diff --git a/.github/workflows/test-litellm-ui-lint.yml b/.github/workflows/test-litellm-ui-lint.yml
index 804894b1e50..5173eb6da35 100644
--- a/.github/workflows/test-litellm-ui-lint.yml
+++ b/.github/workflows/test-litellm-ui-lint.yml
@@ -29,7 +29,15 @@ jobs:
id: changed
env:
BASE_SHA: ${{ github.event.pull_request.base.sha }}
+ HEAD_SHA: ${{ github.event.pull_request.head.sha }}
run: |
+ # base.sha is the base branch tip from when the PR was opened, while
+ # actions/checkout leaves HEAD on a merge of the PR into the *current*
+ # base tip. "$BASE_SHA"...HEAD therefore spans every base-branch commit
+ # landed since, so a PR that touches no UI file still gets linted
+ # against hundreds of other people's files. Diff the PR head against its
+ # own merge base instead, which is exactly what this PR changed.
+ merge_base=$(git merge-base "$BASE_SHA" "$HEAD_SHA")
: > "$RUNNER_TEMP/prettier_files.txt"
: > "$RUNNER_TEMP/eslint_files.txt"
while IFS= read -r f; do
@@ -41,7 +49,7 @@ jobs:
*.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html)
printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;;
esac
- done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .)
+ done < <(git diff --name-only --diff-filter=ACMR --relative "$merge_base" "$HEAD_SHA" -- .)
if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then
echo "has_files=true" >> "$GITHUB_OUTPUT"
else
diff --git a/.github/workflows/test_server_root_path.yml b/.github/workflows/test_server_root_path.yml
deleted file mode 100644
index 01f70511e79..00000000000
--- a/.github/workflows/test_server_root_path.yml
+++ /dev/null
@@ -1,151 +0,0 @@
-name: Test Proxy SERVER_ROOT_PATH Routing
-permissions:
- contents: read
-
-on:
- pull_request:
- branches:
- - main
- - litellm_internal_staging
- - litellm_oss_staging
- - "litellm_**"
-
-jobs:
- test-server-root-path:
- runs-on: ubuntu-latest
- timeout-minutes: 30
-
- strategy:
- fail-fast: false
- matrix:
- root_path: ["/api/v1", "/llmproxy"]
-
- steps:
- - name: Checkout repository
- uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
- with:
- persist-credentials: false
-
- - name: Free up disk space
- run: |
- sudo rm -rf /usr/local/lib/android /usr/share/dotnet /opt/ghc /usr/local/share/boost
- sudo apt-get clean
- df -h /
-
- - name: Set up Docker Buildx
- uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
-
- - name: Build Docker image
- uses: docker/build-push-action@0adf9959216b96bec444f325f1e493d4aa344497 # v6.14.0
- with:
- context: .
- file: ./docker/Dockerfile.non_root
- tags: litellm-test:${{ github.sha }}
- load: true
- push: false
-
- - name: Start LiteLLM container with SERVER_ROOT_PATH
- run: |
- docker run -d \
- --name litellm-test \
- -p 4000:4000 \
- -e SERVER_ROOT_PATH="${{ matrix.root_path }}" \
- -e LITELLM_MASTER_KEY="sk-1234" \
- litellm-test:${{ github.sha }} \
- --detailed_debug
-
- - name: Wait for container to be healthy
- run: |
- echo "Waiting for LiteLLM to start..."
- max_attempts=30
- attempt=0
-
- while [ $attempt -lt $max_attempts ]; do
- if docker logs litellm-test 2>&1 | grep -q "Uvicorn running"; then
- echo "LiteLLM started successfully"
- break
- fi
- attempt=$((attempt + 1))
- echo "Attempt $attempt/$max_attempts - waiting for server to start..."
- sleep 2
- done
-
- if [ $attempt -eq $max_attempts ]; then
- echo "Server failed to start within timeout"
- docker logs litellm-test
- exit 1
- fi
-
- sleep 5
-
- - name: Show container logs
- if: always()
- run: docker logs litellm-test
-
- - name: Test UI endpoint with root path
- run: |
- ROOT_PATH="${{ matrix.root_path }}"
- echo "Testing UI at: http://localhost:4000${ROOT_PATH}/ui/"
-
- for i in 1 2 3; do
- content=$(curl -sL --max-time 5 -H "Authorization: Bearer sk-1234" "http://localhost:4000${ROOT_PATH}/ui/")
- if echo "$content" | grep -q -E "(html|= (limit or 20):
- break
+ has_more = len(batches) > page_size
+ batch_objects: List[LiteLLMBatch] = []
+ for batch in batches[:page_size]:
+ try:
batch_data = (
json.loads(batch.file_object)
if isinstance(batch.file_object, str)
@@ -351,9 +359,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
)
continue
- return build_list_page(
- batch_objects, has_more=len(batch_objects) == (limit or 20)
- )
+ return build_list_page(batch_objects, has_more=has_more)
async def get_user_created_file_ids(
self, user_api_key_dict: UserAPIKeyAuth, model_object_ids: List[str]
diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 04643b1ec33..fa209e55eb8 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
[project]
name = "litellm-enterprise"
-version = "0.1.51"
+version = "0.1.52"
description = "Package for LiteLLM Enterprise features"
readme = "README.md"
requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
module-root = ""
[tool.commitizen]
-version = "0.1.51"
+version = "0.1.52"
version_files = [
"pyproject.toml:^version",
"../pyproject.toml:litellm-enterprise==",
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260724000000_add_spend_log_tool_index_start_time_idx/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260724000000_add_spend_log_tool_index_start_time_idx/migration.sql
new file mode 100644
