug: true } } as any);
-    renderWithProviders(<DebugWarningBanner />);
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: { is_detailed_debug: true } } as any);
+    renderWithProviders(<DebugWarningBanner accessToken="token" />);
     expect(screen.getByRole("alert")).toBeInTheDocument();
   });
 
   it("should show warning when detailed debug mode is active", () => {
-    vi.mocked(useHealthReadiness).mockReturnValue({ data: { is_detailed_debug: true } } as any);
-    renderWithProviders(<DebugWarningBanner />);
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: { is_detailed_debug: true } } as any);
+    renderWithProviders(<DebugWarningBanner accessToken="token" />);
     expect(screen.getByText(/Performance Warning: Detailed Debug Mode Active/i)).toBeInTheDocument();
   });
 
   it("should mention LITELLM_LOG=DEBUG in the description", () => {
-    vi.mocked(useHealthReadiness).mockReturnValue({ data: { is_detailed_debug: true } } as any);
-    renderWithProviders(<DebugWarningBanner />);
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: { is_detailed_debug: true } } as any);
+    renderWithProviders(<DebugWarningBanner accessToken="token" />);
     expect(screen.getByText("LITELLM_LOG=DEBUG")).toBeInTheDocument();
   });
 
   it("should render nothing when is_detailed_debug is false", () => {
-    vi.mocked(useHealthReadiness).mockReturnValue({ data: { is_detailed_debug: false } } as any);
-    const { container } = renderWithProviders(<DebugWarningBanner />);
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: { is_detailed_debug: false } } as any);
+    const { container } = renderWithProviders(<DebugWarningBanner accessToken="token" />);
     expect(container).toBeEmptyDOMElement();
   });
 
   it("should render nothing when health data is undefined", () => {
-    vi.mocked(useHealthReadiness).mockReturnValue({ data: undefined } as any);
-    const { container } = renderWithProviders(<DebugWarningBanner />);
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: undefined } as any);
+    const { container } = renderWithProviders(<DebugWarningBanner accessToken="token" />);
     expect(container).toBeEmptyDOMElement();
   });
+
+  it("should pass accessToken to the readiness hook", () => {
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: undefined } as any);
+    renderWithProviders(<DebugWarningBanner accessToken="my-token" />);
+    expect(useHealthReadinessDetails).toHaveBeenCalledWith("my-token");
+  });
+
+  it("should pass a null accessToken through (disables the hook)", () => {
+    vi.mocked(useHealthReadinessDetails).mockReturnValue({ data: undefined } as any);
+    renderWithProviders(<DebugWarningBanner accessToken={null} />);
+    expect(useHealthReadinessDetails).toHaveBeenCalledWith(null);
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/DebugWarningBanner.tsx b/ui/litellm-dashboard/src/components/DebugWarningBanner.tsx
index e4b2ab69a18..38fb485b580 100644
--- a/ui/litellm-dashboard/src/components/DebugWarningBanner.tsx
+++ b/ui/litellm-dashboard/src/components/DebugWarningBanner.tsx
@@ -2,10 +2,14 @@
 
 import React from "react";
 import { Alert } from "antd";
-import { useHealthReadiness } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness";
+import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
 
-export const DebugWarningBanner: React.FC = () => {
-  const { data: healthData } = useHealthReadiness();
+interface DebugWarningBannerProps {
+  accessToken: string | null;
+}
+
+export const DebugWarningBanner: React.FC<DebugWarningBannerProps> = ({ accessToken }) => {
+  const { data: healthData } = useHealthReadinessDetails(accessToken);
 
   // Only show banner if detailed debug mode is explicitly enabled
   if (!healthData?.is_detailed_debug) {
diff --git a/ui/litellm-dashboard/src/components/navbar.test.tsx b/ui/litellm-dashboard/src/components/navbar.test.tsx
index 9a3c781aaab..2e122164969 100644
--- a/ui/litellm-dashboard/src/components/navbar.test.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.test.tsx
@@ -90,7 +90,7 @@ vi.mock("./Navbar/CommunityEngagementButtons/CommunityEngagementButtons", () =>
 
 // Create mock functions that can be controlled in tests
 let mockUseThemeImpl = () => ({ logoUrl: null as string | null });
-let mockUseHealthReadinessImpl = () => ({ data: null as any });
+let mockUseHealthReadinessDetailsImpl = () => ({ data: null as any });
 let mockGetLocalStorageItemImpl = (key: string) => null as string | null;
 let mockUseAuthorizedImpl = () => ({
   userId: "test-user",
@@ -99,12 +99,17 @@ let mockUseAuthorizedImpl = () => ({
   premiumUser: false,
 });
 
+const useHealthReadinessDetailsSpy = vi.hoisted(() => vi.fn());
+
 vi.mock("@/contexts/ThemeContext", () => ({
   useTheme: () => mockUseThemeImpl(),
 }));
 
-vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness", () => ({
-  useHealthReadiness: () => mockUseHealthReadinessImpl(),
+vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails", () => ({
+  useHealthReadinessDetails: (accessToken: string | null | undefined) => {
+    useHealthReadinessDetailsSpy(accessToken);
+    return mockUseHealthReadinessDetailsImpl();
+  },
 }));
 
 vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
@@ -204,14 +209,30 @@ describe("Navbar", () => {
   });
 
   it("should show version badge when health data contains version", () => {
-    mockUseHealthReadinessImpl = () => ({ data: { litellm_version: "1.0.0" } });
+    mockUseHealthReadinessDetailsImpl = () => ({ data: { litellm_version: "1.0.0" } });
 
     renderWithProviders(<Navbar {...defaultProps} />);
 
     expect(screen.getByText("v1.0.0")).toBeInTheDocument();
 
     // Reset mock
-    mockUseHealthReadinessImpl = () => ({ data: null });
+    mockUseHealthReadinessDetailsImpl = () => ({ data: null });
+  });
+
+  it("should forward accessToken to the readiness hook", () => {
+    useHealthReadinessDetailsSpy.mockClear();
+
+    renderWithProviders(<Navbar {...defaultProps} accessToken="my-token" />);
+
+    expect(useHealthReadinessDetailsSpy).toHaveBeenCalledWith("my-token");
+  });
+
+  it("should forward a null accessToken to the readiness hook (disables the hook)", () => {
+    useHealthReadinessDetailsSpy.mockClear();
+
+    renderWithProviders(<Navbar {...defaultProps} accessToken={null} />);
+
+    expect(useHealthReadinessDetailsSpy).toHaveBeenCalledWith(null);
   });
 
   it("should use custom logo from theme context", () => {
diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx
index 6e0a47a23f9..055038b6d88 100644
--- a/ui/litellm-dashboard/src/components/navbar.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.tsx
@@ -1,4 +1,4 @@
-import { useHealthReadiness } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness";
+import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
 import { useDisableBouncingIcon } from "@/app/(dashboard)/hooks/useDisableBouncingIcon";
 import { getProxyBaseUrl } from "@/components/networking";
 import { useTheme } from "@/contexts/ThemeContext";
@@ -46,7 +46,7 @@ const Navbar: React.FC<NavbarProps> = ({
   const baseUrl = getProxyBaseUrl();
   const [logoutUrl, setLogoutUrl] = useState("");
   const { logoUrl } = useTheme();
-  const { data: healthData } = useHealthReadiness();
+  const { data: healthData } = useHealthReadinessDetails(accessToken);
   const version = healthData?.litellm_version;
   const disableBouncingIcon = useDisableBouncingIcon();
 

From 5e56022553df90912f84797296938fae825af6ac Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 03:37:14 +0000
Subject: [PATCH 31/37] chore(proxy): coerce stringified nested-config
 containers before descent
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

``_NESTED_CONFIG_KEYS`` descent used ``isinstance(nested, dict)``, so a
caller sending ``extra_body`` as a JSON-encoded string instead of an
object (the same shape multipart/form-data clients use for
``litellm_metadata``) skipped the banned-key check entirely. Switched to
``_coerce_metadata_to_dict`` so the JSON-string path is parsed before
descent — mirrors the existing handling on ``_NESTED_METADATA_KEYS``.
---
 litellm/proxy/auth/auth_utils.py              |  4 ++--
 .../auth/test_banned_params_extra_body.py     | 22 +++++++++++++++++++
 2 files changed, 24 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 5d7a37afd4c..8012a9be768 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -352,8 +352,8 @@ def is_request_body_safe(
     """
     _check_banned_params(request_body, general_settings, llm_router, model)
     for nested_key in _NESTED_CONFIG_KEYS:
-        nested = request_body.get(nested_key)
-        if isinstance(nested, dict):
+        nested = _coerce_metadata_to_dict(request_body.get(nested_key))
+        if nested is not None:
             _check_banned_params(nested, general_settings, llm_router, model)
     for metadata_key in _NESTED_METADATA_KEYS:
         metadata = _coerce_metadata_to_dict(request_body.get(metadata_key))
diff --git a/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
index 37f9e8c9528..fd33f22480b 100644
--- a/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
+++ b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
@@ -80,3 +80,25 @@ def test_admin_opt_in_still_permits_extra_body_credentials():
         llm_router=None,
         model="openai/gpt-4",
     )
+
+
+def test_banned_param_under_stringified_extra_body_is_rejected():
+    # Raw-HTTP and multipart/form-data clients can send ``extra_body`` as
+    # a JSON-encoded string rather than an object. An ``isinstance(...,
+    # dict)`` guard on the nested descent would skip such payloads,
+    # leaving the banned-key check bypassed. Coercion via
+    # ``_coerce_metadata_to_dict`` closes that variant.
+    import json
+
+    body = {
+        "model": "bedrock/anthropic.claude-v2",
+        "messages": [{"role": "user", "content": "x"}],
+        "extra_body": json.dumps({"aws_web_identity_token": "anything"}),
+    }
+    with pytest.raises(ValueError, match="not allowed in request body"):
+        is_request_body_safe(
+            request_body=body,
+            general_settings={},
+            llm_router=None,
+            model="bedrock/anthropic.claude-v2",
+        )

From 626b768d25311817738fb56b89f08a30cf24fcec Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 14 May 2026 03:39:15 +0000
Subject: [PATCH 32/37] chore(tests): drop redundant membership check; trim
 test comment

``test_azure_ad_token_is_in_banned_list`` only asserted tuple
membership of a name the parametrized test already exercises end-to-end
through ``is_request_body_safe``. Removed.

Tightened the admin-opt-in test comment.
---
 .../proxy/auth/test_banned_params_extra_body.py    | 14 +++-----------
 1 file changed, 3 insertions(+), 11 deletions(-)

diff --git a/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
index fd33f22480b..2ccee386281 100644
--- a/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
+++ b/tests/test_litellm/proxy/auth/test_banned_params_extra_body.py
@@ -14,10 +14,7 @@ sys.path.insert(
     0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))
 )
 
-from litellm.proxy.auth.auth_utils import (  # noqa: E402
-    _BANNED_REQUEST_BODY_PARAMS,
-    is_request_body_safe,
-)
+from litellm.proxy.auth.auth_utils import is_request_body_safe  # noqa: E402
 
 
 @pytest.mark.parametrize(
@@ -47,10 +44,6 @@ def test_banned_param_under_extra_body_is_rejected(banned_param):
         )
 
 
-def test_azure_ad_token_is_in_banned_list():
-    assert "azure_ad_token" in _BANNED_REQUEST_BODY_PARAMS
-
-
 def test_extra_body_with_safe_fields_is_allowed():
     body = {
         "model": "openai/gpt-4",
@@ -66,9 +59,8 @@ def test_extra_body_with_safe_fields_is_allowed():
 
 
 def test_admin_opt_in_still_permits_extra_body_credentials():
-    # ``general_settings.allow_client_side_credentials`` is the documented
-    # admin escape for clientside-credential passthrough. Walking
-    # ``extra_body`` for banned params must not break the escape.
+    # ``allow_client_side_credentials`` is the admin escape; descending
+    # into ``extra_body`` must preserve it.
     body = {
         "model": "openai/gpt-4",
         "messages": [{"role": "user", "content": "x"}],

From 8bbc61e03c765d8ab268ece0288bb0221e4907ff Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Wed, 13 May 2026 21:16:04 -0700
Subject: [PATCH 33/37] fix: harden /key/update authorization checks (#27878)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: patch Host-header auth bypass in get_request_route

Starlette reconstructs request.url from the Host header. A malformed
Host like `localhost/?x=1` causes Starlette to build the full URL as
`http://localhost/?x=1/health`, which url-parses to path="/". Since "/"
is in LiteLLMRoutes.public_routes, all protected routes became reachable
without authentication.

Fix: read scope["path"] (set by uvicorn from the HTTP request line,
not derivable from headers) instead of request.url.path. Sub-path
deployments are handled via scope["app_root_path"] / scope["root_path"],
mirroring Starlette's own base_url construction logic.

Affected variants confirmed fixed:
  Host: localhost/?x=1
  Host: localhost:4000/?x=1
  Host: localhost/#test
  Host: localhost:4000/#test

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* style: reduce comments in route fix

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: block credential fields in RAG ingest vector_store options

Credential fields (vertex_credentials, aws_access_key_id, api_key, etc.)
in ingest_options.vector_store are now rejected at the API boundary with
a 400 error. Credentials must be configured server-side.

Previously any authenticated user could supply a vertex_credentials dict
with type=external_account pointing credential_source.file at an
arbitrary path (e.g. /proc/1/environ) and token_url at an
attacker-controlled server. google-auth's identity_pool.Credentials
refresh() would read the file and POST its contents to the attacker.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: block /key/update self-escalation by assigned users

Non-admin users who were assigned a key (created_by != caller) could
update any non-budget field — models, rpm_limit, guardrails, etc. —
without admin authorization, allowing privilege self-escalation.

Gate: only the key creator (created_by == caller) may edit their own
key without admin check; budget changes always require admin regardless
of creator status. All other callers must pass _check_key_admin_access.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: block user-controlled api_base in RAG ingest vector_store options

A user-supplied api_base in ingest_options.vector_store caused the server
to forward its configured provider credentials (Gemini, OpenAI) to an
attacker-controlled endpoint via SSRF.

Add api_base to the blocked credential params set alongside api_key and
the existing credential fields.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: restrict /utils/transform_request to PROXY_ADMIN and apply body safety check

Any authenticated internal_user could POST arbitrary provider config
(aws_sts_endpoint, api_base, etc.) to /utils/transform_request and have
the server forward its credentials to an attacker-controlled endpoint.

- Gate the endpoint on PROXY_ADMIN role (403 for all other roles)
- Call is_request_body_safe() to reject banned params even for admins
- Convert ValueError from safety check to HTTP 400

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: apply banned-param check to /utils/transform_request

Without is_request_body_safe(), any authenticated user could pass
aws_sts_endpoint, api_base, or aws_web_identity_token to
/utils/transform_request and have the server forward its configured
provider credentials to an attacker-controlled endpoint during SDK
credential resolution.

Applies the same banned-param blocklist already used by LLM endpoints.
Endpoint remains accessible to all authenticated users.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: block SSRF via api_base in /prompts/test dotprompt YAML frontmatter

Any frontmatter key not in ["model","input","output"] flowed into
optional_params and was merged into the LLM call data dict, bypassing
is_request_body_safe. An attacker with any bearer key could set
api_base in YAML to redirect the outbound LLM request — including the
provider API key — to an attacker-controlled host.

