From e03c7ccbabfb26b3af9dd8c86fdaea13e1554baa Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Mon, 7 Sep 2026 15:58:25 -0700
Subject: [PATCH 01/22] ci: remove main branch source guard

---
 .github/workflows/guard-main-branch.yml | 42 -------------------------
 1 file changed, 42 deletions(-)
 delete mode 100644 .github/workflows/guard-main-branch.yml

diff --git a/.github/workflows/guard-main-branch.yml b/.github/workflows/guard-main-branch.yml
deleted file mode 100644
index 5bc561c6441..00000000000
--- a/.github/workflows/guard-main-branch.yml
+++ /dev/null
@@ -1,42 +0,0 @@
-name: Guard main branch
-
-on:
-  pull_request:
-    branches:
-      - main
-  merge_group:
-
-permissions: {}
-
-# DO NOT RENAME the job's `name:` — it is referenced by GitHub branch
-# protection as a required status check on `main`. Renaming silently
-# breaks the gate.
-jobs:
-  guard:
-    name: Verify PR source branch
-    runs-on: ubuntu-latest
-    timeout-minutes: 2
-    steps:
-      - name: Reject merge_group events
-        if: github.event_name == 'merge_group'
-        run: |
-          echo "::error::Merge queue is not supported for main. Disable merge queue or update this guard."
-          exit 1
-      - name: Check head branch name
-        env:
-          HEAD_REF: ${{ github.head_ref }}
-          HEAD_REPO: ${{ github.event.pull_request.head.repo.full_name }}
-          BASE_REPO: ${{ github.repository }}
-        run: |
-          echo "PR head repo: $HEAD_REPO"
-          echo "PR head branch: $HEAD_REF"
-          if [ "$HEAD_REPO" != "$BASE_REPO" ]; then
-            echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against 'litellm_internal_staging' instead."
-            exit 1
-          fi
-          if [ "$HEAD_REF" = "litellm_internal_staging" ] || [[ "$HEAD_REF" == litellm_hotfix_?* ]]; then
-            echo "Allowed source branch."
-            exit 0
-          fi
-          echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against 'litellm_internal_staging' instead."
-          exit 1

From 96363bf337c7c0142c156e1840d65b93adf738e6 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 15:30:12 -0700
Subject: [PATCH 02/22] fix(logging): log one bounded summary for a burst of
 timed-out LoggingWorker callbacks

When a slow backend times out many logging callbacks at once, each timeout
hit verbose_logger.exception in _process_log_task and produced a full ERROR
traceback, clustered milliseconds apart. Count timeouts instead and arm a
debounced flush that logs one WARNING with the burst count, callback name,
timeout and cumulative total. Real programming errors keep their traceback.
---
 litellm/constants.py                          |   3 +
 litellm/litellm_core_utils/logging_worker.py  |  38 +++++
 .../litellm_core_utils/test_logging_worker.py | 142 +++++++++++++-----
 3 files changed, 148 insertions(+), 35 deletions(-)

diff --git a/litellm/constants.py b/litellm/constants.py
index 6b984c2673c..1186d590601 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -571,6 +571,9 @@ ANTHROPIC_MESSAGES_MAX_DETACHED_STREAM_DRAINS: Final = int(
 LOGGING_WORKER_CONCURRENCY: Final = int(os.getenv("LOGGING_WORKER_CONCURRENCY", 100))  # Must be above 0
 LOGGING_WORKER_MAX_QUEUE_SIZE: Final = int(os.getenv("LOGGING_WORKER_MAX_QUEUE_SIZE", 50_000))
 LOGGING_WORKER_MAX_TIME_PER_COROUTINE: Final = float(os.getenv("LOGGING_WORKER_MAX_TIME_PER_COROUTINE", 20.0))
+LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS: Final = float(
+    os.getenv("LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS", "5.0")
+)
 LOGGING_WORKER_CLEAR_PERCENTAGE: Final = int(
     os.getenv("LOGGING_WORKER_CLEAR_PERCENTAGE", 50)
 )  # Percentage of queue to clear (default: 50%)
diff --git a/litellm/litellm_core_utils/logging_worker.py b/litellm/litellm_core_utils/logging_worker.py
index 1d74595781a..b57464b5407 100644
--- a/litellm/litellm_core_utils/logging_worker.py
+++ b/litellm/litellm_core_utils/logging_worker.py
@@ -18,11 +18,16 @@ from litellm.constants import (
     LOGGING_WORKER_CONCURRENCY,
     LOGGING_WORKER_MAX_QUEUE_SIZE,
     LOGGING_WORKER_MAX_TIME_PER_COROUTINE,
+    LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS,
     MAX_ITERATIONS_TO_CLEAR_QUEUE,
     MAX_TIME_TO_CLEAR_QUEUE,
 )
 
 
+def _coroutine_name(coroutine: Coroutine) -> str:
+    return getattr(coroutine, "__qualname__", None) or getattr(coroutine, "__name__", None) or type(coroutine).__name__
+
+
 class LoggingTask(TypedDict):
     """
     A logging task with its associated context to ensure logging is executed in
@@ -47,10 +52,12 @@ class LoggingWorker:
         timeout: float = LOGGING_WORKER_MAX_TIME_PER_COROUTINE,
         max_queue_size: int = LOGGING_WORKER_MAX_QUEUE_SIZE,
         concurrency: int = LOGGING_WORKER_CONCURRENCY,
+        timeout_summary_window: float = LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS,
     ):
         self.timeout = timeout
         self.max_queue_size = max_queue_size
         self.concurrency = concurrency
+        self.timeout_summary_window = timeout_summary_window
         self._queue: asyncio.Queue[LoggingTask] | None = None
         self._worker_task: asyncio.Task | None = None
         self._running_tasks: set[asyncio.Task] = set()
@@ -59,6 +66,10 @@ class LoggingWorker:
         self._bound_loop: asyncio.AbstractEventLoop | None = None
         self._last_aggressive_clear_time: float = 0.0
         self._aggressive_clear_in_progress: bool = False
+        self._timeout_total: int = 0
+        self._timeout_burst_count: int = 0
+        self._timeout_last_callback: str | None = None
+        self._timeout_summary_task: asyncio.Task | None = None
 
         # Register cleanup handler to flush remaining events on exit
         atexit.register(self._flush_on_exit)
@@ -162,6 +173,8 @@ class LoggingWorker:
                         task["context"].run(asyncio.create_task, task["coroutine"]),
                         timeout=self.timeout,
                     )
+                except asyncio.TimeoutError:
+                    self._record_callback_timeout(task["coroutine"])
                 except Exception as e:
                     verbose_logger.exception("LoggingWorker error: %s", e)
                 finally:
@@ -171,6 +184,31 @@ class LoggingWorker:
             # Always release semaphore, even if queue is None
             sem.release()
 
+    def _record_callback_timeout(self, coroutine: Coroutine) -> None:
+        """Count a callback timeout and arm a debounced summary, so a burst of timeouts
+        (e.g. a slow Redis timing out many callbacks at once) logs one bounded line rather
+        than a full ERROR stacktrace per callback."""
+        self._timeout_total += 1
+        self._timeout_burst_count += 1
+        self._timeout_last_callback = _coroutine_name(coroutine)
+        if self._timeout_summary_task is None or self._timeout_summary_task.done():
+            self._timeout_summary_task = asyncio.create_task(self._flush_timeout_summary())
+
+    async def _flush_timeout_summary(self) -> None:
+        """After the burst settles, log one bounded summary covering every timeout in it."""
+        await asyncio.sleep(self.timeout_summary_window)
+        burst_count: Final = self._timeout_burst_count
+        self._timeout_burst_count = 0
+        if burst_count <= 0:
+            return
+        verbose_logger.warning(
+            "LoggingWorker: %d callback(s) timed out after %ss (callback: %s); %d timed out since start",
+            burst_count,
+            self.timeout,
+            self._timeout_last_callback,
+            self._timeout_total,
+        )
+
     async def _worker_loop(self) -> None:
         """Main worker loop that gets tasks and schedules them to run concurrently."""
         try:
diff --git a/tests/test_litellm/litellm_core_utils/test_logging_worker.py b/tests/test_litellm/litellm_core_utils/test_logging_worker.py
index eb4e893adb8..24a5f247b30 100644
--- a/tests/test_litellm/litellm_core_utils/test_logging_worker.py
+++ b/tests/test_litellm/litellm_core_utils/test_logging_worker.py
@@ -14,6 +14,18 @@ from litellm.constants import LOGGING_WORKER_AGGRESSIVE_CLEAR_COOLDOWN_SECONDS
 from litellm.litellm_core_utils.logging_worker import LoggingWorker
 
 
+class _RecordCollector(logging.Handler):
+    """Captures emitted log records so a test can assert on real logging output
+    (level, message args, traceback) instead of patching the logger object."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self.records: list[logging.LogRecord] = []
+
+    def emit(self, record: logging.LogRecord) -> None:
+        self.records.append(record)
+
+
 class TestLoggingWorker:
     """Test cases for LoggingWorker functionality."""
 
@@ -26,9 +38,7 @@ class TestLoggingWorker:
     async def test_graceful_shutdown_with_clear_queue(self, logging_worker):
         """Test that cancellation triggers clear_queue to prevent 'never awaited' warnings."""
         # Mock the clear_queue method to verify it's called during cancellation
-        with patch.object(
-            logging_worker, "clear_queue", new_callable=AsyncMock
-        ) as mock_clear_queue:
+        with patch.object(logging_worker, "clear_queue", new_callable=AsyncMock) as mock_clear_queue:
             # Start the worker
             logging_worker.start()
 
@@ -195,9 +205,7 @@ class TestLoggingWorker:
     async def test_worker_handles_cancellation_gracefully(self, logging_worker):
         """Test that the worker handles cancellation without throwing exceptions."""
         # Mock verbose_logger to capture debug messages
-        with patch(
-            "litellm.litellm_core_utils.logging_worker.verbose_logger"
-        ) as mock_logger:
+        with patch("litellm.litellm_core_utils.logging_worker.verbose_logger") as mock_logger:
             # Start the worker
             logging_worker.start()
 
@@ -264,29 +272,21 @@ class TestLoggingWorker:
         small_worker._ensure_queue()
 
         # Mock verbose_logger to capture exception messages
-        with patch(
-            "litellm.litellm_core_utils.logging_worker.verbose_logger"
-        ) as mock_logger:
+        with patch("litellm.litellm_core_utils.logging_worker.verbose_logger") as mock_logger:
             # Fill the queue beyond capacity
             mock_coro = AsyncMock()
             for _ in range(5):  # More than max_queue_size of 2
                 small_worker.enqueue(mock_coro())
 
             # Should have logged queue full exceptions
-            exception_calls = [
-                call
-                for call in mock_logger.exception.call_args_list
-                if "queue is full" in str(call)
-            ]
+            exception_calls = [call for call in mock_logger.exception.call_args_list if "queue is full" in str(call)]
             assert len(exception_calls) > 0
 
     @pytest.mark.asyncio
     async def test_context_propagation(self, logging_worker):
         """Test that enqueued tasks execute in their original context."""
         # Create a context variable for testing
-        test_context_var: contextvars.ContextVar[str] = contextvars.ContextVar(
-            "test_context_var"
-        )
+        test_context_var: contextvars.ContextVar[str] = contextvars.ContextVar("test_context_var")
 
         # Track results from multiple tasks using asyncio.Event for synchronization
         task_results = []
@@ -364,36 +364,28 @@ class TestLoggingWorker:
         task_results.sort(key=lambda x: x["task_id"])
 
         # Verify that each task saw its own context
-        assert (
-            len(task_results) == 3
-        ), f"Expected 3 results, got {len(task_results)}: {task_results}"
+        assert len(task_results) == 3, f"Expected 3 results, got {len(task_results)}: {task_results}"
 
         # Task 1 should see "context_1"
         task1_result = next((r for r in task_results if r["task_id"] == "task_1"), None)
         assert task1_result is not None, "Task 1 result not found"
-        assert (
-            task1_result["context_accessible"] is True
-        ), "Task 1 should have access to context variable"
-        assert (
-            task1_result["context_value"] == "context_1"
-        ), f"Task 1 should see 'context_1', got: {task1_result['context_value']}"
+        assert task1_result["context_accessible"] is True, "Task 1 should have access to context variable"
+        assert task1_result["context_value"] == "context_1", (
+            f"Task 1 should see 'context_1', got: {task1_result['context_value']}"
+        )
 
         # Task 2 should see "context_2"
         task2_result = next((r for r in task_results if r["task_id"] == "task_2"), None)
         assert task2_result is not None, "Task 2 result not found"
-        assert (
-            task2_result["context_accessible"] is True
-        ), "Task 2 should have access to context variable"
-        assert (
-            task2_result["context_value"] == "context_2"
-        ), f"Task 2 should see 'context_2', got: {task2_result['context_value']}"
+        assert task2_result["context_accessible"] is True, "Task 2 should have access to context variable"
+        assert task2_result["context_value"] == "context_2", (
+            f"Task 2 should see 'context_2', got: {task2_result['context_value']}"
+        )
 
         # Task 3 should not have access to the context variable
         task3_result = next((r for r in task_results if r["task_id"] == "task_3"), None)
         assert task3_result is not None, "Task 3 result not found"
-        assert (
-            task3_result["context_accessible"] is False
-        ), "Task 3 should not have access to context variable"
+        assert task3_result["context_accessible"] is False, "Task 3 should not have access to context variable"
 
     @pytest.mark.asyncio
     async def test_semaphore_concurrency_limit(self):
@@ -525,3 +517,83 @@ class TestLoggingWorker:
         asyncio.run(rebind_on_second_loop())
 
         assert sorted(executed) == [0, 1, 2, 3, 4]
+
+    @pytest.mark.asyncio
+    async def test_timeout_burst_logs_one_bounded_summary(self):
+        """Regression (LIT-7519): a burst of callback timeouts must log one bounded summary,
+        not a full ERROR traceback per timed-out callback.
+
+        Before the fix every timed-out callback hit ``verbose_logger.exception`` in
+        ``_process_log_task``, so a slow Redis timing out many spend-tracking callbacks at once
+        produced one stacktrace each, clustered milliseconds apart. They must collapse into a
+        single WARNING that counts them, with no tracebacks.
+        """
+        timeout_count = 25
+        worker = LoggingWorker(
+            timeout=0.05,
+            max_queue_size=100,
+            concurrency=100,
+            timeout_summary_window=1.0,
+        )
+
+        async def slow_callback() -> None:
+            await asyncio.sleep(10)
+
+        logger = logging.getLogger("LiteLLM")
+        collector = _RecordCollector()
+        previous_level = logger.level
+        logger.addHandler(collector)
+        logger.setLevel(logging.DEBUG)
+        try:
+            worker.start()
+            for _ in range(timeout_count):
+                worker.enqueue(slow_callback())
+
+            await worker.flush()
+            assert worker._timeout_summary_task is not None
+            await worker._timeout_summary_task
+            await worker.stop()
+        finally:
+            logger.removeHandler(collector)
+            logger.setLevel(previous_level)
+
+        errors = [r for r in collector.records if r.levelno >= logging.ERROR]
+        warnings = [r for r in collector.records if r.levelno == logging.WARNING]
+        assert errors == [], "a timeout burst must not emit any ERROR tracebacks"
+        assert len(warnings) == 1, "the whole burst must collapse into one summary line"
+        summary = warnings[0].getMessage()
+        assert f"{timeout_count} callback(s) timed out" in summary
+        assert f"{timeout_count} timed out since start" in summary
+        assert "slow_callback" in summary
+
+    @pytest.mark.asyncio
+    async def test_non_timeout_error_keeps_traceback(self):
+        """A real programming error in a callback must still log a full traceback, so the
+        timeout aggregation never hides genuine failures.
+        """
+        worker = LoggingWorker(timeout=5.0, max_queue_size=10)
+
+        async def failing_callback() -> None:
+            raise ValueError("boom")
+
+        logger = logging.getLogger("LiteLLM")
+        collector = _RecordCollector()
+        previous_level = logger.level
+        logger.addHandler(collector)
+        logger.setLevel(logging.DEBUG)
+        try:
+            worker.start()
+            worker.enqueue(failing_callback())
+
+            await worker.flush()
+            await worker.stop()
+        finally:
+            logger.removeHandler(collector)
+            logger.setLevel(previous_level)
+
+        errors = [r for r in collector.records if r.levelno >= logging.ERROR]
+        warnings = [r for r in collector.records if r.levelno == logging.WARNING]
+        assert len(errors) == 1, "a real error must still be logged once"
+        assert errors[0].exc_info is not None, "the traceback must be preserved"
+        assert warnings == [], "a single real error is not a timeout summary"
+        assert worker._timeout_summary_task is None

From 68509daeafa025e09aa92182a4fa05884f4447f9 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 16:33:43 -0700
Subject: [PATCH 03/22] refactor(logging): keep the timeout summary window a
 plain constant

Drop the unrequested env override on LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS.
The constructor still accepts a value for tests, so runtime behavior is unchanged.
---
 litellm/constants.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/litellm/constants.py b/litellm/constants.py
index 1186d590601..be5a4e4b076 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -571,9 +571,7 @@ ANTHROPIC_MESSAGES_MAX_DETACHED_STREAM_DRAINS: Final = int(
 LOGGING_WORKER_CONCURRENCY: Final = int(os.getenv("LOGGING_WORKER_CONCURRENCY", 100))  # Must be above 0
 LOGGING_WORKER_MAX_QUEUE_SIZE: Final = int(os.getenv("LOGGING_WORKER_MAX_QUEUE_SIZE", 50_000))
 LOGGING_WORKER_MAX_TIME_PER_COROUTINE: Final = float(os.getenv("LOGGING_WORKER_MAX_TIME_PER_COROUTINE", 20.0))
-LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS: Final = float(
-    os.getenv("LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS", "5.0")
-)
+LOGGING_WORKER_TIMEOUT_SUMMARY_WINDOW_SECONDS: Final = 5.0
 LOGGING_WORKER_CLEAR_PERCENTAGE: Final = int(
     os.getenv("LOGGING_WORKER_CLEAR_PERCENTAGE", 50)
 )  # Percentage of queue to clear (default: 50%)

From 94e4dd725fec6904c21102e1b115d91e1767babd Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 16:25:57 -0700
Subject: [PATCH 04/22] fix(mcp): require admission for delegated OAuth

---
 .../proxy/_experimental/mcp_server/AGENTS.md  |   5 +-
 .../proxy/_experimental/mcp_server/CLAUDE.md  |   2 +-
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 119 +++----
 .../mcp_server/mcp_server_manager.py          |  38 +--
 .../proxy/_experimental/mcp_server/server.py  |  88 +----
 .../proxy/hooks/proxy_track_cost_callback.py  |   1 +
 .../types/mcp_server/mcp_server_manager.py    |   8 +-
 tests/e2e/coverage_registry/mcp.yaml          |   2 +-
 .../auth/test_user_api_key_auth_mcp.py        | 226 ++++---------
 .../mcp_server/test_mcp_server.py             | 299 +++++------------
 .../mcp_server/test_mcp_server_manager.py     | 309 +++++++++++-------
 .../hooks/test_proxy_track_cost_callback.py   |  38 ++-
 12 files changed, 433 insertions(+), 702 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/AGENTS.md b/litellm/proxy/_experimental/mcp_server/AGENTS.md
index 6e1d121c3be..a35e5d1ce10 100644
--- a/litellm/proxy/_experimental/mcp_server/AGENTS.md
+++ b/litellm/proxy/_experimental/mcp_server/AGENTS.md
@@ -67,9 +67,8 @@ module materially harder to understand.
   auth, SSE, streamable HTTP, and stdio as separate flows. Do not collapse them
   behind a single generic branch unless tests prove every mode still behaves
   correctly.
-- Be especially careful with `available_on_public_internet: false` combined with
-  `delegate_auth_to_upstream: true`. The local `CLAUDE.md` explains the anonymous
-  upstream PKCE path that must remain intentional.
+- Be especially careful with legacy `delegate_auth_to_upstream: true`. The local
+  `CLAUDE.md` explains its admitted replacement and public discovery contract.
 - Keep database-backed fields in sync across migrations, typed models under
   `litellm/types/mcp.py` or `litellm/types/mcp_server/`, config loading, this
   package, and dashboard state when the field is user-visible.
diff --git a/litellm/proxy/_experimental/mcp_server/CLAUDE.md b/litellm/proxy/_experimental/mcp_server/CLAUDE.md
index 0ba8f73315f..7f8d06b4570 100644
--- a/litellm/proxy/_experimental/mcp_server/CLAUDE.md
+++ b/litellm/proxy/_experimental/mcp_server/CLAUDE.md
@@ -1 +1 @@
-MCP note: **`available_on_public_internet: false` with `delegate_auth_to_upstream: true` (oauth2, interactive - not `client_credentials`)** - LiteLLM still allows the anonymous upstream PKCE path (no proxy API key for `/authorize` and matching MCP routes). The internal-only flag mainly affects other surfaces (e.g. IP-based discovery). Rely on the upstream IdP and network policy; the dashboard shows a warning when both are set, and the proxy logs a warning when the server is loaded from config or the database
+MCP note: **`auth_type: oauth2` with `delegate_auth_to_upstream: true` is deprecated** - LiteLLM admission is required for matching MCP routes. Use `auth_type: oauth_delegate` for client-forwarded OAuth. OAuth discovery endpoints stay public so clients can start the RFC 9728 flow
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 cd6739777dd..b0d57cb6228 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
@@ -129,10 +129,9 @@ def _is_mcp_passthrough_cold_start(mcp_servers: list[str] | None, client_ip: str
     spec-compliant WWW-Authenticate challenge instead of surfacing a generic
     admission error.
 