index 00000000000..548c3bd5683
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260724000000_add_spend_log_tool_index_start_time_idx/migration.sql
@@ -0,0 +1,2 @@
+-- CreateIndex
+CREATE INDEX IF NOT EXISTS "LiteLLM_SpendLogToolIndex_start_time_idx" ON "LiteLLM_SpendLogToolIndex"("start_time");
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 23a9c086c73..6713b212314 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -1094,6 +1094,7 @@ model LiteLLM_SpendLogToolIndex {
@@id([request_id, tool_name])
@@index([tool_name, start_time])
+ @@index([start_time])
}
// Prompt table for storing prompt configurations
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index ccca88c9996..79984dcab68 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
[project]
name = "litellm-proxy-extras"
-version = "0.4.80"
+version = "0.4.81"
description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
readme = "README.md"
requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
module-root = ""
[tool.commitizen]
-version = "0.4.80"
+version = "0.4.81"
version_files = [
"pyproject.toml:^version",
"../pyproject.toml:litellm-proxy-extras==",
diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index aecb2552b53..3e50fe66039 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -35,6 +35,7 @@ from litellm.responses.sse_output_recovery import (
record_output_item_chunk,
record_output_text_chunk,
)
+from litellm.responses.utils import normalize_responses_api_stream_options
from litellm.types.llms.openai import (
ChatCompletionAnnotation,
ChatCompletionReasoningItem,
@@ -320,6 +321,10 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
responses_api_request["tool_choice"] = ( # type: ignore[assignment]
self._normalize_tool_choice_for_responses_api(value)
)
+ elif key == "stream_options":
+ stream_options = normalize_responses_api_stream_options(value)
+ if stream_options is not None:
+ responses_api_request["stream_options"] = stream_options
elif key in ResponsesAPIOptionalRequestParams.__annotations__.keys():
responses_api_request[key] = value # type: ignore
elif key == "previous_response_id":
@@ -360,8 +365,6 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
continue
if key == "instructions" and instructions:
request_data["instructions"] = instructions
- elif key == "stream_options" and isinstance(value, dict):
- request_data["stream_options"] = value.get("include_obfuscation")
elif key == "user" and isinstance(value, str):
# OpenAI API requires user param to be max 64 chars - truncate if longer
if len(value) <= 64:
diff --git a/litellm/constants.py b/litellm/constants.py
index b9b9c0ba604..a9edf135731 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -1418,6 +1418,8 @@ LITELLM_EXPIRED_UI_SESSION_KEY_CLEANUP_BATCH_SIZE = int(
os.getenv("LITELLM_EXPIRED_UI_SESSION_KEY_CLEANUP_BATCH_SIZE", 1000)
)
LITELLM_PROXY_ADMIN_NAME = "default_user_id"
+LITELLM_PROXY_BUDGET_NAME = "litellm-proxy-budget"
+GLOBAL_PROXY_SPEND_CACHE_KEY = f"{LITELLM_PROXY_ADMIN_NAME}:spend"
########################### CLI SSO AUTHENTICATION CONSTANTS ###########################
LITELLM_CLI_SOURCE_IDENTIFIER = "litellm-cli"
@@ -1455,6 +1457,7 @@ SPEND_LOG_CLEANUP_MAX_CONSECUTIVE_BATCH_FAILURES = int(os.getenv("SPEND_LOG_CLEA
SPEND_LOG_CLEANUP_BATCH_FAILURE_BACKOFF_SECONDS = float(
os.getenv("SPEND_LOG_CLEANUP_BATCH_FAILURE_BACKOFF_SECONDS", 0.5)
)
+TOOL_SPEND_MAX_WINDOW_DAYS = 30
SPEND_LOG_PARTITION_INTERVAL = os.getenv("SPEND_LOG_PARTITION_INTERVAL", "day")
SPEND_LOG_PARTITION_PRECREATE_AHEAD = int(os.getenv("SPEND_LOG_PARTITION_PRECREATE_AHEAD", 7))
SPEND_LOG_QUEUE_SIZE_THRESHOLD = int(os.getenv("SPEND_LOG_QUEUE_SIZE_THRESHOLD", 100))
diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index f639ad49d5e..57b05c9bec8 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -17,7 +17,11 @@ from typing import (
)
from litellm._logging import verbose_logger
-from litellm.litellm_core_utils.core_helpers import redact_nested_match_and_regex_keys
+from litellm.litellm_core_utils.core_helpers import (
+ get_metadata_variable_name_from_kwargs,
+ get_or_create_metadata_bucket,
+ redact_nested_match_and_regex_keys,
+)
from litellm.caching import DualCache
from litellm.integrations.custom_logger import CustomLogger
from litellm.secret_managers.main import str_to_bool
@@ -107,6 +111,8 @@ class CustomGuardrail(CustomLogger):
# If True, during_call runs async_moderation_hook instead of the unified apply_guardrail path.
use_native_during_call_hook: ClassVar[bool] = False
+ records_own_guardrail_information: ClassVar[bool] = False
+
def __init__(
self,
guardrail_name: Optional[str] = None,
@@ -954,17 +960,8 @@ class CustomGuardrail(CustomLogger):
# should not happen
container[key] = [existing, slg]
- if "metadata" in request_data:
- if request_data["metadata"] is None:
- request_data["metadata"] = {}
- _append_guardrail_info(request_data["metadata"])
- elif "litellm_metadata" in request_data:
- _append_guardrail_info(request_data["litellm_metadata"])
- else:
- # Ensure guardrail info is always logged (e.g. proxy may not have set
- # metadata yet). Attach to "metadata" so spend log / standard logging see it.