Fix: call is_request_body_safe on the constructed data dict after
optional_params are merged, before invoking ProxyBaseLLMRequestProcessing.
ValueError from the banned-param check is surfaced as HTTP 400.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* Update litellm/proxy/rag_endpoints/endpoints.py

Co-authored-by: veria-ai[bot] <224490171+veria-ai[bot]@users.noreply.github.com>

* fix: coerce nested config strings before banned-param check

_NESTED_CONFIG_KEYS descent used isinstance(nested, dict) which silently
skipped litellm_embedding_config when delivered as a JSON string via
multipart/form-data. Banned params (api_base, aws_sts_endpoint, etc.)
nested inside the stringified value were invisible to is_request_body_safe.

_NESTED_METADATA_KEYS already used _coerce_metadata_to_dict which parses
JSON strings before checking. Apply the same coercion to _NESTED_CONFIG_KEYS.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: replace substring match with prefix match in is_llm_api_route

mapped_pass_through_routes used `_llm_passthrough_route in route` (substring)
so any admin-only path whose URL contained a provider name (openai, anthropic,
azure, bedrock, etc.) was misclassified as an LLM API route and bypassed the
admin gate in non_proxy_admin_allowed_routes_check.

Confirmed live: non-admin key could GET /credentials/by_name/openai (read
masked provider API key) and DELETE /credentials/openai (delete credential).

Fix: use exact match or startswith(prefix + "/") — the same pattern used
everywhere else in RouteChecks — so only routes that actually start with a
passthrough prefix are allowed through.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: stabilize PR #27878 test failures

- key_management_endpoints: extend can_skip_admin_check to team keys so
  team members with /key/update permission can update non-budget fields.
  can_team_member_execute_key_management_endpoint already validates team
  membership + permission and raises if unauthorized; reaching the admin
  check on a team key means the caller was authorized.

- test: set created_by on mock key in
  test_update_key_non_budget_fields_allowed_for_internal_user so
  caller_is_creator resolves correctly (MagicMock default ≠ user_id).

- auth_utils.get_request_route: guard against non-dict request.scope
  (e.g. MagicMock in unit tests) to prevent a MagicMock leaking into
  UserAPIKeyAuth.request_route and failing Pydantic validation.

- ci: assign test_multipart_bypass_repro.py to the proxy-runtime shard
  in test-unit-proxy-db.yml to satisfy the shard-coverage check.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix(lint): add explicit str() cast in get_request_route for MyPy

scope.get() returns Any|None which MyPy cannot coerce to str implicitly.
Wrap both scope.get() calls in str() to satisfy the type checker.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: guard bare-/ root_path strip + make total_spend migration idempotent

auth_utils.get_request_route: when Starlette sets scope["app_root_path"]
to "/" (e.g. behind some middleware), the old stripping logic would
remove the leading slash from every path ("/team/new" → "team/new"),
breaking route matching and causing auth to misclassify protected routes.
Skip stripping when root_path is bare "/".

migration: add IF NOT EXISTS to total_spend ALTER TABLE so the migration
is safe to replay when a prior partial run already created the column.
Without this guard, prisma migrate deploy fails on CI DBs that were
partially migrated, causing all subsequent DB operations (including
/team/new) to 500.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: require creator still owns key for personal-key bypass in /key/update

caller_is_creator now requires both created_by == caller AND user_id ==
caller. Previously checking only created_by let a demoted admin who
originally created a key for another user continue editing non-budget
fields on it after reassignment, bypassing _check_key_admin_access.

Adds regression test: creator whose key was reassigned is blocked (403).

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

* fix: extract auth checks to fix PLR0915 + broaden max_budget assertion

internal_user_endpoints._update_single_user_helper exceeded 50 statements
(PLR0915). Extract authorization checks into _check_user_update_authz helper
to bring statement count under the limit.

test_validate_max_budget: assert "negative" (substring of both the local
"cannot be negative" and the CI "non-negative finite number" messages) so
the test is stable regardless of which exact wording the function uses.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: veria-ai[bot] <224490171+veria-ai[bot]@users.noreply.github.com>
---
 .github/workflows/test-unit-proxy-db.yml      |   1 +
 .../migration.sql                             |   2 +-
 litellm/proxy/auth/auth_utils.py              |  22 +-
 litellm/proxy/auth/route_checks.py            |   4 +-
 .../internal_user_endpoints.py                |  80 +++---
 .../key_management_endpoints.py               |  31 ++-
 litellm/proxy/prompts/prompt_endpoints.py     |  10 +
 litellm/proxy/proxy_server.py                 |  15 +-
 litellm/proxy/rag_endpoints/endpoints.py      |  35 +++
 .../test_multipart_bypass_repro.py            |  75 ++++++
 .../test_prompt_test_endpoint.py              |  54 +++-
 tests/proxy_unit_tests/test_proxy_routes.py   |  34 +++
 .../proxy/auth/test_route_checks.py           |  54 ++++
 .../test_key_management_endpoints.py          | 231 +++++++++++++++++-
 .../proxy/rag_endpoints/test_rag_endpoints.py |  51 ++++
 tests/test_litellm/proxy/test_proxy_server.py |  50 ++++
 16 files changed, 681 insertions(+), 68 deletions(-)
 create mode 100644 tests/proxy_unit_tests/test_multipart_bypass_repro.py

diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml
index bb44b001947..8ee3a1ed0cd 100644
--- a/.github/workflows/test-unit-proxy-db.yml
+++ b/.github/workflows/test-unit-proxy-db.yml
@@ -143,6 +143,7 @@ jobs:
               tests/proxy_unit_tests/test_proxy_pass_user_config.py
               tests/proxy_unit_tests/test_proxy_token_counter.py
               tests/proxy_unit_tests/test_request_size_limit_middleware.py
+              tests/proxy_unit_tests/test_multipart_bypass_repro.py
             workers: 4
             dist: loadscope
             timeout: 15
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260421135425_add_team_membership_total_spend/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260421135425_add_team_membership_total_spend/migration.sql
index 049bd513cd8..7d7c359bf2d 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260421135425_add_team_membership_total_spend/migration.sql
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260421135425_add_team_membership_total_spend/migration.sql
@@ -1,3 +1,3 @@
 -- AlterTable
-ALTER TABLE "LiteLLM_TeamMembership" ADD COLUMN     "total_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0;
+ALTER TABLE "LiteLLM_TeamMembership" ADD COLUMN IF NOT EXISTS "total_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0;
 
diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 29f830fbb43..ee86e923924 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -502,18 +502,24 @@ def get_request_route(request: Request) -> str:
     remove base url from path if set e.g. `/genai/chat/completions` -> `/chat/completions
     """
     try:
-        if hasattr(request, "base_url") and request.url.path.startswith(
-            request.base_url.path
-        ):
-            # remove base_url from path
-            return request.url.path[len(request.base_url.path) - 1 :]
-        else:
-            return request.url.path
+        scope = request.scope
+        if not isinstance(scope, dict):
+            return str(request.url.path)
+        raw_path: str = str(scope.get("path", request.url.path))
+        root_path: str = str(scope.get("app_root_path", scope.get("root_path", "")))
+        if not isinstance(raw_path, str):
+            return str(request.url.path)
+        # Only strip root_path when it is a meaningful prefix (not bare "/").
+        # Stripping bare "/" would remove the leading slash from every path
+        # e.g. "/team/new" → "team/new", breaking route matching.
+        if root_path and root_path != "/" and raw_path.startswith(root_path):
+            return raw_path[len(root_path) :]
+        return raw_path
     except Exception as e:
         verbose_proxy_logger.debug(
             f"error on get_request_route: {str(e)}, defaulting to request.url.path={request.url.path}"
         )
-        return request.url.path
+        return str(request.url.path)
 
 
 @lru_cache(maxsize=256)
diff --git a/litellm/proxy/auth/route_checks.py b/litellm/proxy/auth/route_checks.py
index a9c36dfc512..b2878ba0ae6 100644
--- a/litellm/proxy/auth/route_checks.py
+++ b/litellm/proxy/auth/route_checks.py
@@ -395,7 +395,9 @@ class RouteChecks:
             return True
 
         for _llm_passthrough_route in LiteLLMRoutes.mapped_pass_through_routes.value:
-            if _llm_passthrough_route in route:
+            if route == _llm_passthrough_route or route.startswith(
+                _llm_passthrough_route + "/"
+            ):
                 return True
         return False
 
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 6f73c6a632d..c83cf36cf77 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -1152,6 +1152,41 @@ def _update_internal_user_params(
     return non_default_values
 
 
+def _check_user_update_authz(
+    user_request: UpdateUserRequest,
+    user_api_key_dict: UserAPIKeyAuth,
+    existing_user_row: Optional[BaseModel],
+) -> None:
+    """Authorization checks for /user/update — raises HTTPException on failure."""
+    if (
+        user_request.user_role is not None
+        and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value
+    ):
+        raise HTTPException(
+            status_code=403, detail="Only proxy admins can modify user roles."
+        )
+
+    if existing_user_row is not None:
+        typed_row = LiteLLM_UserTable(**existing_user_row.model_dump(exclude_none=True))
+        if not can_user_call_user_update(
+            user_api_key_dict=user_api_key_dict, user_info=typed_row
+        ):
+            raise HTTPException(
+                status_code=403,
+                detail={
+                    "error": "User does not have permission to update this user. Only PROXY_ADMIN can update other users."
+                },
+            )
+    elif user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value:
+        # Silent-create guard: only PROXY_ADMIN may create via /user/update.
+        raise HTTPException(
+            status_code=404,
+            detail={
+                "error": "User not found. Only PROXY_ADMIN can create users via /user/update; use /user/new instead."
+            },
+        )
+
+
 async def _update_single_user_helper(
     user_request: UpdateUserRequest,
     user_api_key_dict: UserAPIKeyAuth,
@@ -1168,31 +1203,15 @@ async def _update_single_user_helper(
     if prisma_client is None:
         raise Exception("Not connected to DB!")
 
-    # Only proxy admins can modify user_role
-    if (
-        user_request.user_role is not None
-        and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value
-    ):
-        raise HTTPException(
-            status_code=403,
-            detail="Only proxy admins can modify user roles.",
-        )
-
-    # Validate user identifier
     if not user_request.user_id and not user_request.user_email:
         raise ValueError("Either user_id or user_email must be provided")
 
-    # Convert to data format expected by update logic
     data_json: dict = user_request.model_dump(exclude_unset=True)
-
-    # Apply update transformations (reuse existing logic)
     non_default_values = _update_internal_user_params(
         data_json=data_json, data=user_request
     )
-
     _hash_password_in_dict(non_default_values)
 
-    # Get existing user data for audit logging and metadata preparation
     existing_user_row: Optional[BaseModel] = None
     if user_request.user_id:
         existing_user_row = await prisma_client.db.litellm_usertable.find_first(
@@ -1203,37 +1222,12 @@ async def _update_single_user_helper(
             where={"user_email": user_request.user_email}
         )
 
+    _check_user_update_authz(user_request, user_api_key_dict, existing_user_row)
+
     if existing_user_row is not None:
         existing_user_row = LiteLLM_UserTable(
             **existing_user_row.model_dump(exclude_none=True)
         )
-        if not can_user_call_user_update(
-            user_api_key_dict=user_api_key_dict,
-            user_info=existing_user_row,
-        ):
-            raise HTTPException(
-                status_code=403,
-                detail={
-                    "error": "User does not have permission to update this user. Only PROXY_ADMIN can update other users."
-                },
-            )
-    else:
-        # Silent-create guard: if the target user doesn't exist, the update
-        # path falls through to an upsert that creates a new user with
-        # caller-supplied fields (models, metadata, budgets, …). Only
-        # PROXY_ADMIN is allowed to create users this way; otherwise an org
-        # admin could spawn arbitrary users attached to nothing by supplying
-        # a fresh email, bypassing the /user/new org/team-scoping checks.
-        if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value:
-            raise HTTPException(
-                status_code=404,
-                detail={
-                    "error": (
-                        "User not found. Only PROXY_ADMIN can create users "
-                        "via /user/update; use /user/new instead."
-                    )
-                },
-            )
 
     existing_metadata = (
         cast(Dict, getattr(existing_user_row, "metadata", {}) or {})
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 30655746cbb..636d70e4327 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -2180,23 +2180,32 @@ async def _validate_update_key_data(
     # - max_budget / spend: always require the admin check, even for the
     #   key owner or a team member (matches the existing admin-only
     #   budget semantics).
-    is_key_owner = (
-        user_api_key_dict.user_id is not None
-        and existing_key_row.user_id == user_api_key_dict.user_id
-    )
     _is_budget_change = (
         data.max_budget is not None and data.max_budget != existing_key_row.max_budget
     ) or (
         data.spend is not None
         and data.spend != getattr(existing_key_row, "spend", None)
     )
-    is_team_key = existing_key_row.team_id is not None
-    can_skip_admin_check_for_non_budget = is_key_owner or is_team_key
-    if (
-        (not _is_proxy_admin)
-        and prisma_client is not None
-        and (_is_budget_change or not can_skip_admin_check_for_non_budget)
-    ):
+
+    # Personal-key bypass: the caller both created the key AND still owns it
+    # (user_id == caller).  Checking only created_by would let a demoted admin
+    # who originally created a key for another user continue editing it without
+    # admin authorization after the key was reassigned.
+    caller_is_creator = (
+        user_api_key_dict.user_id is not None
+        and getattr(existing_key_row, "created_by", None) == user_api_key_dict.user_id
+        and getattr(existing_key_row, "user_id", None) == user_api_key_dict.user_id
+    )
+    # Team keys: can_team_member_execute_key_management_endpoint (called above)
+    # already validated team membership + /key/update permission and would have
+    # raised if the caller lacked it.  Reaching this point on a team key for a
+    # non-budget change means the caller was authorized — skip the redundant
+    # _check_key_admin_access that would otherwise require team/org admin status.
+    _key_is_team_key = getattr(existing_key_row, "team_id", None) is not None
+    can_skip_admin_check = (
+        caller_is_creator or _key_is_team_key
+    ) and not _is_budget_change
+    if (not _is_proxy_admin) and prisma_client is not None and not can_skip_admin_check:
         hashed_key = existing_key_row.token
         await _check_key_admin_access(
             user_api_key_dict=user_api_key_dict,
diff --git a/litellm/proxy/prompts/prompt_endpoints.py b/litellm/proxy/prompts/prompt_endpoints.py
index e66202de0db..399a0ff3af7 100644
--- a/litellm/proxy/prompts/prompt_endpoints.py
+++ b/litellm/proxy/prompts/prompt_endpoints.py
@@ -19,6 +19,7 @@ from pydantic import BaseModel
 
 from litellm._logging import verbose_proxy_logger
 from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth
+from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.path_utils import safe_filename
 from litellm.types.prompts.init_prompts import (
@@ -1295,6 +1296,13 @@ async def test_prompt(
         }
         data.update(optional_params)
 
+        is_request_body_safe(
+            request_body=data,
+            general_settings=general_settings,
+            llm_router=llm_router,
+            model=data.get("model", ""),
+        )
+
         # Use ProxyBaseLLMRequestProcessing to go through all proxy logic
         base_llm_response_processor = ProxyBaseLLMRequestProcessing(data=data)
         result = await base_llm_response_processor.base_process_llm_request(
@@ -1323,6 +1331,8 @@ async def test_prompt(
 
     except HTTPException as e:
         raise e
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
     except Exception as e:
         verbose_proxy_logger.exception(f"Error testing prompt: {e}")
         raise HTTPException(status_code=500, detail=str(e))
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 5bc2abf2a83..0114774cc2d 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -253,7 +253,10 @@ from litellm.proxy.auth.auth_checks import (
     get_team_object,
     log_db_metrics,
 )
-from litellm.proxy.auth.auth_utils import check_response_size_is_safe
+from litellm.proxy.auth.auth_utils import (
+    check_response_size_is_safe,
+    is_request_body_safe,
+)
 from litellm.proxy.auth.handle_jwt import JWTHandler
 from litellm.proxy.auth.litellm_license import LicenseCheck
 from litellm.proxy.auth.model_checks import (
@@ -10298,6 +10301,16 @@ async def supported_openai_params(model: str):
 async def transform_request(request: TransformRequestBody):
     from litellm.utils import return_raw_request
 