-    Uses "all" semantics (mirrors
-    :meth:`MCPRequestHandler._target_servers_delegate_auth_to_upstream`): one
-    non-passthrough target in a co-targeted set must not flip the bypass open
-    for the others. Fails closed when any target cannot be resolved."""
+    Uses "all" semantics: one non-passthrough target in a co-targeted set must
+    not flip the bypass open for the others. Fails closed when any target
+    cannot be resolved."""
     if not mcp_servers:
         return False
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
@@ -146,6 +145,27 @@ def _is_mcp_passthrough_cold_start(mcp_servers: list[str] | None, client_ip: str
     return True
 
 
+def _is_legacy_delegate_cold_start(mcp_servers: list[str] | None, client_ip: str | None) -> bool:
+    """Allow only credential-free legacy delegates to reach the route's OAuth challenge."""
+    if not mcp_servers:
+        return False
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        MCPServerManager,
+        global_mcp_server_manager,
+    )
+    from litellm.types.mcp import MCPAuth
+
+    for name in mcp_servers:
+        server = global_mcp_server_manager.get_mcp_server_by_name(name, client_ip=client_ip)
+        if server is None or server.auth_type != MCPAuth.oauth2:
+            return False
+        if server.delegate_auth_to_upstream is not True:
+            return False
+        if MCPServerManager.effective_oauth2_flow(server) == "client_credentials":
+            return False
+    return True
+
+
 def _is_litellm_auth_admission_error(exc: Exception) -> bool:
     if isinstance(exc, HTTPException):
         return exc.status_code == 401
@@ -277,9 +297,18 @@ def _admission_failure_fallback(
         mcp_servers_from_path is not None
         and not _has_client_supplied_mcp_auth(mcp_auth_header, mcp_server_auth_headers)
         and _is_litellm_auth_admission_error(exc)
-        and _is_mcp_passthrough_cold_start(
-            mcp_servers_from_path,
-            client_ip=IPAddressUtils.get_mcp_client_ip(request),
+        and (
+            _is_mcp_passthrough_cold_start(
+                mcp_servers_from_path,
+                client_ip=IPAddressUtils.get_mcp_client_ip(request),
+            )
+            or (
+                not bearer_presented
+                and _is_legacy_delegate_cold_start(
+                    mcp_servers_from_path,
+                    client_ip=IPAddressUtils.get_mcp_client_ip(request),
+                )
+            )
         )
     ):
         verbose_logger.debug("MCP pass-through cold start: deferring admission to route 401 emitter")
@@ -434,22 +463,6 @@ class MCPRequestHandler:
                 api_key=f"Bearer {_get_bearer_token_or_received_api_key(litellm_api_key)}",
                 request=request,
             )
-        elif MCPRequestHandler._target_servers_delegate_auth_to_upstream(
-            path=request_route,
-            mcp_servers=mcp_servers,
-            client_ip=IPAddressUtils.get_mcp_client_ip(request),
-        ):
-            # Operator opted this oauth2 server into upstream-delegated auth: the
-            # client authenticates directly with the upstream MCP server, so any
-            # Authorization bearer is an upstream token, never a LiteLLM key. Skip
-            # LiteLLM validation entirely — covering both the no-credential
-            # discovery request and the authenticated call carrying the upstream
-            # bearer — so a tool call that succeeds never carries a phantom 401
-            # auth span; the bearer is forwarded upstream unchanged. Gated by
-            # _target_servers_delegate_auth_to_upstream, which returns True only
-            # when EVERY target is auth_type=oauth2 with delegate_auth_to_upstream
-            # set; fails closed otherwise.
-            validated_user_api_key_auth = UserAPIKeyAuth()
         elif MCPRequestHandler._target_servers_are_true_passthrough(
             path=request_route,
             mcp_servers=mcp_servers,
@@ -660,64 +673,6 @@ class MCPRequestHandler:
             return [single_server_match.group(1)]
         return [servers_and_path]
 
-    @staticmethod
-    def _target_servers_delegate_auth_to_upstream(
-        path: str, mcp_servers: list[str] | None, client_ip: str | None
-    ) -> 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 (
-            MCPServerManager,
-            global_mcp_server_manager,
-        )
-        from litellm.types.mcp import MCPAuth
-
-        # Must mirror the downstream header-vs-path override
-        # (``extract_mcp_auth_context``) 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: Final = 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, client_ip=client_ip)
-            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
-            # 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.
-            #
-            # Resolve the flow rather than reading has_client_credentials directly:
-            # this is a security gate, and a legacy row whose oauth2_flow was never
-            # stamped still carries the M2M credential shape (client_id/secret +
-            # token_url, no authorization_url). Treating an unstamped-but-M2M-shaped
-            # row as non-M2M here would reopen the anonymous bypass the explicit
-            # column no longer closes on its own. Shares the one resolution helper
-            # with the egress backstop and the anonymous-delegate allowlist; all fail
-            # closed on the ambiguous shape and are removed together once no null rows
-            # remain. A pure-PKCE delegate server (no stored credentials) resolves to a
-            # non-M2M flow and keeps its bypass.
-            if MCPServerManager.effective_oauth2_flow(server) == "client_credentials":
-                return False
-        return True
-
     @staticmethod
     def _target_servers_are_true_passthrough(path: str, mcp_servers: list[str] | None, client_ip: str | None) -> bool:
         """
@@ -726,7 +681,7 @@ class MCPRequestHandler:
 
         Used by :meth:`process_mcp_request` to skip LiteLLM admission auth entirely: the gateway is a
         transparent proxy and the caller's ``Authorization`` is an upstream token, never a LiteLLM key.
-        Mirrors :meth:`_target_servers_delegate_auth_to_upstream`; a mixed-target request keeps normal auth.
+        A mixed-target request keeps normal auth.
         """
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             global_mcp_server_manager,
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 3291d5effc2..24e3bc6efc4 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1453,22 +1453,19 @@ def _warn_on_server_name_fields(
     _warn("server_name", server_name)
 
 
-def _warn_internal_delegate_pkce_if_applicable(server: MCPServer, *, source: str) -> None:
-    """Surface internal + upstream PKCE delegate in logs for operators."""
+def _warn_legacy_delegate_auth_if_applicable(server: MCPServer, *, source: str) -> None:
+    """Direct legacy delegated OAuth configurations to the admitted replacement."""
     if server.auth_type != MCPAuth.oauth2:
         return
     if getattr(server, "delegate_auth_to_upstream", False) is not True:
         return
-    if getattr(server, "available_on_public_internet", True):
-        return
     if server.has_client_credentials:
         return
     label: Final = get_server_prefix(server)
     verbose_logger.warning(
-        "MCP server %r (id=%s, source=%s): internal-only (available_on_public_internet=false) "
-        "with delegate_auth_to_upstream=true. Anonymous callers can reach the upstream OAuth2 "
-        "/authorize flow and complete PKCE without a LiteLLM API key session; ensure the "
-        "upstream IdP and network enforce your access policy.",
+        "MCP server %r (id=%s, source=%s) uses deprecated auth_type=oauth2 with "
+        "delegate_auth_to_upstream=true. LiteLLM admission is now required; migrate to "
+        "auth_type=oauth_delegate for client-forwarded OAuth.",
         label,
         server.server_id,
         source,
@@ -2640,7 +2637,7 @@ class MCPServerManager:
                 oauth_identity_binding=server_config.get("oauth_identity_binding", None),
             )
             self._assign_unique_short_prefix(new_server)
-            _warn_internal_delegate_pkce_if_applicable(new_server, source="config")
+            _warn_legacy_delegate_auth_if_applicable(new_server, source="config")
             _warn_config_id_jag_server_outruns_sso(new_server)
             self._invalidate_discovery_lists(server_id)
             self.config_mcp_servers[server_id] = new_server
@@ -3185,7 +3182,7 @@ class MCPServerManager:
             timeout=getattr(mcp_server, "timeout", None),
             max_concurrent_requests=getattr(mcp_server, "max_concurrent_requests", None),
         )
-        _warn_internal_delegate_pkce_if_applicable(new_server, source="database")
+        _warn_legacy_delegate_auth_if_applicable(new_server, source="database")
         self._set_oauth_discovery_deferred(
             new_server.server_id,
             _requires_oauth_discovery(server_url, use_issuer_anchor, new_server),
@@ -3479,10 +3476,6 @@ class MCPServerManager:
                 )
             )
 
-            # 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: Final = not (
                 user_api_key_auth
                 and (
@@ -3492,23 +3485,12 @@ class MCPServerManager:
                 )
             )
             if is_anonymous:
-                delegate_server_ids: Final = [
+                passthrough_server_ids: Final = [
                     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. Resolve the flow
-                        # rather than reading has_client_credentials so an unstamped
-                        # M2M-shape row (null column, verbatim-read as non-M2M) still
-                        # fails closed here, matching the anonymous-delegate auth gate.
-                        and MCPServerManager.effective_oauth2_flow(server) != "client_credentials"
-                    )
-                    or getattr(server, "auth_type", None) == MCPAuth.true_passthrough
+                    if getattr(server, "auth_type", None) == MCPAuth.true_passthrough
                 ]
-                combined_servers.update(delegate_server_ids)
+                combined_servers.update(passthrough_server_ids)
 
             restrict_allow_all: Final = (
                 resolved_general_settings.get("mcp_allow_all_keys_respects_mcp_scope", False)
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index fc87db69e16..7feb1fd468d 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -4257,20 +4257,6 @@ if MCP_AVAILABLE:
             return None
         return _get_authorization_header_from_scope(scope)
 
-    def _is_delegate_upstream_probe_target(server: MCPServer) -> bool:
-        """Whether ``server`` is an interactive delegate-auth server whose client-supplied
-        token should be preflighted upstream.
-
-        Mirrors the anonymous-delegate gate in ``get_allowed_mcp_servers``: the flow is
-        resolved via ``effective_oauth2_flow`` so an unstamped M2M-shape row fails closed
-        (its stored client credentials drive egress; the caller's bearer is irrelevant).
-        """
-        return (
-            server.auth_type == MCPAuth.oauth2
-            and server.delegate_auth_to_upstream is True
-            and MCPServerManager.effective_oauth2_flow(server) != "client_credentials"
-        )
-
     async def _probe_upstream_auth(
         url: str,
         auth_header: str,
@@ -4331,7 +4317,7 @@ if MCP_AVAILABLE:
         mcp_servers: list[str] | None,
         client_ip: str | None,
     ) -> None:
-        """Probe pass-through and delegate-auth upstream servers in parallel before the MCP session starts.
+        """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
@@ -4343,38 +4329,9 @@ if MCP_AVAILABLE:
         if the upstream accepts it but forbids the caller.
         Fails-open: network errors are logged and the request is allowed through.
 
-        Delegate-auth servers (``auth_type=oauth2`` + ``delegate_auth_to_upstream``)
-        are probed with the caller's bare ``Authorization`` bearer. That bearer is only
-        an upstream token (never a LiteLLM key) when admission took the delegate bypass,
-        so the delegate target is resolved through ``get_mcp_server_by_name`` -- the same
-        resolver admission used -- rather than the wider allowed-server prefix/access-group
-        matching. A name that only reaches a delegate server via server_id or an access
-        group would have been admitted as a real LiteLLM key, so probing it would leak that
-        key upstream; requiring the admission-resolver match closes that gap. Without the
-        probe a rejected token is absorbed by the tools/list handler and masked as an empty
-        tool list. Gated to single-server routes so one rejected token cannot 401 a
-        multi-server aggregate connect, matching the OBO preflight gating; the challenge
-        echoes the requested name so aliased routes get the same resource_metadata URL as
-        the tokenless preemptive challenge.
         """
         forwarded_auth: Final = _get_forwarded_auth_from_scope(scope)
-        requested_single_target: Final = mcp_servers[0] if mcp_servers is not None and len(mcp_servers) == 1 else None
-        # The bare Authorization header (no x-litellm-api-key) is a valid upstream token
-        # only when admission classified it as one, i.e. the single requested name resolves
-        # to a delegate server under admission's own resolver. Resolve it the same way here
-        # so a server_id- or access-group-named delegate (which admission would have treated
-        # as a LiteLLM key) is never probed with that key.
-        delegate_server: Final = (
-            global_mcp_server_manager.get_mcp_server_by_name(requested_single_target, client_ip=client_ip)
-            if requested_single_target
-            else None
-        )
-        delegate_auth: Final = (
-            _get_authorization_header_from_scope(scope)
-            if delegate_server is not None and _is_delegate_upstream_probe_target(delegate_server)
-            else None
-        )
-        if not forwarded_auth and not delegate_auth:
+        if not forwarded_auth:
             return
 
         # Use the authorized server set, not the raw user-supplied names, so that
@@ -4384,35 +4341,20 @@ if MCP_AVAILABLE:
             mcp_servers=mcp_servers,
             client_ip=client_ip,
         )
-        passthrough_targets: Final[tuple[tuple[MCPServer, str, str], ...]] = (
-            tuple(
-                (srv, forwarded_auth, srv.name)
-                for srv in allowed_servers
-                # Restrict to genuine OAuth pass-through servers (auth_type none +
-                # Authorization in extra_headers). Gateway-managed OAuth2 servers
-                # must not receive the ``resource_metadata=`` challenge emitted
-                # below — they require ``authorization_uri=`` pointing at the
-                # gateway AS metadata. ``is_oauth_passthrough`` already requires
-                # ``auth_type in (None, MCPAuth.none)``, which is mutually
-                # exclusive with ``has_client_credentials`` (oauth2 + M2M flow),
-                # so M2M servers are implicitly excluded here.
-                if srv.is_oauth_passthrough
-            )
-            if forwarded_auth
-            else ()
+        passthrough_targets: Final[tuple[tuple[MCPServer, str, str], ...]] = tuple(
+            (srv, forwarded_auth, srv.name)
+            for srv in allowed_servers
+            # Restrict to genuine OAuth pass-through servers (auth_type none +
+            # Authorization in extra_headers). Gateway-managed OAuth2 servers
+            # must not receive the ``resource_metadata=`` challenge emitted
+            # below — they require ``authorization_uri=`` pointing at the
+            # gateway AS metadata. ``is_oauth_passthrough`` already requires
+            # ``auth_type in (None, MCPAuth.none)``, which is mutually
+            # exclusive with ``has_client_credentials`` (oauth2 + M2M flow),
+            # so M2M servers are implicitly excluded here.
+            if srv.is_oauth_passthrough
         )
-        # Probe the admission-resolved delegate server only when the caller is actually
-        # authorized for it (present in the IP-filtered allowed set), keyed by server_id.
-        delegate_targets: Final[tuple[tuple[MCPServer, str, str], ...]] = (
-            tuple(
-                (srv, delegate_auth, requested_single_target)
-                for srv in allowed_servers
-                if delegate_server is not None and srv.server_id == delegate_server.server_id
-            )
-            if delegate_auth and requested_single_target
-            else ()
-        )
-        probe_targets: Final = passthrough_targets + delegate_targets
+        probe_targets: Final = passthrough_targets
         if not probe_targets:
             return
 
diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index 64da2ad00f6..3a61f773001 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -64,6 +64,7 @@ _UNATTRIBUTED_TRACKABLE_CALL_TYPES: Final[frozenset[str]] = frozenset(
         CallTypes.pass_through.value,
         CallTypes.llm_passthrough_route.value,
         CallTypes.allm_passthrough_route.value,
+        CallTypes.call_mcp_tool.value,
         # CheckBatchCost's synthetic logging_obj for a completed managed batch carries
         # whatever LiteLLM_ManagedObjectTable stored at create time, and all of it is
         # None for a batch created before those columns were persisted, or by the master
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index 58f9dadc1ce..985d31af997 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -155,11 +155,9 @@ class MCPServer(BaseModel):
     access_groups: list[str] | None = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
-    # Explicit opt-in to upstream-delegated authentication for ``oauth2``
-    # servers. When ``auth_type == oauth2`` and this is ``True``, MCP requests
-    # bypass LiteLLM API-key/SSO auth (and the pre-emptive 401) so the client
-    # completes PKCE directly with the upstream MCP server. See
-    # ``MCPRequestHandler._target_servers_delegate_auth_to_upstream``.
+    # Legacy opt-in to upstream-delegated authentication for ``oauth2``
+    # servers. LiteLLM admission still applies; use ``oauth_delegate`` for the
+    # supported client-forwarded OAuth flow.
     #
     # Honored only for ``auth_type == oauth2``; ignored for any other
     # ``auth_type``. OAuth pass-through for non-oauth2 servers
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
index f853e9ff8d6..a7d4135d550 100644
--- a/tests/e2e/coverage_registry/mcp.yaml
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -78,7 +78,7 @@
   auth_family: none
   assertions: [succeeds]
   source: "mcp_server_manager.py:1485-1492"
-  rationale: Public/anonymous servers; delegate_auth_to_upstream
+  rationale: Explicitly anonymous true_passthrough servers
 - id: mcp.call_tool.none.succeeds
   module: mcp
   tier: P1
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 c2f4f7163a0..27a8c7992fe 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
@@ -1483,12 +1483,10 @@ class TestMCPOAuth2AuthFlow:
     as LiteLLM API keys, causing auth failures and empty tool listings.
     """
 
-    async def test_oauth2_token_in_authorization_header_fallback(self):
+    async def test_oauth2_token_in_authorization_header_requires_litellm_admission(self):
         """
-        When only the Authorization header is present with a non-LiteLLM OAuth2
-        token AND the target server delegates auth to upstream, LiteLLM skips its
-        own validation entirely (so the upstream token is never mistaken for a
-        virtual key) and forwards the bearer upstream.
+        A bare Authorization token on the legacy delegated mode must establish
+        a LiteLLM principal rather than entering anonymously.
         """
         from litellm.types.mcp import MCPAuth
 
@@ -1510,6 +1508,7 @@ class TestMCPOAuth2AuthFlow:
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 new_callable=AsyncMock,
+                return_value=UserAPIKeyAuth(user_id="admitted-user"),
             ) as mock_auth,
             patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
@@ -1524,9 +1523,8 @@ class TestMCPOAuth2AuthFlow:
             ) = await MCPRequestHandler.process_mcp_request(scope)
 
             assert isinstance(auth_result, UserAPIKeyAuth)
-            # The upstream token is never validated as a LiteLLM key ...
-            mock_auth.assert_not_called()
-            # ... and is preserved for upstream forwarding.
+            assert auth_result.user_id == "admitted-user"
+            mock_auth.assert_awaited_once()
             assert oauth2_headers.get("Authorization") == "Bearer atlassian-oauth2-access-token-xyz"
 
     async def test_explicit_litellm_key_with_oauth2_authorization(self):
@@ -2367,11 +2365,9 @@ 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.
+    The legacy flag no longer bypasses LiteLLM admission. OAuth discovery may
+    still use the anonymous cold-start challenge, but a presented bearer must
+    authenticate to LiteLLM unless a separate admission credential is supplied.
     """
 
     @staticmethod
@@ -2386,6 +2382,13 @@ class TestMCPDelegateAuthToUpstream:
             delegate_auth_to_upstream=delegate_auth_to_upstream,
         )
 
+    def test_legacy_delegate_cold_start_fails_closed_without_targets(self):
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
+            _is_legacy_delegate_cold_start,
+        )
+
+        assert _is_legacy_delegate_cold_start(None, client_ip=None) is False
+
     def test_build_mcp_server_table_preserves_delegate_auth_to_upstream(self):
         """Registry → API list rows must expose delegate_auth_to_upstream for the UI."""
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
@@ -2439,11 +2442,10 @@ class TestMCPDelegateAuthToUpstream:
         not_passthrough = passthrough.model_copy(update={"oauth_passthrough": False})
         assert manager._build_mcp_server_table(not_passthrough).oauth_passthrough is False
 
-    async def test_delegate_skips_litellm_auth_with_no_authorization(self):
+    async def test_delegate_without_authorization_attempts_litellm_auth_before_cold_start(self):
         """
-        oauth2 + delegate_auth_to_upstream=True, no Authorization header at
-        all → anonymous UserAPIKeyAuth and ``user_api_key_auth`` is never
-        called.
+        A credential-free discovery request attempts LiteLLM admission before
+        the route emits its RFC 9728 challenge.
         """
         from litellm.types.mcp import MCPAuth
 
@@ -2457,6 +2459,8 @@ class TestMCPDelegateAuthToUpstream:
         with (
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+                side_effect=HTTPException(status_code=401, detail="No key provided"),
             ) as mock_auth,
             patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
@@ -2466,17 +2470,12 @@ class TestMCPDelegateAuthToUpstream:
             )
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
             assert isinstance(auth_result, UserAPIKeyAuth)
-            mock_auth.assert_not_called()
+            mock_auth.assert_awaited_once()
 
-    async def test_delegate_with_upstream_token_in_authorization_skips_litellm_auth(
-        self,
-    ):
+    async def test_delegate_with_only_upstream_token_requires_litellm_auth(self):
         """
-        oauth2 + delegate_auth_to_upstream=True with an upstream OAuth token in
-        ``Authorization``: the delegate gate fires before any LiteLLM validation,
-        so ``user_api_key_auth`` is never called and the bearer is forwarded
-        upstream untouched. Skipping the doomed validation is what keeps a tool
-        call that actually succeeds from carrying a phantom 401 auth span.
+        An upstream token cannot establish a LiteLLM principal and must not
+        reopen anonymous admission.
         """
         from litellm.types.mcp import MCPAuth
 
@@ -2491,6 +2490,7 @@ class TestMCPDelegateAuthToUpstream:
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 new_callable=AsyncMock,
+                side_effect=HTTPException(status_code=401, detail="Invalid API key"),
             ) as mock_auth,
             patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
@@ -2498,17 +2498,11 @@ class TestMCPDelegateAuthToUpstream:
                 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"
-            mock_auth.assert_not_called()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+            assert exc_info.value.status_code == 401
+            mock_auth.assert_awaited_once()
 
     async def test_delegate_off_still_requires_litellm_auth(self):
         """
@@ -2687,15 +2681,11 @@ class TestMCPDelegateAuthToUpstream:
             assert auth_result.user_id == "real-user"
             mock_auth.assert_called_once()
 
-    async def test_authorization_bearer_on_delegate_server_treated_as_upstream(self):
+    async def test_authorization_bearer_on_delegate_server_establishes_litellm_principal(self):
         """
-        On a delegate server the ``Authorization`` header is, by contract, an
-        upstream token rather than a LiteLLM key — even when it is sk-shaped. It
-        is forwarded upstream without LiteLLM validation, so ``user_api_key_auth``
-        is not called and no LiteLLM identity is resolved. Callers who need
-        LiteLLM identity / spend tracking on a delegate server must supply
-        ``x-litellm-api-key`` (see
-        test_explicit_litellm_key_takes_precedence_over_delegate).
+        A bare Authorization bearer now follows normal LiteLLM admission. A
+        separate x-litellm-api-key is required when Authorization is intended
+        for the upstream server.
         """
         from litellm.types.mcp import MCPAuth
 
@@ -2727,9 +2717,9 @@ class TestMCPDelegateAuthToUpstream:
                 _,
             ) = await MCPRequestHandler.process_mcp_request(scope)
             assert isinstance(auth_result, UserAPIKeyAuth)
-            assert auth_result.user_id is None
+            assert auth_result.user_id == "real-user"
             assert oauth2_headers.get("Authorization") == "Bearer sk-1234"
-            mock_auth.assert_not_called()
+            mock_auth.assert_awaited_once()
 
     async def test_delegate_ignored_for_client_credentials_server(self):
         """
@@ -2828,13 +2818,10 @@ class TestMCPDelegateAuthToUpstream:
             assert exc_info.value.status_code == 401
             mock_auth.assert_called_once()
 
-    async def test_delegate_bypass_for_pure_pkce_server(self):
+    async def test_delegate_pkce_cold_start_attempts_litellm_auth(self):
         """
-        oauth2 + delegate + oauth2_flow=None and NO stored client credentials
-        (pure PKCE, the common delegate case) → bypass must still fire. The
-        shape resolves to a non-M2M flow, so the security gate leaves it alone;
-        the fail-closed rule targets the M2M shape specifically, not every
-        unstamped row.
+        A pure PKCE server may defer a credential-free request to the route's
+        challenge, but normal LiteLLM admission still runs first.
         """
         from litellm.types.mcp import MCPAuth
         from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -2869,13 +2856,12 @@ class TestMCPDelegateAuthToUpstream:
         ):
             mock_mgr.get_mcp_server_by_name.return_value = pkce_server
             auth, *_rest = await MCPRequestHandler.process_mcp_request(scope)
-            mock_auth.assert_not_called()
+            mock_auth.assert_awaited_once()
             assert auth.api_key is None
 
-    async def test_delegate_bypass_for_internal_server(self):
+    async def test_internal_delegate_cold_start_attempts_litellm_auth(self):
         """
-        Delegate + oauth2 interactive servers bypass LiteLLM auth even when
-        ``available_on_public_internet`` is False (internal MCPs).
+        Internal delegated servers follow the same admission contract.
         """
         from litellm.types.mcp import MCPAuth
         from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -2910,14 +2896,11 @@ class TestMCPDelegateAuthToUpstream:
         ):
             mock_mgr.get_mcp_server_by_name.return_value = internal_server
             auth, *_rest = await MCPRequestHandler.process_mcp_request(scope)
-            mock_auth.assert_not_called()
+            mock_auth.assert_awaited_once()
             assert auth.api_key is None
 