- request_data["metadata"] = {}
- _append_guardrail_info(request_data["metadata"])
+ _, metadata_bucket = get_or_create_metadata_bucket(request_data)
+ _append_guardrail_info(metadata_bucket)
_guardrail_self_recorded.set(True)
@@ -1223,7 +1220,7 @@ def _sync_guardrail_info_to_logging_obj(request_data: dict, logging_obj: object)
"""
if logging_obj is None:
return
- meta_src = request_data.get("metadata") or request_data.get("litellm_metadata") or {}
+ meta_src = request_data.get(get_metadata_variable_name_from_kwargs(request_data)) or {}
slg_info = meta_src.get("standard_logging_guardrail_information")
if not slg_info:
return
@@ -1256,6 +1253,14 @@ def log_guardrail_information(func):
so it stays correct when guardrails run concurrently (asyncio copies the
context into each gathered task): counting shared entries would let one
guardrail's append hide another guardrail's missing record.
+
+ A guardrail that only records an entry when it actually runs (e.g.
+ ``HeadroomGuardrail``, which returns the inputs untouched on an endpoint
+ whose payload it cannot act on) sets ``records_own_guardrail_information =
+ True`` so the auto-record is skipped even on the return paths where it
+ recorded nothing; otherwise a no-op early return would be logged as an
+ "allow"/"success" run even though the guardrail did nothing. The exception
+ branch below still records so a genuine failure is not lost.
"""
import functools
import inspect
@@ -1291,7 +1296,7 @@ def log_guardrail_information(func):
self_recorded_token = _guardrail_self_recorded.set(False)
try:
response = await func(*args, **kwargs)
- if _guardrail_self_recorded.get():
+ if self.records_own_guardrail_information or _guardrail_self_recorded.get():
return response
return self._process_response(
response=response,
@@ -1333,7 +1338,7 @@ def log_guardrail_information(func):
self_recorded_token = _guardrail_self_recorded.set(False)
try:
response = func(*args, **kwargs)
- if _guardrail_self_recorded.get():
+ if self.records_own_guardrail_information or _guardrail_self_recorded.get():
return response
return self._process_response(
response=response,
diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py
index fea55cd1db4..12465377b51 100644
--- a/litellm/integrations/opentelemetry.py
+++ b/litellm/integrations/opentelemetry.py
@@ -883,8 +883,8 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger):
request_data: dict,
parent_span: Optional[Any],
) -> None:
- """Emit ``guardrail`` spans from ``request_data["metadata"]
- ["standard_logging_guardrail_information"]``.
+ """Emit ``guardrail`` spans from the request's proxy-internal metadata bucket
+ (``standard_logging_guardrail_information``).
Routed through ``_create_guardrail_span`` so the dedupe state in
``_otel_internal`` is honoured — if ``_handle_failure`` already
@@ -892,7 +892,12 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger):
"""
from opentelemetry import trace as _trace
- metadata = (request_data or {}).get("metadata") or {}
+ from litellm.litellm_core_utils.core_helpers import (
+ get_metadata_variable_name_from_kwargs,
+ )
+
+ request_data = request_data or {}
+ metadata = request_data.get(get_metadata_variable_name_from_kwargs(request_data)) or {}
guardrail_information = metadata.get("standard_logging_guardrail_information")
if not guardrail_information:
return
diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index 778f5342e90..b33973f0676 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -17,6 +17,7 @@ from litellm.integrations.otel.model.baggage import promoted_baggage
from litellm.integrations.otel.model.config import OpenTelemetryV2Config
from litellm.integrations.otel.plumbing.context import (
is_recordable_span,
+ mcp_message_transport_span,
request_root_span,
resolve_mcp_span_context,
resolve_parent_context,
@@ -641,8 +642,14 @@ class OpenTelemetryV2(CustomLogger):
endpoint, auth failure), so the failed request carries the same error keys
a failed LLM call does. v1's ``OpenTelemetry`` implemented this same hook;
v2 lost it when it stopped subclassing ``OpenTelemetry``, which is the
- LIT-4179 regression for pre-call failures."""
- span = request_root_span() or user_api_key_dict.parent_otel_span
+ LIT-4179 regression for pre-call failures.
+
+ An MCP message is handled on the session's task, where the request-root
+ anchor is whatever request opened the session, so prefer the transport the
+ gateway published for this specific message. Without that, a failed tool
+ call aimed its error at the ``initialize`` request's finished span and the
+ SDK dropped it, leaving the POST that actually failed unmarked."""
+ span = mcp_message_transport_span() or request_root_span() or user_api_key_dict.parent_otel_span
if span is None or not is_recordable_span(span):
return None
stamp_error(span, _span_error_from_exception(original_exception, traceback_str=traceback_str))
diff --git a/litellm/integrations/otel/plumbing/context.py b/litellm/integrations/otel/plumbing/context.py
index 939559347b1..c03ef8d6d63 100644
--- a/litellm/integrations/otel/plumbing/context.py
+++ b/litellm/integrations/otel/plumbing/context.py
@@ -79,47 +79,67 @@ def reset_mcp_message_trace_carrier(token: "Token[Mapping[str, str] | None]") ->
_mcp_message_trace_carrier.reset(token)
-# The transport span of the HTTP request carrying the CURRENT MCP message, as a
-# plain ``SpanContext`` so it can cross a task boundary.
+# The transport span of the HTTP request carrying the CURRENT MCP message.
#
# ``_request_root_span`` above cannot be used for MCP: a *stateful* streamable-HTTP
# session runs every message on the single task spawned by that session's
# ``initialize`` POST, so the ContextVar the ASGI request task writes at auth time
# is frozen at ``initialize`` there and never sees the later ``tools/call`` POSTs.
-# Reading it from the message handler would parent every tool call in the session
-# to the first request's (already ended) server span. The gateway instead resolves
-# the current message's transport span on the request task and hands it over the
-# same way it hands over per-request auth, and the handler publishes it here for
-# the span emitter to pick up.
-_mcp_message_transport_span_context: "ContextVar[SpanContext | None]" = ContextVar(
- "litellm_otel_mcp_message_transport_span_context", default=None
+# Reading it from the message handler parents every tool call in the session to the
+# first request's server span and aims that call's ``error.*`` at it — a span that
+# ended long ago, so the SDK drops the write and the failure reaches no request at
+# all. The gateway instead resolves the current message's transport span on the
+# request task and hands it over the same way it hands over per-request auth, and
+# the handler publishes it here for the span emitter and the failure hook.