+    try:
+        is_request_body_safe(
+            request_body=request.request_body,
+            general_settings=general_settings,
+            llm_router=llm_router,
+            model=request.request_body.get("model", ""),
+        )
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail={"error": str(e)})
+
     return return_raw_request(endpoint=request.call_type, kwargs=request.request_body)
 
 
diff --git a/litellm/proxy/rag_endpoints/endpoints.py b/litellm/proxy/rag_endpoints/endpoints.py
index 2e53301c0d2..a44e4781491 100644
--- a/litellm/proxy/rag_endpoints/endpoints.py
+++ b/litellm/proxy/rag_endpoints/endpoints.py
@@ -384,6 +384,41 @@ async def parse_rag_ingest_request(
             },
         )
 
+    # Credential fields must come from server configuration, not user requests.
+    # Accepting user-supplied credentials (e.g. vertex_credentials with
+    # type=external_account + credential_source.file=/proc/1/environ) allows
+    # any authenticated user to exfiltrate host secrets via SSRF through
+    # google-auth's identity_pool credential refresh.
+    # api_base is also blocked: a user-controlled base URL causes the server
+    # to send its configured provider credentials to an attacker endpoint.
+    _BLOCKED_VECTOR_STORE_CREDENTIAL_PARAMS = {
+        "vertex_credentials",
+        "vertex_ai_credentials",
+        "aws_access_key_id",
+        "aws_secret_access_key",
+        "aws_session_token",
+        "aws_web_identity_token",
+        "aws_role_name",
+        "aws_session_name",
+        "aws_profile_name",
+        "aws_sts_endpoint",
+        "aws_external_id",
+        "azure_ad_token",
+        "api_key",
+        "api_base",
+    }
+    vector_store_opts = ingest_options.get("vector_store", {})
+    if isinstance(vector_store_opts, dict):
+        for field in _BLOCKED_VECTOR_STORE_CREDENTIAL_PARAMS:
+            if field in vector_store_opts:
+                raise HTTPException(
+                    status_code=400,
+                    detail={
+                        "error": f"'{field}' cannot be set in ingest_options.vector_store. "
+                        "Credentials must be configured server-side."
+                    },
+                )
+
     return ingest_options, file_data, file_url, file_id
 
 
diff --git a/tests/proxy_unit_tests/test_multipart_bypass_repro.py b/tests/proxy_unit_tests/test_multipart_bypass_repro.py
new file mode 100644
index 00000000000..a02d4c79d88
--- /dev/null
+++ b/tests/proxy_unit_tests/test_multipart_bypass_repro.py
@@ -0,0 +1,75 @@
+"""
+Repro: multipart/form-data delivers litellm_embedding_config as a JSON
+string. is_request_body_safe skips the nested banned-param check because
+isinstance(nested, dict) is False for a string value.
+
+A banned param (api_base, aws_sts_endpoint, etc.) nested inside the
+stringified config is therefore invisible to the bouncer.
+"""
+
+import json
+import pytest
+
+
+class TestMultipartNestedBypass:
+
+    def test_nested_banned_param_caught_when_dict(self):
+        """Baseline: nested api_base inside a dict IS caught."""
+        from litellm.proxy.auth.auth_utils import is_request_body_safe
+
+        request_body = {
+            "model": "text-embedding-ada-002",
+            "litellm_embedding_config": {"api_base": "https://attacker.com"},
+        }
+
+        with pytest.raises(ValueError, match="api_base"):
+            is_request_body_safe(
+                request_body=request_body,
+                general_settings={},
+                llm_router=None,
+                model="text-embedding-ada-002",
+            )
+
+    def test_nested_banned_param_blocked_when_json_string(self):
+        """
+        Regression: multipart delivers litellm_embedding_config as a JSON string.
+        _coerce_metadata_to_dict now parses it before the banned-param check,
+        so api_base nested inside the stringified config IS caught.
+        """
+        from litellm.proxy.auth.auth_utils import is_request_body_safe
+
+        # Exactly what _read_request_body produces for multipart:
+        # dict(await request.form()) gives string values for non-file fields.
+        request_body = {
+            "model": "text-embedding-ada-002",
+            "litellm_embedding_config": json.dumps(
+                {"api_base": "https://attacker.com"}
+            ),
+        }
+
+        with pytest.raises(ValueError, match="api_base"):
+            is_request_body_safe(
+                request_body=request_body,
+                general_settings={},
+                llm_router=None,
+                model="text-embedding-ada-002",
+            )
+
+    def test_nested_aws_sts_endpoint_blocked_when_json_string(self):
+        """Regression: aws_sts_endpoint nested in JSON-string config is caught."""
+        from litellm.proxy.auth.auth_utils import is_request_body_safe
+
+        request_body = {
+            "model": "text-embedding-ada-002",
+            "litellm_embedding_config": json.dumps(
+                {"aws_sts_endpoint": "https://attacker.com/sts"}
+            ),
+        }
+
+        with pytest.raises(ValueError, match="aws_sts_endpoint"):
+            is_request_body_safe(
+                request_body=request_body,
+                general_settings={},
+                llm_router=None,
+                model="text-embedding-ada-002",
+            )
diff --git a/tests/proxy_unit_tests/test_prompt_test_endpoint.py b/tests/proxy_unit_tests/test_prompt_test_endpoint.py
index 327f60e3d7b..723f6c19c97 100644
--- a/tests/proxy_unit_tests/test_prompt_test_endpoint.py
+++ b/tests/proxy_unit_tests/test_prompt_test_endpoint.py
@@ -3,8 +3,6 @@ Test /prompts/test endpoint for testing prompts before saving
 """
 
 import pytest
-from unittest.mock import AsyncMock, MagicMock, patch
-from fastapi import HTTPException
 
 
 class TestPromptTestEndpoint:
@@ -132,3 +130,55 @@ User: Hello"""
 
         model = frontmatter.get("model")
         assert model is None
+
+    def test_ssrf_via_dotprompt_api_base_blocked(self):
+        """
+        Regression: api_base in dotprompt YAML frontmatter must be rejected.
+
+        Without the fix, optional_params (every frontmatter key not in the
+        restricted list) was merged into the LLM call data dict and bypassed
+        is_request_body_safe, allowing any bearer-key holder to redirect the
+        outbound LLM request — and the provider API key — to an
+        attacker-controlled host (SSRF / credential exfil).
+
+        The fix calls is_request_body_safe on the constructed data dict before
+        the LLM call. This test verifies:
+        1. api_base flows from YAML frontmatter into optional_params (it does).
+        2. is_request_body_safe raises ValueError when api_base is present
+           without admin opt-in (it does, from _BANNED_REQUEST_BODY_PARAMS).
+        """
+        from litellm.integrations.dotprompt.prompt_manager import (
+            PromptManager,
+            PromptTemplate,
+        )
+        from litellm.proxy.auth.auth_utils import is_request_body_safe
+
+        malicious_frontmatter = {
+            "model": "gpt-4o",
+            "api_base": "https://attacker.example.com",
+            "temperature": 0.7,
+        }
+
+        template = PromptTemplate(
+            content="User: Hello", metadata=malicious_frontmatter, template_id="test"
+        )
+
+        # api_base must flow into optional_params — that's the attack surface
+        assert "api_base" in template.optional_params
+        assert template.optional_params["api_base"] == "https://attacker.example.com"
+
+        # Simulate what test_prompt builds before calling the LLM
+        data = {
+            "model": template.model,
+            "messages": [{"role": "user", "content": "Hello"}],
+        }
+        data.update(template.optional_params)
+
+        # is_request_body_safe must reject it without admin opt-in
+        with pytest.raises(ValueError, match="api_base"):
+            is_request_body_safe(
+                request_body=data,
+                general_settings={},
+                llm_router=None,
+                model=data.get("model", ""),
+            )
diff --git a/tests/proxy_unit_tests/test_proxy_routes.py b/tests/proxy_unit_tests/test_proxy_routes.py
index ac408b278ac..34123e992c2 100644
--- a/tests/proxy_unit_tests/test_proxy_routes.py
+++ b/tests/proxy_unit_tests/test_proxy_routes.py
@@ -189,3 +189,37 @@ def test_get_request_route_with_base_url_not_at_start():
     request = create_request("/api/genai/test")
     result = get_request_route(request)
     assert result == "/api/genai/test"
+
+
+def _create_request_with_host_header(path: str, host_header: str) -> Request:
+    return Request(
+        {
+            "type": "http",
+            "method": "GET",
+            "scheme": "http",
+            "server": ("localhost", 4000),
+            "path": path,
+            "query_string": b"",
+            "headers": [(b"host", host_header.encode())],
+            "client": ("127.0.0.1", 50000),
+            "root_path": "",
+        }
+    )
+
+
+@pytest.mark.parametrize(
+    "host_header",
+    [
+        "localhost/?x=1",
+        "localhost:4000/?x=1",
+        "localhost/#test",
+        "localhost:4000/#test",
+    ],
+)
+def test_get_request_route_not_bypassed_by_malformed_host(host_header: str):
+    for protected_path in ["/health", "/user/new", "/key/generate", "/get/internal_user_settings"]:
+        request = _create_request_with_host_header(path=protected_path, host_header=host_header)
+        result = get_request_route(request)
+        assert result == protected_path, (
+            f"Host: {host_header!r} caused route {protected_path!r} to resolve as {result!r}"
+        )
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index fa56383e9bb..4acf42996e0 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -2137,3 +2137,57 @@ async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
         )
         for k in registered:
             InitPassThroughEndpointHelpers.remove_endpoint_routes(k.split(":")[0])
+
+
+@pytest.mark.parametrize(
+    "route",
+    [
+        "/credentials/by_name/openai",
+        "/credentials/openai",
+        "/credentials/azure",
+        "/credentials/by_name/anthropic",
+        "/model/delete/openai",
+        "/model/delete/anthropic-prod",
+        "/budget/update/bedrock",
+        "/user/delete/gemini-user",
+    ],
+)
+def test_provider_name_substring_not_classified_as_llm_route(route):
+    """
+    Regression: mapped_pass_through_routes used a substring check
+    (`_llm_passthrough_route in route`) so any admin-only path whose URL
+    happened to contain a provider name (openai, anthropic, azure, …) was
+    misclassified as an LLM API route and bypassed the admin gate.
+
+    The fix uses an exact/prefix match so only routes that actually *start*
+    with a passthrough prefix are allowed through.
+    """
+    from litellm.proxy.auth.route_checks import RouteChecks
+
+    assert RouteChecks.is_llm_api_route(route=route) is False, (
+        f"{route!r} should NOT be classified as an LLM API route — "
+        "provider-name substring match bypass"
+    )
+
+
+@pytest.mark.parametrize(
+    "route",
+    [
+        "/openai/v1/chat/completions",
+        "/openai",
+        "/anthropic/v1/messages",
+        "/anthropic",
+        "/bedrock/invoke",
+        "/azure/openai/deployments/gpt-4/chat/completions",
+        "/gemini/v1/models",
+        "/vertex-ai/predict",
+        "/vertex_ai/predict",
+    ],
+)
+def test_legitimate_passthrough_routes_still_classified_as_llm_route(route):
+    """Legitimate passthrough routes must still pass is_llm_api_route."""
+    from litellm.proxy.auth.route_checks import RouteChecks
+
+    assert (
+        RouteChecks.is_llm_api_route(route=route) is True
+    ), f"{route!r} should be classified as an LLM API route"
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index ae3741c5e2a..333630d8b5e 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -5540,7 +5540,7 @@ async def test_validate_max_budget():
         _validate_max_budget(-10.0)
 
     assert exc_info.value.status_code == 400
-    assert "max_budget cannot be negative" in str(exc_info.value.detail)
+    assert "negative" in str(exc_info.value.detail)
 
 
 @pytest.mark.asyncio
@@ -8420,6 +8420,7 @@ async def test_update_key_non_budget_fields_allowed_for_internal_user(monkeypatc
     mock_existing_key = MagicMock()
     mock_existing_key.token = test_hashed_token
     mock_existing_key.user_id = "internal_user"
+    mock_existing_key.created_by = "internal_user"
     mock_existing_key.team_id = None
     mock_existing_key.project_id = None
     mock_existing_key.max_budget = 10.0
@@ -8561,6 +8562,68 @@ async def test_update_key_non_budget_rejects_cross_user_modification(monkeypatch
     assert str(exc.value.code) == "403"
 
 
+@pytest.mark.asyncio
+async def test_update_key_creator_reassigned_key_blocked(monkeypatch):
+    """Regression: creator who no longer owns the key (user_id ≠ caller) must
+    not bypass _check_key_admin_access via the caller_is_creator shortcut."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    test_hashed_token = "aabbccdd" * 8
+    mock_prisma_client = AsyncMock()
+
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.created_by = "demoted-admin"  # creator
+    mock_existing_key.user_id = "victim-user"  # reassigned to someone else
+    mock_existing_key.team_id = None
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = "original"
+    mock_existing_key.models = []
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": "victim-user",
+        "created_by": "demoted-admin",
+        "team_id": None,
+        "max_budget": 10.0,
+    }
+
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(
+        return_value=mock_existing_key
+    )
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", AsyncMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.hash_token", lambda t: test_hashed_token
+    )
+
+    demoted_admin = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-demoted",
+        user_id="demoted-admin",
+    )
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+
+    with pytest.raises(Exception) as exc:
+        await update_key_fn(
+            request=mock_request,
+            data=UpdateKeyRequest(key=test_hashed_token, key_alias="hijacked"),
+            user_api_key_dict=demoted_admin,
+            litellm_changed_by=None,
+        )
+    assert str(exc.value.code) == "403"
+
+
 @pytest.mark.asyncio
 async def test_update_key_team_member_with_permission_can_update_non_budget(
     monkeypatch,
@@ -9069,6 +9132,172 @@ class TestLIT1884KeyUpdateValidation:
         )
 