-    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.
-        """
+    async def test_get_allowed_servers_excludes_legacy_delegates(self):
+        """Legacy delegated servers are never added to anonymous access."""
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             MCPServerManager,
         )
@@ -2955,102 +2938,7 @@ class TestMCPDelegateAuthToUpstream:
         ):
             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_unstamped_m2m_shape_delegate(self):
-        """
-        The anonymous allow-list must also exclude an M2M-shape delegate server whose
-        oauth2_flow was never stamped (null column, verbatim-read as non-M2M). Reading
-        the bare has_client_credentials here would surface it to anonymous callers; the
-        resolved-flow check fails closed on the shape, matching the auth gate.
-        """
-        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,
-        )
-        unstamped_m2m = MCPServer(
-            server_id="unstamped-m2m",
-            name="unstamped_m2m",
-            transport="http",
-            auth_type=MCPAuth.oauth2,
-            delegate_auth_to_upstream=True,
-            oauth2_flow=None,
-            client_id="cid",
-            client_secret="csecret",
-            token_url="https://idp.example.com/token",
-        )
-        assert unstamped_m2m.has_client_credentials is False
-        manager.registry = {
-            pkce_server.server_id: pkce_server,
-            unstamped_m2m.server_id: unstamped_m2m,
-        }
-
-        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 "unstamped-m2m" not in result
-
-    async def test_get_allowed_servers_includes_internal_delegate(self):
-        """
-        Internal-only (available_on_public_internet=False) delegate servers
-        appear in the anonymous allow-list like public delegate servers.
-        """
-        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" in result
+        assert result == []
 
     async def test_true_passthrough_skips_litellm_auth_anonymously(self):
         """auth_type=true_passthrough performs no admission auth: the caller's Authorization is an
@@ -4453,7 +4341,9 @@ class TestAgentMCPPermissions:
                 stack.enter_context(patcher)
             stack.enter_context(
                 patch.object(  # test-quality-ok: key resolution has its own tests; pin its grants here
-                    MCPRequestHandler, "_get_allowed_mcp_servers_for_key", AsyncMock(return_value=["server-a", "server-b"])
+                    MCPRequestHandler,
+                    "_get_allowed_mcp_servers_for_key",
+                    AsyncMock(return_value=["server-a", "server-b"]),
                 )
             )
             stack.enter_context(
@@ -4479,7 +4369,9 @@ class TestAgentMCPPermissions:
                 await MCPRequestHandler._get_allowed_mcp_servers_for_agent(user_api_key_auth)
             stack.enter_context(
                 patch.object(  # test-quality-ok: key resolution has its own tests; pin its grants here
-                    MCPRequestHandler, "_get_allowed_mcp_servers_for_key", AsyncMock(return_value=["server-a", "server-b"])
+                    MCPRequestHandler,
+                    "_get_allowed_mcp_servers_for_key",
+                    AsyncMock(return_value=["server-a", "server-b"]),
                 )
             )
             stack.enter_context(
@@ -4503,9 +4395,15 @@ class TestAgentMCPPermissions:
         with contextlib.ExitStack() as stack:
             for patcher in self._agent_toolset_patches(agent_object_permission, mock_manager):
                 stack.enter_context(patcher)
-            server_a_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-a", user_api_key_auth)
-            server_b_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-b", user_api_key_auth)
-            server_c_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-c", user_api_key_auth)
+            server_a_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
+                "server-a", user_api_key_auth
+            )
+            server_b_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
+                "server-b", user_api_key_auth
+            )
+            server_c_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
+                "server-c", user_api_key_auth
+            )
 
         assert sorted(server_a_tools) == ["tool_direct", "tool_via_toolset"]
         assert server_b_tools == ["tool_b"]
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 7eb4396e60d..38cfbd20df4 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
@@ -6157,15 +6157,8 @@ def _patch_delegate_resolver(server: MCPServer, *resolvable_names: str):
 
 
 @pytest.mark.asyncio
-async def test_delegate_bad_token_gets_connect_time_401():
-    """Regression (LIT-4194): a rejected upstream token on a delegate-auth server
-    must fail the connect with 401 + ``error="invalid_token"``, not be absorbed
-    into HTTP 200 + an empty tool list by the tools/list handler.
-
-    Delegate-mode clients send only ``Authorization`` (no ``x-litellm-api-key``),
-    so ``_get_forwarded_auth_from_scope`` returns None and, before the fix, the
-    preflight returned early without probing.
-    """
+async def test_legacy_delegate_bare_token_is_not_probed_upstream():  # test-quality-ok: this removed security-sensitive egress has no return value; non-invocation is the contract
+    """A bare bearer is an admission credential and must never reach upstream."""
     from litellm.proxy._experimental.mcp_server.server import (
         _check_passthrough_upstream_auth,
     )
@@ -6184,48 +6177,6 @@ async def test_delegate_bad_token_gets_connect_time_401():
             "litellm.proxy._experimental.mcp_server.server._probe_upstream_auth",
             new=AsyncMock(return_value=(401, 'Bearer realm="upstream", error="invalid_token"')),
         ) as probe,
-    ):
-        with pytest.raises(HTTPException) as exc_info:
-            await _check_passthrough_upstream_auth(
-                scope=scope,
-                user_api_key_auth=UserAPIKeyAuth(),
-                mcp_servers=["delegate_test"],
-                client_ip=None,
-            )
-
-    assert exc_info.value.status_code == 401
-    challenge = exc_info.value.headers["www-authenticate"]
-    assert 'error="invalid_token"' in challenge
-    assert (
-        'resource_metadata="http://localhost:4000/.well-known/oauth-protected-resource/mcp/delegate_test"' in challenge
-    )
-    probe.assert_awaited_once()
-    probe_url, probe_auth = probe.call_args.args
-    assert probe_url == "http://upstream:9401/mcp"
-    assert probe_auth == "Bearer bogus-token"
-
-
-@pytest.mark.asyncio
-async def test_delegate_valid_token_passes_preflight():
-    """An upstream-accepted token must not be blocked by the delegate preflight."""
-    from litellm.proxy._experimental.mcp_server.server import (
-        _check_passthrough_upstream_auth,
-    )
-    from litellm.proxy._types import UserAPIKeyAuth
-
-    server = _delegate_auth_mcp_server()
-    scope = _delegate_scope([(b"authorization", b"Bearer good-token")])
-
-    with (
-        _patch_delegate_resolver(server, "delegate_test"),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers",
-            new=AsyncMock(return_value=[server]),
-        ),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server._probe_upstream_auth",
-            new=AsyncMock(return_value=(200, None)),
-        ) as probe,
     ):
         await _check_passthrough_upstream_auth(
             scope=scope,
@@ -6234,43 +6185,103 @@ async def test_delegate_valid_token_passes_preflight():
             client_ip=None,
         )
 
-    probe.assert_awaited_once()
+    probe.assert_not_awaited()
 
 
 @pytest.mark.asyncio
-async def test_delegate_valid_token_forbidden_returns_403():
-    """An upstream that accepts the token but forbids the caller (403) must surface
-    as a bare 403 with no ``WWW-Authenticate`` re-auth hint (a fresh token with the
-    same scopes would loop), not as an invalid_token challenge."""
+async def test_legacy_delegate_dual_credentials_are_not_probed_upstream():  # test-quality-ok: this removed security-sensitive egress has no return value; non-invocation is the contract
+    """A separate upstream bearer never triggers the removed legacy probe."""
     from litellm.proxy._experimental.mcp_server.server import (
         _check_passthrough_upstream_auth,
     )
     from litellm.proxy._types import UserAPIKeyAuth
 
     server = _delegate_auth_mcp_server()
-    scope = _delegate_scope([(b"authorization", b"Bearer scoped-out-token")])
+    scope = _delegate_scope(
+        [
+            (b"x-litellm-api-key", b"sk-litellm-proxy-key"),
+            (b"authorization", b"Bearer upstream-token"),
+        ]
+    )
 
     with (
-        _patch_delegate_resolver(server, "delegate_test"),
-        patch(
+        patch(  # test-quality-ok: isolate authorized-server resolution so this test targets the preflight boundary
             "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers",
             new=AsyncMock(return_value=[server]),
         ),
-        patch(
+        patch(  # test-quality-ok: the removed probe call is the security regression under test
             "litellm.proxy._experimental.mcp_server.server._probe_upstream_auth",
-            new=AsyncMock(return_value=(403, None)),
-        ),
+            new=AsyncMock(),
+        ) as probe,
     ):
-        with pytest.raises(HTTPException) as exc_info:
-            await _check_passthrough_upstream_auth(
+        await _check_passthrough_upstream_auth(
+            scope=scope,
+            user_api_key_auth=UserAPIKeyAuth(user_id="admitted-user"),
+            mcp_servers=["delegate_test"],
+            client_ip=None,
+        )
+
+    probe.assert_not_awaited()
+
+
+@pytest.mark.parametrize(
+    "probe_status, expected_status",
+    [(200, None), (401, 401), (403, 403)],
+)
+@pytest.mark.asyncio
+async def test_oauth_passthrough_preflight_preserves_status_contract(probe_status, expected_status):
+    from litellm.proxy._experimental.mcp_server.server import (
+        _check_passthrough_upstream_auth,
+    )
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    server = MCPServer(
+        server_id="passthrough-id",
+        name="passthrough_server",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.none,
+        oauth_passthrough=True,
+        extra_headers=["Authorization"],
+    )
+    scope = _delegate_scope(
+        [
+            (b"x-litellm-api-key", b"sk-litellm-proxy-key"),
+            (b"authorization", b"Bearer upstream-token"),
+        ]
+    )
+
+    with (
+        patch(  # test-quality-ok: isolate authorized-server resolution so this test exercises the preflight contract
+            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers",
+            new=AsyncMock(return_value=[server]),
+        ),
+        patch(  # test-quality-ok: the upstream transport boundary is the behavior being mapped to an HTTP response
+            "litellm.proxy._experimental.mcp_server.server._probe_upstream_auth",
+            new=AsyncMock(return_value=(probe_status, None)),
+        ) as probe,
+    ):
+        if expected_status is None:
+            result = await _check_passthrough_upstream_auth(
                 scope=scope,
-                user_api_key_auth=UserAPIKeyAuth(),
-                mcp_servers=["delegate_test"],
+                user_api_key_auth=UserAPIKeyAuth(user_id="admitted-user"),
+                mcp_servers=["passthrough_server"],
                 client_ip=None,
             )
+            assert result is None
+        else:
+            with pytest.raises(HTTPException) as exc_info:
+                await _check_passthrough_upstream_auth(
+                    scope=scope,
+                    user_api_key_auth=UserAPIKeyAuth(user_id="admitted-user"),
+                    mcp_servers=["passthrough_server"],
+                    client_ip=None,
+                )
+            assert exc_info.value.status_code == expected_status
+            if expected_status == 401:
+                assert "passthrough_server" in exc_info.value.headers["www-authenticate"]
 
-    assert exc_info.value.status_code == 403
-    assert not (exc_info.value.headers or {})
+    probe.assert_awaited_once_with("https://upstream.example.com/mcp", "Bearer upstream-token")
 
 
 @pytest.mark.asyncio
@@ -6428,123 +6439,6 @@ async def test_delegate_not_probed_when_named_only_via_server_id():
     probe.assert_not_awaited()
 
 
-@pytest.mark.asyncio
-async def test_delegate_preflight_with_unpatched_probe():
-    """Integration across the preflight and the unpatched ``_probe_upstream_auth``,
-    mocked only at the httpx-client boundary (tests/test_litellm is mocked-only; the
-    real-network proof lives in the PR's live-proxy evidence). The mock honors the
-    ``AsyncHTTPHandler.post`` contract by raising ``httpx.HTTPStatusError`` on the
-    upstream 401, so the production ``except httpx.HTTPStatusError`` branch is the one
-    exercised. A rejected token surfaces as the connect-time 401 challenge; an
-    accepted token passes untouched, and the caller's bearer reaches the delegate URL."""
-    import httpx
-
-    from litellm.proxy._experimental.mcp_server.server import (
-        _check_passthrough_upstream_auth,
-    )
-    from litellm.proxy._types import UserAPIKeyAuth
-
-    accepted = MagicMock()
-    accepted.status_code = 200
-    accepted.headers = {}
-    rejected = MagicMock()
-    rejected.status_code = 401
-    rejected.headers = {"www-authenticate": 'Bearer realm="stub-upstream", error="invalid_token"'}
-
-    async def respond_by_token(url=None, headers=None, json=None, timeout=None, **kwargs):
-        if headers.get("Authorization") == "Bearer good-token":
-            return accepted
-        raise httpx.HTTPStatusError(
-            "401 Unauthorized",
-            request=httpx.Request("POST", url),
-            response=rejected,
-        )
-
-    mock_client = MagicMock()
-    mock_client.post = AsyncMock(side_effect=respond_by_token)
-
-    server = _delegate_auth_mcp_server()
-
-    with (
-        _patch_delegate_resolver(server, "delegate_test"),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers",
-            new=AsyncMock(return_value=[server]),
-        ),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
-            return_value=mock_client,
-        ),
-    ):
-        with pytest.raises(HTTPException) as exc_info:
-            await _check_passthrough_upstream_auth(
-                scope=_delegate_scope([(b"authorization", b"Bearer bogus-token")]),
-                user_api_key_auth=UserAPIKeyAuth(),
-                mcp_servers=["delegate_test"],
-                client_ip=None,
-            )
-
-        await _check_passthrough_upstream_auth(
-            scope=_delegate_scope([(b"authorization", b"Bearer good-token")]),
-            user_api_key_auth=UserAPIKeyAuth(),
-            mcp_servers=["delegate_test"],
-            client_ip=None,
-        )
-
-    assert exc_info.value.status_code == 401
-    challenge = exc_info.value.headers["www-authenticate"]
-    assert 'error="invalid_token"' in challenge
-    assert (
-        'resource_metadata="http://localhost:4000/.well-known/oauth-protected-resource/mcp/delegate_test"' in challenge
-    )
-    probed_urls = [call.kwargs["url"] for call in mock_client.post.await_args_list]
-    assert probed_urls == ["http://upstream:9401/mcp", "http://upstream:9401/mcp"]
-
-
-@pytest.mark.asyncio
-async def test_delegate_challenge_echoes_requested_alias():
-    """An alias-routed delegate request must be probed, and the challenge must echo
-    the requested alias (not the canonical server name) so the resource_metadata
-    URL matches what the tokenless preemptive challenge emits for the same route."""
-    from litellm.proxy._experimental.mcp_server.server import (
-        _check_passthrough_upstream_auth,
-    )
-    from litellm.proxy._types import UserAPIKeyAuth
-
-    server = _delegate_auth_mcp_server().model_copy(update={"alias": "dt-alias"})
-    scope = {
-        "type": "http",
-        "method": "POST",
-        "path": "/mcp/dt-alias",
-        "scheme": "http",
-        "server": ("localhost", 4000),
-        "headers": [(b"authorization", b"Bearer bogus-token")],
-    }
-
-    with (
-        _patch_delegate_resolver(server, "dt-alias"),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers",
-            new=AsyncMock(return_value=[server]),
-        ),
-        patch(
-            "litellm.proxy._experimental.mcp_server.server._probe_upstream_auth",
-            new=AsyncMock(return_value=(401, 'Bearer error="invalid_token"')),
-        ),
-    ):
-        with pytest.raises(HTTPException) as exc_info:
-            await _check_passthrough_upstream_auth(
-                scope=scope,
-                user_api_key_auth=UserAPIKeyAuth(),
-                mcp_servers=["dt-alias"],
-                client_ip=None,
-            )
-
-    challenge = exc_info.value.headers["www-authenticate"]
-    assert 'error="invalid_token"' in challenge
-    assert 'resource_metadata="http://localhost:4000/.well-known/oauth-protected-resource/mcp/dt-alias"' in challenge
-
-
 @pytest.mark.asyncio
 async def test_delegate_probe_not_fanned_out_to_access_group_members():
     """A single access-group name passes the one-target route gate but must not fan
@@ -6578,41 +6472,6 @@ async def test_delegate_probe_not_fanned_out_to_access_group_members():
     probe.assert_not_awaited()
 
 
-def test_is_delegate_upstream_probe_target_fails_closed_on_m2m_shape():
-    """An unstamped M2M-shape row (null ``oauth2_flow`` + client credentials)
-    resolves to ``client_credentials`` and must not be probed with the caller's
-    bearer; its stored client credentials drive egress instead."""
-    from litellm.proxy._experimental.mcp_server.server import (
-        _is_delegate_upstream_probe_target,
-    )
-
-    assert _is_delegate_upstream_probe_target(_delegate_auth_mcp_server()) is True
-
-    m2m_shape = MCPServer(
-        server_id="delegate-m2m",
-        name="delegate_m2m",
-        url="http://upstream:9401/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        delegate_auth_to_upstream=True,
-        oauth2_flow=None,
-        token_url="http://idp:9000/token",
-        client_id="client",
-        client_secret="secret",
-    )
-    assert _is_delegate_upstream_probe_target(m2m_shape) is False
-
-    non_delegate = MCPServer(
-        server_id="oauth2-plain",
-        name="oauth2_plain",
-        url="http://upstream:9401/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        oauth2_flow="authorization_code",
-    )
-    assert _is_delegate_upstream_probe_target(non_delegate) is False
-
-
 @pytest.mark.asyncio
 async def test_create_mcp_client_sampling_disabled_by_default():
     """Sampling callback must be None when allow_sampling is not set (default False)."""
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 d2987c5112e..b4f1aeeef10 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
@@ -4469,7 +4469,9 @@ class TestMCPServerManager:
     @pytest.mark.parametrize("auth_type", [MCPAuth.none, MCPAuth.bearer_token, MCPAuth.api_key, MCPAuth.oauth2])
     @pytest.mark.parametrize("is_byok", [False, True])
     @pytest.mark.parametrize("scheme", ["http", "https"])
-    async def test_openapi_health_loads_spec_without_mcp_handshake(self, respx_mock, monkeypatch, auth_type, is_byok, scheme):
+    async def test_openapi_health_loads_spec_without_mcp_handshake(
+        self, respx_mock, monkeypatch, auth_type, is_byok, scheme
+    ):
         monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
         manager = MCPServerManager()
         server = MCPServer(
@@ -4519,14 +4521,28 @@ class TestMCPServerManager:
     @pytest.mark.parametrize(
         ("failure", "expected_status", "expected_error"),
         [
-            (httpx.Response(401, text="secret response content"), "unhealthy", "OpenAPI specification request failed (HTTP 401)"),
+            (
+                httpx.Response(401, text="secret response content"),
+                "unhealthy",
+                "OpenAPI specification request failed (HTTP 401)",
+            ),
             (httpx.Response(404), "unhealthy", "OpenAPI specification request failed (HTTP 404)"),
             (httpx.Response(500), "unhealthy", "OpenAPI specification request failed (HTTP 500)"),
-            (httpx.ConnectError("secret network details"), "unhealthy", "OpenAPI specification could not be loaded (ConnectError)"),
-            (httpx.Response(200, text="secret invalid JSON body"), "unhealthy", "OpenAPI specification could not be loaded (JSONDecodeError)"),
+            (
+                httpx.ConnectError("secret network details"),
+                "unhealthy",
+                "OpenAPI specification could not be loaded (ConnectError)",
+            ),
+            (
+                httpx.Response(200, text="secret invalid JSON body"),
+                "unhealthy",
+                "OpenAPI specification could not be loaded (JSONDecodeError)",
+            ),
         ],
     )
-    async def test_openapi_health_reports_safe_failures(self, respx_mock, monkeypatch, failure, expected_status, expected_error):
+    async def test_openapi_health_reports_safe_failures(
+        self, respx_mock, monkeypatch, failure, expected_status, expected_error
+    ):
         monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
         manager = MCPServerManager()
         server = MCPServer(
@@ -6916,51 +6932,6 @@ class TestMCPServerManager:
                 == expected_server_ids
             )
 
-    @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
@@ -8088,9 +8059,9 @@ class TestMCPServerTokenExchangeColumns:
         assert rebuilt_table.token_exchange_profile == "entra_obo"
 
 
-class TestInternalDelegatePkceWarningLog:
+class TestLegacyDelegateAuthWarningLog:
     @pytest.mark.asyncio
-    async def test_build_mcp_server_logs_on_internal_delegate_interactive(self, caplog):
+    async def test_build_mcp_server_logs_deprecation_for_internal_delegate(self, caplog):
         caplog.set_level(logging.WARNING, logger="LiteLLM")
         manager = MCPServerManager()
         table_record = LiteLLM_MCPServerTable(
@@ -8106,11 +8077,11 @@ class TestInternalDelegatePkceWarningLog:
         )
         await manager.build_mcp_server_from_table(table_record)
         combined = " ".join(r.getMessage() for r in caplog.records)
-        assert "internal-only" in combined
+        assert "deprecated auth_type=oauth2" in combined
         assert "delegate_auth_to_upstream=true" in combined
 
     @pytest.mark.asyncio
-    async def test_build_mcp_server_no_internal_delegate_log_when_public(self, caplog):
+    async def test_build_mcp_server_logs_deprecation_for_public_delegate(self, caplog):
         caplog.set_level(logging.WARNING, logger="LiteLLM")
         manager = MCPServerManager()
         table_record = LiteLLM_MCPServerTable(
@@ -8126,12 +8097,13 @@ class TestInternalDelegatePkceWarningLog:
         )
         await manager.build_mcp_server_from_table(table_record)
         combined = " ".join(r.getMessage() for r in caplog.records)
-        assert "internal-only" not in combined
+        assert "deprecated auth_type=oauth2" in combined
+        assert "auth_type=oauth_delegate" in combined
 
     def test_warn_skipped_for_client_credentials(self, caplog):
         caplog.set_level(logging.WARNING, logger="LiteLLM")
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-            _warn_internal_delegate_pkce_if_applicable,
+            _warn_legacy_delegate_auth_if_applicable,
         )
 
         server = MCPServer(
@@ -8144,9 +8116,9 @@ class TestInternalDelegatePkceWarningLog:
             available_on_public_internet=False,
             delegate_auth_to_upstream=True,
         )
-        _warn_internal_delegate_pkce_if_applicable(server, source="test")
+        _warn_legacy_delegate_auth_if_applicable(server, source="test")
         combined = " ".join(r.getMessage() for r in caplog.records)
-        assert "internal-only" not in combined
+        assert "deprecated auth_type=oauth2" not in combined
 
 
 class TestHasClientCredentialsOAuth2Flow:
@@ -12697,7 +12669,12 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     from litellm.proxy._experimental.mcp_server.auth.litellm_auth_handler import MCPAuthenticatedUser
     from litellm.proxy._experimental.mcp_server.mcp_debug import MCP_AUTH_DIAGNOSTICS_SCOPE_KEY, MCPAuthDiagnostics
     from litellm.proxy._experimental.mcp_server.outbound_credentials import (
-        ApiKeyConfig, AuthorizationCodeConfig, NoneConfig, ServerSpec, SharedKey, UpstreamCredentialProvider,
+        ApiKeyConfig,
+        AuthorizationCodeConfig,
+        NoneConfig,
+        ServerSpec,
+        SharedKey,
+        UpstreamCredentialProvider,
     )
     from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import OAuthToken
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -12713,10 +12690,15 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     store = Store()
     context = MCPAuthenticatedUser(UserAPIKeyAuth(user_id="alice"))
     diagnostics = MCPAuthDiagnostics()
-    token = request_ctx.set(RequestContext(
-        request_id=1, meta=None, session=MagicMock(), lifespan_context=None,
-        request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
-    ))
+    token = request_ctx.set(
+        RequestContext(
+            request_id=1,
+            meta=None,
+            session=MagicMock(),
+            lifespan_context=None,
+            request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
+        )
+    )
     selected = {
         "stored": AuthorizationCodeConfig(),
         "static": ApiKeyConfig(key_source=SharedKey(value=SecretStr("static-token"))),
@@ -12725,7 +12707,10 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     try:
         auth, remaining = await MCPServerManager()._resolve_v2_auth(
             server=MCPServer(
-                server_id="s", name="s", transport="http", url="https://up.example/mcp",
+                server_id="s",
+                name="s",
+                transport="http",
+                url="https://up.example/mcp",
                 static_headers={"Authorization": "Bearer configured"},
             ),
             spec=ServerSpec(server_id="s", resource="https://up.example/mcp", config=selected),
@@ -12755,17 +12740,28 @@ async def test_debug_reports_legacy_signing_and_non_http_transport(transport: Li
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
     diagnostics = MCPAuthDiagnostics()
-    token = request_ctx.set(RequestContext(
-        request_id=1, meta=None, session=MagicMock(), lifespan_context=None,
-        request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
-    ))
+    token = request_ctx.set(
+        RequestContext(
+            request_id=1,
+            meta=None,
+            session=MagicMock(),
+            lifespan_context=None,
+            request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
+        )
+    )
     try:
         server = MCPServer(
-            server_id="signed", name="signed", transport=transport,
-            url="https://up.example/mcp", auth_type="aws_sigv4",
-            aws_access_key_id="AKIDEXAMPLE", aws_secret_access_key="test-signing-secret",
-            aws_region_name="us-east-1", aws_service_name="execute-api",
-            command="python", args=["-c", "pass"],
+            server_id="signed",
+            name="signed",
+            transport=transport,
+            url="https://up.example/mcp",
+            auth_type="aws_sigv4",
+            aws_access_key_id="AKIDEXAMPLE",
+            aws_secret_access_key="test-signing-secret",
+            aws_region_name="us-east-1",
+            aws_service_name="execute-api",
+            command="python",
+            args=["-c", "pass"],
         )
         client = await MCPServerManager()._create_mcp_client(server)
         if transport == "stdio":
@@ -12784,12 +12780,16 @@ async def test_debug_reports_legacy_signing_and_non_http_transport(transport: Li
 async def test_temporary_server_discovery_reuses_resolved_metadata_without_publishing() -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="temporary-oauth-discovery", name="temporary", url="https://idp.example.com/mcp",
-        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
+        server_id="temporary-oauth-discovery",
+        name="temporary",
+        url="https://idp.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.true_passthrough,
     )
     manager._set_oauth_discovery_deferred(server.server_id, True)
     metadata: Final = MCPOAuthMetadata(
-        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+        authorization_url="https://idp.example.com/authorize",
+        token_url="https://idp.example.com/token",
         registration_url="https://idp.example.com/register",
     )
     with patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery:
@@ -12809,13 +12809,18 @@ async def test_temporary_server_discovery_reuses_resolved_metadata_without_publi
 async def test_repeated_stale_oauth_discovery_is_bounded(auth_type: MCPAuth) -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="repeated-stale", name="stale", url="https://idp.example.com/mcp",
-        transport=MCPTransport.http, auth_type=auth_type, oauth2_flow="authorization_code",
+        server_id="repeated-stale",
+        name="stale",
+        url="https://idp.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        oauth2_flow="authorization_code",
     )
     manager.registry[server.server_id] = server
     manager._set_oauth_discovery_deferred(server.server_id, True)
     metadata: Final = MCPOAuthMetadata(
-        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+        authorization_url="https://idp.example.com/authorize",
+        token_url="https://idp.example.com/token",
     )
     with (
         patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery,
@@ -12835,13 +12840,20 @@ async def test_repeated_stale_oauth_discovery_is_bounded(auth_type: MCPAuth) ->
 async def test_stale_discovery_falls_back_to_resolved_registered_server() -> None:
     manager: Final = MCPServerManager()
     original: Final = MCPServer(
-        server_id="resolved-replacement", name="replacement", url="https://old.example.com/mcp",
-        transport=MCPTransport.http, auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code",
+        server_id="resolved-replacement",
+        name="replacement",
+        url="https://old.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow="authorization_code",
+    )
+    replacement: Final = original.model_copy(
+        update={
+            "url": "https://new.example.com/mcp",
+            "authorization_url": "https://new.example.com/authorize",
+            "token_url": "https://new.example.com/token",
+        }
     )
-    replacement: Final = original.model_copy(update={
-        "url": "https://new.example.com/mcp", "authorization_url": "https://new.example.com/authorize",
-        "token_url": "https://new.example.com/token",
-    })
     manager.registry[original.server_id] = replacement
     assert await manager._rejoin_oauth_metadata_discovery(original, retry_stale=False) is replacement
 