+_mcp_message_transport_span: "ContextVar[Span | None]" = ContextVar(
+ "litellm_otel_mcp_message_transport_span", default=None
)
-def set_mcp_message_transport_span_context(
- span_context: "SpanContext | None",
-) -> "Token[SpanContext | None]":
+def set_mcp_message_transport_span(span: object) -> "Token[Span | None]":
"""Publish the transport span of the request carrying the current MCP message.
+ Also re-anchors the request root, so everything else the message emits or stamps
+ — the identity attributes seeded onto the server span, a guardrail span, a
+ proxy-level failure — lands on this request instead of on the one that opened
+ the session. The MCP SDK dispatches each message on its own task, so the anchor
+ is scoped to this message; the handler re-publishes it for the next one either
+ way. Only a transport still open for writes is anchored: replacing the anchor
+ with a request that already answered would just move the dropped writes from one
+ finished span to another.
+
+ Takes ``object`` because the gateway reads it back out of the ASGI scope, whose
+ values are untyped; anything that is not a usable span is stored as ``None``
+ rather than trusted.
+
Returns the reset token; the caller must reset it once the message is handled
so the transport never leaks to the next message on the same session task.
"""
- return _mcp_message_transport_span_context.set(span_context)
+ transport = span if isinstance(span, Span) and is_recordable_span(span) else None
+ if transport is not None and transport.is_recording():
+ set_request_root_span(transport)
+ return _mcp_message_transport_span.set(transport)
-def reset_mcp_message_transport_span_context(token: "Token[SpanContext | None]") -> None:
- _mcp_message_transport_span_context.reset(token)
+def reset_mcp_message_transport_span(token: "Token[Span | None]") -> None:
+ _mcp_message_transport_span.reset(token)
-def request_root_span_context() -> "SpanContext | None":
- """The anchored request root span's context, safe to hand to another task.
+def mcp_message_transport_span() -> "Span | None":
+ """The published transport span, only while it is still open for writes.
- A ``SpanContext`` is an immutable value, unlike the live ``Span``, so passing it
- across the MCP session-task boundary cannot keep a finished span alive or invite
- writes to it from the wrong request.
+ Recording — not merely valid — is the bar here because this span is the target
+ of ``error.*`` stamping from another task, and the publisher's validity check
+ cannot speak for a span that has since ended. A finished span keeps a valid
+ context forever, so it would otherwise be handed back for a write the SDK then
+ refuses. The POST carrying a ``tools/call`` stays open until the result is
+ written, so it is recording for the life of the call; a notification POST can
+ answer first, and this returns ``None`` for it rather than writing into the void.
"""
- span = request_root_span()
- return span.get_span_context() if span is not None else None
+ span = _mcp_message_transport_span.get()
+ if span is None or not span.is_recording():
+ return None
+ return span
def _mcp_transport_span_context() -> "SpanContext | None":
@@ -127,12 +147,16 @@ def _mcp_transport_span_context() -> "SpanContext | None":
Prefers the transport the gateway published for this specific message; falls
back to the ambient request anchor for paths that emit an MCP span on the
- request task itself (the REST MCP endpoints, the SDK).
+ request task itself (the REST MCP endpoints, the SDK). Parenting and linking
+ only need the immutable context, and unlike ``mcp_message_transport_span`` they
+ stay correct against a transport that has already finished, so this does not
+ require the span to still be recording.
"""
- published = _mcp_message_transport_span_context.get()
- if published is not None and published.is_valid:
- return published
- return request_root_span_context()
+ published = _mcp_message_transport_span.get()
+ if published is not None:
+ return published.get_span_context()
+ span = request_root_span()
+ return span.get_span_context() if span is not None else None
def set_request_baggage(values: Mapping[str, str], context: Context | None = None) -> Context:
diff --git a/litellm/litellm_core_utils/core_helpers.py b/litellm/litellm_core_utils/core_helpers.py
index 88dddb59cc7..cecc35ee1c1 100644
--- a/litellm/litellm_core_utils/core_helpers.py
+++ b/litellm/litellm_core_utils/core_helpers.py
@@ -195,6 +195,25 @@ def get_metadata_variable_name_from_kwargs(
return "litellm_metadata" if "litellm_metadata" in kwargs else "metadata"
+def get_or_create_metadata_bucket(
+ request_data: dict,
+) -> tuple[Literal["metadata", "litellm_metadata"], dict]:
+ """
+ Return the proxy-internal metadata bucket for this request, creating it if absent.
+
+ Batch/file routes store proxy state in ``litellm_metadata`` so the OpenAI
+ ``metadata`` field can remain provider-safe (string values only). Every writer and
+ reader of proxy-internal metadata resolves the bucket through here, so a caller that
+ supplies its own ``metadata`` field cannot split them across two dicts.
+ """
+ metadata_key = get_metadata_variable_name_from_kwargs(request_data)
+ metadata_bucket = request_data.get(metadata_key)
+ if not isinstance(metadata_bucket, dict):
+ metadata_bucket = {}
+ request_data[metadata_key] = metadata_bucket
+ return metadata_key, metadata_bucket
+
+
def get_litellm_metadata_from_kwargs(kwargs: dict):
"""
Helper to get litellm metadata from all litellm request kwargs
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index c9e70b7db73..e1e5499d008 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -1878,7 +1878,14 @@ class Logging(LiteLLMLoggingBaseClass):
elif standard_logging_object is not None:
self.model_call_details["standard_logging_object"] = standard_logging_object
else:
- self.model_call_details["response_cost"] = None
+ # Streaming reaches here before its cost is known, so the cost
+ # is seeded to None, but only when nothing has already
+ # established one. A stream that assembles into a response
+ # object recomputes the cost right after this; a pass-through
+ # stream cannot (its body is opaque) and carries the cost its
+ # upstream reported in the response headers, which an
+ # unconditional reset would discard.