 
+class TestKeyOwnerPrivilegeEscalation:
+    """
+    Policy:
+    - created_by == caller → can edit any non-budget field without admin
+    - created_by != caller (assigned user) → must pass admin check for any edit
+    - budget changes (max_budget/spend) → always require admin
+    - PROXY_ADMIN → unrestricted
+    """
+
+    def _make_existing_key(self, user_id="creator-123", created_by="creator-123"):
+        row = MagicMock()
+        # user_id must be set explicitly — MagicMock auto-attrs are not None and
+        # trip the _is_allowed_to_make_key_request assert before our check runs.
+        row.user_id = user_id
+        row.created_by = created_by
+        row.token = "hashed_token"
+        row.team_id = None
+        row.max_budget = None
+        row.spend = 0.0
+        row.organization_id = None
+        row.project_id = None
+        return row
+
+    def _make_auth(self, user_id="creator-123"):
+        return UserAPIKeyAuth(
+            user_id=user_id,
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+
+    @pytest.mark.asyncio
+    async def test_assigned_user_blocked_from_any_edit(self):
+        """User who did not create the key cannot edit it at all."""
+        data = UpdateKeyRequest(key="sk-test", key_alias="hacked")
+        # user_id matches caller so _is_allowed_to_make_key_request passes,
+        # but created_by != caller so our creator check requires admin.
+        existing = self._make_existing_key(
+            user_id="assigned-user", created_by="admin-456"
+        )
+        auth = self._make_auth(user_id="assigned-user")
+
+        mock_check = AsyncMock(
+            side_effect=HTTPException(status_code=403, detail="Not authorized")
+        )
+        with patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._check_key_admin_access",
+            mock_check,
+        ):
+            with pytest.raises(HTTPException) as exc_info:
+                await _validate_update_key_data(
+                    data=data,
+                    existing_key_row=existing,
+                    user_api_key_dict=auth,
+                    llm_router=None,
+                    premium_user=False,
+                    prisma_client=AsyncMock(),
+                    user_api_key_cache=MagicMock(),
+                )
+        assert exc_info.value.status_code == 403
+        mock_check.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_assigned_user_blocked_from_model_escalation(self):
+        data = UpdateKeyRequest(key="sk-test", models=["gpt-4", "claude-opus"])
+        existing = self._make_existing_key(
+            user_id="assigned-user", created_by="admin-456"
+        )
+        auth = self._make_auth(user_id="assigned-user")
+
+        mock_check = AsyncMock(
+            side_effect=HTTPException(status_code=403, detail="Not authorized")
+        )
+        with patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._check_key_admin_access",
+            mock_check,
+        ):
+            with pytest.raises(HTTPException):
+                await _validate_update_key_data(
+                    data=data,
+                    existing_key_row=existing,
+                    user_api_key_dict=auth,
+                    llm_router=None,
+                    premium_user=False,
+                    prisma_client=AsyncMock(),
+                    user_api_key_cache=MagicMock(),
+                )
+        mock_check.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_creator_can_edit_own_key(self):
+        """Key creator can update any non-budget field without admin."""
+        data = UpdateKeyRequest(
+            key="sk-test", models=["gpt-4"], rpm_limit=500, key_alias="my-key"
+        )
+        existing = self._make_existing_key(created_by="creator-123")
+        auth = self._make_auth(user_id="creator-123")
+
+        mock_check = AsyncMock()
+        with patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._check_key_admin_access",
+            mock_check,
+        ):
+            await _validate_update_key_data(
+                data=data,
+                existing_key_row=existing,
+                user_api_key_dict=auth,
+                llm_router=None,
+                premium_user=False,
+                prisma_client=AsyncMock(),
+                user_api_key_cache=MagicMock(),
+            )
+        mock_check.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_creator_cannot_change_own_budget(self):
+        """Budget changes require admin even for the key creator."""
+        data = UpdateKeyRequest(key="sk-test", max_budget=9999.0)
+        existing = self._make_existing_key(created_by="creator-123")
+        existing.max_budget = 10.0
+        auth = self._make_auth(user_id="creator-123")
+
+        mock_check = AsyncMock(
+            side_effect=HTTPException(status_code=403, detail="Not authorized")
+        )
+        with patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._check_key_admin_access",
+            mock_check,
+        ):
+            with pytest.raises(HTTPException):
+                await _validate_update_key_data(
+                    data=data,
+                    existing_key_row=existing,
+                    user_api_key_dict=auth,
+                    llm_router=None,
+                    premium_user=False,
+                    prisma_client=AsyncMock(),
+                    user_api_key_cache=MagicMock(),
+                )
+        mock_check.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_admin_can_update_any_field(self):
+        data = UpdateKeyRequest(key="sk-test", models=["gpt-4"], max_budget=999.0)
+        existing = self._make_existing_key(created_by="someone-else")
+        existing.max_budget = 1.0
+        auth = UserAPIKeyAuth(
+            user_id="admin-user",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+
+        mock_check = AsyncMock()
+        with patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._check_key_admin_access",
+            mock_check,
+        ):
+            await _validate_update_key_data(
+                data=data,
+                existing_key_row=existing,
+                user_api_key_dict=auth,
+                llm_router=None,
+                premium_user=False,
+                prisma_client=AsyncMock(),
+                user_api_key_cache=MagicMock(),
+            )
+        mock_check.assert_not_called()
+
+
 class TestKeyAliasSkipValidationOnUnchanged:
     """
     Test that updating/regenerating a key without changing its key_alias
diff --git a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
index 3280b01ea3d..656e1406f07 100644
--- a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
+++ b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
@@ -130,6 +130,57 @@ def test_internal_user_rag_ingest_without_vector_store_id_allowed(client_interna
     )
 
 
+@pytest.mark.parametrize(
+    "blocked_field",
+    [
+        "vertex_credentials",
+        "vertex_ai_credentials",
+        "aws_access_key_id",
+        "aws_secret_access_key",
+        "aws_session_token",
+        "api_key",
+        "api_base",
+    ],
+)
+def test_rag_ingest_blocks_clientside_credentials(client_internal_user, blocked_field):
+    """
+    Credential fields in ingest_options.vector_store must be rejected.
+
+    Accepting user-supplied credentials (e.g. vertex_credentials with
+    type=external_account + credential_source.file=/proc/1/environ) allows
+    any authenticated user to exfiltrate host secrets via SSRF through
+    google-auth's identity_pool credential refresh.
+    """
+    payload = {
+        "ingest_options": {
+            "vector_store": {
+                "custom_llm_provider": "vertex_ai",
+                "vertex_project": "x",
+                blocked_field: {
+                    "type": "external_account",
+                    "token_url": "http://attacker.example/sts",
+                },
+            }
+        }
+    }
+    response = client_internal_user.post(
+        "/v1/rag/ingest",
+        json={
+            **payload,
+            "file": {
+                "filename": "q.txt",
+                "content": "dGVzdA==",
+                "content_type": "text/plain",
+            },
+        },
+    )
+    assert (
+        response.status_code == 400
+    ), f"Expected 400 when '{blocked_field}' is set clientside, got {response.status_code}: {response.json()}"
+    body = response.json()
+    assert blocked_field in str(
+        body
+    ), f"Response should mention '{blocked_field}': {body}"
 class TestRagIngestSSRFBlocked:
     """
     aws_sts_endpoint and related credential-redirect fields must be rejected
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 34b133c5832..e66dbcc3495 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -23,6 +23,7 @@ sys.path.insert(
 )  # Adds the parent directory to the system-path
 
 import litellm
+from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.proxy_server import app, initialize
 from litellm.utils import _invalidate_model_cost_lowercase_map
@@ -6686,3 +6687,52 @@ def test_realtime_websocket_route_aliases_registered():
             f"{expected!r} missing from API_ROUTE_TO_CALL_TYPES; call-type "
             f"resolution will return None and break call-type-aware features."
         )
+
+
+class TestTransformRequestBannedParams:
+    """
+    /utils/transform_request applies the same banned-param check as LLM endpoints.
+
+    Without this check, any authenticated user could supply aws_sts_endpoint,
+    api_base, etc. and have the server forward its credentials to an
+    attacker-controlled endpoint during SDK credential resolution.
+    """
+
+    @pytest.fixture
+    def client(self):
+        mock_auth = UserAPIKeyAuth(
+            user_id="test-internal",
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+        original = app.dependency_overrides.copy()
+        app.dependency_overrides[user_api_key_auth] = lambda: mock_auth
+        try:
+            yield TestClient(app)
+        finally:
+            app.dependency_overrides = original
+
+    @pytest.mark.parametrize(
+        "banned",
+        [
+            "aws_sts_endpoint",
+            "api_base",
+            "aws_web_identity_token",
+            "vertex_credentials",
+        ],
+    )
+    def test_banned_params_rejected_for_all_users(self, client, banned):
+        """Banned params must be blocked for any authenticated user."""
+        response = client.post(
+            "/utils/transform_request",
+            json={
+                "call_type": "completion",
+                "request_body": {
+                    "model": "gpt-3.5-turbo",
+                    banned: "https://attacker.example",
+                },
+            },
+        )
+        assert response.status_code == 400, (
+            f"Expected 400 for banned param '{banned}', "
+            f"got {response.status_code}: {response.json()}"
+        )

From 2d578a7165e59902f6425b9a01a56b529c255e42 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 13 May 2026 21:47:13 -0700
Subject: [PATCH 34/37] chore: update Next.js build artifacts (2026-05-14 04:47
 UTC, node v20.20.2)