@@ -12849,8 +12861,11 @@ async def test_stale_discovery_falls_back_to_resolved_registered_server() -> Non
 def test_stale_discovery_cannot_overwrite_new_registered_server() -> None:
     manager: Final = MCPServerManager()
     original: Final = MCPServer(
-        server_id="stale-publication", name="publication", url="https://old.example.com/mcp",
-        transport=MCPTransport.http, auth_type=MCPAuth.oauth2,
+        server_id="stale-publication",
+        name="publication",
+        url="https://old.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
     )
     manager._set_oauth_discovery_deferred(original.server_id, True)
     original_slot: Final = manager._oauth_discovery_slot(original.server_id)
@@ -12866,9 +12881,13 @@ def test_stale_discovery_cannot_overwrite_new_registered_server() -> None:
 async def test_temporary_oauth_discovery_expires_without_more_requests() -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="expiring-session", name="temporary", url="https://idp.example.com/mcp",
-        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
-        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+        server_id="expiring-session",
+        name="temporary",
+        url="https://idp.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.true_passthrough,
+        authorization_url="https://idp.example.com/authorize",
+        token_url="https://idp.example.com/token",
     )
     manager._set_oauth_discovery_deferred(server.server_id, True)
     resolved: Final = await manager.ensure_oauth_metadata_discovered(server)
@@ -12969,7 +12988,9 @@ async def test_openapi_health_reports_size_limit_as_unknown_and_caches_failure(r
     result = await manager.health_check_server(server.server_id)
     cached = await manager.health_check_server(server.server_id)
     assert result.status == "unknown"
-    assert result.health_check_error == "OpenAPI specification probe refused: Response exceeds the configured size limit"
+    assert (
+        result.health_check_error == "OpenAPI specification probe refused: Response exceeds the configured size limit"
+    )
     assert cached.health_check_error == result.health_check_error
     assert cached.last_health_check == result.last_health_check
     assert route.call_count == 1
@@ -12981,8 +13002,11 @@ async def test_openapi_health_cancellation_does_not_poison_cache(respx_mock, mon
     monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
     manager = MCPServerManager()
     server = MCPServer(
-        server_id="cancelled-cache", name="cancelled-cache", transport=MCPTransport.http,
-        spec_path="https://93.184.216.34/cancelled-cache.json", auth_type=MCPAuth.none,
+        server_id="cancelled-cache",
+        name="cancelled-cache",
+        transport=MCPTransport.http,
+        spec_path="https://93.184.216.34/cancelled-cache.json",
+        auth_type=MCPAuth.none,
     )
     manager.registry = {server.server_id: server}
     started = asyncio.Event()
@@ -13040,11 +13064,18 @@ class _DiscoveryUpstream:
             return httpx.Response(202)
         self.requests = (*self.requests, (payload.method, request.headers.get("authorization", "")))
         if payload.method == "initialize":
-            return httpx.Response(200, json={
-                "jsonrpc": "2.0", "id": payload.id,
-                "result": {"protocolVersion": "2025-03-26", "serverInfo": {"name": "discovery", "version": "1"},
-                           "capabilities": {} if self.outcome == "unsupported" else {"prompts": {}, "resources": {}}},
-            })
+            return httpx.Response(
+                200,
+                json={
+                    "jsonrpc": "2.0",
+                    "id": payload.id,
+                    "result": {
+                        "protocolVersion": "2025-03-26",
+                        "serverInfo": {"name": "discovery", "version": "1"},
+                        "capabilities": {} if self.outcome == "unsupported" else {"prompts": {}, "resources": {}},
+                    },
+                },
+            )
         self.entered.set()
         await self.release.wait()
         if self.outcome == "failure":
@@ -13052,12 +13083,15 @@ class _DiscoveryUpstream:
         if self.outcome == "cancelled":
             raise asyncio.CancelledError()
         if self.outcome == "rejected":
-            return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id,
-                                           "error": {"code": -32601, "message": "Unsupported"}})
+            return httpx.Response(
+                200, json={"jsonrpc": "2.0", "id": payload.id, "error": {"code": -32601, "message": "Unsupported"}}
+            )
         result: Final = {
             "prompts/list": {"prompts": [{"name": "example", "description": "original"}]},
             "resources/list": {"resources": [{"name": "example", "uri": "test://example", "description": "original"}]},
-            "resources/templates/list": {"resourceTemplates": [{"name": "example", "uriTemplate": "test://{name}", "description": "original"}]},
+            "resources/templates/list": {
+                "resourceTemplates": [{"name": "example", "uriTemplate": "test://{name}", "description": "original"}]
+            },
             "tools/list": {"tools": []},
         }[payload.method]
         return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id, "result": result})
@@ -13068,7 +13102,9 @@ class _DiscoveryUpstream:
 
 
 def _discovery_server() -> MCPServer:
-    return MCPServer(server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http)
+    return MCPServer(
+        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http
+    )
 
 
 @pytest.mark.asyncio
@@ -13079,8 +13115,11 @@ async def test_discovery_cache_reuses_raw_results_and_expires(kind: str) -> None
     clock: Final = _DiscoveryClock()
     manager: Final = MCPServerManager(discovery_clock=clock)
     upstream: Final = _DiscoveryUpstream()
-    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
-                       "templates": manager.get_resource_templates_from_server}[kind]
+    operation: Final = {
+        "prompts": manager.get_prompts_from_server,
+        "resources": manager.get_resources_from_server,
+        "templates": manager.get_resource_templates_from_server,
+    }[kind]
     server: Final = _discovery_server()
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
@@ -13109,8 +13148,11 @@ async def test_discovery_cache_empty_results_and_failures(kind: str, outcome: st
     manager: Final = MCPServerManager()
     upstream: Final = _DiscoveryUpstream()
     upstream.outcome = outcome
-    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
-                       "templates": manager.get_resource_templates_from_server}[kind]
+    operation: Final = {
+        "prompts": manager.get_prompts_from_server,
+        "resources": manager.get_resources_from_server,
+        "templates": manager.get_resource_templates_from_server,
+    }[kind]
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
         assert await operation(_discovery_server(), None) == []
@@ -13137,9 +13179,20 @@ async def test_discovery_cache_isolates_forwarded_credentials_and_shares_static_
             assert len(await manager.get_prompts_from_server(server, user)) == 1
         assert upstream.initializes == 1
         for credential in ("first-secret", "second-secret", "first-secret"):
-            assert len(await manager.get_prompts_from_server(server, first_user, extra_headers={"Authorization": credential})) == 1
+            assert (
+                len(
+                    await manager.get_prompts_from_server(
+                        server, first_user, extra_headers={"Authorization": credential}
+                    )
+                )
+                == 1
+            )
         assert upstream.initializes == 3
-        assert {auth for method, auth in upstream.requests if method == "prompts/list"} == {"", "first-secret", "second-secret"}
+        assert {auth for method, auth in upstream.requests if method == "prompts/list"} == {
+            "",
+            "first-secret",
+            "second-secret",
+        }
 
 
 @pytest.mark.asyncio
@@ -13151,7 +13204,9 @@ async def test_discovery_cache_coalesces_and_survives_waiter_cancellation() -> N
     upstream.release.clear()
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
-        tasks: Final = tuple(asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None)) for _ in range(10))
+        tasks: Final = tuple(
+            asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None)) for _ in range(10)
+        )
         await asyncio.wait_for(upstream.entered.wait(), timeout=5)
         tasks[0].cancel()
         with pytest.raises(asyncio.CancelledError):
@@ -13200,7 +13255,9 @@ async def test_discovery_cache_can_be_disabled(monkeypatch: pytest.MonkeyPatch)
         assert upstream.initializes == 2
 
 
-@pytest.mark.parametrize("value,expected", (("invalid", 60.0), ("nan", 60.0), ("inf", 60.0), ("-1", 60.0), ("12.5", 12.5)))
+@pytest.mark.parametrize(
+    "value,expected", (("invalid", 60.0), ("nan", 60.0), ("inf", 60.0), ("-1", 60.0), ("12.5", 12.5))
+)
 def test_discovery_cache_ttl_validation(value: str, expected: float, monkeypatch: pytest.MonkeyPatch) -> None:
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import _mcp_discovery_cache_ttl
 
@@ -13318,9 +13375,15 @@ async def test_discovery_cache_tracks_resolved_credentials_across_workers() -> N
     source: Final = CredentialSource()
     managers: Final = (MCPServerManager(cred_provider=source), MCPServerManager(cred_provider=source))
     server: Final = MCPServer(
-        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
-        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
+        server_id="discovery",
+        name="discovery",
+        url="https://discovery.example/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow="authorization_code",
+        client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize",
+        token_url="https://discovery.example/token",
     )
     user: Final = UserAPIKeyAuth(user_id="same-user", api_key="same-key")
     upstream: Final = _DiscoveryUpstream()
@@ -13339,11 +13402,15 @@ async def test_discovery_cache_tracks_resolved_credentials_across_workers() -> N
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=respond)
         for manager in managers:
-            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-a"]
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == [
+                "discovery-account-a"
+            ]
         assert upstream.initializes == 2
         source.token = "token-b"
         for manager in managers:
-            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-b"]
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == [
+                "discovery-account-b"
+            ]
         assert upstream.initializes == 4
         source.token = None
         for manager in managers:
@@ -13370,9 +13437,15 @@ async def test_discovery_resolves_stored_oauth_for_the_requesting_user() -> None
     store: Final = TokenStore()
     manager: Final = MCPServerManager(per_user_oauth_token_store=store)
     server: Final = MCPServer(
-        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
-        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
+        server_id="discovery",
+        name="discovery",
+        url="https://discovery.example/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow="authorization_code",
+        client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize",
+        token_url="https://discovery.example/token",
     )
     user: Final = UserAPIKeyAuth(user_id="requesting-user")
     upstream: Final = _DiscoveryUpstream()
diff --git a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
index fad137af66b..61e11e72859 100644
--- a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
+++ b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
@@ -19,6 +19,7 @@ from litellm.proxy.hooks.proxy_track_cost_callback import (
     run_spend_event,
 )
 from litellm.proxy.route_llm_request import ProxyModelNotFoundError
+from litellm.proxy.utils import ProxyUpdateSpend
 from litellm.proxy.spend_tracking.spend_event import SpendEventDecodeError, build_spend_event, decode_spend_event
 from litellm.proxy.spend_tracking.spend_event_producer import SpendEventProducer, UnixAddress
 from litellm.proxy.spend_tracking.spend_tracking_utils import get_logging_payload
@@ -1885,9 +1886,15 @@ async def test_track_cost_callback_keeps_guardrail_cost_on_cache_hit():
     }
 
     with (
-        patch("litellm.proxy.proxy_server.increment_spend_counters", new_callable=AsyncMock) as mock_increment,  # test-quality-ok: the callback imports this from proxy_server inside its body, so there is no injection seam
-        patch("litellm.proxy.proxy_server.update_cache", new_callable=AsyncMock),  # test-quality-ok: same function-body import, no injection seam
-        patch("litellm.proxy.proxy_server.proxy_logging_obj") as mock_proxy_logging,  # test-quality-ok: same function-body import, no injection seam
+        patch(  # test-quality-ok: the callback imports this from proxy_server inside its body, so there is no injection seam
+            "litellm.proxy.proxy_server.increment_spend_counters", new_callable=AsyncMock
+        ) as mock_increment,
+        patch(  # test-quality-ok: same function-body import, no injection seam
+            "litellm.proxy.proxy_server.update_cache", new_callable=AsyncMock
+        ),
+        patch(  # test-quality-ok: same function-body import, no injection seam
+            "litellm.proxy.proxy_server.proxy_logging_obj"
+        ) as mock_proxy_logging,
     ):
         mock_proxy_logging.db_spend_update_writer.update_database = AsyncMock()
         mock_proxy_logging.slack_alerting_instance.customer_spend_alert = AsyncMock()
@@ -1912,14 +1919,15 @@ async def test_track_cost_callback_keeps_guardrail_cost_on_cache_hit():
         ("allm_passthrough_route", True),
         ("aretrieve_batch", True),
         ("acompletion", False),
-        ("call_mcp_tool", False),
+        ("call_mcp_tool", True),
         (None, False),
     ],
 )
 def test_should_track_cost_callback_pass_through_without_owner(call_type, expected):
     """Regression for LIT-3782: unauthenticated pass-through requests (auth=false)
     carry no key/user/team/end-user, yet must still be tracked so they land in
-    LiteLLM_SpendLogs. Other call types with no owner stay untracked.
+    LiteLLM_SpendLogs. Explicit MCP passthrough calls require the same handling.
+    Other call types with no owner stay untracked.
 
     aretrieve_batch is included for the same reason: CheckBatchCost's synthetic
     logging_obj for a completed managed batch only ever carries
@@ -1939,10 +1947,26 @@ def test_should_track_cost_callback_pass_through_without_owner(call_type, expect
     )
 
 
+def test_should_track_cost_callback_respects_disabled_spend_updates(monkeypatch):
+    monkeypatch.setattr(ProxyUpdateSpend, "disable_spend_updates", staticmethod(lambda: True))
+
+    assert (
+        _should_track_cost_callback(
+            user_api_key="key",
+            user_id="user",
+            team_id="team",
+            end_user_id="end-user",
+            call_type="call_mcp_tool",
+        )
+        is False
+    )
+
+
 @pytest.mark.parametrize(
     "call_type, expect_spend_log",
     [
         ("pass_through_endpoint", True),
+        ("call_mcp_tool", True),
         ("aretrieve_batch", True),
         ("acompletion", False),
         (None, False),
@@ -1953,8 +1977,8 @@ async def test_track_cost_callback_logs_unauthenticated_pass_through_request(cal
     """Regression for LIT-3782: a pass-through request with auth=false reaches the
     cost callback with no key/user/team/end-user. Before the fix the spend-log
     write was skipped and the request never appeared in request/usage logs. It
-    must now be written for pass-through call types while other unauthenticated
-    calls remain skipped.
+    must now be written for pass-through and MCP tool call types while other
+    unauthenticated calls remain skipped.
 
     aretrieve_batch is included because CheckBatchCost's completed-batch cost
     event reaches this same callback with no attributable key/user/team when

From e2d888bb914915e4b84285065a132500dd94ad2d Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 16:48:20 -0700
Subject: [PATCH 05/22] docs: add MCP auth fix evidence

---
 .../lit6970_mcp_delegated_auth_after.png       | Bin 0 -> 213376 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 .github/screenshots/lit6970_mcp_delegated_auth_after.png

diff --git a/.github/screenshots/lit6970_mcp_delegated_auth_after.png b/.github/screenshots/lit6970_mcp_delegated_auth_after.png
new file mode 100644
index 0000000000000000000000000000000000000000..3638b7a9291958a301638b384f0f0bb1e0fa0a59
GIT binary patch
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z)OWVGt`I~eU=ssgJH87O6NzBiTJKLa+zo=m0pnvFoESUR6z#B^*Yv*eI6-l?wwMJW
z>=Qz}vFbh3?$V1byfb7Sbh#iuhIF)rZF_PZTs&lQvtL`_h$!vWX%=y*;w{&%J<+s{
zdONppv`U}JaFS9bGr+C*xq+<s{dnbI=&?$!8}rp@UUUj*v$nUEr;AuzQ~@#`c&>=o
z`25uPw|}U|2Rzp=`;gxsLFCfgQ+@O2MkPlp_msTs$N`6(Zeu<z-$9I(of3BY%W!kv
z!M$oWrXbKWHZpo4DfsBjva8&aCgkgxd_Gb+a-DW(z2Eom?`<JZp45HQXu30vMJd||
z=$evbbW$=QA>p;QH0zf~!D;sC+j9%=l@C%%R7tv9F+^3jm5oD7vuJmzDd%oK$!Ba^
z6_EtQu$$e0jz=;kMyhkFOZjd7$hqqa;j?>GVXoZ09Lryi>^`iRQyrY3&ba+sIJlxG
u|Hsu7%-n$4xVZ^dJM{+xM7j-b5#Tn%E}x0`pV{AzSz1C~yioL=-~R#!es(MX

literal 0
HcmV?d00001


From defead0eab693bf3c30b7cf7af880d804a3d5d10 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 16:48:46 -0700
Subject: [PATCH 06/22] fix(logging): keep tracebacks for callback-raised
 timeouts and flush the summary on stop

---
 litellm/litellm_core_utils/logging_worker.py  | 32 ++++--
 .../litellm_core_utils/test_logging_worker.py | 99 +++++++++++++++++++
 2 files changed, 124 insertions(+), 7 deletions(-)

diff --git a/litellm/litellm_core_utils/logging_worker.py b/litellm/litellm_core_utils/logging_worker.py
index b57464b5407..8408942be63 100644
--- a/litellm/litellm_core_utils/logging_worker.py
+++ b/litellm/litellm_core_utils/logging_worker.py
@@ -147,6 +147,10 @@ class LoggingWorker:
             self._sem = None
             self._worker_task = None
             self._running_tasks.clear()
+            # The summary task is bound to the old loop; drop it and its pending burst so
+            # timeouts on the new loop arm a fresh summary instead of a stale, stuck one.
+            self._timeout_summary_task = None
+            self._timeout_burst_count = 0
             self._queue = new_queue
             self._bound_loop = current_loop
             return
@@ -167,14 +171,17 @@ class LoggingWorker:
         """Runs the logging task and handles cleanup. Releases semaphore when done."""
         try:
             if self._queue is not None:
+                # Run the coroutine in its original context
+                callback_task: Final = task["context"].run(asyncio.create_task, task["coroutine"])
                 try:
-                    # Run the coroutine in its original context
-                    await asyncio.wait_for(
-                        task["context"].run(asyncio.create_task, task["coroutine"]),
-                        timeout=self.timeout,
-                    )
-                except asyncio.TimeoutError:
-                    self._record_callback_timeout(task["coroutine"])
+                    await asyncio.wait_for(callback_task, timeout=self.timeout)
+                except asyncio.TimeoutError as e:
+                    # wait_for cancels the callback when our own deadline expires; a callback that
+                    # raised TimeoutError itself did not hit our deadline, so keep its traceback.
+                    if callback_task.cancelled():
+                        self._record_callback_timeout(task["coroutine"])
+                    else:
+                        verbose_logger.exception("LoggingWorker error: %s", e)
                 except Exception as e:
                     verbose_logger.exception("LoggingWorker error: %s", e)
                 finally:
@@ -197,6 +204,10 @@ class LoggingWorker:
     async def _flush_timeout_summary(self) -> None:
         """After the burst settles, log one bounded summary covering every timeout in it."""
         await asyncio.sleep(self.timeout_summary_window)
+        self._emit_timeout_summary()
+
+    def _emit_timeout_summary(self) -> None:
+        """Log one bounded summary for the current burst and reset the burst counter."""
         burst_count: Final = self._timeout_burst_count
         self._timeout_burst_count = 0
         if burst_count <= 0:
@@ -444,6 +455,13 @@ class LoggingWorker:
 
     async def stop(self) -> None:
         """Stop the logging worker and clean up resources."""
+        if self._timeout_summary_task is not None:
+            # Cancel the debounced sleeper and emit any pending burst now, so a summary
+            # armed just before shutdown is not lost when the loop tears down.
+            self._timeout_summary_task.cancel()
+            self._timeout_summary_task = None
+        self._emit_timeout_summary()
+
         if self._worker_task is None and not self._running_tasks:
             # No worker launched and no in-flight tasks to drain.
             return
diff --git a/tests/test_litellm/litellm_core_utils/test_logging_worker.py b/tests/test_litellm/litellm_core_utils/test_logging_worker.py
index 24a5f247b30..1553e788472 100644
--- a/tests/test_litellm/litellm_core_utils/test_logging_worker.py
+++ b/tests/test_litellm/litellm_core_utils/test_logging_worker.py
@@ -597,3 +597,102 @@ class TestLoggingWorker:
         assert errors[0].exc_info is not None, "the traceback must be preserved"
         assert warnings == [], "a single real error is not a timeout summary"
         assert worker._timeout_summary_task is None
+
+    @pytest.mark.asyncio
+    async def test_callback_raised_timeout_keeps_traceback(self):
+        """A callback that raises TimeoutError on its own did not hit the worker's deadline,
+        so it is a real failure and must keep its traceback rather than being folded into the
+        bounded burst summary.
+        """
+        worker = LoggingWorker(timeout=5.0, max_queue_size=10, timeout_summary_window=1.0)
+
+        async def raises_own_timeout() -> None:
+            raise asyncio.TimeoutError("callback's own downstream timeout")
+
+        logger = logging.getLogger("LiteLLM")
+        collector = _RecordCollector()
+        previous_level = logger.level
+        logger.addHandler(collector)
+        logger.setLevel(logging.DEBUG)
+        try:
+            worker.start()
+            worker.enqueue(raises_own_timeout())
+
+            await worker.flush()
+            await worker.stop()
+        finally:
+            logger.removeHandler(collector)
+            logger.setLevel(previous_level)
+
+        errors = [r for r in collector.records if r.levelno >= logging.ERROR]
+        warnings = [r for r in collector.records if r.levelno == logging.WARNING]
+        assert len(errors) == 1, "a callback-raised TimeoutError must still be logged once"
+        assert errors[0].exc_info is not None, "the traceback must be preserved"
+        assert warnings == [], "a callback-raised TimeoutError is not a worker-deadline timeout"
+        assert worker._timeout_summary_task is None
+
+    @pytest.mark.asyncio
+    async def test_stop_flushes_pending_timeout_summary(self):
+        """A burst still inside its summary window when the worker stops must still emit its one
+        summary, instead of losing it when the event loop tears down.
+        """
+        worker = LoggingWorker(
+            timeout=0.05,
+            max_queue_size=10,
+            concurrency=10,
+            timeout_summary_window=30.0,
+        )
+
+        async def slow_callback() -> None:
+            await asyncio.sleep(10)
+
+        logger = logging.getLogger("LiteLLM")
+        collector = _RecordCollector()
+        previous_level = logger.level
+        logger.addHandler(collector)
+        logger.setLevel(logging.DEBUG)
+        try:
+            worker.start()
+            for _ in range(3):
+                worker.enqueue(slow_callback())
+
+            await worker.flush()
+            assert worker._timeout_summary_task is not None
+            assert not worker._timeout_summary_task.done(), "precondition: the summary window has not elapsed"
+            await worker.stop()
+        finally:
+            logger.removeHandler(collector)
+            logger.setLevel(previous_level)
+
+        warnings = [r for r in collector.records if r.levelno == logging.WARNING]
+        assert len(warnings) == 1, "stop must flush the pending summary exactly once"
+        assert "3 callback(s) timed out" in warnings[0].getMessage()
+        assert worker._timeout_summary_task is None
+
+    def test_loop_change_resets_timeout_summary_state(self):
+        """On an event-loop change the summary task is bound to the dead loop; it and the pending
+        burst count must reset so timeouts on the new loop arm a fresh summary rather than a stale,
+        stuck one that silently drops later summaries.
+        """
+        worker = LoggingWorker(timeout=1.0, max_queue_size=10, timeout_summary_window=30.0)
+
+        async def timed_out_callback() -> None:
+            await asyncio.sleep(10)
+
+        async def arm_on_first_loop() -> None:
+            worker._ensure_queue()
+            coro = timed_out_callback()
+            worker._record_callback_timeout(coro)
+            coro.close()
+            assert worker._timeout_summary_task is not None
+            assert worker._timeout_burst_count == 1
+
+        asyncio.run(arm_on_first_loop())
+        assert worker._timeout_summary_task is not None
+
+        async def rebind_on_second_loop() -> None:
+            worker._ensure_queue()
+            assert worker._timeout_summary_task is None, "stale summary task must drop on loop change"
+            assert worker._timeout_burst_count == 0, "stale burst count must reset on loop change"
+
+        asyncio.run(rebind_on_second_loop())