+ self.model_call_details.setdefault("response_cost", None)
result = self._transform_usage_objects(result=result)
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index 7000c20d9c4..90f735707bf 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -600,9 +600,15 @@ class AnthropicMessagesHandler(BaseTranslation):
guardrail_inputs["tool_calls"] = tool_calls_list
try:
+ prepared_request_data = self._prepare_request_data(
+ request_data,
+ model_response,
+ user_api_key_dict,
+ key="response",
+ )
_guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
inputs=guardrail_inputs,
- request_data=request_data if request_data is not None else {},
+ request_data=prepared_request_data,
input_type="response",
logging_obj=litellm_logging_obj,
)
@@ -618,9 +624,15 @@ class AnthropicMessagesHandler(BaseTranslation):
string_so_far = self.get_streaming_string_so_far(responses_so_far)
try:
+ prepared_request_data = self._prepare_request_data(
+ request_data,
+ responses_so_far,
+ user_api_key_dict,
+ key="responses",
+ )
_guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
inputs={"texts": [string_so_far]},
- request_data=request_data if request_data is not None else {},
+ request_data=prepared_request_data,
input_type="response",
logging_obj=litellm_logging_obj,
)
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/interceptors/advisor.py b/litellm/llms/anthropic/experimental_pass_through/messages/interceptors/advisor.py
index 79faa39c7a2..a36f825951a 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/interceptors/advisor.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/interceptors/advisor.py
@@ -21,6 +21,7 @@ import litellm
import litellm.constants as _c
from litellm.litellm_core_utils.url_utils import validate_url
from litellm.llms.anthropic.common_utils import strip_advisor_blocks_from_messages
+from litellm.router_utils.cooldown_handlers import mark_advisor_orchestration_failure
from litellm.types.llms.anthropic_messages.anthropic_response import (
AnthropicMessagesResponse,
)
@@ -124,30 +125,36 @@ class AdvisorOrchestrationHandler(MessagesInterceptor):
iteration += 1
if iteration > max_uses:
- raise AdvisorMaxIterationsError(
+ max_iterations_error = AdvisorMaxIterationsError(
f"Advisor orchestration loop exceeded max_uses={max_uses}. "
"Increase max_uses in the advisor tool definition or cap the request."
)
+ mark_advisor_orchestration_failure(max_iterations_error)
+ raise max_iterations_error
# --- Build advisor context ---
advisor_messages = _build_advisor_context(current_messages, executor_response, advisor_use_block)
# --- Advisor sub-call (always non-streaming, no tools) ---
- advisor_response: AnthropicMessagesResponse = await _call_messages_handler(
- model=advisor_model,
- messages=advisor_messages,
- tools=None,
- stream=False,
- max_tokens=max_tokens,
- custom_llm_provider=None, # let litellm resolve from model name
- metadata={
- **metadata_base,
- "advisor_sub_call": True,
- "parent_request_id": parent_request_id,
- },
- api_key=advisor_api_key,
- api_base=advisor_api_base,
- )
+ try:
+ advisor_response: AnthropicMessagesResponse = await _call_messages_handler(
+ model=advisor_model,
+ messages=advisor_messages,
+ tools=None,
+ stream=False,
+ max_tokens=max_tokens,
+ custom_llm_provider=None, # let litellm resolve from model name
+ metadata={
+ **metadata_base,
+ "advisor_sub_call": True,
+ "parent_request_id": parent_request_id,
+ },
+ api_key=advisor_api_key,
+ api_base=advisor_api_base,
+ )
+ except Exception as advisor_sub_call_exception:
+ mark_advisor_orchestration_failure(advisor_sub_call_exception)
+ raise
advisor_text = _extract_response_text(advisor_response)
diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py
index df811f8d262..6b89fb69739 100644
--- a/litellm/llms/bedrock/base_aws_llm.py
+++ b/litellm/llms/bedrock/base_aws_llm.py
@@ -78,8 +78,10 @@ class BaseAWSLLM:
# Storage is in-process memory only: default ``DualCache()`` has no Redis backend unless attached
# elsewhere. Entry TTL: static access-key + secret + region use ``_get_default_ttl_for_boto3_credentials``
# (~59 minutes); ambient env (``_auth_with_env_vars`` returns ``ttl=None``) uses ``InMemoryCache``'s
- # ``default_ttl`` (600 seconds / 10 minutes). AssumeRole, web identity, profiles, and explicit
- # session-token tuples are not cached — see ``get_credentials`` and ``_get_or_set_cached_credentials``.
+ # ``default_ttl`` (600 seconds / 10 minutes); web identity STS credentials use
+ # ``_get_default_ttl_for_boto3_credentials`` (~59 minutes), keyed on all aws_* credential args
+ # plus ssl_verify. AssumeRole, profiles, and explicit session-token tuples are not cached — see
+ # ``get_credentials`` and ``_get_or_set_cached_credentials``.
_shared_iam_cache: ClassVar[DualCache] = DualCache()
def __init__(self) -> None:
@@ -136,11 +138,12 @@ class BaseAWSLLM:
which ``InMemoryCache.set_cache`` resolves to ``default_ttl`` (600 seconds / 10 minutes by
default).
- Used only for static access-key credentials and ambient credentials from
+ Used for static access-key credentials, ambient credentials from
``_auth_with_env_vars`` (including when skipping AssumeRole because the runtime identity
- already matches ``aws_role_name``).
+ already matches ``aws_role_name``), and web identity STS credentials (plain
+ non-refreshable ``Credentials`` cached ~59 min, inside the 3600s STS session).