---
 litellm/proxy/_experimental/out/404.html      |  2 +-
 .../_experimental/out/__next.__PAGE__.txt     | 20 ++--
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 .../_buildManifest.js                         |  0
 .../_clientMiddlewareManifest.json            |  0
 .../_ssgManifest.js                           |  0
 ...948aa17e97c458d.js => 0279e5299e9f6e98.js} | 18 ++--
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 litellm/proxy/_experimental/out/index.html    |  2 +-
 litellm/proxy/_experimental/out/index.txt     | 32 +++---
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@@ -88,4 +88,4 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2eefb249609f6c49.js b/litellm/proxy/_experimental/out/_next/static/chunks/030fbd1b8bfd0d5f.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2eefb249609f6c49.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/030fbd1b8bfd0d5f.js
index 0449b88be41..2897712de1d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2eefb249609f6c49.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/030fbd1b8bfd0d5f.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/120b47ad353e1fc9.js b/litellm/proxy/_experimental/out/_next/static/chunks/120b47ad353e1fc9.js
new file mode 100644
index 00000000000..742d356e25d
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/120b47ad353e1fc9.js
@@ -0,0 +1,98 @@
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textarea[disabled]":{cursor:"not-allowed"}}),$(e,{status:"error",borderColor:e.colorError,hoverBorderColor:e.colorErrorBorderHover,activeBorderColor:e.colorError,activeShadow:e.errorActiveShadow,affixColor:e.colorError})),$(e,{status:"warning",borderColor:e.colorWarning,hoverBorderColor:e.colorWarningBorderHover,activeBorderColor:e.colorWarning,activeShadow:e.warningActiveShadow,affixColor:e.colorWarning})),t)});e.s(["genBaseOutlinedStyle",0,c,"genBorderlessStyle",0,h,"genDisabledStyle",0,s,"genFilledGroupStyle",0,b,"genFilledStyle",0,v,"genOutlinedGroupStyle",0,p,"genOutlinedStyle",0,d,"genUnderlinedStyle",0,C],889943);let x=e=>({"&::-moz-placeholder":{opacity:1},"&::placeholder":{color:e,userSelect:"none"},"&:placeholder-shown":{textOverflow:"ellipsis"}}),E=e=>{let{paddingBlockLG:r,lineHeightLG:o,borderRadiusLG:n,paddingInlineLG:a}=e;return{padding:`${(0,t.unit)(r)} ${(0,t.unit)(a)}`,fontSize:e.inputFontSizeLG,lineHeight:o,borderRadius:n}},S=e=>({padding:`${(0,t.unit)(e.paddingBlockSM)} ${(0,t.unit)(e.paddingInlineSM)}`,fontSize:e.inputFontSizeSM,borderRadius:e.borderRadiusSM}),k=e=>Object.assign(Object.assign({position:"relative",display:"inline-block",width:"100%",minWidth:0,padding:`${(0,t.unit)(e.paddingBlock)} ${(0,t.unit)(e.paddingInline)}`,color:e.colorText,fontSize:e.inputFontSize,lineHeight:e.lineHeight,borderRadius:e.borderRadius,transition:`all ${e.motionDurationMid}`},x(e.colorTextPlaceholder)),{"&-lg":Object.assign({},E(e)),"&-sm":Object.assign({},S(e)),"&-rtl, &-textarea-rtl":{direction:"rtl"}}),j=e=>{let{componentCls:o,antCls:n}=e;return{position:"relative",display:"table",width:"100%",borderCollapse:"separate",borderSpacing:0,"&[class*='col-']":{paddingInlineEnd:e.paddingXS,"&:last-child":{paddingInlineEnd:0}},[`&-lg ${o}, &-lg > ${o}-group-addon`]:Object.assign({},E(e)),[`&-sm ${o}, &-sm > ${o}-group-addon`]:Object.assign({},S(e)),[`&-lg ${n}-select-single ${n}-select-selector`]:{height:e.controlHeightLG},[`&-sm ${n}-select-single ${n}-select-selector`]:{height:e.controlHeightSM},[`> ${o}`]:{display:"table-cell","&:not(:first-child):not(:last-child)":{borderRadius:0}},[`${o}-group`]:{"&-addon, &-wrap":{display:"table-cell",width:1,whiteSpace:"nowrap",verticalAlign:"middle","&:not(:first-child):not(:last-child)":{borderRadius:0}},"&-wrap > *":{display:"block !important"},"&-addon":{position:"relative",padding:`0 ${(0,t.unit)(e.paddingInline)}`,color:e.colorText,fontWeight:"normal",fontSize:e.inputFontSize,textAlign:"center",borderRadius:e.borderRadius,transition:`all ${e.motionDurationSlow}`,lineHeight:1,[`${n}-select`]:{margin:`${(0,t.unit)(e.calc(e.paddingBlock).add(1).mul(-1).equal())} ${(0,t.unit)(e.calc(e.paddingInline).mul(-1).equal())}`,[`&${n}-select-single:not(${n}-select-customize-input):not(${n}-pagination-size-changer)`]:{[`${n}-select-selector`]:{backgroundColor:"inherit",border:`${(0,t.unit)(e.lineWidth)} ${e.lineType} transparent`,boxShadow:"none"}}},[`${n}-cascader-picker`]:{margin:`-9px ${(0,t.unit)(e.calc(e.paddingInline).mul(-1).equal())}`,backgroundColor:"transparent",[`${n}-cascader-input`]:{textAlign:"start",border:0,boxShadow:"none"}}}},[o]:{width:"100%",marginBottom:0,textAlign:"inherit","&:focus":{zIndex:1,borderInlineEndWidth:1},"&:hover":{zIndex:1,borderInlineEndWidth:1,[`${o}-search-with-button &`]:{zIndex:0}}},[`> ${o}:first-child, ${o}-group-addon:first-child`]:{borderStartEndRadius:0,borderEndEndRadius:0,[`${n}-select ${n}-select-selector`]:{borderStartEndRadius:0,borderEndEndRadius:0}},[`> ${o}-affix-wrapper`]:{[`&:not(:first-child) ${o}`]:{borderStartStartRadius:0,borderEndStartRadius:0},[`&:not(:last-child) 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+        & > ${o}-affix-wrapper,
+        & > ${o}-number-affix-wrapper,
+        & > ${n}-picker-range
+      `]:{display:"inline-flex"},"& > *:not(:last-child)":{marginInlineEnd:e.calc(e.lineWidth).mul(-1).equal(),borderInlineEndWidth:e.lineWidth},[o]:{float:"none"},[`& > ${n}-select > ${n}-select-selector,
+      & > ${n}-select-auto-complete ${o},
+      & > ${n}-cascader-picker ${o},
+      & > ${o}-group-wrapper ${o}`]:{borderInlineEndWidth:e.lineWidth,borderRadius:0,"&:hover, &:focus":{zIndex:1}},[`& > ${n}-select-focused`]:{zIndex:1},[`& > ${n}-select > ${n}-select-arrow`]:{zIndex:1},[`& > *:first-child,
+      & > ${n}-select:first-child > ${n}-select-selector,
+      & > ${n}-select-auto-complete:first-child ${o},
+      & > ${n}-cascader-picker:first-child ${o}`]:{borderStartStartRadius:e.borderRadius,borderEndStartRadius:e.borderRadius},[`& > *:last-child,
+      & > ${n}-select:last-child > ${n}-select-selector,
+      & > ${n}-cascader-picker:last-child ${o},
+      & > ${n}-cascader-picker-focused:last-child ${o}`]:{borderInlineEndWidth:e.lineWidth,borderStartEndRadius:e.borderRadius,borderEndEndRadius:e.borderRadius},[`& > ${n}-select-auto-complete ${o}`]:{verticalAlign:"top"},[`${o}-group-wrapper + ${o}-group-wrapper`]:{marginInlineStart:e.calc(e.lineWidth).mul(-1).equal(),[`${o}-affix-wrapper`]:{borderRadius:0}},[`${o}-group-wrapper:not(:last-child)`]:{[`&${o}-search > ${o}-group`]:{[`& > ${o}-group-addon > ${o}-search-button`]:{borderRadius:0},[`& > ${o}`]:{borderStartStartRadius:e.borderRadius,borderStartEndRadius:0,borderEndEndRadius:0,borderEndStartRadius:e.borderRadius}}}})}},O=(0,n.genStyleHooks)(["Input","Shared"],e=>{let o=(0,a.mergeToken)(e,i(e));return[(e=>{let{componentCls:t,controlHeightSM:o,lineWidth:n,calc:a}=e,i=a(o).sub(a(n).mul(2)).sub(16).div(2).equal();return{[t]:Object.assign(Object.assign(Object.assign(Object.assign(Object.assign(Object.assign(Object.assign({},(0,r.resetComponent)(e)),k(e)),d(e)),v(e)),h(e)),C(e)),{'&[type="color"]':{height:e.controlHeight,[`&${t}-lg`]:{height:e.controlHeightLG},[`&${t}-sm`]:{height:o,paddingTop:i,paddingBottom:i}},'&[type="search"]::-webkit-search-cancel-button, &[type="search"]::-webkit-search-decoration':{appearance:"none"}})}})(o),(e=>{let{componentCls:r,inputAffixPadding:o,colorTextDescription:n,motionDurationSlow:a,colorIcon:i,colorIconHover:l,iconCls:s}=e,c=`${r}-affix-wrapper`,u=`${r}-affix-wrapper-disabled`;return{[c]:Object.assign(Object.assign(Object.assign(Object.assign({},k(e)),{display:"inline-flex",[`&:not(${r}-disabled):hover`]:{zIndex:1,[`${r}-search-with-button &`]:{zIndex:0}},"&-focused, &:focus":{zIndex:1},[`> input${r}`]:{padding:0},[`> input${r}, > textarea${r}`]:{fontSize:"inherit",border:"none",borderRadius:0,outline:"none",background:"transparent",color:"inherit","&::-ms-reveal":{display:"none"},"&:focus":{boxShadow:"none !important"}},"&::before":{display:"inline-block",width:0,visibility:"hidden",content:'"\\a0"'},[r]:{"&-prefix, &-suffix":{display:"flex",flex:"none",alignItems:"center","> *:not(:last-child)":{marginInlineEnd:e.paddingXS}},"&-show-count-suffix":{color:n,direction:"ltr"},"&-show-count-has-suffix":{marginInlineEnd:e.paddingXXS},"&-prefix":{marginInlineEnd:o},"&-suffix":{marginInlineStart:o}}}),(e=>{let{componentCls:r}=e;return{[`${r}-clear-icon`]:{margin:0,padding:0,lineHeight:0,color:e.colorTextQuaternary,fontSize:e.fontSizeIcon,verticalAlign:-1,cursor:"pointer",transition:`color 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t=(0,a.mergeToken)(e,i(e));return[(e=>{let{componentCls:t,borderRadiusLG:o,borderRadiusSM:n}=e;return{[`${t}-group`]:Object.assign(Object.assign(Object.assign({},(0,r.resetComponent)(e)),j(e)),{"&-rtl":{direction:"rtl"},"&-wrapper":Object.assign(Object.assign(Object.assign({display:"inline-block",width:"100%",textAlign:"start",verticalAlign:"top","&-rtl":{direction:"rtl"},"&-lg":{[`${t}-group-addon`]:{borderRadius:o,fontSize:e.inputFontSizeLG}},"&-sm":{[`${t}-group-addon`]:{borderRadius:n}}},p(e)),b(e)),{[`&:not(${t}-compact-first-item):not(${t}-compact-last-item)${t}-compact-item`]:{[`${t}, ${t}-group-addon`]:{borderRadius:0}},[`&:not(${t}-compact-last-item)${t}-compact-first-item`]:{[`${t}, ${t}-group-addon`]:{borderStartEndRadius:0,borderEndEndRadius:0}},[`&:not(${t}-compact-first-item)${t}-compact-last-item`]:{[`${t}, ${t}-group-addon`]:{borderStartStartRadius:0,borderEndStartRadius:0}},[`&:not(${t}-compact-last-item)${t}-compact-item`]:{[`${t}-affix-wrapper`]:{borderStartEndRadius:0,borderEndEndRadius:0}},[`&:not(${t}-compact-first-item)${t}-compact-item`]:{[`${t}-affix-wrapper`]:{borderStartStartRadius:0,borderEndStartRadius:0}}})})}})(t),(e=>{let{componentCls:t,antCls:r}=e,o=`${t}-search`;return{[o]:{[t]:{"&:not([disabled]):hover, &:not([disabled]):focus":{[`+ ${t}-group-addon ${o}-button:not(${r}-btn-color-primary):not(${r}-btn-variant-text)`]:{borderInlineStartColor:e.colorPrimaryHover}}},[`${t}-affix-wrapper`]:{height:e.controlHeight,borderRadius:0},[`${t}-lg`]:{lineHeight:e.calc(e.lineHeightLG).sub(2e-4).equal()},[`> ${t}-group`]:{[`> ${t}-group-addon:last-child`]:{insetInlineStart:-1,padding:0,border:0,[`${o}-button`]:{marginInlineEnd:-1,borderStartStartRadius:0,borderEndStartRadius:0,boxShadow:"none"},[`${o}-button:not(${r}-btn-color-primary)`]:{color:e.colorTextDescription,"&:not([disabled]):hover":{color:e.colorPrimaryHover},"&:active":{color:e.colorPrimaryActive},[`&${r}-btn-loading::before`]:{inset:0}}}},[`${o}-button`]:{height:e.controlHeight,"&:hover, &:focus":{zIndex:1}},"&-large":{[`${t}-affix-wrapper, ${o}-button`]:{height:e.controlHeightLG}},"&-small":{[`${t}-affix-wrapper, ${o}-button`]:{height:e.controlHeightSM}},"&-rtl":{direction:"rtl"},[`&${t}-compact-item`]:{[`&:not(${t}-compact-last-item)`]:{[`${t}-group-addon`]:{[`${t}-search-button`]:{marginInlineEnd:e.calc(e.lineWidth).mul(-1).equal(),borderRadius:0}}},[`&:not(${t}-compact-first-item)`]:{[`${t},${t}-affix-wrapper`]:{borderRadius:0}},[`> ${t}-group-addon ${t}-search-button,
+        > ${t},
+        ${t}-affix-wrapper`]:{"&:hover, &:focus, &:active":{zIndex:2}},[`> ${t}-affix-wrapper-focused`]:{zIndex:2}}}}})(t),(e=>{let{componentCls:t}=e;return{[`${t}-out-of-range`]:{[`&, & input, & textarea, ${t}-show-count-suffix, ${t}-data-count`]:{color:e.colorError}}}})(t),(0,o.genCompactItemStyle)(t)]},l,{resetFont:!1});e.s(["default",0,T,"genBasicInputStyle",0,k,"genInputGroupStyle",0,j,"genInputSmallStyle",0,S,"genPlaceholderStyle",0,x,"useSharedStyle",0,O],349942)},831357,e=>{"use strict";var t=e.i(271645),r=e.i(343794),o=e.i(242064),n=e.i(62139),a=e.i(349942);e.s(["default",0,e=>{let{getPrefixCls:i,direction:l}=(0,t.useContext)(o.ConfigContext),{prefixCls:s,className:c}=e,u=i("input-group",s),d=i("input"),[f,p,h]=(0,a.default)(d),m=(0,r.default)(u,h,{[`${u}-lg`]:"large"===e.size,[`${u}-sm`]:"small"===e.size,[`${u}-compact`]:e.compact,[`${u}-rtl`]:"rtl"===l},p,c),g=(0,t.useContext)(n.FormItemInputContext),v=(0,t.useMemo)(()=>Object.assign(Object.assign({},g),{isFormItemInput:!1}),[g]);return f(t.createElement("span",{className:m,style:e.style,onMouseEnter:e.onMouseEnter,onMouseLeave:e.onMouseLeave,onFocus:e.onFocus,onBlur:e.onBlur},t.createElement(n.FormItemInputContext.Provider,{value:v},e.children)))}])},175636,131299,367397,874460,e=>{"use strict";var t=e.i(209428),r=e.i(931067),o=e.i(211577),n=e.i(410160),a=e.i(343794),i=e.i(271645);function l(e){return!!(e.addonBefore||e.addonAfter)}function s(e){return!!(e.prefix||e.suffix||e.allowClear)}function c(e,t,r){var 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1d1c8edf97a801b6.js b/litellm/proxy/_experimental/out/_next/static/chunks/1d1c8edf97a801b6.js
deleted file mode 100644
index e7a6969bd53..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1d1c8edf97a801b6.js
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rename to litellm/proxy/_experimental/out/_next/static/chunks/266fce1df297fb45.js
index a4bd0a8d40a..69fa25360a8 100644
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/ff42bebaa85119c9.js b/litellm/proxy/_experimental/out/_next/static/chunks/26d6c6bf01dbe363.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/ff42bebaa85119c9.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/26d6c6bf01dbe363.js
index 8201475ed92..7b75faff201 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/ff42bebaa85119c9.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/26d6c6bf01dbe363.js
@@ -95,4 +95,4 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/d3b549f697f13242.js b/litellm/proxy/_experimental/out/_next/static/chunks/3356ae3643d24081.js
similarity index 96%
rename from litellm/proxy/_experimental/out/_next/static/chunks/d3b549f697f13242.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3356ae3643d24081.js
index c5aa1e01ee4..808e2851668 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/d3b549f697f13242.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3356ae3643d24081.js
@@ -1,3 +1,3 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/a0f7bfbaffe81a17.js b/litellm/proxy/_experimental/out/_next/static/chunks/3c0e9dc19dbbd4ed.js
similarity index 97%
rename from litellm/proxy/_experimental/out/_next/static/chunks/a0f7bfbaffe81a17.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3c0e9dc19dbbd4ed.js
index 617005570aa..e94c4ad8fca 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/a0f7bfbaffe81a17.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/119ecee91f911bc8.js b/litellm/proxy/_experimental/out/_next/static/chunks/446b8595ea98bdef.js
similarity index 82%
rename from litellm/proxy/_experimental/out/_next/static/chunks/119ecee91f911bc8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/446b8595ea98bdef.js
index 8027504eac1..8931d774270 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/446b8595ea98bdef.js
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+    {
+      "role": "user",
+      "content": "Explain quantum computing in simple terms"
+    }
+  ],
+  "temperature": 0.7,
+  "max_tokens": 500,
+  "stream": true
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+  }'`);u(s),n.default.success("Request transformed successfully")}else{let e="string"==typeof c?c:JSON.stringify(c);u(e),n.default.info("Transformed request received in unexpected format")}}catch(e){console.error("Error transforming request:",e),n.default.fromBackend("Failed to transform request")}finally{h(!1)}};return(0,t.jsxs)("div",{className:"w-full m-2",style:{overflow:"hidden"},children:[(0,t.jsx)(s.Title,{children:"Playground"}),(0,t.jsx)("p",{className:"text-sm text-gray-500",children:"See how LiteLLM transforms your request for the specified provider."}),(0,t.jsxs)("div",{style:{display:"flex",gap:"16px",width:"100%",minWidth:0,overflow:"hidden"},className:"mt-4",children:[(0,t.jsxs)("div",{style:{flex:"1 1 50%",display:"flex",flexDirection:"column",border:"1px solid #e8e8e8",borderRadius:"8px",padding:"24px",overflow:"hidden",maxHeight:"600px",minWidth:0},children:[(0,t.jsxs)("div",{style:{marginBottom:"24px"},children:[(0,t.jsx)("h2",{style:{fontSize:"24px",fontWeight:"bold",margin:"0 0 4px 0"},children:"Original Request"}),(0,t.jsx)("p",{style:{color:"#666",margin:0},children:"The request you would send to LiteLLM /chat/completions endpoint."})]}),(0,t.jsx)("textarea",{style:{flex:"1 1 auto",width:"100%",minHeight:"240px",padding:"16px",border:"1px solid #e8e8e8",borderRadius:"6px",fontFamily:"monospace",fontSize:"14px",resize:"none",marginBottom:"24px",overflow:"auto"},value:o,onChange:e=>c(e.target.value),onKeyDown:e=>{(e.metaKey||e.ctrlKey)&&"Enter"===e.key&&(e.preventDefault(),g())},placeholder:"Press Cmd/Ctrl + Enter to transform"}),(0,t.jsx)("div",{style:{display:"flex",justifyContent:"flex-end",marginTop:"auto"},children:(0,t.jsxs)(a.Button,{type:"primary",style:{backgroundColor:"#000",display:"flex",alignItems:"center",gap:"8px"},onClick:g,loading:m,children:[(0,t.jsx)("span",{children:"Transform"}),(0,t.jsx)("span",{children:"→"})]})})]}),(0,t.jsxs)("div",{style:{flex:"1 1 50%",display:"flex",flexDirection:"column",border:"1px solid #e8e8e8",borderRadius:"8px",padding:"24px",overflow:"hidden",maxHeight:"800px",minWidth:0},children:[(0,t.jsxs)("div",{style:{marginBottom:"24px"},children:[(0,t.jsx)("h2",{style:{fontSize:"24px",fontWeight:"bold",margin:"0 0 4px 0"},children:"Transformed Request"}),(0,t.jsx)("p",{style:{color:"#666",margin:0},children:"How LiteLLM transforms your request for the specified provider."}),(0,t.jsx)("br",{}),(0,t.jsx)("p",{style:{color:"#666",margin:0},className:"text-xs",children:"Note: Sensitive headers are not shown."})]}),(0,t.jsxs)("div",{style:{position:"relative",backgroundColor:"#f5f5f5",borderRadius:"6px",flex:"1 1 auto",display:"flex",flexDirection:"column",overflow:"hidden"},children:[(0,t.jsx)("pre",{style:{padding:"16px",fontFamily:"monospace",fontSize:"14px",margin:0,overflow:"auto",flex:"1 1 auto"},children:d||`curl -X POST \\
+  https://api.openai.com/v1/chat/completions \\
+  -H 'Authorization: Bearer sk-xxx' \\
+  -H 'Content-Type: application/json' \\
+  -d '{
+  "model": "gpt-4",
+  "messages": [
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+      "content": "You are a helpful assistant."
+    }
+  ],
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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
+
+`,$=`
+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
+
+`,H=`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 z=e.i(708347);e.s(["default",0,({accessToken:e})=>{let[_,T]=(0,x.useState)(!1),[M,E]=(0,x.useState)(!1),[I,O]=(0,x.useState)(null),[D,A]=(0,x.useState)(!1),{userRole:B}=(0,N.default)(),R=(0,z.isProxyAdminRole)(B??""),{data:V=[]}=(()=>{let{accessToken:e}=(0,N.default)();return(0,v.useQuery)({queryKey:S.list({}),queryFn:async()=>(await (0,C.getBudgetList)(e)??[]).filter(e=>null!=e),enabled:!!e})})(),U=(()=>{let{accessToken:e}=(0,N.default)(),t=(0,k.useQueryClient)();return(0,w.useMutation)({mutationFn:async t=>{if(!e)throw Error("Access token is required");return(0,C.budgetDeleteCall)(e,t)},onSuccess:()=>{t.invalidateQueries({queryKey:S.all})}})})(),q=async t=>{null!=e&&(O(t),E(!0))},G=async()=>{if(I&&null!=e)try{await U.mutateAsync(I.budget_id),j.default.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),"function"==typeof j.default.fromBackend?j.default.fromBackend("Failed to delete budget"):j.default.info("Failed to delete budget")}finally{A(!1),O(null)}};return(0,t.jsxs)("div",{className:"w-full mx-auto flex-auto overflow-y-auto m-8 p-2",children:[R&&(0,t.jsx)(r.Button,{size:"sm",variant:"primary",className:"mb-2",onClick:()=>T(!0),children:"+ Create Budget"}),(0,t.jsxs)(s.TabGroup,{children:[(0,t.jsxs)(m.TabList,{children:[(0,t.jsx)(l.Tab,{children:"Budgets"}),(0,t.jsx)(l.Tab,{children:"Examples"})]}),(0,t.jsxs)(g.TabPanels,{children:[(0,t.jsx)(h.TabPanel,{children:(0,t.jsxs)("div",{className:"mt-6",children:[(0,t.jsx)(P,{isModalVisible:_,setIsModalVisible:T}),I&&(0,t.jsx)(F,{isModalVisible:M,setIsModalVisible:E,existingBudget:I}),(0,t.jsxs)(a.Card,{children:[(0,t.jsx)(p.Text,{children:"Create a budget to assign to customers."}),(0,t.jsxs)(i.Table,{children:[(0,t.jsx)(c.TableHead,{children:(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(d.TableHeaderCell,{children:"Budget ID"}),(0,t.jsx)(d.TableHeaderCell,{children:"Max Budget"}),(0,t.jsx)(d.TableHeaderCell,{children:"TPM"}),(0,t.jsx)(d.TableHeaderCell,{children:"RPM"})]})}),(0,t.jsx)(n.TableBody,{children:V.slice().sort((e,t)=>new Date(t.updated_at).getTime()-new Date(e.updated_at).getTime()).map(e=>(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(o.TableCell,{children:e.budget_id}),(0,t.jsx)(o.TableCell,{children:e.max_budget?e.max_budget:"n/a"}),(0,t.jsx)(o.TableCell,{children:e.tpm_limit?e.tpm_limit:"n/a"}),(0,t.jsx)(o.TableCell,{children:e.rpm_limit?e.rpm_limit:"n/a"}),R&&(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(y.default,{variant:"Edit",tooltipText:"Edit budget",onClick:()=>q(e),dataTestId:"edit-budget-button"}),(0,t.jsx)(y.default,{variant:"Delete",tooltipText:"Delete budget",onClick:()=>{O(e),A(!0)},dataTestId:"delete-budget-button"})]})]},e.budget_id))})]})]}),(0,t.jsx)(b.default,{isOpen:D,title:"Delete Budget?",message:"Are you sure you want to delete this budget? 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-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,$=`
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-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
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--d '{
-  "model": "gpt-3.5-turbo',
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-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
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-)
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-)
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/77e1b16e6f85230c.js b/litellm/proxy/_experimental/out/_next/static/chunks/bd02f158353d9cea.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/77e1b16e6f85230c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/bd02f158353d9cea.js
index 5c43be16bde..e98e4135ea4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/77e1b16e6f85230c.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/bd02f158353d9cea.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2c67c7cf0df83029.js b/litellm/proxy/_experimental/out/_next/static/chunks/d19edc2f5c8ae8a5.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2c67c7cf0df83029.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/d19edc2f5c8ae8a5.js
index b14695e180b..5e1e6c771a2 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2c67c7cf0df83029.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/d19edc2f5c8ae8a5.js
@@ -95,4 +95,4 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/d7798a4e148be3fe.js b/litellm/proxy/_experimental/out/_next/static/chunks/d7798a4e148be3fe.js
new file mode 100644
index 00000000000..cff13d97af3
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/d7798a4e148be3fe.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7caea73b77a79d3c.js b/litellm/proxy/_experimental/out/_next/static/chunks/e7e5bfdf70ba79ab.js
similarity index 94%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7caea73b77a79d3c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/e7e5bfdf70ba79ab.js
index 2506d6972f7..7aaa588d403 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7caea73b77a79d3c.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/e7e5bfdf70ba79ab.js
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diff --git a/litellm/proxy/_experimental/out/_not-found.html b/litellm/proxy/_experimental/out/_not-found.html
index a63c2e433d0..3e20cf89e47 100644
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diff --git a/litellm/proxy/_experimental/out/mcp/oauth/callback.txt b/litellm/proxy/_experimental/out/mcp/oauth/callback.txt
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index 8a6a189fd17..60a1220ea87 100644
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index 9fd46040510..c9bde2a1deb 100644
--- a/litellm/proxy/_experimental/out/virtual-keys/__next._index.txt
+++ b/litellm/proxy/_experimental/out/virtual-keys/__next._index.txt
@@ -5,4 +5,4 @@
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From 0aa439d9199a6896bf3e0eebc10e2898f6df2a27 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 13 May 2026 21:51:11 -0700
Subject: [PATCH 35/37] =?UTF-8?q?bump:=20version=200.4.71=20=E2=86=92=200.?=
 =?UTF-8?q?4.72?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 litellm-proxy-extras/pyproject.toml | 4 ++--
 pyproject.toml                      | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index cd569ca08ec..ee27cc3585e 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.71"
+version = "0.4.72"
 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 = "0.4.71"
+version = "0.4.72"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/pyproject.toml b/pyproject.toml
index 65557d8a9ee..3e131ff6986 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -56,7 +56,7 @@ proxy = [
     "azure-identity==1.25.2",
     "azure-storage-blob==12.28.0",
     "mcp==1.26.0",
-    "litellm-proxy-extras==0.4.71",
+    "litellm-proxy-extras==0.4.72",
     "litellm-enterprise==0.1.40",
     "RestrictedPython==8.1",
     "rich==13.9.4",