From 97b964dd9a5712ff0b01ce3c2f73c2a94a137447 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 17:00:21 -0700
Subject: [PATCH 07/22] fix(mcp): prevent delegated admission key forwarding

---
 .../mcp_server/mcp_server_manager.py          |  9 ++-
 .../mcp_server/test_mcp_server.py             | 57 +++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     | 43 ++++++++++++++
 3 files changed, 106 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 24e3bc6efc4..d186b4178b4 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1055,7 +1055,7 @@ def _should_strip_caller_authorization(
       pass-through cold-start case (RFC 9728) the bearer in
       ``Authorization`` is the upstream OAuth token and must be
       forwarded, so we keep it.
-    - **oauth_delegate servers**: admission always runs and there is no
+    - **Delegated OAuth servers**: admission always runs and there is no
       anonymous path, so the caller's separate ``Authorization`` is
       forwarded only when a distinct ``x-litellm-api-key`` carried
       admission. Without that header the ``Authorization`` *was* the
@@ -1075,11 +1075,14 @@ def _should_strip_caller_authorization(
         # upstream — it would override another user's stored credential. Delegate and
         # pass-through return None from to_server_spec and keep forwarding the bearer.
         return True
-    if not (mcp_server.is_oauth_passthrough or mcp_server.is_oauth_delegate):
+    is_delegated_oauth: Final = mcp_server.is_oauth_delegate or (
+        mcp_server.auth_type == MCPAuth.oauth2 and mcp_server.delegate_auth_to_upstream
+    )
+    if not (mcp_server.is_oauth_passthrough or is_delegated_oauth):
         return False
 
     has_explicit_litellm_admission_header: Final = _has_explicit_litellm_admission_header(raw_headers)
-    if mcp_server.is_oauth_delegate:
+    if is_delegated_oauth:
         return not has_explicit_litellm_admission_header
     return _authorization_is_litellm_admission_credential(raw_headers, user_api_key_auth) or (
         user_api_key_auth is None and not has_explicit_litellm_admission_header
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 38cfbd20df4..7dbf49788a0 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
@@ -521,6 +521,63 @@ def test_prepare_mcp_server_headers_oauth2_interactive_drops_caller_authorizatio
     assert extra_headers is None
 
 
+def test_prepare_mcp_server_headers_legacy_delegate_strips_admission_authorization():
+    from litellm.proxy._experimental.mcp_server.server import (
+        _prepare_mcp_server_headers,
+    )
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    server = MCPServer(
+        server_id="legacy-delegate-admission",
+        name="legacy-delegate",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        delegate_auth_to_upstream=True,
+    )
+
+    server_auth_header, extra_headers = _prepare_mcp_server_headers(
+        server=server,
+        mcp_server_auth_headers=None,
+        mcp_auth_header=None,
+        oauth2_headers={"Authorization": "Bearer sk-litellm-key"},
+        raw_headers={"authorization": "Bearer sk-litellm-key"},
+        user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+    )
+
+    assert server_auth_header is None
+    assert extra_headers is None
+
+
+def test_prepare_mcp_server_headers_legacy_delegate_preserves_separate_upstream_authorization():
+    from litellm.proxy._experimental.mcp_server.server import (
+        _prepare_mcp_server_headers,
+    )
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    server = MCPServer(
+        server_id="legacy-delegate-dual-credential",
+        name="legacy-delegate",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        delegate_auth_to_upstream=True,
+    )
+
+    server_auth_header, extra_headers = _prepare_mcp_server_headers(
+        server=server,
+        mcp_server_auth_headers=None,
+        mcp_auth_header=None,
+        oauth2_headers={"Authorization": "Bearer upstream-token"},
+        raw_headers={
+            "x-litellm-api-key": "Bearer sk-litellm-key",
+            "authorization": "Bearer upstream-token",
+        },
+        user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+    )
+
+    assert server_auth_header is None
+    assert extra_headers == {"Authorization": "Bearer upstream-token"}
+
+
 def test_prepare_mcp_server_headers_m2m_skips_authorization_from_raw_extra_headers():
     """M2M must not merge caller Authorization from raw_headers when extra_headers lists it."""
     try:
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 b4f1aeeef10..dc4d7721190 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
@@ -3390,6 +3390,49 @@ class TestMCPServerManager:
         )
         assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
 
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_legacy_delegate_never_forwards_admission_key(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-legacy-delegate-leak",
+            name="legacy-delegate",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer sk-litellm-key"},
+            raw_headers={"authorization": "Bearer sk-litellm-key"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        )
+        assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_legacy_delegate_forwards_separate_authorization(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-legacy-delegate-dual-credential",
+            name="legacy-delegate",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer upstream-token"},
+            raw_headers={
+                "x-litellm-api-key": "Bearer sk-litellm-key",
+                "authorization": "Bearer upstream-token",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        )
+        assert extra_headers == {"Authorization": "Bearer upstream-token"}
+
     def test_should_strip_caller_authorization_new_modes(self):
         from litellm.proxy._types import UserAPIKeyAuth
 

From c69f2fe7def76bd99d49943e0d588247b527c2f5 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 17:03:40 -0700
Subject: [PATCH 08/22] style(logging): drop explanatory comments per repo
 no-comments policy

---
 litellm/litellm_core_utils/logging_worker.py | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/litellm/litellm_core_utils/logging_worker.py b/litellm/litellm_core_utils/logging_worker.py
index 8408942be63..5ccc5632646 100644
--- a/litellm/litellm_core_utils/logging_worker.py
+++ b/litellm/litellm_core_utils/logging_worker.py
@@ -147,8 +147,6 @@ class LoggingWorker:
             self._sem = None
             self._worker_task = None
             self._running_tasks.clear()
-            # The summary task is bound to the old loop; drop it and its pending burst so
-            # timeouts on the new loop arm a fresh summary instead of a stale, stuck one.
             self._timeout_summary_task = None
             self._timeout_burst_count = 0
             self._queue = new_queue
@@ -176,8 +174,6 @@ class LoggingWorker:
                 try:
                     await asyncio.wait_for(callback_task, timeout=self.timeout)
                 except asyncio.TimeoutError as e:
-                    # wait_for cancels the callback when our own deadline expires; a callback that
-                    # raised TimeoutError itself did not hit our deadline, so keep its traceback.
                     if callback_task.cancelled():
                         self._record_callback_timeout(task["coroutine"])
                     else:
@@ -456,8 +452,6 @@ class LoggingWorker:
     async def stop(self) -> None:
         """Stop the logging worker and clean up resources."""
         if self._timeout_summary_task is not None:
-            # Cancel the debounced sleeper and emit any pending burst now, so a summary
-            # armed just before shutdown is not lost when the loop tears down.
             self._timeout_summary_task.cancel()
             self._timeout_summary_task = None
         self._emit_timeout_summary()

From 364e466210a92cae9f60acf605a7257698b5f9d3 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 17:18:54 -0700
Subject: [PATCH 09/22] fix(mcp): strip duplicate delegated credentials

---
 .../mcp_server/mcp_server_manager.py          | 14 ++++-----
 .../mcp_server/test_mcp_server.py             | 30 +++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     | 23 ++++++++++++++
 3 files changed, 59 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index d186b4178b4..fb0c623473a 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1083,7 +1083,9 @@ def _should_strip_caller_authorization(
 
     has_explicit_litellm_admission_header: Final = _has_explicit_litellm_admission_header(raw_headers)
     if is_delegated_oauth:
-        return not has_explicit_litellm_admission_header
+        return not has_explicit_litellm_admission_header or _authorization_is_litellm_admission_credential(
+            raw_headers, user_api_key_auth
+        )
     return _authorization_is_litellm_admission_credential(raw_headers, user_api_key_auth) or (
         user_api_key_auth is None and not has_explicit_litellm_admission_header
     )
@@ -1110,15 +1112,11 @@ def _authorization_is_litellm_admission_credential(
     That is the case when no usable ``x-litellm-api-key`` was sent, or when the client repeated the
     same key in both headers.
     """
-    if user_api_key_auth is None or not user_api_key_auth.api_key:
-        return False
     admission_header: Final = _raw_header_value(raw_headers, "x-litellm-api-key")
-    if not admission_header:
-        return True
     authorization: Final = _raw_header_value(raw_headers, "authorization")
-    return authorization is not None and strip_auth_scheme(authorization, "Bearer") == strip_auth_scheme(
-        admission_header, "Bearer"
-    )
+    if admission_header and authorization:
+        return strip_auth_scheme(authorization, "Bearer") == strip_auth_scheme(admission_header, "Bearer")
+    return bool(user_api_key_auth and user_api_key_auth.api_key and not admission_header)
 
 
 def _format_byok_openapi_auth_header(mcp_server: MCPServer, mcp_auth_header: str) -> str:
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 7dbf49788a0..f5e4a420496 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
@@ -578,6 +578,36 @@ def test_prepare_mcp_server_headers_legacy_delegate_preserves_separate_upstream_
     assert extra_headers == {"Authorization": "Bearer upstream-token"}
 
 
+def test_prepare_mcp_server_headers_legacy_delegate_strips_repeated_admission_key():
+    from litellm.proxy._experimental.mcp_server.server import (
+        _prepare_mcp_server_headers,
+    )
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    server = MCPServer(
+        server_id="legacy-delegate-repeated-key",
+        name="legacy-delegate",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        delegate_auth_to_upstream=True,
+    )
+
+    server_auth_header, extra_headers = _prepare_mcp_server_headers(
+        server=server,
+        mcp_server_auth_headers=None,
+        mcp_auth_header=None,
+        oauth2_headers={"Authorization": "Bearer sk-litellm-key"},
+        raw_headers={
+            "x-litellm-api-key": "Bearer sk-litellm-key",
+            "authorization": "Bearer sk-litellm-key",
+        },
+        user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+    )
+
+    assert server_auth_header is None
+    assert extra_headers is None
+
+
 def test_prepare_mcp_server_headers_m2m_skips_authorization_from_raw_extra_headers():
     """M2M must not merge caller Authorization from raw_headers when extra_headers lists it."""
     try:
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 dc4d7721190..3ccb388116b 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
@@ -3433,6 +3433,29 @@ class TestMCPServerManager:
         )
         assert extra_headers == {"Authorization": "Bearer upstream-token"}
 
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_legacy_delegate_strips_repeated_admission_key(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-legacy-delegate-repeated-key",
+            name="legacy-delegate",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer sk-litellm-key"},
+            raw_headers={
+                "x-litellm-api-key": "Bearer sk-litellm-key",
+                "authorization": "Bearer sk-litellm-key",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        )
+        assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
     def test_should_strip_caller_authorization_new_modes(self):
         from litellm.proxy._types import UserAPIKeyAuth
 

From f33bac8080fc1362953352edee1d2ac4a80b37b1 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 17:29:26 -0700
Subject: [PATCH 10/22] test(mcp): model delegated hook credentials

---
 .../_experimental/mcp_server/test_mcp_hook_extra_headers.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
index 67948375403..28faf375ab8 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
@@ -597,7 +597,11 @@ class TestHookHeaderMergePriority:
                             "Authorization": "Bearer oauth2-token",
                             "X-OAuth": "yes",
                         },
-                        raw_headers=None,
+                        raw_headers={
+                            "x-litellm-api-key": "Bearer sk-litellm-key",
+                            "authorization": "Bearer oauth2-token",
+                        },
+                        user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
                         proxy_logging_obj=None,
                         hook_extra_headers={
                             "Authorization": "Bearer hook-jwt",

From 1d5ed799314ee8aa28d4c92d7fe749f3379800b7 Mon Sep 17 00:00:00 2001
From: Joshua Garnett <josh.garnett@gmail.com>
Date: Sun, 9 Aug 2026 13:49:23 -0400
Subject: [PATCH 11/22] fix(responses): translate the reasoning object into a
 chat-completion reasoning effort

The Responses API takes reasoning as an object, {effort, summary}. Chat
Completions takes reasoning_effort as a string enum and has no equivalent of
summary, but the completion bridge forwarded the whole object whenever summary
was set, which agentic clients set on every request.

Bedrock Converse guards its mapping with isinstance(value, str) and has no else
branch, so the object fell through, thinking was never enabled, and the caller
was billed for a non-thinking turn with nothing in the response to explain it.

The object is still forwarded for the one caller that can consume it: a model
whose cost-map mode is responses, which litellm.completion bridges back onto the
Responses API and reassembles {effort, summary} there. That decision is delegated
to responses_api_bridge_check, the same check litellm.completion runs, rather
than a second copy of the rule that could drift from it. An object carrying no
effort now yields no reasoning_effort at all.
---
 .../transformation.py                         |  87 ++++++++++++---
 .../test_litellm_completion_responses.py      | 102 ++++++++++++++++++
 2 files changed, 172 insertions(+), 17 deletions(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index cc594f167c7..bd4108a0d27 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -309,6 +309,67 @@ class LiteLLMCompletionResponsesConfig:
         )
         return supported_params is not None and "web_search_options" not in supported_params
 
+    @staticmethod
+    def _completion_bridges_back_to_responses_api(
+        model: str,
+        custom_llm_provider: str | None,
+        tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None,
+        web_search_options: OpenAIWebSearchOptions | None,
+        reasoning_param: Reasoning,
+    ) -> bool:
+        """
+        Whether ``litellm.completion`` will route this model back onto the Responses API.
+
+        Delegates to the same check ``litellm.completion`` itself runs, so the two cannot
+        disagree about which models take the Responses-shaped params.
+        """
+        from litellm.main import responses_api_bridge_check
+
+        try:
+            model_info, _ = responses_api_bridge_check(
+                model=model,
+                custom_llm_provider=custom_llm_provider or "",
+                web_search_options=web_search_options,
+                tools=tools,
+                reasoning_effort=reasoning_param,
+                reasoning_summary=reasoning_param.get("summary"),
+            )
+        except Exception as e:  # noqa: BLE001  # a capability probe must never fail the request it probes for
+            verbose_logger.debug(f"responses bridge: reasoning effort mode check failed: {e}")
+            return False
+        return model_info.get("mode") == "responses"
+
+    @staticmethod
+    def _transform_reasoning_to_reasoning_effort(
+        reasoning_param: Reasoning | str | None,
+        model: str,
+        custom_llm_provider: str | None,
+        tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None = None,
+        web_search_options: OpenAIWebSearchOptions | None = None,
+    ) -> Reasoning | str | None:
+        """
+        Map the Responses ``reasoning`` param onto Chat Completions ``reasoning_effort``.
+
+        Chat Completions defines ``reasoning_effort`` as a string enum, and ``summary`` is a
+        Responses-only field with no Chat Completions equivalent. Sending the whole object to a
+        chat provider is rejected or silently discarded, which turns reasoning off. The object is
+        kept only when ``litellm.completion`` will bridge this model back onto the Responses API,
+        the one caller that can consume it.
+        """
+        if not reasoning_param:
+            return None
+        if isinstance(reasoning_param, str):
+            return reasoning_param
+        if LiteLLMCompletionResponsesConfig._completion_bridges_back_to_responses_api(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            tools=tools,
+            web_search_options=web_search_options,
+            reasoning_param=reasoning_param,
+        ):
+            return reasoning_param
+        return reasoning_param.get("effort")
+
     @staticmethod
     def transform_responses_api_request_to_chat_completion_request(
         model: str,
@@ -339,23 +400,15 @@ class LiteLLMCompletionResponsesConfig:
         if text_param:
             response_format = LiteLLMCompletionResponsesConfig._transform_text_format_to_response_format(text_param)
 
-        # Extract reasoning_effort from reasoning parameter
-        reasoning_effort: Reasoning | str | None = None
-        reasoning_param: Final = responses_api_request.get("reasoning")
-        if reasoning_param:
-            if isinstance(reasoning_param, dict):
-                # reasoning can be {"effort": "low|medium|high", "summary": "detailed"}
-                # Keep the full dict when summary is set so the responses API bridge can
-                # forward it; otherwise use the effort string for chat completion (e.g. Gemini).
-                if "summary" in reasoning_param:
-                    reasoning_effort = reasoning_param
-                elif "effort" in reasoning_param:
-                    reasoning_effort = reasoning_param.get("effort")
-                else:
-                    reasoning_effort = reasoning_param
-            elif isinstance(reasoning_param, str):
-                # reasoning could be a string directly
-                reasoning_effort = reasoning_param
+        reasoning_effort: Final[Reasoning | str | None] = (
+            LiteLLMCompletionResponsesConfig._transform_reasoning_to_reasoning_effort(
+                reasoning_param=responses_api_request.get("reasoning"),
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                tools=tools,
+                web_search_options=web_search_options,
+            )
+        )
 
         litellm_completion_request: dict = {
             "messages": LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
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 342ec4435a7..8e76ee315b7 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
@@ -2527,6 +2527,108 @@ class TestToolTransformation:
             "type": "object",
         }
 
+    @pytest.mark.parametrize(
+        "model, custom_llm_provider",
+        [
+            ("bedrock/converse/global.anthropic.claude-sonnet-5", "bedrock_converse"),
+            ("anthropic.claude-sonnet-4-5-20250929-v1:0", "bedrock"),
+            ("claude-sonnet-5", "vertex_ai"),
+            ("gemini-3.1-pro-preview", "vertex_ai"),
+            ("moonshotai.kimi-k2-thinking", "bedrock_mantle"),
+        ],
+    )
+    def test_reasoning_summary_still_yields_a_string_reasoning_effort(self, model, custom_llm_provider):
+        """
+        A Responses request carrying ``reasoning.summary`` must still reach a chat provider as a
+        plain ``reasoning_effort`` string. ``summary`` is Responses-only, and forwarding the whole
+        object turns reasoning off: Bedrock Converse and Vertex silently discard a non-string
+        ``reasoning_effort``, and Bedrock Mantle rejects the request outright.
+        """
+        responses_api_request = {"reasoning": {"effort": "medium", "summary": "auto"}}
+
+        result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model=model,
+            input="hi",
+            responses_api_request=responses_api_request,
+            custom_llm_provider=custom_llm_provider,
+        )
+
+        assert result["reasoning_effort"] == "medium"
+
+    def test_responses_mode_model_keeps_the_whole_reasoning_object(self):
+        """
+        The one consumer of the object form is ``litellm.completion`` bridging a ``mode: responses``
+        model back onto the Responses API, which has no native Responses config of its own. That
+        path reassembles ``{effort, summary}``, so the object must survive for it.
+        """
+        responses_api_request = {"reasoning": {"effort": "medium", "summary": "auto"}}
+
+        result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model="gpt-5.4-pro",
+            input="hi",
+            responses_api_request=responses_api_request,
+            custom_llm_provider="azure_ai",
+        )
+
+        assert result["reasoning_effort"] == {"effort": "medium", "summary": "auto"}
+
+    @pytest.mark.parametrize(
+        "reasoning, expected",
+        [
+            ({"effort": "high"}, "high"),
+            ("low", "low"),
+            ({"summary": "auto"}, None),
+            ({}, None),
+            (None, None),
+        ],
+    )
+    def test_reasoning_param_shapes_map_to_reasoning_effort(self, reasoning, expected):
+        """
+        An object without ``effort`` carries nothing Chat Completions can use, so no
+        ``reasoning_effort`` is sent at all (the bridge drops None-valued params).
+        """
+        result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model="anthropic.claude-sonnet-4-5-20250929-v1:0",
+            input="hi",
+            responses_api_request={"reasoning": reasoning},
+            custom_llm_provider="bedrock",
+        )
+
+        assert result.get("reasoning_effort") == expected
+        assert ("reasoning_effort" in result) is (expected is not None)
+
+    @pytest.mark.parametrize(
+        "model, expected_thinking",
+        [
+            ("global.anthropic.claude-sonnet-5", {"type": "adaptive"}),
+            (
+                "anthropic.claude-sonnet-4-5-20250929-v1:0",
+                {"type": "enabled", "budget_tokens": 2048},
+            ),
+        ],
+    )
+    def test_reasoning_summary_still_enables_thinking_on_bedrock(self, model, expected_thinking):
+        """
+        End to end through Bedrock Converse's own param mapping: the effort a Responses request asks
+        for must survive into ``thinking``, whether the model takes an adaptive effort or a legacy
+        token budget. Forwarding the object instead leaves ``thinking`` unset and the model never
+        reasons, which is the failure this guards.
+        """
+        from litellm.llms.bedrock.chat.converse_transformation import AmazonConverseConfig
+
+        bridged = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model=model,
+            input="hi",
+            responses_api_request={"reasoning": {"effort": "medium", "summary": "auto"}},
+            custom_llm_provider="bedrock",
+        )
+
+        mapped = AmazonConverseConfig().map_openai_params(
+            {"reasoning_effort": bridged["reasoning_effort"]}, {}, model, True
+        )
+
+        assert mapped["thinking"] == expected_thinking
+
     def test_bedrock_anthropic_responses_tools_yield_only_function_toolspec(self):
         """
         End-to-end (no network) of the LIT-3858 acceptance criterion: the mixed tools array

From 3d648b7fe1adb0c36bf2615e9a06fe153e8f9122 Mon Sep 17 00:00:00 2001
From: Joshua Garnett <josh.garnett@gmail.com>
Date: Sun, 9 Aug 2026 13:58:23 -0400
Subject: [PATCH 12/22] fix(responses): pass api_base to the responses bridge
 check

The bridge probe called responses_api_bridge_check without api_base, so it
resolved the OpenAI base from globals and environment rather than from the
request, while litellm.completion runs the same check with the caller's value.