- AssumeRole, web identity exchange, profiles, and explicit session-token tuples are not
+ AssumeRole, profiles, and explicit session-token tuples are not
cached here — shared ``Credentials`` / refresh state must not span logical sessions.
"""
cache_key = self.get_cache_key(credential_args)
@@ -266,23 +269,26 @@ class BaseAWSLLM:
# Credentials - boto3.Credentials
# cache ttl - Optional[int]. If None, the credentials are not cached. Some auth flows have no expiry time.
#
- # iam_cache: static keys and ambient env only (including skip-AssumeRole path).
- # Do not cache AssumeRole / web identity / profile / explicit session-token paths here.
+ # iam_cache: static keys, ambient env (including skip-AssumeRole path), and web identity.
+ # Do not cache AssumeRole / profile / explicit session-token paths here.
#########################################################
if self._is_auth_with_web_identity_token(
aws_web_identity_token,
aws_role_name,
aws_session_name,
):
- credentials, _cache_ttl = self._auth_with_web_identity_token(
- aws_web_identity_token=cast(str, aws_web_identity_token),
- aws_role_name=cast(str, aws_role_name),
- aws_session_name=cast(str, aws_session_name),
- aws_region_name=aws_region_name,
- aws_sts_endpoint=aws_sts_endpoint,
- aws_external_id=aws_external_id,
+ return self._get_or_set_cached_credentials(
+ args,
+ lambda: self._auth_with_web_identity_token(
+ aws_web_identity_token=cast(str, aws_web_identity_token),
+ aws_role_name=cast(str, aws_role_name),
+ aws_session_name=cast(str, aws_session_name),
+ aws_region_name=aws_region_name,
+ aws_sts_endpoint=aws_sts_endpoint,
+ aws_external_id=aws_external_id,
+ ssl_verify=ssl_verify,
+ ),
)
- return credentials
elif self._is_auth_with_aws_role(aws_role_name):
# Same role (IRSA/ECS/EC2): ambient creds via _get_or_set_cached_credentials like the
# default env branch; never pre-read cache (must run _is_already_running_as_role first).
diff --git a/litellm/llms/bedrock/messages/mantle_transformation.py b/litellm/llms/bedrock/messages/mantle_transformation.py
index da7b8697a6b..65a2ab3b9a7 100644
--- a/litellm/llms/bedrock/messages/mantle_transformation.py
+++ b/litellm/llms/bedrock/messages/mantle_transformation.py
@@ -17,6 +17,10 @@ from litellm.llms.bedrock.common_utils import build_mantle_messages_url
from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import (
AmazonAnthropicClaudeMessagesConfig,
)
+from litellm.types.llms.anthropic_messages.anthropic_response import (
+ AnthropicMessagesResponse,
+ AnthropicUsage,
+)
from litellm.types.router import GenericLiteLLMParams
if TYPE_CHECKING:
@@ -103,6 +107,25 @@ class AmazonMantleMessagesConfig(AmazonAnthropicClaudeMessagesConfig):
)
return {**request, "model": model_id, **stream_fields}
+ def transform_anthropic_messages_response(
+ self,
+ model: str,
+ raw_response: httpx.Response,
+ logging_obj: LiteLLMLoggingObj,
+ ) -> AnthropicMessagesResponse:
+ response = super().transform_anthropic_messages_response(
+ model=model,
+ raw_response=raw_response,
+ logging_obj=logging_obj,
+ )
+ existing_usage: AnthropicUsage = response.get("usage") or AnthropicUsage()
+ normalized_usage: AnthropicUsage = {
+ "input_tokens": 0,
+ "output_tokens": 0,
+ **existing_usage,
+ }
+ return {**response, "usage": normalized_usage}
+
def get_async_streaming_response_iterator(
self,
model: str,
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index d43eda39b1f..2cef600ea32 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -2887,7 +2887,7 @@
"input_cost_per_token": 5e-06,
"output_cost_per_token": 2.5e-05,
"litellm_provider": "azure_ai",
- "max_input_tokens": 200000,
+ "max_input_tokens": 1000000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
@@ -2916,7 +2916,7 @@
"input_cost_per_token": 5e-06,
"output_cost_per_token": 2.5e-05,
"litellm_provider": "azure_ai",
- "max_input_tokens": 200000,
+ "max_input_tokens": 1000000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
@@ -3010,7 +3010,7 @@
"input_cost_per_token": 5e-06,
"output_cost_per_token": 2.5e-05,
"litellm_provider": "azure_ai",
- "max_input_tokens": 200000,
+ "max_input_tokens": 1000000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
@@ -45890,6 +45890,7 @@
"supports_native_streaming": true,
"supports_parallel_function_calling": true,
"supports_prompt_caching": true,
+ "supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
@@ -45915,6 +45916,7 @@
"supports_native_streaming": true,
"supports_parallel_function_calling": true,
"supports_prompt_caching": true,
+ "supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
@@ -45940,6 +45942,7 @@
"supports_native_streaming": true,
"supports_parallel_function_calling": true,
"supports_prompt_caching": true,
+ "supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
@@ -45999,6 +46002,7 @@
"supports_native_streaming": true,
"supports_parallel_function_calling": true,
"supports_prompt_caching": true,
+ "supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
diff --git a/litellm/proxy/_experimental/mcp_server/auth/litellm_auth_handler.py b/litellm/proxy/_experimental/mcp_server/auth/litellm_auth_handler.py
index f7bc14575c7..7122c64ec64 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/litellm_auth_handler.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/litellm_auth_handler.py
@@ -1,12 +1,9 @@
-from typing import TYPE_CHECKING, Dict, List, Optional
+from typing import Dict, List, Optional
from mcp.server.auth.middleware.bearer_auth import AuthenticatedUser
from litellm.proxy._types import UserAPIKeyAuth
-if TYPE_CHECKING:
- from opentelemetry.trace import SpanContext
-
class MCPAuthenticatedUser(AuthenticatedUser):
"""
@@ -19,8 +16,6 @@ class MCPAuthenticatedUser(AuthenticatedUser):
4. Server-specific authentication headers
5. OAuth2 headers
6. Raw headers - allows forwarding specific headers to the MCP server, specified by the admin.
- 7. Transport span context - the tracing span of the HTTP request carrying the current
- message, which a stateful session's message handler cannot read from its own task.