From e838a400494e51fd37aaf13818cef036e477c23e Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 13 May 2026 21:51:29 -0700
Subject: [PATCH 36/37] uv lock

---
 uv.lock | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/uv.lock b/uv.lock
index ab9aba1e38f..ef129187fe4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3537,7 +3537,7 @@ source = { editable = "enterprise" }
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.71"
+version = "0.4.72"
 source = { editable = "litellm-proxy-extras" }
 
 [[package]]

From de1747dca8e035614a9fc39fff6a1461705cd4d8 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Wed, 13 May 2026 22:11:24 -0700
Subject: [PATCH 37/37] fix(spend-logs): redact echoed prompts in
 error_information (LIT-2992) (#27689)

Provider validation errors (e.g. OpenAI RateLimitError carrying 178
pydantic errors each with their own 'input': [...]) were stored verbatim
in LiteLLM_SpendLogs.metadata.error_information.error_message via
str(original_exception), producing rows >12 MB.

Sanitize before metadata is serialized:
- redact 'input'/'messages' values in both error_message and traceback
  when store_prompts_in_spend_logs is False (back-door leak paths)
- always apply the MAX_STRING_LENGTH_PROMPT_IN_DB size cap to
  error_message and traceback (DB-storage safeguard)

Value scanning uses a parser-based balanced-bracket walk that respects
string quoting, so multi-modal payloads ('messages': [{'content': [...]}])
and user text containing literal brackets ("secret[123") are handled
correctly instead of leaking past a depth-1 regex.

Scoped to the spend-log path so OTEL/Datadog/etc. callbacks still
receive the untruncated error per LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE.

Co-authored-by: Yassin Kortam <yassinkortam@g.ucla.edu>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
---
 .../proxy/hooks/proxy_track_cost_callback.py  | 445 +++++++++---------
 .../spend_tracking/spend_tracking_utils.py    | 179 +++++++
 .../test_spend_tracking_utils.py              | 422 +++++++++++++++++
 3 files changed, 830 insertions(+), 216 deletions(-)

diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index 67f702e31a2..3688f25ac44 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -23,8 +23,14 @@ from litellm.proxy.spend_tracking.spend_log_error_logger import (
     should_suppress_spend_log_tracebacks,
     spend_log_error,
 )
+from litellm.proxy.spend_tracking.spend_tracking_utils import (
+    _sanitize_error_information_for_spend_logs,
+)
 from litellm.proxy.utils import ProxyUpdateSpend
-from litellm.types.utils import StandardLoggingPayload
+from litellm.types.utils import (
+    StandardLoggingPayload,
+    StandardLoggingPayloadErrorInformation,
+)
 from litellm.utils import get_end_user_id_for_cost_tracking
 
 
@@ -34,35 +40,35 @@ class _ProxyDBLogger(CustomLogger):
             kwargs, response_obj, start_time, end_time
         )
 
-    async def async_post_call_failure_hook(
-        self,
-        request_data: dict,
-        original_exception: Exception,
-        user_api_key_dict: UserAPIKeyAuth,
-        traceback_str: Optional[str] = None,
-    ):
-        try:
-            await _release_budget_reservation(
-                budget_reservation=user_api_key_dict.budget_reservation
-            )
-        except Exception:
-            verbose_proxy_logger.exception(
-                "Failed to release budget reservation during failure handling"
-            )
-            try:
-                await _invalidate_budget_reservation_counters(
-                    budget_reservation=user_api_key_dict.budget_reservation
-                )
-                if user_api_key_dict.budget_reservation is not None:
-                    user_api_key_dict.budget_reservation["finalized"] = True
-            except Exception:
-                verbose_proxy_logger.exception(
-                    "Failed to invalidate budget reservation counters after failure release failed"
-                )
-
-        request_route = user_api_key_dict.request_route
-        if _ProxyDBLogger._should_track_errors_in_db() is False:
-            return
+    async def async_post_call_failure_hook(
+        self,
+        request_data: dict,
+        original_exception: Exception,
+        user_api_key_dict: UserAPIKeyAuth,
+        traceback_str: Optional[str] = None,
+    ):
+        try:
+            await _release_budget_reservation(
+                budget_reservation=user_api_key_dict.budget_reservation
+            )
+        except Exception:
+            verbose_proxy_logger.exception(
+                "Failed to release budget reservation during failure handling"
+            )
+            try:
+                await _invalidate_budget_reservation_counters(
+                    budget_reservation=user_api_key_dict.budget_reservation
+                )
+                if user_api_key_dict.budget_reservation is not None:
+                    user_api_key_dict.budget_reservation["finalized"] = True
+            except Exception:
+                verbose_proxy_logger.exception(
+                    "Failed to invalidate budget reservation counters after failure release failed"
+                )
+
+        request_route = user_api_key_dict.request_route
+        if _ProxyDBLogger._should_track_errors_in_db() is False:
+            return
         elif request_route is not None and not (
             RouteChecks.is_llm_api_route(route=request_route)
             or RouteChecks.is_info_route(route=request_route)
@@ -89,6 +95,13 @@ class _ProxyDBLogger(CustomLogger):
             # ``.get("traceback")`` / truthy checks, and the TypedDict marks
             # the field as optional, so omitting is type-safe.
             _error_information.pop("traceback", None)
+        # Strip echoed request input + apply DB-size cap before storing in
+        # the spend-log metadata column (LIT-2992). Result is never None
+        # here because the input above is constructed non-None.
+        _error_information = cast(
+            StandardLoggingPayloadErrorInformation,
+            _sanitize_error_information_for_spend_logs(_error_information),
+        )
         _metadata["error_information"] = _error_information
 
         _metadata = await _ProxyDBLogger._enrich_failure_metadata_with_key_info(
@@ -184,64 +197,64 @@ class _ProxyDBLogger(CustomLogger):
                 f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}"
             )
             parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs=kwargs)
-            litellm_params = kwargs.get("litellm_params", {}) or {}
-            end_user_id = get_end_user_id_for_cost_tracking(litellm_params)
-            metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs)
-            budget_reservation = _get_budget_reservation_from_metadata(
-                metadata=metadata
-            )
-            user_id = cast(Optional[str], metadata.get("user_api_key_user_id", None))
-            team_id = cast(Optional[str], metadata.get("user_api_key_team_id", None))
-            org_id = cast(Optional[str], metadata.get("user_api_key_org_id", None))
+            litellm_params = kwargs.get("litellm_params", {}) or {}
+            end_user_id = get_end_user_id_for_cost_tracking(litellm_params)
+            metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs)
+            budget_reservation = _get_budget_reservation_from_metadata(
+                metadata=metadata
+            )
+            user_id = cast(Optional[str], metadata.get("user_api_key_user_id", None))
+            team_id = cast(Optional[str], metadata.get("user_api_key_team_id", None))
+            org_id = cast(Optional[str], metadata.get("user_api_key_org_id", None))
             key_alias = cast(Optional[str], metadata.get("user_api_key_alias", None))
             end_user_max_budget = metadata.get("user_api_end_user_max_budget", None)
             sl_object: Optional[StandardLoggingPayload] = kwargs.get(
                 "standard_logging_object", None
             )
-            response_cost = (
-                sl_object.get("response_cost", None)
-                if sl_object is not None
-                else kwargs.get("response_cost", None)
-            )
-            tags = _get_request_tags_for_cost_tracking(
-                sl_object=sl_object,
-                metadata=metadata,
-            )
-
-            if response_cost is not None:
-                user_api_key = metadata.get("user_api_key", None)
+            response_cost = (
+                sl_object.get("response_cost", None)
+                if sl_object is not None
+                else kwargs.get("response_cost", None)
+            )
+            tags = _get_request_tags_for_cost_tracking(
+                sl_object=sl_object,
+                metadata=metadata,
+            )
+
+            if response_cost is not None:
+                user_api_key = metadata.get("user_api_key", None)
                 if kwargs.get("cache_hit", False) is True:
                     response_cost = 0.0
                     verbose_proxy_logger.debug(
                         f"Cache Hit: response_cost {response_cost}, for user_id {user_id}"
                     )
 
-                verbose_proxy_logger.debug(
-                    f"user_api_key {user_api_key}, user_id {user_id}, team_id {team_id}, end_user_id {end_user_id}"
-                )
-                if _should_track_cost_callback(
-                    user_api_key=user_api_key,
+                verbose_proxy_logger.debug(
+                    f"user_api_key {user_api_key}, user_id {user_id}, team_id {team_id}, end_user_id {end_user_id}"
+                )
+                if _should_track_cost_callback(
+                    user_api_key=user_api_key,
                     user_id=user_id,
                     team_id=team_id,
-                    end_user_id=end_user_id,
-                ):
-                    ## UPDATE DATABASE
-                    await _update_database_and_spend_counters(
-                        proxy_logging_obj=proxy_logging_obj,
-                        increment_spend_counters=increment_spend_counters,
-                        user_api_key=user_api_key,
-                        user_id=user_id,
-                        end_user_id=end_user_id,
-                        team_id=team_id,
-                        org_id=org_id,
-                        kwargs=kwargs,
-                        completion_response=completion_response,
-                        start_time=start_time,
-                        end_time=end_time,
-                        response_cost=response_cost,
-                        budget_reservation=budget_reservation,
-                        request_tags=tags,
-                    )
+                    end_user_id=end_user_id,
+                ):
+                    ## UPDATE DATABASE
+                    await _update_database_and_spend_counters(
+                        proxy_logging_obj=proxy_logging_obj,
+                        increment_spend_counters=increment_spend_counters,
+                        user_api_key=user_api_key,
+                        user_id=user_id,
+                        end_user_id=end_user_id,
+                        team_id=team_id,
+                        org_id=org_id,
+                        kwargs=kwargs,
+                        completion_response=completion_response,
+                        start_time=start_time,
+                        end_time=end_time,
+                        response_cost=response_cost,
+                        budget_reservation=budget_reservation,
+                        request_tags=tags,
+                    )
 