Today the two cannot disagree: this path always supplies a reasoning_effort,
which short-circuits the endpoint term in the only arm that reads it. Passing it
anyway keeps the probe a faithful mirror of the definitive check rather than one
that happens to agree.
---
 .../litellm_completion_transformation/transformation.py      | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index bd4108a0d27..8d790024cfe 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -316,6 +316,7 @@ class LiteLLMCompletionResponsesConfig:
         tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None,
         web_search_options: OpenAIWebSearchOptions | None,
         reasoning_param: Reasoning,
+        api_base: str | None,
     ) -> bool:
         """
         Whether ``litellm.completion`` will route this model back onto the Responses API.
@@ -333,6 +334,7 @@ class LiteLLMCompletionResponsesConfig:
                 tools=tools,
                 reasoning_effort=reasoning_param,
                 reasoning_summary=reasoning_param.get("summary"),
+                api_base=api_base,
             )
         except Exception as e:  # noqa: BLE001  # a capability probe must never fail the request it probes for
             verbose_logger.debug(f"responses bridge: reasoning effort mode check failed: {e}")
@@ -346,6 +348,7 @@ class LiteLLMCompletionResponsesConfig:
         custom_llm_provider: str | None,
         tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None = None,
         web_search_options: OpenAIWebSearchOptions | None = None,
+        api_base: str | None = None,
     ) -> Reasoning | str | None:
         """
         Map the Responses ``reasoning`` param onto Chat Completions ``reasoning_effort``.
@@ -366,6 +369,7 @@ class LiteLLMCompletionResponsesConfig:
             tools=tools,
             web_search_options=web_search_options,
             reasoning_param=reasoning_param,
+            api_base=api_base,
         ):
             return reasoning_param
         return reasoning_param.get("effort")
@@ -407,6 +411,7 @@ class LiteLLMCompletionResponsesConfig:
                 custom_llm_provider=custom_llm_provider,
                 tools=tools,
                 web_search_options=web_search_options,
+                api_base=kwargs.get("api_base"),
             )
         )
 

From 216af3826e6dce1516d36b6f99a9335f276dee35 Mon Sep 17 00:00:00 2001
From: Joshua Garnett <josh.garnett@gmail.com>
Date: Sun, 9 Aug 2026 14:16:59 -0400
Subject: [PATCH 13/22] fix(responses): log the bridge check failure lazily

The debug call built its message with an f-string, which
test_logging_calls_do_not_build_their_message_eagerly rejects. Pass the exception
as a %-style argument so the message is only built when the log is emitted.
---
 .../litellm_completion_transformation/transformation.py         | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 8d790024cfe..c7f8ab24de4 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -337,7 +337,7 @@ class LiteLLMCompletionResponsesConfig:
                 api_base=api_base,
             )
         except Exception as e:  # noqa: BLE001  # a capability probe must never fail the request it probes for
-            verbose_logger.debug(f"responses bridge: reasoning effort mode check failed: {e}")
+            verbose_logger.debug("responses bridge: reasoning effort mode check failed: %s", e)
             return False
         return model_info.get("mode") == "responses"
 

From 239bcbc21423ee09bc8e58966e9d34a29a5bb6cb Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sun, 13 Sep 2026 00:44:30 +0000
Subject: [PATCH 14/22] fix(fireworks): resolve short model names to long cost
 map keys

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/utils.py                 |  5 +++
 tests/test_litellm/test_utils.py | 69 ++++++++++++++++++++++++++++++++
 2 files changed, 74 insertions(+)

diff --git a/litellm/utils.py b/litellm/utils.py
index 394ab4b4094..4a92f9b1244 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5556,6 +5556,11 @@ def _get_potential_model_names(model: str, custom_llm_provider: str | None) -> P
 
         split_model = strip_bedrock_routing_prefix(split_model)
 
+    if custom_llm_provider == "fireworks_ai":
+        from litellm.llms.fireworks_ai.common_utils import resolve_fireworks_resource_name
+
+        provider_prefixed_model_name = f"fireworks_ai/{resolve_fireworks_resource_name(split_model)}"
+
     return PotentialModelNamesAndCustomLLMProvider(
         split_model=split_model,
         combined_model_name=combined_model_name,
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index 835e87aff88..02e2eeec467 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -4448,6 +4448,75 @@ def test_fireworks_models_in_backup_cost_map():
         ), f"short-form {short_key} does not match long-form {long_key}"
 
 
+@pytest.fixture
+def fireworks_short_model_cost_map(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]:
+    monkeypatch.setattr(
+        litellm,
+        "model_cost",
+        {
+            "fireworks_ai/accounts/fireworks/models/glm-5p3": {
+                "input_cost_per_token": 1e-6,
+                "output_cost_per_token": 2e-6,
+                "litellm_provider": "fireworks_ai",
+                "mode": "chat",
+                "max_tokens": 100,
+            },
+            "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast": {
+                "input_cost_per_token": 2.1e-6,
+                "output_cost_per_token": 6.6e-6,
+                "litellm_provider": "fireworks_ai",
+                "mode": "chat",
+            },
+            "fireworks_ai/nomic-ai/nomic-embed-text-v1.5": {
+                "input_cost_per_token": 8e-9,
+                "output_cost_per_token": 0.0,
+                "litellm_provider": "fireworks_ai",
+                "mode": "embedding",
+            },
+        },
+    )
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
+def test_fireworks_short_model_names_resolve_to_long_cost_map_keys(fireworks_short_model_cost_map: None) -> None:
+    model_info = litellm.get_model_info("fireworks_ai/glm-5p3")
+    assert model_info["key"] == "fireworks_ai/accounts/fireworks/models/glm-5p3"
+    assert model_info["input_cost_per_token"] == 1e-6
+    assert model_info["max_tokens"] == 100
+
+    model_info = litellm.get_model_info("glm-5p3", custom_llm_provider="fireworks_ai")
+    assert model_info["key"] == "fireworks_ai/accounts/fireworks/models/glm-5p3"
+
+    model_info = litellm.get_model_info("fireworks_ai/glm-5p3-fast")
+    assert model_info["key"] == "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast"
+    assert model_info["input_cost_per_token"] == 2.1e-6
+
+    model_info = litellm.get_model_info("fireworks_ai/nomic-ai/nomic-embed-text-v1.5")
+    assert model_info["key"] == "fireworks_ai/nomic-ai/nomic-embed-text-v1.5"
+
+    with pytest.raises(Exception, match="isn't mapped"):
+        litellm.get_model_info("fireworks_ai/does-not-exist")
+
+
+def test_fireworks_short_model_names_price_with_completion_cost(fireworks_short_model_cost_map: None) -> None:
+    from litellm.types.utils import ModelResponse
+
+    response = ModelResponse(
+        model="fireworks_ai/glm-5p3",
+        usage=Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15),
+    )
+
+    cost = litellm.completion_cost(
+        completion_response=response,
+        model="fireworks_ai/glm-5p3",
+        custom_llm_provider="fireworks_ai",
+    )
+
+    assert cost == pytest.approx(10 * 1e-6 + 5 * 2e-6)
+
+
 class TestBedrockBaseModelLabelKeepsTools:
     """Regression for #29618: a Bedrock deployment whose ``base_model`` is a friendly
     label must not silently drop ``tools``/``tool_choice`` under ``drop_params``."""

From 0c83e831db6f420845d3deec0484da7ff717036b Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 12 Sep 2026 17:49:30 -0700
Subject: [PATCH 15/22] fix(responses): carry the reasoning summary as an
 alias, not inside reasoning_effort

The bridge probe asked `responses_api_bridge_check` with the summary read straight off
the Responses object, but `litellm.completion` reads it from `optional_params` via
`peek_reasoning_summary_aliases`, which the bridged request never populated. So gpt-5,
gpt-5.1 and azure/gpt-5 answered "bridging" to the probe and "not bridging" for real,
and the object still landed on Chat Completions, which only takes a string

`reasoning_effort` is now always the effort string, and `summary` rides the
`reasoning_summary` alias that main.py already reassembles into `{effort, summary}` on
the bridged path. The alias is emitted only when the probe says the model bridges, so
no chat provider ever sees it, and the probe is now asked with the exact params this
transform emits
---
 .../transformation.py                         | 75 +++++++++-------
 .../test_litellm_completion_responses.py      | 88 +++++++++++++++++--
 2 files changed, 125 insertions(+), 38 deletions(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index c7f8ab24de4..e8aacac9e67 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -117,6 +117,14 @@ class ResponsesToolChatForm:
     web_search_options: OpenAIWebSearchOptions | None
 
 
+@dataclass(frozen=True, slots=True)
+class ResponsesReasoningChatForm:
+    """The Responses ``reasoning`` object as the two params Chat Completions takes."""
+
+    effort: str | None
+    summary: str | None
+
+
 if TYPE_CHECKING:
     from openai.types.responses.response_apply_patch_tool_call import (
         ResponseApplyPatchToolCall,
@@ -315,14 +323,15 @@ class LiteLLMCompletionResponsesConfig:
         custom_llm_provider: str | None,
         tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None,
         web_search_options: OpenAIWebSearchOptions | None,
-        reasoning_param: Reasoning,
+        reasoning_effort: str | None,
+        reasoning_summary: str | None,
         api_base: str | None,
     ) -> bool:
         """
         Whether ``litellm.completion`` will route this model back onto the Responses API.
 
-        Delegates to the same check ``litellm.completion`` itself runs, so the two cannot
-        disagree about which models take the Responses-shaped params.
+        Delegates to the same check ``litellm.completion`` itself runs, and is asked with the
+        params this transform is about to emit, so the two cannot reach different answers.
         """
         from litellm.main import responses_api_bridge_check
 
@@ -332,8 +341,8 @@ class LiteLLMCompletionResponsesConfig:
                 custom_llm_provider=custom_llm_provider or "",
                 web_search_options=web_search_options,
                 tools=tools,
-                reasoning_effort=reasoning_param,
-                reasoning_summary=reasoning_param.get("summary"),
+                reasoning_effort=reasoning_effort,
+                reasoning_summary=reasoning_summary,
                 api_base=api_base,
             )
         except Exception as e:  # noqa: BLE001  # a capability probe must never fail the request it probes for
@@ -342,37 +351,44 @@ class LiteLLMCompletionResponsesConfig:
         return model_info.get("mode") == "responses"
 
     @staticmethod
-    def _transform_reasoning_to_reasoning_effort(
+    def _transform_reasoning_for_chat_completion(
         reasoning_param: Reasoning | str | None,
         model: str,
         custom_llm_provider: str | None,
         tools: Sequence[ChatCompletionToolParam | OpenAIMcpServerTool] | None = None,
         web_search_options: OpenAIWebSearchOptions | None = None,
         api_base: str | None = None,
-    ) -> Reasoning | str | None:
+    ) -> ResponsesReasoningChatForm:
         """
-        Map the Responses ``reasoning`` param onto Chat Completions ``reasoning_effort``.
+        Split the Responses ``reasoning`` object into the params Chat Completions understands.
 
-        Chat Completions defines ``reasoning_effort`` as a string enum, and ``summary`` is a
-        Responses-only field with no Chat Completions equivalent. Sending the whole object to a
-        chat provider is rejected or silently discarded, which turns reasoning off. The object is
-        kept only when ``litellm.completion`` will bridge this model back onto the Responses API,
-        the one caller that can consume it.
+        ``reasoning_effort`` is a string enum there, so the object is never forwarded whole: a chat
+        provider either rejects it or silently drops it, and dropping it turns reasoning off while
+        still billing for the turn. ``summary`` has no chat equivalent, so it rides the
+        ``reasoning_summary`` alias, which ``litellm.completion`` reassembles into ``{effort,
+        summary}`` when it bridges the model back onto the Responses API, and is sent to nothing
+        else.
         """
         if not reasoning_param:
-            return None
+            return ResponsesReasoningChatForm(effort=None, summary=None)
         if isinstance(reasoning_param, str):
-            return reasoning_param
-        if LiteLLMCompletionResponsesConfig._completion_bridges_back_to_responses_api(
+            return ResponsesReasoningChatForm(effort=reasoning_param, summary=None)
+
+        effort: Final = reasoning_param.get("effort")
+        summary: Final = reasoning_param.get("summary")
+        if summary is None:
+            return ResponsesReasoningChatForm(effort=effort, summary=None)
+
+        bridges_back: Final = LiteLLMCompletionResponsesConfig._completion_bridges_back_to_responses_api(
             model=model,
             custom_llm_provider=custom_llm_provider,
             tools=tools,
             web_search_options=web_search_options,
-            reasoning_param=reasoning_param,
+            reasoning_effort=effort,
+            reasoning_summary=summary,
             api_base=api_base,
-        ):
-            return reasoning_param
-        return reasoning_param.get("effort")
+        )
+        return ResponsesReasoningChatForm(effort=effort, summary=summary if bridges_back else None)
 
     @staticmethod
     def transform_responses_api_request_to_chat_completion_request(
@@ -404,15 +420,13 @@ class LiteLLMCompletionResponsesConfig:
         if text_param:
             response_format = LiteLLMCompletionResponsesConfig._transform_text_format_to_response_format(text_param)
 
-        reasoning_effort: Final[Reasoning | str | None] = (
-            LiteLLMCompletionResponsesConfig._transform_reasoning_to_reasoning_effort(
-                reasoning_param=responses_api_request.get("reasoning"),
-                model=model,
-                custom_llm_provider=custom_llm_provider,
-                tools=tools,
-                web_search_options=web_search_options,
-                api_base=kwargs.get("api_base"),
-            )
+        reasoning: Final = LiteLLMCompletionResponsesConfig._transform_reasoning_for_chat_completion(
+            reasoning_param=responses_api_request.get("reasoning"),
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            tools=tools,
+            web_search_options=web_search_options,
+            api_base=kwargs.get("api_base"),
         )
 
         litellm_completion_request: dict = {
@@ -436,7 +450,8 @@ class LiteLLMCompletionResponsesConfig:
             "service_tier": kwargs.get("service_tier"),
             "web_search_options": web_search_options,
             "response_format": response_format,
-            "reasoning_effort": reasoning_effort,
+            "reasoning_effort": reasoning.effort,
+            "reasoning_summary": reasoning.summary,
             "context_management": responses_api_request.get("context_management"),
             # litellm specific params
             "custom_llm_provider": custom_llm_provider,
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 8e76ee315b7..3c78bbf79d7 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
@@ -2555,22 +2555,94 @@ class TestToolTransformation:
 
         assert result["reasoning_effort"] == "medium"
 
-    def test_responses_mode_model_keeps_the_whole_reasoning_object(self):
+    @pytest.mark.parametrize(
+        "model, custom_llm_provider",
+        [
+            ("gpt-5.4-pro", "azure_ai"),
+            ("gpt-5", "openai"),
+            ("gpt-5.1", "openai"),
+            ("gpt-5", "azure"),
+        ],
+    )
+    def test_bridged_model_carries_the_summary_as_an_alias(self, model, custom_llm_provider):
         """
-        The one consumer of the object form is ``litellm.completion`` bridging a ``mode: responses``
-        model back onto the Responses API, which has no native Responses config of its own. That
-        path reassembles ``{effort, summary}``, so the object must survive for it.
+        ``summary`` reaches a bridged model through the ``reasoning_summary`` alias, never smuggled
+        inside ``reasoning_effort``. ``litellm.completion`` reads that alias back with
+        ``peek_reasoning_summary_aliases`` and reassembles ``{effort, summary}``, so the far end
+        gets the same object it always did while no chat provider ever sees a non-string effort.
         """
-        responses_api_request = {"reasoning": {"effort": "medium", "summary": "auto"}}
+        result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model=model,
+            input="hi",
+            responses_api_request={"reasoning": {"effort": "medium", "summary": "auto"}},
+            custom_llm_provider=custom_llm_provider,
+        )
+
+        assert result["reasoning_effort"] == "medium"
+        assert result["reasoning_summary"] == "auto"
+
+    @pytest.mark.parametrize(
+        "model, custom_llm_provider",
+        [
+            ("gpt-5", "openai"),
+            ("gpt-5.1", "openai"),
+            ("gpt-5", "azure"),
+        ],
+    )
+    def test_gpt_5_summary_survives_the_bridge_it_claims_to_take(self, model, custom_llm_provider):
+        """
+        Regression for the probe disagreeing with the real decision. The transform asked
+        ``responses_api_bridge_check`` with ``reasoning_summary`` taken straight off the Responses
+        object, but ``litellm.completion`` reads it from ``optional_params`` via
+        ``peek_reasoning_summary_aliases``, which the bridged request never populated. So these
+        models answered "bridging" to the probe and "not bridging" for real, and the object landed
+        on Chat Completions, which only takes a string. Emitting the alias makes the two agree.
+        """
+        from litellm.main import responses_api_bridge_check
+        from litellm.utils import get_optional_params, peek_reasoning_summary_aliases
+
+        result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model=model,
+            input="hi",
+            responses_api_request={"reasoning": {"effort": "medium", "summary": "auto"}},
+            custom_llm_provider=custom_llm_provider,
+        )
+        optional_params = get_optional_params(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            reasoning_effort=result["reasoning_effort"],
+            reasoning_summary=result["reasoning_summary"],
+        )
+        model_info, _ = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            reasoning_effort=result["reasoning_effort"],
+            reasoning_summary=peek_reasoning_summary_aliases(optional_params),
+        )
+
+        assert model_info.get("mode") == "responses"
+
+    def test_a_failing_bridge_probe_falls_back_to_the_string_effort(self, monkeypatch):
+        """
+        The probe is a capability question, so a model-info lookup blowing up must not fail the
+        request. It degrades to the chat-safe form: a string effort and no alias.
+        """
+        import litellm.main
+
+        def _boom(**_kwargs):
+            raise RuntimeError("model info unavailable")
+
+        monkeypatch.setattr(litellm.main, "responses_api_bridge_check", _boom)
 
         result = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
             model="gpt-5.4-pro",
             input="hi",
-            responses_api_request=responses_api_request,
+            responses_api_request={"reasoning": {"effort": "medium", "summary": "auto"}},
             custom_llm_provider="azure_ai",
         )
 
-        assert result["reasoning_effort"] == {"effort": "medium", "summary": "auto"}
+        assert result["reasoning_effort"] == "medium"
+        assert "reasoning_summary" not in result
 
     @pytest.mark.parametrize(
         "reasoning, expected",
@@ -2627,7 +2699,7 @@ class TestToolTransformation:
             {"reasoning_effort": bridged["reasoning_effort"]}, {}, model, True
         )
 
-        assert mapped["thinking"] == expected_thinking
+        assert expected_thinking.items() <= mapped["thinking"].items()
 
     def test_bedrock_anthropic_responses_tools_yield_only_function_toolspec(self):
         """

From f23ac2e1974b68eb16a3ef19faf9606b299f548f Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 18:18:10 -0700
Subject: [PATCH 16/22] docs: remove MCP evidence image from repository

---
 .../lit6970_mcp_delegated_auth_after.png       | Bin 213376 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 .github/screenshots/lit6970_mcp_delegated_auth_after.png

diff --git a/.github/screenshots/lit6970_mcp_delegated_auth_after.png b/.github/screenshots/lit6970_mcp_delegated_auth_after.png
deleted file mode 100644
index 3638b7a9291958a301638b384f0f0bb1e0fa0a59..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 939fa4ee730f02ed26353e0929d8a99c3bc96ac2 Mon Sep 17 00:00:00 2001
From: Joshua Valluru <326636767+joshua-berri@users.noreply.github.com>
Date: Sat, 12 Sep 2026 18:27:20 -0700
Subject: [PATCH 17/22] test(mcp): remove unrelated formatting changes

---
 .../auth/test_user_api_key_auth_mcp.py        |  20 +-
 .../mcp_server/test_mcp_server_manager.py     | 247 +++++-------------
 .../hooks/test_proxy_track_cost_callback.py   |  12 +-
 3 files changed, 73 insertions(+), 206 deletions(-)

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 27a8c7992fe..90ce821d62e 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
@@ -4341,9 +4341,7 @@ class TestAgentMCPPermissions:
                 stack.enter_context(patcher)
             stack.enter_context(
                 patch.object(  # test-quality-ok: key resolution has its own tests; pin its grants here
-                    MCPRequestHandler,
-                    "_get_allowed_mcp_servers_for_key",
-                    AsyncMock(return_value=["server-a", "server-b"]),
+                    MCPRequestHandler, "_get_allowed_mcp_servers_for_key", AsyncMock(return_value=["server-a", "server-b"])
                 )
             )
             stack.enter_context(
@@ -4369,9 +4367,7 @@ class TestAgentMCPPermissions:
                 await MCPRequestHandler._get_allowed_mcp_servers_for_agent(user_api_key_auth)
             stack.enter_context(
                 patch.object(  # test-quality-ok: key resolution has its own tests; pin its grants here
-                    MCPRequestHandler,
-                    "_get_allowed_mcp_servers_for_key",
-                    AsyncMock(return_value=["server-a", "server-b"]),
+                    MCPRequestHandler, "_get_allowed_mcp_servers_for_key", AsyncMock(return_value=["server-a", "server-b"])
                 )
             )
             stack.enter_context(
@@ -4395,15 +4391,9 @@ class TestAgentMCPPermissions:
         with contextlib.ExitStack() as stack:
             for patcher in self._agent_toolset_patches(agent_object_permission, mock_manager):
                 stack.enter_context(patcher)
-            server_a_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
-                "server-a", user_api_key_auth
-            )
-            server_b_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
-                "server-b", user_api_key_auth
-            )
-            server_c_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server(
-                "server-c", user_api_key_auth
-            )
+            server_a_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-a", user_api_key_auth)
+            server_b_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-b", user_api_key_auth)
+            server_c_tools = await MCPRequestHandler._get_agent_tool_permissions_for_server("server-c", user_api_key_auth)
 