"""
def __init__(
@@ -33,7 +28,6 @@ class MCPAuthenticatedUser(AuthenticatedUser):
mcp_protocol_version: Optional[str] = None,
raw_headers: Optional[Dict[str, str]] = None,
client_ip: Optional[str] = None,
- transport_span_context: Optional["SpanContext"] = None,
):
self.user_api_key_auth = user_api_key_auth
self.mcp_auth_header = mcp_auth_header
@@ -43,4 +37,3 @@ class MCPAuthenticatedUser(AuthenticatedUser):
self.oauth2_headers = oauth2_headers
self.raw_headers = raw_headers
self.client_ip = client_ip
- self.transport_span_context = transport_span_context
diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 9fe970f7fa9..aeba74ca3ad 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -9,10 +9,7 @@ from litellm._logging import verbose_proxy_logger
from litellm._uuid import uuid
from litellm.constants import MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS
from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
-from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
- build_token_endpoint_client_auth,
- normalize_token_endpoint_auth_method,
-)
+from litellm.proxy._experimental.mcp_server.oauth_utils import build_upstream_oauth2_token_request
from litellm.proxy._types import (
LiteLLM_MCPServerTable,
LiteLLM_ObjectPermissionTable,
@@ -1248,11 +1245,12 @@ def _decrypted_credential_field(creds: Dict[str, object], field: str) -> object:
def mcp_oauth_token_identity(server: object) -> tuple[object, ...]:
"""The upstream-OAuth-token-determining fields of an MCP server: the resource/audience (url, or
- spec_path for OpenAPI servers), the OAuth mode/grant (auth_type, oauth2_flow), the
- authorization-server endpoints, and the OAuth client + scopes. Mirrors the dashboard's
- getOAuthAuthorizationIdentity. When any of these change on a server update, previously stored
- per-user tokens were minted for the old identity and are stale. Excludes transport and
- delegate_auth_to_upstream, which do not affect what token is minted (RFC 8707/8693).
+ spec_path for OpenAPI servers, plus the RFC 8707 upstream_resource sent on the authorize and
+ token legs), the OAuth mode/grant (auth_type, oauth2_flow), the authorization-server endpoints,
+ and the OAuth client + scopes. Mirrors the dashboard's getOAuthAuthorizationIdentity. When any
+ of these change on a server update, previously stored per-user tokens were minted for the old
+ identity and are stale. Excludes transport and delegate_auth_to_upstream, which do not affect
+ what token is minted (RFC 8693).
client_id/client_secret are compared decrypted: stored values are NaCl-encrypted with a fresh
nonce on every write, so comparing ciphertext would flag every routine save as an identity
@@ -1278,6 +1276,7 @@ def mcp_oauth_token_identity(server: object) -> tuple[object, ...]:
_decrypted_credential_field(creds_dict, "client_id"),
_decrypted_credential_field(creds_dict, "client_secret"),
creds_dict.get("scopes"),
+ creds_dict.get("upstream_resource"),
)
@@ -1367,20 +1366,21 @@ async def refresh_user_oauth_token(
return None
try:
- client_auth = build_token_endpoint_client_auth(
- auth_method=normalize_token_endpoint_auth_method(getattr(server, "token_endpoint_auth_method", None)),
+ token_request = build_upstream_oauth2_token_request(
+ server,
+ auth_method=getattr(server, "token_endpoint_auth_method", None),
client_id=client_id,
client_secret=client_secret,
)
token_data: Dict[str, str] = {
"grant_type": "refresh_token",
"refresh_token": refresh_token,
- **client_auth.body,
+ **token_request.body,
}
async_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.Oauth2Check)
response = await async_client.post(
token_url,
- headers={"Accept": "application/json", **client_auth.headers},
+ headers={"Accept": "application/json", **token_request.headers},
data=token_data,
)
response.raise_for_status()
diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 26241119dd8..caa5c65894c 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -21,7 +21,6 @@ from litellm.llms.custom_httpx.http_handler import (
)
from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
TokenEndpointAuthConfigError,
- build_token_endpoint_client_auth,
normalize_token_endpoint_auth_method,
)
from litellm.types.mcp_server.mcp_server_manager import MCPTokenEndpointAuthMethod
@@ -54,7 +53,9 @@ from litellm.proxy._experimental.mcp_server.gateway_dcr_flow import (
)
from litellm.proxy._experimental.mcp_server.oauth_utils import (
TOKEN_NO_CACHE_HEADERS,
+ build_upstream_oauth2_token_request,
get_request_base_url,
+ resolve_upstream_resource,
validate_trusted_redirect_uri,
well_known_root_suffix,
)
@@ -726,6 +727,7 @@ def _redirect_to_upstream_authorize(
to the upstream authorize endpoint verbatim, no relay state cookie is set, and the upstream
enforces its own registered redirect binding for the client."""