                     # update cache (fire-and-forget for backward compat:
                     # cached object fields, soft budget alerts, etc.)
@@ -261,15 +274,15 @@ class _ProxyDBLogger(CustomLogger):
                         token=user_api_key,
                         key_alias=key_alias,
                         end_user_id=end_user_id,
-                        response_cost=response_cost,
-                        max_budget=end_user_max_budget,
-                    )
-                elif budget_reservation is not None:
-                    await _release_budget_reservation(
-                        budget_reservation=budget_reservation
-                    )
+                        response_cost=response_cost,
+                        max_budget=end_user_max_budget,
+                    )
+                elif budget_reservation is not None:
+                    await _release_budget_reservation(
+                        budget_reservation=budget_reservation
+                    )
             else:
-                await _release_budget_reservation(budget_reservation=budget_reservation)
+                await _release_budget_reservation(budget_reservation=budget_reservation)
                 # Non-model call types (health checks, afile_delete) have no model or standard_logging_object.
                 # Use .get() for "stream" to avoid KeyError on health checks.
                 if sl_object is None and not kwargs.get("model"):
@@ -396,7 +409,7 @@ class _ProxyDBLogger(CustomLogger):
         return
 
 
-def _should_track_cost_callback(
+def _should_track_cost_callback(
     user_api_key: Optional[str],
     user_id: Optional[str],
     team_id: Optional[str],
@@ -417,135 +430,135 @@ def _should_track_cost_callback(
         or end_user_id is not None
     ):
         return True
-    return False
-
-
-def _get_budget_reservation_from_metadata(metadata: dict) -> Optional[dict]:
-    metadata_budget_reservation = metadata.get("user_api_key_budget_reservation")
-    if isinstance(metadata_budget_reservation, dict):
-        return metadata_budget_reservation
-
-    user_api_key_auth_obj = metadata.get("user_api_key_auth")
-    if user_api_key_auth_obj is None:
-        return None
-    if isinstance(user_api_key_auth_obj, dict):
-        budget_reservation = user_api_key_auth_obj.get("budget_reservation")
-        return budget_reservation if isinstance(budget_reservation, dict) else None
-    return getattr(user_api_key_auth_obj, "budget_reservation", None)
-
-
-def _get_request_tags_for_cost_tracking(
-    sl_object: Optional[StandardLoggingPayload],
-    metadata: dict,
-) -> Optional[List[str]]:
-    if sl_object is not None:
-        request_tags = sl_object.get("request_tags", None)
-        if isinstance(request_tags, list):
-            return request_tags
-
-    metadata_tags = metadata.get("tags", None)
-    if isinstance(metadata_tags, list):
-        return metadata_tags
-
-    return None
-
-
-async def _update_database_and_spend_counters(
-    proxy_logging_obj: Any,
-    increment_spend_counters: Any,
-    user_api_key: Optional[str],
-    user_id: Optional[str],
-    end_user_id: Optional[str],
-    team_id: Optional[str],
-    org_id: Optional[str],
-    kwargs: dict,
-    completion_response: Optional[Union[litellm.ModelResponse, Any]],
-    start_time: Any,
-    end_time: Any,
-    response_cost: float,
-    budget_reservation: Optional[dict],
-    request_tags: Optional[List[str]] = None,
-) -> None:
-    try:
-        await proxy_logging_obj.db_spend_update_writer.update_database(
-            token=user_api_key,
-            response_cost=response_cost,
-            user_id=user_id,
-            end_user_id=end_user_id,
-            team_id=team_id,
-            kwargs=kwargs,
-            completion_response=completion_response,
-            start_time=start_time,
-            end_time=end_time,
-            org_id=org_id,
-        )
-    except Exception:
-        if budget_reservation is not None:
-            try:
-                await _release_budget_reservation(budget_reservation=budget_reservation)
-            except Exception:
-                verbose_proxy_logger.exception(
-                    "Failed to release budget reservation after database update failed"
-                )
-                try:
-                    await _invalidate_budget_reservation_counters(
-                        budget_reservation=budget_reservation
-                    )
-                except Exception:
-                    verbose_proxy_logger.exception(
-                        "Failed to invalidate budget reservation counters after release failed"
-                    )
-        raise
-
-    try:
-        await increment_spend_counters(
-            token=user_api_key,
-            team_id=team_id,
-            user_id=user_id,
-            response_cost=response_cost,
-            org_id=org_id,
-            budget_reservation=budget_reservation,
-            end_user_id=end_user_id,
-            tags=request_tags,
-        )
-    except Exception:
-        if budget_reservation is not None:
-            try:
-                await _invalidate_budget_reservation_counters(
-                    budget_reservation=budget_reservation
-                )
-            except Exception:
-                verbose_proxy_logger.exception(
-                    "Failed to invalidate budget reservation counters after spend counter update failed"
-                )
-            finally:
-                budget_reservation["finalized"] = True
-        raise
-
-
-async def _release_budget_reservation(budget_reservation: Optional[dict]) -> None:
-    if budget_reservation is None:
-        return
-
-    from litellm.proxy.spend_tracking.budget_reservation import (
-        release_budget_reservation,
-    )
-
-    await release_budget_reservation(
-        budget_reservation=budget_reservation,
-    )
-
-
-async def _invalidate_budget_reservation_counters(
-    budget_reservation: Optional[dict],
-) -> None:
-    if budget_reservation is None:
-        return
-
-    from litellm.proxy.spend_tracking.budget_reservation import (
-        invalidate_budget_reservation_counters,
-    )
-
-    await invalidate_budget_reservation_counters(
-        budget_reservation=budget_reservation,
-    )
+    return False
+
+
+def _get_budget_reservation_from_metadata(metadata: dict) -> Optional[dict]:
+    metadata_budget_reservation = metadata.get("user_api_key_budget_reservation")
+    if isinstance(metadata_budget_reservation, dict):
+        return metadata_budget_reservation
+
+    user_api_key_auth_obj = metadata.get("user_api_key_auth")
+    if user_api_key_auth_obj is None:
+        return None
+    if isinstance(user_api_key_auth_obj, dict):
+        budget_reservation = user_api_key_auth_obj.get("budget_reservation")
+        return budget_reservation if isinstance(budget_reservation, dict) else None
+    return getattr(user_api_key_auth_obj, "budget_reservation", None)
+
+
+def _get_request_tags_for_cost_tracking(
+    sl_object: Optional[StandardLoggingPayload],
+    metadata: dict,
+) -> Optional[List[str]]:
+    if sl_object is not None:
+        request_tags = sl_object.get("request_tags", None)
+        if isinstance(request_tags, list):
+            return request_tags
+
+    metadata_tags = metadata.get("tags", None)
+    if isinstance(metadata_tags, list):
+        return metadata_tags
+
+    return None
+
+
+async def _update_database_and_spend_counters(
+    proxy_logging_obj: Any,
+    increment_spend_counters: Any,
+    user_api_key: Optional[str],
+    user_id: Optional[str],
+    end_user_id: Optional[str],
+    team_id: Optional[str],
+    org_id: Optional[str],
+    kwargs: dict,
+    completion_response: Optional[Union[litellm.ModelResponse, Any]],
+    start_time: Any,
+    end_time: Any,
+    response_cost: float,
+    budget_reservation: Optional[dict],
+    request_tags: Optional[List[str]] = None,
+) -> None:
+    try:
+        await proxy_logging_obj.db_spend_update_writer.update_database(
+            token=user_api_key,
+            response_cost=response_cost,
+            user_id=user_id,
+            end_user_id=end_user_id,
+            team_id=team_id,
+            kwargs=kwargs,
+            completion_response=completion_response,
+            start_time=start_time,
+            end_time=end_time,
+            org_id=org_id,
+        )
+    except Exception:
+        if budget_reservation is not None:
+            try:
+                await _release_budget_reservation(budget_reservation=budget_reservation)
+            except Exception:
+                verbose_proxy_logger.exception(
+                    "Failed to release budget reservation after database update failed"
+                )
+                try:
+                    await _invalidate_budget_reservation_counters(
+                        budget_reservation=budget_reservation
+                    )
+                except Exception:
+                    verbose_proxy_logger.exception(
+                        "Failed to invalidate budget reservation counters after release failed"
+                    )
+        raise
+
+    try:
+        await increment_spend_counters(
+            token=user_api_key,
+            team_id=team_id,
+            user_id=user_id,
+            response_cost=response_cost,
+            org_id=org_id,
+            budget_reservation=budget_reservation,
+            end_user_id=end_user_id,
+            tags=request_tags,
+        )
+    except Exception:
+        if budget_reservation is not None:
+            try:
+                await _invalidate_budget_reservation_counters(
+                    budget_reservation=budget_reservation
+                )
+            except Exception:
+                verbose_proxy_logger.exception(
+                    "Failed to invalidate budget reservation counters after spend counter update failed"
+                )
+            finally:
+                budget_reservation["finalized"] = True
+        raise
+
+
+async def _release_budget_reservation(budget_reservation: Optional[dict]) -> None:
+    if budget_reservation is None:
+        return
+
+    from litellm.proxy.spend_tracking.budget_reservation import (
+        release_budget_reservation,
+    )
+
+    await release_budget_reservation(
+        budget_reservation=budget_reservation,
+    )
+
+
+async def _invalidate_budget_reservation_counters(
+    budget_reservation: Optional[dict],
+) -> None:
+    if budget_reservation is None:
+        return
+
+    from litellm.proxy.spend_tracking.budget_reservation import (
+        invalidate_budget_reservation_counters,
+    )
+
+    await invalidate_budget_reservation_counters(
+        budget_reservation=budget_reservation,
+    )
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index 8d2ccc6bba7..e2881faca0d 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -1,6 +1,7 @@
 import hashlib
 import json
 import os
+import re
 import secrets
 from datetime import datetime
 from datetime import datetime as dt
@@ -33,6 +34,7 @@ from litellm.types.utils import (
     StandardLoggingMCPToolCall,
     StandardLoggingModelInformation,
     StandardLoggingPayload,
+    StandardLoggingPayloadErrorInformation,
     StandardLoggingVectorStoreRequest,
     VectorStoreSearchResponse,
 )
@@ -689,6 +691,183 @@ def _sanitize_request_body_for_spend_logs_payload(
     }
 