         assert sorted(server_a_tools) == ["tool_direct", "tool_via_toolset"]
         assert server_b_tools == ["tool_b"]
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 3ccb388116b..d56f08c4e79 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
@@ -4535,9 +4535,7 @@ class TestMCPServerManager:
     @pytest.mark.parametrize("auth_type", [MCPAuth.none, MCPAuth.bearer_token, MCPAuth.api_key, MCPAuth.oauth2])
     @pytest.mark.parametrize("is_byok", [False, True])
     @pytest.mark.parametrize("scheme", ["http", "https"])
-    async def test_openapi_health_loads_spec_without_mcp_handshake(
-        self, respx_mock, monkeypatch, auth_type, is_byok, scheme
-    ):
+    async def test_openapi_health_loads_spec_without_mcp_handshake(self, respx_mock, monkeypatch, auth_type, is_byok, scheme):
         monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
         manager = MCPServerManager()
         server = MCPServer(
@@ -4587,28 +4585,14 @@ class TestMCPServerManager:
     @pytest.mark.parametrize(
         ("failure", "expected_status", "expected_error"),
         [
-            (
-                httpx.Response(401, text="secret response content"),
-                "unhealthy",
-                "OpenAPI specification request failed (HTTP 401)",
-            ),
+            (httpx.Response(401, text="secret response content"), "unhealthy", "OpenAPI specification request failed (HTTP 401)"),
             (httpx.Response(404), "unhealthy", "OpenAPI specification request failed (HTTP 404)"),
             (httpx.Response(500), "unhealthy", "OpenAPI specification request failed (HTTP 500)"),
-            (
-                httpx.ConnectError("secret network details"),
-                "unhealthy",
-                "OpenAPI specification could not be loaded (ConnectError)",
-            ),
-            (
-                httpx.Response(200, text="secret invalid JSON body"),
-                "unhealthy",
-                "OpenAPI specification could not be loaded (JSONDecodeError)",
-            ),
+            (httpx.ConnectError("secret network details"), "unhealthy", "OpenAPI specification could not be loaded (ConnectError)"),
+            (httpx.Response(200, text="secret invalid JSON body"), "unhealthy", "OpenAPI specification could not be loaded (JSONDecodeError)"),
         ],
     )
-    async def test_openapi_health_reports_safe_failures(
-        self, respx_mock, monkeypatch, failure, expected_status, expected_error
-    ):
+    async def test_openapi_health_reports_safe_failures(self, respx_mock, monkeypatch, failure, expected_status, expected_error):
         monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
         manager = MCPServerManager()
         server = MCPServer(
@@ -12735,12 +12719,7 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     from litellm.proxy._experimental.mcp_server.auth.litellm_auth_handler import MCPAuthenticatedUser
     from litellm.proxy._experimental.mcp_server.mcp_debug import MCP_AUTH_DIAGNOSTICS_SCOPE_KEY, MCPAuthDiagnostics
     from litellm.proxy._experimental.mcp_server.outbound_credentials import (
-        ApiKeyConfig,
-        AuthorizationCodeConfig,
-        NoneConfig,
-        ServerSpec,
-        SharedKey,
-        UpstreamCredentialProvider,
+        ApiKeyConfig, AuthorizationCodeConfig, NoneConfig, ServerSpec, SharedKey, UpstreamCredentialProvider,
     )
     from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import OAuthToken
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -12756,15 +12735,10 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     store = Store()
     context = MCPAuthenticatedUser(UserAPIKeyAuth(user_id="alice"))
     diagnostics = MCPAuthDiagnostics()
-    token = request_ctx.set(
-        RequestContext(
-            request_id=1,
-            meta=None,
-            session=MagicMock(),
-            lifespan_context=None,
-            request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
-        )
-    )
+    token = request_ctx.set(RequestContext(
+        request_id=1, meta=None, session=MagicMock(), lifespan_context=None,
+        request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
+    ))
     selected = {
         "stored": AuthorizationCodeConfig(),
         "static": ApiKeyConfig(key_source=SharedKey(value=SecretStr("static-token"))),
@@ -12773,10 +12747,7 @@ async def test_debug_resolution_matches_final_header_conflict_winner(
     try:
         auth, remaining = await MCPServerManager()._resolve_v2_auth(
             server=MCPServer(
-                server_id="s",
-                name="s",
-                transport="http",
-                url="https://up.example/mcp",
+                server_id="s", name="s", transport="http", url="https://up.example/mcp",
                 static_headers={"Authorization": "Bearer configured"},
             ),
             spec=ServerSpec(server_id="s", resource="https://up.example/mcp", config=selected),
@@ -12806,28 +12777,17 @@ async def test_debug_reports_legacy_signing_and_non_http_transport(transport: Li
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
     diagnostics = MCPAuthDiagnostics()
-    token = request_ctx.set(
-        RequestContext(
-            request_id=1,
-            meta=None,
-            session=MagicMock(),
-            lifespan_context=None,
-            request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
-        )
-    )
+    token = request_ctx.set(RequestContext(
+        request_id=1, meta=None, session=MagicMock(), lifespan_context=None,
+        request=Request({"type": "http", MCP_AUTH_DIAGNOSTICS_SCOPE_KEY: diagnostics}),
+    ))
     try:
         server = MCPServer(
-            server_id="signed",
-            name="signed",
-            transport=transport,
-            url="https://up.example/mcp",
-            auth_type="aws_sigv4",
-            aws_access_key_id="AKIDEXAMPLE",
-            aws_secret_access_key="test-signing-secret",
-            aws_region_name="us-east-1",
-            aws_service_name="execute-api",
-            command="python",
-            args=["-c", "pass"],
+            server_id="signed", name="signed", transport=transport,
+            url="https://up.example/mcp", auth_type="aws_sigv4",
+            aws_access_key_id="AKIDEXAMPLE", aws_secret_access_key="test-signing-secret",
+            aws_region_name="us-east-1", aws_service_name="execute-api",
+            command="python", args=["-c", "pass"],
         )
         client = await MCPServerManager()._create_mcp_client(server)
         if transport == "stdio":
@@ -12846,16 +12806,12 @@ async def test_debug_reports_legacy_signing_and_non_http_transport(transport: Li
 async def test_temporary_server_discovery_reuses_resolved_metadata_without_publishing() -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="temporary-oauth-discovery",
-        name="temporary",
-        url="https://idp.example.com/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.true_passthrough,
+        server_id="temporary-oauth-discovery", name="temporary", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
     )
     manager._set_oauth_discovery_deferred(server.server_id, True)
     metadata: Final = MCPOAuthMetadata(
-        authorization_url="https://idp.example.com/authorize",
-        token_url="https://idp.example.com/token",
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
         registration_url="https://idp.example.com/register",
     )
     with patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery:
@@ -12875,18 +12831,13 @@ async def test_temporary_server_discovery_reuses_resolved_metadata_without_publi
 async def test_repeated_stale_oauth_discovery_is_bounded(auth_type: MCPAuth) -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="repeated-stale",
-        name="stale",
-        url="https://idp.example.com/mcp",
-        transport=MCPTransport.http,
-        auth_type=auth_type,
-        oauth2_flow="authorization_code",
+        server_id="repeated-stale", name="stale", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=auth_type, oauth2_flow="authorization_code",
     )
     manager.registry[server.server_id] = server
     manager._set_oauth_discovery_deferred(server.server_id, True)
     metadata: Final = MCPOAuthMetadata(
-        authorization_url="https://idp.example.com/authorize",
-        token_url="https://idp.example.com/token",
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
     )
     with (
         patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery,
@@ -12906,20 +12857,13 @@ async def test_repeated_stale_oauth_discovery_is_bounded(auth_type: MCPAuth) ->
 async def test_stale_discovery_falls_back_to_resolved_registered_server() -> None:
     manager: Final = MCPServerManager()
     original: Final = MCPServer(
-        server_id="resolved-replacement",
-        name="replacement",
-        url="https://old.example.com/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        oauth2_flow="authorization_code",
-    )
-    replacement: Final = original.model_copy(
-        update={
-            "url": "https://new.example.com/mcp",
-            "authorization_url": "https://new.example.com/authorize",
-            "token_url": "https://new.example.com/token",
-        }
+        server_id="resolved-replacement", name="replacement", url="https://old.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code",
     )
+    replacement: Final = original.model_copy(update={
+        "url": "https://new.example.com/mcp", "authorization_url": "https://new.example.com/authorize",
+        "token_url": "https://new.example.com/token",
+    })
     manager.registry[original.server_id] = replacement
     assert await manager._rejoin_oauth_metadata_discovery(original, retry_stale=False) is replacement
 
@@ -12927,11 +12871,8 @@ async def test_stale_discovery_falls_back_to_resolved_registered_server() -> Non
 def test_stale_discovery_cannot_overwrite_new_registered_server() -> None:
     manager: Final = MCPServerManager()
     original: Final = MCPServer(
-        server_id="stale-publication",
-        name="publication",
-        url="https://old.example.com/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
+        server_id="stale-publication", name="publication", url="https://old.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.oauth2,
     )
     manager._set_oauth_discovery_deferred(original.server_id, True)
     original_slot: Final = manager._oauth_discovery_slot(original.server_id)
@@ -12947,13 +12888,9 @@ def test_stale_discovery_cannot_overwrite_new_registered_server() -> None:
 async def test_temporary_oauth_discovery_expires_without_more_requests() -> None:
     manager: Final = MCPServerManager()
     server: Final = MCPServer(
-        server_id="expiring-session",
-        name="temporary",
-        url="https://idp.example.com/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.true_passthrough,
-        authorization_url="https://idp.example.com/authorize",
-        token_url="https://idp.example.com/token",
+        server_id="expiring-session", name="temporary", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
     )
     manager._set_oauth_discovery_deferred(server.server_id, True)
     resolved: Final = await manager.ensure_oauth_metadata_discovered(server)
@@ -13054,9 +12991,7 @@ async def test_openapi_health_reports_size_limit_as_unknown_and_caches_failure(r
     result = await manager.health_check_server(server.server_id)
     cached = await manager.health_check_server(server.server_id)
     assert result.status == "unknown"
-    assert (
-        result.health_check_error == "OpenAPI specification probe refused: Response exceeds the configured size limit"
-    )
+    assert result.health_check_error == "OpenAPI specification probe refused: Response exceeds the configured size limit"
     assert cached.health_check_error == result.health_check_error
     assert cached.last_health_check == result.last_health_check
     assert route.call_count == 1
@@ -13068,11 +13003,8 @@ async def test_openapi_health_cancellation_does_not_poison_cache(respx_mock, mon
     monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
     manager = MCPServerManager()
     server = MCPServer(
-        server_id="cancelled-cache",
-        name="cancelled-cache",
-        transport=MCPTransport.http,
-        spec_path="https://93.184.216.34/cancelled-cache.json",
-        auth_type=MCPAuth.none,
+        server_id="cancelled-cache", name="cancelled-cache", transport=MCPTransport.http,
+        spec_path="https://93.184.216.34/cancelled-cache.json", auth_type=MCPAuth.none,
     )
     manager.registry = {server.server_id: server}
     started = asyncio.Event()
@@ -13130,18 +13062,11 @@ class _DiscoveryUpstream:
             return httpx.Response(202)
         self.requests = (*self.requests, (payload.method, request.headers.get("authorization", "")))
         if payload.method == "initialize":
-            return httpx.Response(
-                200,
-                json={
-                    "jsonrpc": "2.0",
-                    "id": payload.id,
-                    "result": {
-                        "protocolVersion": "2025-03-26",
-                        "serverInfo": {"name": "discovery", "version": "1"},
-                        "capabilities": {} if self.outcome == "unsupported" else {"prompts": {}, "resources": {}},
-                    },
-                },
-            )
+            return httpx.Response(200, json={
+                "jsonrpc": "2.0", "id": payload.id,
+                "result": {"protocolVersion": "2025-03-26", "serverInfo": {"name": "discovery", "version": "1"},
+                           "capabilities": {} if self.outcome == "unsupported" else {"prompts": {}, "resources": {}}},
+            })
         self.entered.set()
         await self.release.wait()
         if self.outcome == "failure":
@@ -13149,15 +13074,12 @@ class _DiscoveryUpstream:
         if self.outcome == "cancelled":
             raise asyncio.CancelledError()
         if self.outcome == "rejected":
-            return httpx.Response(
-                200, json={"jsonrpc": "2.0", "id": payload.id, "error": {"code": -32601, "message": "Unsupported"}}
-            )
+            return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id,
+                                           "error": {"code": -32601, "message": "Unsupported"}})
         result: Final = {
             "prompts/list": {"prompts": [{"name": "example", "description": "original"}]},
             "resources/list": {"resources": [{"name": "example", "uri": "test://example", "description": "original"}]},
-            "resources/templates/list": {
-                "resourceTemplates": [{"name": "example", "uriTemplate": "test://{name}", "description": "original"}]
-            },
+            "resources/templates/list": {"resourceTemplates": [{"name": "example", "uriTemplate": "test://{name}", "description": "original"}]},
             "tools/list": {"tools": []},
         }[payload.method]
         return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id, "result": result})
@@ -13168,9 +13090,7 @@ class _DiscoveryUpstream:
 
 
 def _discovery_server() -> MCPServer:
-    return MCPServer(
-        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http
-    )
+    return MCPServer(server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http)
 
 
 @pytest.mark.asyncio
@@ -13181,11 +13101,8 @@ async def test_discovery_cache_reuses_raw_results_and_expires(kind: str) -> None
     clock: Final = _DiscoveryClock()
     manager: Final = MCPServerManager(discovery_clock=clock)
     upstream: Final = _DiscoveryUpstream()
-    operation: Final = {
-        "prompts": manager.get_prompts_from_server,
-        "resources": manager.get_resources_from_server,
-        "templates": manager.get_resource_templates_from_server,
-    }[kind]
+    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
+                       "templates": manager.get_resource_templates_from_server}[kind]
     server: Final = _discovery_server()
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
@@ -13214,11 +13131,8 @@ async def test_discovery_cache_empty_results_and_failures(kind: str, outcome: st
     manager: Final = MCPServerManager()
     upstream: Final = _DiscoveryUpstream()
     upstream.outcome = outcome
-    operation: Final = {
-        "prompts": manager.get_prompts_from_server,
-        "resources": manager.get_resources_from_server,
-        "templates": manager.get_resource_templates_from_server,
-    }[kind]
+    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
+                       "templates": manager.get_resource_templates_from_server}[kind]
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
         assert await operation(_discovery_server(), None) == []
@@ -13245,20 +13159,9 @@ async def test_discovery_cache_isolates_forwarded_credentials_and_shares_static_
             assert len(await manager.get_prompts_from_server(server, user)) == 1
         assert upstream.initializes == 1
         for credential in ("first-secret", "second-secret", "first-secret"):
-            assert (
-                len(
-                    await manager.get_prompts_from_server(
-                        server, first_user, extra_headers={"Authorization": credential}
-                    )
-                )
-                == 1
-            )
+            assert len(await manager.get_prompts_from_server(server, first_user, extra_headers={"Authorization": credential})) == 1
         assert upstream.initializes == 3
-        assert {auth for method, auth in upstream.requests if method == "prompts/list"} == {
-            "",
-            "first-secret",
-            "second-secret",
-        }
+        assert {auth for method, auth in upstream.requests if method == "prompts/list"} == {"", "first-secret", "second-secret"}
 
 
 @pytest.mark.asyncio
@@ -13270,9 +13173,7 @@ async def test_discovery_cache_coalesces_and_survives_waiter_cancellation() -> N
     upstream.release.clear()
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=upstream.respond)
-        tasks: Final = tuple(
-            asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None)) for _ in range(10)
-        )
+        tasks: Final = tuple(asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None)) for _ in range(10))
         await asyncio.wait_for(upstream.entered.wait(), timeout=5)
         tasks[0].cancel()
         with pytest.raises(asyncio.CancelledError):
@@ -13321,9 +13222,7 @@ async def test_discovery_cache_can_be_disabled(monkeypatch: pytest.MonkeyPatch)
         assert upstream.initializes == 2
 
 
-@pytest.mark.parametrize(
-    "value,expected", (("invalid", 60.0), ("nan", 60.0), ("inf", 60.0), ("-1", 60.0), ("12.5", 12.5))
-)
+@pytest.mark.parametrize("value,expected", (("invalid", 60.0), ("nan", 60.0), ("inf", 60.0), ("-1", 60.0), ("12.5", 12.5)))
 def test_discovery_cache_ttl_validation(value: str, expected: float, monkeypatch: pytest.MonkeyPatch) -> None:
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import _mcp_discovery_cache_ttl
 
@@ -13441,15 +13340,9 @@ async def test_discovery_cache_tracks_resolved_credentials_across_workers() -> N
     source: Final = CredentialSource()
     managers: Final = (MCPServerManager(cred_provider=source), MCPServerManager(cred_provider=source))
     server: Final = MCPServer(
-        server_id="discovery",
-        name="discovery",
-        url="https://discovery.example/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        oauth2_flow="authorization_code",
-        client_id="discovery-client",
-        authorization_url="https://discovery.example/authorize",
-        token_url="https://discovery.example/token",
+        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
     )
     user: Final = UserAPIKeyAuth(user_id="same-user", api_key="same-key")
     upstream: Final = _DiscoveryUpstream()
@@ -13468,15 +13361,11 @@ async def test_discovery_cache_tracks_resolved_credentials_across_workers() -> N
     with respx.mock(base_url="https://discovery.example") as router:
         router.route().mock(side_effect=respond)
         for manager in managers:
-            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == [
-                "discovery-account-a"
-            ]
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-a"]
         assert upstream.initializes == 2
         source.token = "token-b"
         for manager in managers:
-            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == [
-                "discovery-account-b"
-            ]
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-b"]
         assert upstream.initializes == 4
         source.token = None
         for manager in managers:
@@ -13503,15 +13392,9 @@ async def test_discovery_resolves_stored_oauth_for_the_requesting_user() -> None
     store: Final = TokenStore()
     manager: Final = MCPServerManager(per_user_oauth_token_store=store)
     server: Final = MCPServer(
-        server_id="discovery",
-        name="discovery",
-        url="https://discovery.example/mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        oauth2_flow="authorization_code",
-        client_id="discovery-client",
-        authorization_url="https://discovery.example/authorize",
-        token_url="https://discovery.example/token",
+        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
     )
     user: Final = UserAPIKeyAuth(user_id="requesting-user")
     upstream: Final = _DiscoveryUpstream()
diff --git a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
index 61e11e72859..395ce68ec54 100644
--- a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
+++ b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
@@ -1886,15 +1886,9 @@ async def test_track_cost_callback_keeps_guardrail_cost_on_cache_hit():
     }
 
     with (
-        patch(  # test-quality-ok: the callback imports this from proxy_server inside its body, so there is no injection seam
-            "litellm.proxy.proxy_server.increment_spend_counters", new_callable=AsyncMock
-        ) as mock_increment,
-        patch(  # test-quality-ok: same function-body import, no injection seam
-            "litellm.proxy.proxy_server.update_cache", new_callable=AsyncMock
-        ),
-        patch(  # test-quality-ok: same function-body import, no injection seam
-            "litellm.proxy.proxy_server.proxy_logging_obj"
-        ) as mock_proxy_logging,
+        patch("litellm.proxy.proxy_server.increment_spend_counters", new_callable=AsyncMock) as mock_increment,  # test-quality-ok: the callback imports this from proxy_server inside its body, so there is no injection seam
+        patch("litellm.proxy.proxy_server.update_cache", new_callable=AsyncMock),  # test-quality-ok: same function-body import, no injection seam
+        patch("litellm.proxy.proxy_server.proxy_logging_obj") as mock_proxy_logging,  # test-quality-ok: same function-body import, no injection seam
     ):
         mock_proxy_logging.db_spend_update_writer.update_database = AsyncMock()
         mock_proxy_logging.slack_alerting_instance.customer_spend_alert = AsyncMock()

From 56045503db817474e6f27e092d4f0b246a2d6ad8 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sat, 12 Sep 2026 19:00:47 -0700
Subject: [PATCH 18/22] fix(proxy): bound tool and guardrail index create_many
 by the spend-log statement budgets (#40561)

* fix(proxy): bound tool and guardrail index create_many by the spend-log statement budgets

One flush drains up to MAX_LOGS_PER_INTERVAL source transactions or logs, but a
transaction fans out to one LiteLLM_SpendLogToolIndex row per tool and a log
to one LiteLLM_SpendLogGuardrailIndex row per guardrail, so the index
create_many payload was unbounded. Both index writes now go through
spend_log_write_batches(SPEND_LOG_WRITE_BATCH_MAX_BYTES, SPEND_LOG_WRITE_BATCH_MAX_ROWS).
The tool index write moves out of the rollup batch_() so the split reduces
the query-engine payload; replayed index rows are no-ops under
skip_duplicates, and the daily rollup upserts stay in one transaction

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(proxy): pin the row budget in the index fan-out tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: yucheng <yucheng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/db/spend_log_tool_index.py      | 36 ++++---
 litellm/proxy/guardrails/usage_tracking.py    | 13 +--
 .../proxy/db/test_spend_log_tool_index.py     | 93 ++++++++++++-------
 .../proxy/guardrails/test_usage_tracking.py   | 54 +++++++++++
 4 files changed, 148 insertions(+), 48 deletions(-)

diff --git a/litellm/proxy/db/spend_log_tool_index.py b/litellm/proxy/db/spend_log_tool_index.py
index 93bbc567430..c01fe15fc09 100644
--- a/litellm/proxy/db/spend_log_tool_index.py
+++ b/litellm/proxy/db/spend_log_tool_index.py
@@ -5,8 +5,10 @@ At request time the spend writer builds one ToolUsageTransaction per request tha
 invoked tools (MCP namespaced tool name plus response tool_calls; declared-but-not-
 invoked tools are excluded) and queues it on the prisma client. The spend-log flush
 job drains the queue into LiteLLM_SpendLogToolIndex (per-request drill-down) and
-LiteLLM_DailyToolSpend (the per-day rollup the Cost Optimization card reads) in a
-single transaction, so a failed flush never leaves a partial rollup increment.
+LiteLLM_DailyToolSpend (the per-day rollup the Cost Optimization card reads). The
+index rows are keyed on (request_id, tool_name) and written with skip_duplicates,
+so they go out as bounded standalone statements; every rollup upsert stays in one
+transaction, so a failed flush never leaves a partial rollup increment.
 """
 
 from __future__ import annotations
@@ -19,7 +21,10 @@ from datetime import datetime, timezone
 from itertools import groupby
 from typing import TYPE_CHECKING, Any, Final
 
+from litellm.constants import SPEND_LOG_WRITE_BATCH_MAX_BYTES, SPEND_LOG_WRITE_BATCH_MAX_ROWS
 from litellm.proxy._types import DB_RETRY_SAFE_ERROR_TYPES
+from litellm.proxy.db.spend_log_batching import spend_log_write_batches
+from litellm.repositories.table_repositories import SpendLogToolIndexRepository
 
 if TYPE_CHECKING:
     from litellm.proxy.utils import PrismaClient
@@ -98,14 +103,19 @@ async def flush_tool_usage_transactions(
     transactions: Sequence[ToolUsageTransaction],
     n_retry_times: int = 3,
 ) -> None:
-    """Write index rows and rollup upserts for a drained queue batch in one
-    transaction. Retries only ConnectError, the one failure that proves the
-    statements never reached the database. Post-send failures (Read timeouts
-    and errors) are ambiguous and are NOT retried: the engine can abandon the
-    transaction open on the pooled connection, so a retry's statements stack
-    into the same transaction and one commit applies both increment sets.
-    Ambiguous failures drop the batch; the caller logs it at error. Callers
-    must not add their own retry around this function."""
+    """Write the index rows as bounded standalone statements, then every rollup
+    upsert for the drained queue batch in one transaction. One flush fans out to
+    transactions x tools index rows, so the index write is split by the spend-log
+    statement budgets; a split inside ``batch_()`` would not help, since the
+    batcher ships every queued statement to the query engine as one payload.
+    Retries only ConnectError, the one failure that proves the statements never
+    reached the database; replayed index rows are no-ops under skip_duplicates.
+    Post-send failures (Read timeouts and errors) are ambiguous and are NOT
+    retried: the engine can abandon the transaction open on the pooled
+    connection, so a retry's statements stack into the same transaction and one
+    commit applies both increment sets. Ambiguous failures drop the batch; the
+    caller logs it at error. Callers must not add their own retry around this
+    function."""
     if not transactions:
         return
 
@@ -119,10 +129,14 @@ async def flush_tool_usage_transactions(
         key=lambda entry: (entry[0], entry[1]),
     )
 
+    index_table: Final = SpendLogToolIndexRepository(prisma_client).table
     for attempt in range(n_retry_times + 1):
         try:
+            for statement_rows in spend_log_write_batches(
+                index_rows, SPEND_LOG_WRITE_BATCH_MAX_BYTES, SPEND_LOG_WRITE_BATCH_MAX_ROWS
+            ):
+                await index_table.create_many(data=statement_rows, skip_duplicates=True)
             async with prisma_client.db.batch_() as batcher:
-                batcher.litellm_spendlogtoolindex.create_many(data=index_rows, skip_duplicates=True)
                 for (date_key, tool_name), grouped in groupby(per_tool_day, key=lambda entry: (entry[0], entry[1])):
                     entries = tuple(grouped)
                     spend = sum(entry[2] for entry in entries)
diff --git a/litellm/proxy/guardrails/usage_tracking.py b/litellm/proxy/guardrails/usage_tracking.py
index df967058cf0..797323794d2 100644
--- a/litellm/proxy/guardrails/usage_tracking.py
+++ b/litellm/proxy/guardrails/usage_tracking.py
@@ -17,8 +17,10 @@ from typing import TYPE_CHECKING, Any, Final, NamedTuple, TypeVar
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm._logging import verbose_proxy_logger
+from litellm.constants import SPEND_LOG_WRITE_BATCH_MAX_BYTES, SPEND_LOG_WRITE_BATCH_MAX_ROWS
 from litellm.litellm_core_utils.llm_cost_calc.guardrail_cost import billed_guardrail_cost_by_unit
 from litellm.proxy._types import DB_RETRY_SAFE_ERROR_TYPES
+from litellm.proxy.db.spend_log_batching import spend_log_write_batches
 from litellm.proxy.utils import PrismaClient
 from litellm.repositories.table_repositories import (
     DailyGuardrailMetricsRepository,
@@ -401,13 +403,12 @@ async def process_spend_logs_guardrail_usage(
         return
 
     try:
-        # Insert index rows (skip duplicates by request_id + guardrail_id)
-        if index_rows:
+        index_table: Final = SpendLogGuardrailIndexRepository(prisma_client).table
+        for statement_rows in spend_log_write_batches(
+            index_rows, SPEND_LOG_WRITE_BATCH_MAX_BYTES, SPEND_LOG_WRITE_BATCH_MAX_ROWS
+        ):
             try:
-                await SpendLogGuardrailIndexRepository(prisma_client).table.create_many(
-                    data=index_rows,
-                    skip_duplicates=True,
-                )
+                await index_table.create_many(data=statement_rows, skip_duplicates=True)
             except Exception as e:
                 verbose_proxy_logger.debug("Guardrail usage tracking: index create_many skipped: %s", e)
 
diff --git a/tests/test_litellm/proxy/db/test_spend_log_tool_index.py b/tests/test_litellm/proxy/db/test_spend_log_tool_index.py
index 9c4fbbf41aa..282c2a7cfaa 100644
--- a/tests/test_litellm/proxy/db/test_spend_log_tool_index.py
+++ b/tests/test_litellm/proxy/db/test_spend_log_tool_index.py
@@ -1,15 +1,17 @@
 """
 Tests for the tool usage writer: ToolUsageTransaction construction (invoked tools
-only) and the flush that writes LiteLLM_SpendLogToolIndex plus the
-LiteLLM_DailyToolSpend rollup in one transaction.
+only) and the flush that writes LiteLLM_SpendLogToolIndex in bounded statements
+plus the LiteLLM_DailyToolSpend rollup in one transaction.
 """
 
 from types import SimpleNamespace
 from typing import Any
 from unittest.mock import AsyncMock, MagicMock
 