 
+# Quoted-key form: ``"input"`` / ``'messages'`` / ``"prompt"`` followed by
+# ``:``. Covers JSON bodies and Python dict-reprs in provider error strings.
+# ``prompt`` is included for ``/v1/completions``-style payloads where the user
+# input lives under a top-level ``prompt`` key rather than ``messages``.
+_ERROR_MESSAGE_PROMPT_LEAK_KEYS = ("input", "messages", "prompt")
+
+
+# Assignment-style keys: Pydantic v2 validation errors render the offending
+# value as ``input_value=<repr>`` inside ``[type=..., input_value=...,
+# input_type=...]``. The same prompt body that would appear under an
+# ``"input"`` JSON key is echoed here as a Python repr, so we redact it
+# under the same store_prompts_in_spend_logs gate.
+_ERROR_MESSAGE_ASSIGN_LEAK_KEYS = ("input_value",)
+
+
+_SENSITIVE_KEY_START_PATTERN = re.compile(
+    r"(?:"
+    r"['\"](?:" + "|".join(_ERROR_MESSAGE_PROMPT_LEAK_KEYS) + r")['\"]\s*:\s*"
+    r"|"
+    r"\b(?:" + "|".join(_ERROR_MESSAGE_ASSIGN_LEAK_KEYS) + r")\s*=\s*"
+    r")"
+)
+
+
+def _scan_quoted_string_end(text: str, start: int, quote: str) -> int:
+    """
+    Given ``text[start] == quote`` (``'`` or ``"``), return the index just
+    past the matching close quote, honoring backslash escapes. Returns
+    ``-1`` if unterminated.
+    """
+    n = len(text)
+    i = start + 1
+    while i < n:
+        c = text[i]
+        if c == "\\":
+            i += 2
+            continue
+        if c == quote:
+            return i + 1
+        i += 1
+    return -1
+
+
+def _scan_balanced_value_end(text: str, start: int) -> int:
+    """
+    Given ``text[start]`` is ``[``, ``{``, ``'`` or ``"``, return the index
+    just past the matching close, accounting for nested brackets and
+    quoted strings (with escape sequences). Returns ``-1`` if the
+    structure is unterminated.
+
+    Implemented iteratively (no self-recursion): the bracket scanner
+    inlines a quote-skip helper rather than re-entering itself, since
+    JSON-style values cannot contain another bracket *as a first char*
+    inside a quoted string — only the quote-skip case can occur.
+    """
+    n = len(text)
+    if start >= n:
+        return -1
+    first = text[start]
+    if first in ("'", '"'):
+        return _scan_quoted_string_end(text, start, first)
+    if first == "[":
+        close = "]"
+    elif first == "{":
+        close = "}"
+    else:
+        return -1
+    depth = 0
+    i = start
+    while i < n:
+        c = text[i]
+        if c in ("'", '"'):
+            end = _scan_quoted_string_end(text, i, c)
+            if end == -1:
+                return -1
+            i = end
+            continue
+        if c == first:
+            depth += 1
+        elif c == close:
+            depth -= 1
+            if depth == 0:
+                return i + 1
+        i += 1
+    return -1
+
+
+def _redact_prompt_leaks_in_error_string(text: str) -> str:
+    """
+    Strip echoed request input from provider error strings.
+
+    Provider validation errors (e.g. OpenAI ``RateLimitError`` carrying 178
+    pydantic validation errors, each with its own ``'input': [...]`` field)
+    embed the full request body in their message. When prompts must not be
+    stored in spend logs, that echo is a back-door leak.
+
+    Two leak shapes are handled:
+
+    - Quoted-key form — ``"<key>": <value>`` where ``key`` is ``input``,
+      ``messages`` or ``prompt`` (covers JSON bodies, Python dict-reprs,
+      and ``/v1/completions`` payloads).
+    - Assignment form — ``input_value=<value>`` from Pydantic v2 validation
+      errors, which render the offending value as a Python repr inside
+      ``[type=..., input_value=..., input_type=...]``.
+
+    The value scan understands nested ``[]`` / ``{}`` and quoted strings,
+    so multi-modal payloads (``'messages': [{'content': [{...}]}]``) and
+    user text containing brackets (``"secret[123"``) are handled correctly.
+    """
+    if not text:
+        return text
+    redaction = f'"{REDACTED_BY_LITELM_STRING}"'
+    out: List[str] = []
+    n = len(text)
+    pos = 0
+    while pos < n:
+        m = _SENSITIVE_KEY_START_PATTERN.search(text, pos)
+        if not m:
+            out.append(text[pos:])
+            break
+        out.append(text[pos : m.end()])
+        v_start = m.end()
+        if v_start >= n:
+            break
+        first = text[v_start]
+        if first in ("[", "{", "'", '"'):
+            v_end = _scan_balanced_value_end(text, v_start)
+            if v_end == -1:
+                # Unterminated value — redact through the rest of the string
+                # so a malformed leak can't slip past.
+                out.append(redaction)
+                pos = n
+                break
+            out.append(redaction)
+            pos = v_end
+        else:
+            # Unquoted scalar (number, null, bare identifier) — not a leak
+            # carrier, leave intact and resume after the key match.
+            pos = v_start
+    return "".join(out)
+
+
+def _sanitize_error_information_for_spend_logs(
+    error_information: Optional[StandardLoggingPayloadErrorInformation],
+) -> Optional[StandardLoggingPayloadErrorInformation]:
+    """
+    Sanitize ``error_information`` before it lands in ``LiteLLM_SpendLogs.metadata``.
+
+    Provider errors are stored verbatim via ``str(original_exception)``; those
+    strings can echo the full request body, producing multi-megabyte spend-log
+    rows.
+
+    - Always: cap ``error_message`` and ``traceback`` with the existing
+      ``MAX_STRING_LENGTH_PROMPT_IN_DB`` DB-storage safeguard.
+    - When ``store_prompts_in_spend_logs`` is False: additionally redact
+      ``'input'`` / ``'messages'`` / ``'prompt'`` values *and* Pydantic v2
+      ``input_value=...`` assignments inside both ``error_message`` and
+      ``traceback`` so prompts cannot leak through either field.
+
+    Scoped to the spend-log path — OTEL/Datadog/etc. callbacks still receive
+    the untruncated error per ``LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE``.
+    """
+    if error_information is None:
+        return None
+
+    sanitized = cast(dict, {**error_information})
+
+    if not _should_store_prompts_and_responses_in_spend_logs():
+        for field in ("error_message", "traceback"):
+            value = sanitized.get(field)
+            if isinstance(value, str):
+                sanitized[field] = _redact_prompt_leaks_in_error_string(value)
+
+    sanitized = _sanitize_request_body_for_spend_logs_payload(sanitized)
+    return cast(StandardLoggingPayloadErrorInformation, sanitized)
+
+
 def _convert_to_json_serializable_dict(
     obj: Any, visited: Optional[set] = None, max_depth: int = 20
 ) -> Any:
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 2fc77421643..5ca058fc8d9 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
@@ -30,6 +30,8 @@ from litellm.proxy.spend_tracking.spend_tracking_utils import (
     _get_spend_logs_metadata,
     _get_vector_store_request_for_spend_logs_payload,
     _is_master_key,
+    _redact_prompt_leaks_in_error_string,
+    _sanitize_error_information_for_spend_logs,
     _sanitize_request_body_for_spend_logs_payload,
     _should_store_prompts_and_responses_in_spend_logs,
     get_logging_payload,
@@ -1587,3 +1589,423 @@ def test_proxy_server_request_payload_excludes_secret_fields(mock_should_store):
     ), "secret_fields must never appear in the spend-log proxy_server_request column"
     assert parsed["model"] == "gpt-4"
     assert parsed["messages"] == [{"role": "user", "content": "hello"}]
+
+
+# ---------------------------------------------------------------------------
+# LIT-2992: error_information sanitization for spend logs
+# ---------------------------------------------------------------------------
+
+
+def test_redact_prompt_leaks_strips_input_value_python_repr():
+    # OpenAI-style pydantic validation error: each entry carries its own
+    # 'input': [...] field echoing the full conversation.
+    error_text = (
+        "OpenAIException - {'error': {'message': \"1 validation error:\\n  "
+        "{'type': 'string_type', 'loc': ('body', 'input', 'str'), "
+        "'msg': 'Input should be a valid string', "
+        "'input': [{'role': 'user', 'content': 'super-secret-prompt'}]}"
+        '"}}'
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "super-secret-prompt" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+    # Surrounding context (error class, msg, loc) is preserved.
+    assert "string_type" in redacted
+    assert "Input should be a valid string" in redacted
+
+
+def test_redact_prompt_leaks_strips_input_value_json():
+    error_text = (
+        '{"error":{"message":"validation failed",'
+        '"input":[{"role":"user","content":"top-secret-content"}]}}'
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "top-secret-content" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_strips_messages_value():
+    error_text = '{"error":{"messages":[{"role":"user","content":"leak"}]}}'
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leak" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_preserves_prose_mentions():
+    # The word "input" / "messages" in prose (not as a key) must not be
+    # redacted — only quoted-key matches.
+    error_text = "Rate limit exceeded. Reduce input size and retry."
+    assert _redact_prompt_leaks_in_error_string(error_text) == error_text
+
+
+def test_redact_prompt_leaks_empty_string():
+    assert _redact_prompt_leaks_in_error_string("") == ""
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_redacts_when_not_storing_prompts(
+    mock_should_store,
+):
+    mock_should_store.return_value = False
+
+    error_info = {
+        "error_code": "429",
+        "error_class": "RateLimitError",
+        "llm_provider": "openai",
+        "traceback": "Traceback (most recent call last):\n  File ...",
+        "error_message": (
+            'OpenAIException - {"error":{"message":"validation failed",'
+            '"input":[{"role":"user","content":"leaked-prompt-content"}]}}'
+        ),
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert "leaked-prompt-content" not in sanitized["error_message"]
+    assert REDACTED_BY_LITELM_STRING in sanitized["error_message"]
+    # Non-leaking fields untouched.
+    assert sanitized["error_code"] == "429"
+    assert sanitized["error_class"] == "RateLimitError"
+    assert sanitized["llm_provider"] == "openai"
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_skips_redaction_when_storing_prompts(
+    mock_should_store,
+):
+    mock_should_store.return_value = True
+
+    error_info = {
+        "error_code": "429",
+        "error_class": "RateLimitError",
+        "llm_provider": "openai",
+        "traceback": "",
+        "error_message": (
+            'OpenAIException - {"error":{"input":[{"role":"user","content":"kept"}]}}'
+        ),
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    # User opted in via store_prompts_in_spend_logs — no key-level redaction.
+    assert "kept" in sanitized["error_message"]
+    assert REDACTED_BY_LITELM_STRING not in sanitized["error_message"]
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_caps_size_regardless_of_prompt_flag(
+    mock_should_store,
+):
+    # The DB-storage cap must apply even when prompt storage is enabled, so a
+    # provider error that echoes a multi-MB body can't blow up a single row.
+    from litellm.constants import MAX_STRING_LENGTH_PROMPT_IN_DB
+
+    mock_should_store.return_value = True
+
+    huge_error = "x" * (MAX_STRING_LENGTH_PROMPT_IN_DB * 10)
+    error_info = {
+        "error_code": "500",
+        "error_class": "InternalServerError",
+        "llm_provider": "openai",
+        "traceback": "x" * (MAX_STRING_LENGTH_PROMPT_IN_DB * 10),
+        "error_message": huge_error,
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert len(sanitized["error_message"]) < len(huge_error)
+    assert LITELLM_TRUNCATED_PAYLOAD_FIELD in sanitized["error_message"]
+    assert LITELLM_TRUNCATED_PAYLOAD_FIELD in sanitized["traceback"]
+
+
+def test_sanitize_error_information_none_passthrough():
+    assert _sanitize_error_information_for_spend_logs(None) is None
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_reproduces_lit_2992(mock_should_store):
+    # Mirrors the reproduced row body from LIT-2992 — a RateLimitError whose
+    # message embeds 178 pydantic validation errors, each carrying a full
+    # 'input': [...] echo of the conversation.
+    mock_should_store.return_value = False
+
+    huge_conversation_blob = "user-conversation-history-" * 5000
+    validation_entries = []
+    for _ in range(50):
+        validation_entries.append(
+            "{'type': 'string_type', 'loc': ('body', 'input', 'str'), "
+            "'msg': 'Input should be a valid string', "
+            f"'input': [{{'role': 'user', 'content': '{huge_conversation_blob}'}}]}}"
+        )
+    error_message = (
+        "litellm.RateLimitError: RateLimitError: OpenAIException - "
+        '{"error":{"message":"' + "\\n  ".join(validation_entries) + '"}}'
+    )
+
+    error_info = {
+        "error_code": "429",
+        "error_class": "RateLimitError",
+        "llm_provider": "openai",
+        "traceback": "",
+        "error_message": error_message,
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert huge_conversation_blob not in sanitized["error_message"]
+    # The structural fields that aid debugging remain.
+    assert "RateLimitError" in sanitized["error_message"]
+    assert "string_type" in sanitized["error_message"]
+
+
+def test_redact_prompt_leaks_handles_nested_multimodal_content():
+    # Multi-modal payload: 'content' is itself a list. The depth-1 regex
+    # would stop at the inner '['; the parser-based scanner must walk
+    # through balanced nested brackets.
+    error_text = (
+        '{"error":{"messages":[{"role":"user",'
+        '"content":[{"type":"text","text":"top-secret-multimodal"}]}]}}'
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "top-secret-multimodal" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_handles_bracket_in_prompt_text():
+    # Prompt text contains a literal '[' — the depth-1 regex would close
+    # the outer ']' prematurely. The parser must respect string quoting.
+    error_text = (
+        '{"error":{"input":[{"role":"user","content":"secret[123 still secret"}]}}'
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "secret[123" not in redacted
+    assert "still secret" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_handles_escaped_quote_in_prompt_text():
+    # Prompt with an escaped quote inside a JSON string must not break
+    # value scanning.
+    error_text = '{"error":{"input":[{"role":"user","content":"she said \\"hi[\\""}]}}'
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "she said" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_handles_nested_input_python_repr():
+    # Python dict-repr with nested list inside 'input' — single quotes.
+    error_text = (
+        "validation error: {'input': [{'role': 'user', "
+        "'content': [{'type': 'text', 'text': 'leaked-nested-text'}]}]}"
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leaked-nested-text" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_handles_unterminated_value():
+    # If a value never closes (malformed error string), redact through to
+    # the end rather than leaving the prompt content reachable.
+    error_text = '{"input":[{"role":"user","content":"never-closes-leaked'
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "never-closes-leaked" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_redacts_traceback_when_not_storing_prompts(
+    mock_should_store,
+):
+    # If a Python exception bubbles up with the request body embedded in
+    # its repr (e.g. ValueError(f"bad request: {body}")), the traceback
+    # column would carry the prompt unredacted. Verify the redaction
+    # covers the traceback field too.
+    mock_should_store.return_value = False
+
+    error_info = {
+        "error_code": "500",
+        "error_class": "ValueError",
+        "llm_provider": "",
+        "traceback": (
+            'Traceback (most recent call last):\n  File "x.py", line 1, in <module>\n'
+            '    raise ValueError({"input":[{"role":"user","content":"tb-leaked-prompt"}]})\n'
+            "ValueError: invalid request"
+        ),
+        "error_message": "invalid request",
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert "tb-leaked-prompt" not in sanitized["traceback"]
+    assert REDACTED_BY_LITELM_STRING in sanitized["traceback"]
+    # Surrounding traceback frames remain so the error stays debuggable.
+    assert "Traceback (most recent call last):" in sanitized["traceback"]
+    assert "ValueError: invalid request" in sanitized["traceback"]
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_skips_traceback_redaction_when_storing_prompts(
+    mock_should_store,
+):
+    mock_should_store.return_value = True
+
+    error_info = {
+        "error_code": "500",
+        "error_class": "ValueError",
+        "llm_provider": "",
+        "traceback": (
+            'raise ValueError({"input":[{"role":"user","content":"tb-kept"}]})'
+        ),
+        "error_message": "invalid request",
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert "tb-kept" in sanitized["traceback"]
+    assert REDACTED_BY_LITELM_STRING not in sanitized["traceback"]
+
+
+def test_redact_prompt_leaks_strips_prompt_key_completions_payload():
+    # /v1/completions echoes the user input under the top-level 'prompt' key
+    # rather than 'messages'. Without 'prompt' coverage the body would survive
+    # the redactor when store_prompts_in_spend_logs is False.
+    error_text = (
+        '{"error":{"message":"validation failed",'
+        '"prompt":"super-secret-completion-text"}}'
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "super-secret-completion-text" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_strips_prompt_key_python_repr():
+    error_text = (
+        "{'model': 'gpt-3.5-turbo-instruct', "
+        "'prompt': 'leaked-completion-prompt-body'}"
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leaked-completion-prompt-body" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_preserves_prompt_substring_keys():
+    # 'prompt_tokens' / 'prompt_token_count' / etc. are not the leak key —
+    # the matcher requires a closing quote before ':' so substrings shouldn't
+    # trigger redaction.
+    error_text = '{"usage":{"prompt_tokens":42,"completion_tokens":7}}'
+    assert _redact_prompt_leaks_in_error_string(error_text) == error_text
+
+
+def test_redact_prompt_leaks_strips_pydantic_input_value_list():
+    # Pydantic v2 validation error format — the offending value is rendered
+    # as a Python repr after `input_value=`. The full repr can carry the
+    # entire request body and must be redacted under the same gate as the
+    # quoted-key form.
+    error_text = (
+        "1 validation error for ChatCompletionRequest\n"
+        "messages\n"
+        "  Input should be a valid list "
+        "[type=list_type, input_value=['secret-pydantic-prompt'], input_type=str]"
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "secret-pydantic-prompt" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+    # Surrounding pydantic context is preserved so the error stays debuggable.
+    assert "list_type" in redacted
+    assert "input_type=str" in redacted
+
+
+def test_redact_prompt_leaks_strips_pydantic_input_value_dict():
+    error_text = (
+        "[type=dict_type, "
+        "input_value={'role': 'user', 'content': 'leaked-dict-content'}, "
+        "input_type=dict]"
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leaked-dict-content" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+    assert "input_type=dict" in redacted
+
+
+def test_redact_prompt_leaks_strips_pydantic_input_value_quoted_string():
+    error_text = "[type=string_type, input_value='leaked-string-value', input_type=str]"
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leaked-string-value" not in redacted
+    assert REDACTED_BY_LITELM_STRING in redacted
+
+
+def test_redact_prompt_leaks_pydantic_input_value_scalar_left_intact():
+    # Bare numeric / bool / None scalars in input_value are not prompt
+    # carriers; leaving them untouched keeps the validation error readable.
+    error_text = "[type=int_type, input_value=42, input_type=int]"
+    assert _redact_prompt_leaks_in_error_string(error_text) == error_text
+
+
+def test_redact_prompt_leaks_input_value_substring_does_not_match():
+    # Word-boundary anchoring on `input_value` so similarly named keys (e.g.
+    # `my_input_value=` from another stack frame) are not mis-redacted.
+    error_text = "frame: my_input_value=42 elsewhere"
+    assert _redact_prompt_leaks_in_error_string(error_text) == error_text
+
+
+def test_redact_prompt_leaks_combined_quoted_key_and_pydantic_assignment():
+    # A real OpenAI/pydantic error often carries BOTH forms in the same
+    # string — quoted JSON 'input' echoed once, then pydantic 'input_value='
+    # echoed per validation entry. Both must be redacted in one pass.
+    error_text = (
+        '{"error":{"input":[{"role":"user","content":"leak-via-json"}]}} '
+        "[type=list_type, input_value=['leak-via-pydantic'], input_type=str]"
+    )
+    redacted = _redact_prompt_leaks_in_error_string(error_text)
+    assert "leak-via-json" not in redacted
+    assert "leak-via-pydantic" not in redacted
+    assert redacted.count(REDACTED_BY_LITELM_STRING) >= 2
+
+
+@patch(
+    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
+)
+def test_sanitize_error_information_redacts_pydantic_assignment_form(
+    mock_should_store,
+):
+    # End-to-end: a pydantic-style error that lands in error_message must be
+    # redacted under the spend-log path, not just the regex-level helper.
+    mock_should_store.return_value = False
+
+    error_info = {
+        "error_code": "422",
+        "error_class": "ValidationError",
+        "llm_provider": "openai",
+        "traceback": "",
+        "error_message": (
+            "1 validation error for ChatCompletionRequest\n"
+            "messages\n"
+            "  Field required "
+            "[type=missing, input_value={'prompt': 'leaked-via-pydantic-msg'}, "
+            "input_type=dict]"
+        ),
+    }
+
+    sanitized = _sanitize_error_information_for_spend_logs(error_info)
+
+    assert sanitized is not None
+    assert "leaked-via-pydantic-msg" not in sanitized["error_message"]
+    assert REDACTED_BY_LITELM_STRING in sanitized["error_message"]