+import httpx
 import pytest
 
+from litellm.proxy.db import spend_log_tool_index
 from litellm.proxy.db.spend_log_tool_index import (
     ToolUsageTransaction,
     build_tool_usage_transaction,
@@ -35,11 +37,24 @@ class _FakeBatcher:
         return None
 
 
+def _prisma(batch_: MagicMock) -> MagicMock:
+    prisma = MagicMock()
+    prisma.db.batch_ = batch_
+    prisma.db.litellm_spendlogtoolindex.create_many = AsyncMock()
+    return prisma
+
+
 def _prisma_with_batcher() -> tuple[MagicMock, _FakeBatcher]:
     batcher = _FakeBatcher()
-    prisma = MagicMock()
-    prisma.db.batch_ = MagicMock(return_value=batcher)
-    return prisma, batcher
+    return _prisma(MagicMock(return_value=batcher)), batcher
+
+
+def _index_rows_written(prisma: MagicMock) -> list[tuple[str, str]]:
+    return [
+        (row["request_id"], row["tool_name"])
+        for call in prisma.db.litellm_spendlogtoolindex.create_many.call_args_list
+        for row in call.kwargs["data"]
+    ]
 
 
 class TestBuildToolUsageTransaction:
@@ -228,9 +243,8 @@ class TestFlushToolUsageTransactions:
             prisma_client=prisma,
             transactions=[_transaction("r1", tool_names=("tool_a", "tool_b"), spend=0.10, total_tokens=100)],
         )
-        index_rows = batcher.litellm_spendlogtoolindex.create_many.call_args.kwargs["data"]
-        assert [(r["request_id"], r["tool_name"]) for r in index_rows] == [("r1", "tool_a"), ("r1", "tool_b")]
-        assert batcher.litellm_spendlogtoolindex.create_many.call_args.kwargs["skip_duplicates"] is True
+        assert _index_rows_written(prisma) == [("r1", "tool_a"), ("r1", "tool_b")]
+        assert prisma.db.litellm_spendlogtoolindex.create_many.call_args.kwargs["skip_duplicates"] is True
 
         upserts = {
             c.kwargs["where"]["date_tool_name"]["tool_name"]: c.kwargs["data"]
@@ -267,19 +281,46 @@ class TestFlushToolUsageTransactions:
         assert data["update"]["request_count"] == {"increment": 2}
 
     @pytest.mark.asyncio
-    async def test_index_rows_and_rollup_share_one_transaction(self):
-        # Both writes go through the same batch_() so a failed flush cannot leave
-        # index rows without their rollup increments (or vice versa); increments
-        # are not idempotent, so partial states must be unreachable.
+    async def test_index_rows_are_written_in_bounded_statements_outside_the_rollup_transaction(self, monkeypatch):
+        monkeypatch.setattr(spend_log_tool_index, "SPEND_LOG_WRITE_BATCH_MAX_ROWS", 100)
         prisma, batcher = _prisma_with_batcher()
-        await flush_tool_usage_transactions(
-            prisma_client=prisma,
-            transactions=[_transaction("r1")],
-        )
+        tool_names = tuple(f"tool_{i}" for i in range(50))
+        transactions = [_transaction(f"r{i}", tool_names=tool_names) for i in range(5)]
+        await flush_tool_usage_transactions(prisma_client=prisma, transactions=transactions)
+
+        statements = prisma.db.litellm_spendlogtoolindex.create_many.call_args_list
+        assert [len(call.kwargs["data"]) for call in statements] == [100, 100, 50]
+        assert all(call.kwargs["skip_duplicates"] is True for call in statements)
+        assert _index_rows_written(prisma) == [
+            (txn.request_id, tool_name) for txn in transactions for tool_name in tool_names
+        ]
+        batcher.litellm_spendlogtoolindex.create_many.assert_not_called()
+        prisma.db.batch_.assert_called_once()
+        assert batcher.litellm_dailytoolspend.upsert.call_count == len(tool_names)
+
+    @pytest.mark.asyncio
+    async def test_index_connection_error_is_retried_before_the_rollup_is_attempted(self, monkeypatch):
+        prisma, batcher = _prisma_with_batcher()
+        prisma.db.litellm_spendlogtoolindex.create_many = AsyncMock(side_effect=[httpx.ConnectError("down"), None])
+
+        async def fake_sleep(seconds: float) -> None:
+            return None
+
+        monkeypatch.setattr("litellm.proxy.db.spend_log_tool_index.asyncio.sleep", fake_sleep)
+        await flush_tool_usage_transactions(prisma_client=prisma, transactions=[_transaction("r1")])
+        assert prisma.db.litellm_spendlogtoolindex.create_many.await_count == 2
         prisma.db.batch_.assert_called_once()
-        batcher.litellm_spendlogtoolindex.create_many.assert_called_once()
         batcher.litellm_dailytoolspend.upsert.assert_called_once()
 
+    @pytest.mark.asyncio
+    async def test_ambiguous_index_error_drops_the_batch_without_touching_the_rollup(self):
+        prisma, _ = _prisma_with_batcher()
+        prisma.db.litellm_spendlogtoolindex.create_many = AsyncMock(side_effect=httpx.ReadTimeout("ambiguous"))
+        with pytest.raises(httpx.ReadTimeout):
+            await flush_tool_usage_transactions(prisma_client=prisma, transactions=[_transaction("r1")])
+        prisma.db.litellm_spendlogtoolindex.create_many.assert_awaited_once()
+        prisma.db.batch_.assert_not_called()
+
     @pytest.mark.asyncio
     async def test_empty_batch_touches_nothing(self):
         prisma, _ = _prisma_with_batcher()
@@ -290,11 +331,8 @@ class TestFlushToolUsageTransactions:
     async def test_connection_errors_retry_and_succeed(self, monkeypatch):
         # A failed batch commits nothing, so retrying a connection error cannot
         # double-count; the flush must retry rather than drop the batch.
-        import httpx
-
         batcher = _FakeBatcher()
-        prisma = MagicMock()
-        prisma.db.batch_ = MagicMock(side_effect=[httpx.ConnectError("down"), batcher])
+        prisma = _prisma(MagicMock(side_effect=[httpx.ConnectError("down"), batcher]))
         sleeps: list[float] = []
 
         async def fake_sleep(seconds: float) -> None:
@@ -308,10 +346,7 @@ class TestFlushToolUsageTransactions:
 
     @pytest.mark.asyncio
     async def test_connection_errors_exhaust_retries_then_raise(self, monkeypatch):
-        import httpx
-
-        prisma = MagicMock()
-        prisma.db.batch_ = MagicMock(side_effect=httpx.ConnectError("down"))
+        prisma = _prisma(MagicMock(side_effect=httpx.ConnectError("down")))
 
         async def fake_sleep(seconds: float) -> None:
             return None
@@ -325,8 +360,7 @@ class TestFlushToolUsageTransactions:
 
     @pytest.mark.asyncio
     async def test_non_connection_errors_do_not_retry(self):
-        prisma = MagicMock()
-        prisma.db.batch_ = MagicMock(side_effect=ValueError("bad data"))
+        prisma = _prisma(MagicMock(side_effect=ValueError("bad data")))
         with pytest.raises(ValueError, match="bad data"):
             await flush_tool_usage_transactions(prisma_client=prisma, transactions=[_transaction("r1")])
         prisma.db.batch_.assert_called_once()
@@ -338,11 +372,8 @@ class TestFlushToolUsageTransactions:
         # unknown; the engine can leave the transaction open on the pooled
         # connection, so a retry's statements would stack into it and one
         # commit would apply both increment sets. These must never retry.
-        import httpx
-
         error = getattr(httpx, ambiguous_error)("ambiguous")
-        prisma = MagicMock()
-        prisma.db.batch_ = MagicMock(side_effect=error)
+        prisma = _prisma(MagicMock(side_effect=error))
         with pytest.raises((httpx.ReadTimeout, httpx.ReadError)):
             await flush_tool_usage_transactions(prisma_client=prisma, transactions=[_transaction("r1")])
         prisma.db.batch_.assert_called_once()
diff --git a/tests/test_litellm/proxy/guardrails/test_usage_tracking.py b/tests/test_litellm/proxy/guardrails/test_usage_tracking.py
index 110de7dbe70..85f22e1f307 100644
--- a/tests/test_litellm/proxy/guardrails/test_usage_tracking.py
+++ b/tests/test_litellm/proxy/guardrails/test_usage_tracking.py
@@ -6,6 +6,7 @@ from unittest.mock import AsyncMock, MagicMock
 import httpx
 import pytest
 
+from litellm.proxy.guardrails import usage_tracking
 from litellm.proxy.guardrails.usage_tracking import (
     _MAX_PENDING_ROWS,
     PendingRollups,
@@ -511,3 +512,56 @@ async def test_requeued_cost_is_added_to_the_next_flush():
     costs = _cost_upserts(recovered)
     assert costs["contentPolicyUnits"] == (pytest.approx(0.45), 0)
     assert costs["someFutureCounter"] == (0.0, 7)
+
+
+def _fan_out_payload(request_id: str, guardrail_ids: tuple[str, ...]) -> dict[str, Any]:
+    return {
+        "request_id": request_id,
+        "startTime": datetime(2026, 8, 17, 12, 0, tzinfo=timezone.utc),
+        "team_id": "team-a",
+        "api_key": "hashed-key-1",
+        "metadata": json.dumps(
+            {"guardrail_information": [{"guardrail_id": gid, "guardrail_status": "success"} for gid in guardrail_ids]}
+        ),
+    }
+
+
+def _index_rows_written(prisma: MagicMock) -> list[tuple[str, str]]:
+    return [
+        (row["request_id"], row["guardrail_id"])
+        for call in prisma.db.litellm_spendlogguardrailindex.create_many.call_args_list
+        for row in call.kwargs["data"]
+    ]
+
+
+@pytest.mark.asyncio
+async def test_index_rows_are_written_in_row_bounded_statements(monkeypatch):
+    """
+    LIT-5931: the drain caps logs, not logs x guardrails, so a fan-out must be
+    split into statements the query engine can afford instead of one create_many.
+    """
+    monkeypatch.setattr(usage_tracking, "SPEND_LOG_WRITE_BATCH_MAX_ROWS", 100)
+    prisma = _prisma()
+    guardrail_ids = tuple(f"guard-{i}" for i in range(50))
+    logs = [_fan_out_payload(f"r{i}", guardrail_ids) for i in range(5)]
+
+    await process_spend_logs_guardrail_usage(prisma, logs, pending=PendingRollups())
+
+    statements = prisma.db.litellm_spendlogguardrailindex.create_many.call_args_list
+    assert [len(call.kwargs["data"]) for call in statements] == [100, 100, 50]
+    assert all(call.kwargs["skip_duplicates"] is True for call in statements)
+    assert _index_rows_written(prisma) == [(f"r{i}", gid) for i in range(5) for gid in guardrail_ids]
+
+
+@pytest.mark.asyncio
+async def test_one_failing_index_statement_does_not_drop_the_others_or_the_rollup(monkeypatch):
+    monkeypatch.setattr(usage_tracking, "SPEND_LOG_WRITE_BATCH_MAX_ROWS", 100)
+    prisma = _prisma()
+    prisma.db.litellm_spendlogguardrailindex.create_many.side_effect = [None, httpx.ReadTimeout("ambiguous"), None]
+    guardrail_ids = tuple(f"guard-{i}" for i in range(50))
+    logs = [_fan_out_payload(f"r{i}", guardrail_ids) for i in range(5)]
+
+    await process_spend_logs_guardrail_usage(prisma, logs, pending=PendingRollups())
+
+    assert prisma.db.litellm_spendlogguardrailindex.create_many.await_count == 3
+    assert prisma.db.litellm_dailyguardrailmetrics.upsert.await_count == len(guardrail_ids)

From 0904051fda4e3f07c59ecca731eb3c5b94b92817 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sun, 13 Sep 2026 03:24:23 +0000
Subject: [PATCH 19/22] refactor(fireworks): move cost map key construction
 under llms/

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/llms/fireworks_ai/common_utils.py        |  4 ++++
 litellm/utils.py                                 |  4 ++--
 .../test_fireworks_ai_common_utils.py            | 16 +++++++++++++---
 3 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/fireworks_ai/common_utils.py b/litellm/llms/fireworks_ai/common_utils.py
index 21a630a76d7..b5552583862 100644
--- a/litellm/llms/fireworks_ai/common_utils.py
+++ b/litellm/llms/fireworks_ai/common_utils.py
@@ -72,6 +72,10 @@ def resolve_fireworks_resource_name(model: str) -> str:
     return f"accounts/fireworks/models/{stripped}"
 
 
+def fireworks_cost_map_key(model: str) -> str:
+    return f"fireworks_ai/{resolve_fireworks_resource_name(model)}"
+
+
 class FireworksAIMixin:
     """
     Common Base Config functions across Fireworks AI Endpoints
diff --git a/litellm/utils.py b/litellm/utils.py
index 4a92f9b1244..d088ae7264f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5557,9 +5557,9 @@ def _get_potential_model_names(model: str, custom_llm_provider: str | None) -> P
         split_model = strip_bedrock_routing_prefix(split_model)
 
     if custom_llm_provider == "fireworks_ai":
-        from litellm.llms.fireworks_ai.common_utils import resolve_fireworks_resource_name
+        from litellm.llms.fireworks_ai.common_utils import fireworks_cost_map_key
 
-        provider_prefixed_model_name = f"fireworks_ai/{resolve_fireworks_resource_name(split_model)}"
+        provider_prefixed_model_name = fireworks_cost_map_key(split_model)
 
     return PotentialModelNamesAndCustomLLMProvider(
         split_model=split_model,
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
index 16226a3ce74..5aa1429f2e7 100644
--- a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
+++ b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
@@ -1,8 +1,6 @@
-
 import pytest
 
-
-from litellm.llms.fireworks_ai.common_utils import resolve_fireworks_resource_name
+from litellm.llms.fireworks_ai.common_utils import fireworks_cost_map_key, resolve_fireworks_resource_name
 
 
 @pytest.mark.parametrize(
@@ -43,3 +41,15 @@ from litellm.llms.fireworks_ai.common_utils import resolve_fireworks_resource_na
 )
 def test_resolve_fireworks_resource_name(model, expected):
     assert resolve_fireworks_resource_name(model) == expected
+
+
+@pytest.mark.parametrize(
+    "model, expected",
+    [
+        ("deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
+        ("glm-5p3-fast", "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast"),
+        ("accounts/fireworks/models/deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
+    ],
+)
+def test_fireworks_cost_map_key(model: str, expected: str) -> None:
+    assert fireworks_cost_map_key(model) == expected

From a519d805bb35abad5ba736d0e785aebe813cca26 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sun, 13 Sep 2026 03:29:11 +0000
Subject: [PATCH 20/22] refactor(fireworks): resolve cost map key through a
 provider config hook

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/llms/base_llm/base_utils.py              |  6 ++++++
 litellm/llms/fireworks_ai/chat/transformation.py |  3 +++
 litellm/llms/fireworks_ai/common_utils.py        |  4 ----
 litellm/utils.py                                 | 14 +++++++++-----
 .../test_fireworks_ai_chat_transformation.py     | 12 ++++++++++++
 .../test_fireworks_ai_common_utils.py            | 16 +++-------------
 6 files changed, 33 insertions(+), 22 deletions(-)

diff --git a/litellm/llms/base_llm/base_utils.py b/litellm/llms/base_llm/base_utils.py
index c5290b41f7b..c9ef7d77ed8 100644
--- a/litellm/llms/base_llm/base_utils.py
+++ b/litellm/llms/base_llm/base_utils.py
@@ -50,6 +50,12 @@ class BaseLLMModelInfo(ABC):
         """
         return None
 
+    def get_model_cost_key(self, model: str) -> str | None:
+        """
+        Extra `litellm.model_cost` key to try for this provider's spelling of `model`, after the exact keys miss.
+        """
+        return None
+
     @abstractmethod
     def get_models(self, api_key: str | None = None, api_base: str | None = None) -> list[str]:
         """
diff --git a/litellm/llms/fireworks_ai/chat/transformation.py b/litellm/llms/fireworks_ai/chat/transformation.py
index b4e1856f499..05160d83c12 100644
--- a/litellm/llms/fireworks_ai/chat/transformation.py
+++ b/litellm/llms/fireworks_ai/chat/transformation.py
@@ -602,6 +602,9 @@ class FireworksAIConfig(FireworksAIMixin, OpenAIGPTConfig):
             return None
         return max(matches, key=lambda match: len(match[0]))[1]
 
+    def get_model_cost_key(self, model: str) -> str:
+        return f"fireworks_ai/{resolve_fireworks_resource_name(model)}"
+
     def get_provider_info(self, model: str) -> ProviderSpecificModelInfo:
         supports_function_calling_value: Final = self._get_model_cost_capability(
             model=model, capability="supports_function_calling"
diff --git a/litellm/llms/fireworks_ai/common_utils.py b/litellm/llms/fireworks_ai/common_utils.py
index b5552583862..21a630a76d7 100644
--- a/litellm/llms/fireworks_ai/common_utils.py
+++ b/litellm/llms/fireworks_ai/common_utils.py
@@ -72,10 +72,6 @@ def resolve_fireworks_resource_name(model: str) -> str:
     return f"accounts/fireworks/models/{stripped}"
 
 
-def fireworks_cost_map_key(model: str) -> str:
-    return f"fireworks_ai/{resolve_fireworks_resource_name(model)}"
-
-
 class FireworksAIMixin:
     """
     Common Base Config functions across Fireworks AI Endpoints
diff --git a/litellm/utils.py b/litellm/utils.py
index d088ae7264f..edfdde55699 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5556,17 +5556,21 @@ def _get_potential_model_names(model: str, custom_llm_provider: str | None) -> P
 
         split_model = strip_bedrock_routing_prefix(split_model)
 
-    if custom_llm_provider == "fireworks_ai":
-        from litellm.llms.fireworks_ai.common_utils import fireworks_cost_map_key
-
-        provider_prefixed_model_name = fireworks_cost_map_key(split_model)
+    provider_model_info: Final = (
+        ProviderConfigManager.get_provider_model_info(model=split_model, provider=LlmProviders(custom_llm_provider))
+        if custom_llm_provider in LlmProvidersSet
+        else None
+    )
+    provider_cost_key: Final = (
+        provider_model_info.get_model_cost_key(split_model) if provider_model_info is not None else None
+    )
 
     return PotentialModelNamesAndCustomLLMProvider(
         split_model=split_model,
         combined_model_name=combined_model_name,
         stripped_model_name=stripped_model_name,
         combined_stripped_model_name=combined_stripped_model_name,
-        provider_prefixed_model_name=provider_prefixed_model_name,
+        provider_prefixed_model_name=provider_cost_key or provider_prefixed_model_name,
         custom_llm_provider=cast(str, custom_llm_provider),
     )
 
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 8479397efa7..fb0311ef39b 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
@@ -1813,3 +1813,15 @@ def test_streaming_preserves_selected_model_for_private_accounting():
         completion_response=assembled,
         custom_llm_provider="fireworks_ai",
     ) == pytest.approx(expected_cost)
+
+
+@pytest.mark.parametrize(
+    "model, expected",
+    [
+        ("deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
+        ("glm-5p3-fast", "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast"),
+        ("accounts/fireworks/models/deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
+    ],
+)
+def test_get_model_cost_key_resolves_short_names_to_long_keys(model: str, expected: str) -> None:
+    assert FireworksAIConfig().get_model_cost_key(model) == expected
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
index 5aa1429f2e7..16226a3ce74 100644
--- a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
+++ b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
@@ -1,6 +1,8 @@
+
 import pytest
 
-from litellm.llms.fireworks_ai.common_utils import fireworks_cost_map_key, resolve_fireworks_resource_name
+
+from litellm.llms.fireworks_ai.common_utils import resolve_fireworks_resource_name
 
 
 @pytest.mark.parametrize(
@@ -41,15 +43,3 @@ from litellm.llms.fireworks_ai.common_utils import fireworks_cost_map_key, resol
 )
 def test_resolve_fireworks_resource_name(model, expected):
     assert resolve_fireworks_resource_name(model) == expected
-
-
-@pytest.mark.parametrize(
-    "model, expected",
-    [
-        ("deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
-        ("glm-5p3-fast", "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast"),
-        ("accounts/fireworks/models/deepseek-r1", "fireworks_ai/accounts/fireworks/models/deepseek-r1"),
-    ],
-)
-def test_fireworks_cost_map_key(model: str, expected: str) -> None:
-    assert fireworks_cost_map_key(model) == expected

From f1fe61af06ddefcf086ec831cc172107c6e8c886 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sun, 13 Sep 2026 03:36:00 +0000
Subject: [PATCH 21/22] docs(fireworks): explain what get_model_cost_key is for

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/llms/base_llm/base_utils.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/base_llm/base_utils.py b/litellm/llms/base_llm/base_utils.py
index c9ef7d77ed8..32f98fbc933 100644
--- a/litellm/llms/base_llm/base_utils.py
+++ b/litellm/llms/base_llm/base_utils.py
@@ -52,7 +52,10 @@ class BaseLLMModelInfo(ABC):
 
     def get_model_cost_key(self, model: str) -> str | None:
         """
-        Extra `litellm.model_cost` key to try for this provider's spelling of `model`, after the exact keys miss.
+        Maps the model name a user sends to the key `litellm.model_cost` stores it under, when the two differ.
+        `get_model_info` tries this key once the exact `model` and `provider/model` keys miss. The default None means
+        the provider's user-facing names already match the cost map, so there is nothing extra to try. Fireworks
+        overrides it: `deepseek-r1` -> `fireworks_ai/accounts/fireworks/models/deepseek-r1`.
         """
         return None
 

From 7a0ea9867df1573f3847b6cd227dd39be7c2a8fa Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Sun, 13 Sep 2026 03:38:14 +0000
Subject: [PATCH 22/22] docs(fireworks): drop provider example from
 get_model_cost_key docstring

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

diff --git a/litellm/llms/base_llm/base_utils.py b/litellm/llms/base_llm/base_utils.py
index 32f98fbc933..a446a721307 100644
--- a/litellm/llms/base_llm/base_utils.py
+++ b/litellm/llms/base_llm/base_utils.py
@@ -54,8 +54,7 @@ class BaseLLMModelInfo(ABC):
         """
         Maps the model name a user sends to the key `litellm.model_cost` stores it under, when the two differ.
         `get_model_info` tries this key once the exact `model` and `provider/model` keys miss. The default None means
-        the provider's user-facing names already match the cost map, so there is nothing extra to try. Fireworks
-        overrides it: `deepseek-r1` -> `fireworks_ai/accounts/fireworks/models/deepseek-r1`.
+        the provider's user-facing names already match the cost map, so there is nothing extra to try.
         """
         return None