scope_value = scope or (" ".join(mcp_server.scopes) if mcp_server.scopes else None)
+ upstream_resource = resolve_upstream_resource(mcp_server)
passthrough_params = {
"client_id": client_id,
"redirect_uri": redirect_uri,
@@ -734,6 +736,7 @@ def _redirect_to_upstream_authorize(
"code_challenge": code_challenge,
"code_challenge_method": code_challenge_method,
**({"scope": scope_value} if scope_value else {}),
+ **({"resource": upstream_resource} if upstream_resource else {}),
}
parsed_auth_url = urlparse(mcp_server.authorization_url or "")
merged_params = {**dict(parse_qsl(parsed_auth_url.query)), **passthrough_params}
@@ -842,6 +845,10 @@ async def authorize_with_server(
if code_challenge_method:
params["code_challenge_method"] = code_challenge_method
+ upstream_resource = resolve_upstream_resource(mcp_server)
+ if upstream_resource:
+ params["resource"] = upstream_resource
+
parsed_auth_url = urlparse(mcp_server.authorization_url)
existing_params = dict(parse_qsl(parsed_auth_url.query))
existing_params.update(params)
@@ -902,7 +909,8 @@ async def exchange_token_with_server(
else (client_token_endpoint_auth_method or mcp_server.token_endpoint_auth_method)
)
try:
- client_auth = build_token_endpoint_client_auth(
+ token_request = build_upstream_oauth2_token_request(
+ mcp_server,
auth_method=resolved_auth_method,
client_id=resolved_client_id,
client_secret=resolved_client_secret,
@@ -941,7 +949,7 @@ async def exchange_token_with_server(
token_data: dict = {
"grant_type": "refresh_token",
"refresh_token": upstream_refresh_token,
- **client_auth.body,
+ **token_request.body,
}
refresh_request_scope = scope or bridge_upstream_scope
if refresh_request_scope:
@@ -980,7 +988,7 @@ async def exchange_token_with_server(
"grant_type": "authorization_code",
"code": code,
"redirect_uri": resolved_redirect_uri,
- **client_auth.body,
+ **token_request.body,
}
if code_verifier:
token_data["code_verifier"] = code_verifier
@@ -991,11 +999,12 @@ async def exchange_token_with_server(
if not isinstance(prepared, _BridgeMintReady):
return _bridge_mint_error_response(prepared)
bridge_mint_ready = prepared
+
async_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.Oauth2Check)
try:
response = await async_client.post(
mcp_server.token_url,
- headers={"Accept": "application/json", **client_auth.headers},
+ headers={"Accept": "application/json", **token_request.headers},
data=token_data,
)
if response is not None:
diff --git a/litellm/proxy/_experimental/mcp_server/faults/classify.py b/litellm/proxy/_experimental/mcp_server/faults/classify.py
index 8b3a09f8d8d..d585df90caa 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/classify.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/classify.py
@@ -63,18 +63,21 @@ def _classify_oauth_error_code(
) -> UpstreamOAuthFault:
"""Blame assignment for a contract-conformant OAuth error code, shared by the token and DCR
classifiers. Codes by which the upstream blames itself keep that blame; ``invalid_target`` is a
- gateway capability gap (RFC 8707 resource indicators, LIT-4339) no matter whose credentials were
- presented; credential-indicting codes follow the credential source; everything else, including
- codes we do not recognize, is the caller's to act on. The upstream's HTTP status is deliberately
- never consulted: status derives from this classification at render time, which is what keeps
- status and code from contradicting each other."""
+ gateway configuration gap (the RFC 8707 resource indicator this server sends, or fails to send)
+ no matter whose credentials were presented; credential-indicting codes follow the credential
+ source; everything else, including codes we do not recognize, is the caller's to act on. The
+ upstream's HTTP status is deliberately never consulted: status derives from this classification
+ at render time, which is what keeps status and code from contradicting each other."""
if code == "server_error" or code == "temporarily_unavailable":
return UpstreamReportedFault(code=code)
if code in GATEWAY_CAPABILITY_CODES:
verbose_logger.warning(
"MCP server %s: the upstream authorization server rejected the request with "
- "invalid_target; it may require RFC 8707 resource indicators, which the gateway "
- "does not send yet (tracked as LIT-4339)",
+ "invalid_target, meaning it did not accept the RFC 8707 resource indicator for this "
+ "request. Set upstream_resource on this server to the exact resource identifier the "
+ "authorization server expects (or to 'auto' to send the server's own canonical url); "
+ "if it is already set and the authorization server does not support resource "
+ "indicators, unset it and express the target audience through scopes instead",
log_context,
)
return GatewayRejected(code=code)
diff --git a/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
index 89ce5011830..d7806bc8917 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
@@ -16,8 +16,10 @@ from litellm.proxy._experimental.mcp_server.oauth_utils import TOKEN_NO_CACHE_HE
def _gateway_rejected_description(code: str) -> str:
if code == "invalid_target":
return (
- "the upstream authorization server rejected the request (invalid_target); "
- "it may require RFC 8707 resource indicators, which the gateway does not send yet"
+ "the upstream authorization server rejected the request (invalid_target); it did not "
+ "accept this server's RFC 8707 resource indicator. Set upstream_resource on the MCP "
+ "server to the resource identifier the authorization server expects, or unset it if "
+ "that authorization server does not support resource indicators"
)
return (
f"the upstream authorization server rejected the gateway's configured client credentials "
diff --git a/litellm/proxy/_experimental/mcp_server/faults/types.py b/litellm/proxy/_experimental/mcp_server/faults/types.py
index 128b5e3e6cf..635a66dcf68 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/types.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/types.py
@@ -25,9 +25,10 @@ gateway presented its own stored credentials, these are gateway-side faults the
when the caller supplied the credentials, they are the caller's to fix."""
GATEWAY_CAPABILITY_CODES: frozenset[str] = frozenset({"invalid_target"})
-"""Codes that indict a gateway capability regardless of whose credentials were presented:
-``invalid_target`` means the upstream wants RFC 8707 resource indicators, which the gateway does not
-send yet (LIT-4339). Never the caller's fault."""
+"""Codes that indict gateway configuration regardless of whose credentials were presented:
+``invalid_target`` means the upstream did not accept the RFC 8707 resource indicator the server
+sent, or requires one it was not configured to send (``upstream_resource``). Never the caller's
+fault."""
UPSTREAM_FAULT_CODES: frozenset[str] = frozenset({"server_error", "temporarily_unavailable"})
"""Codes by which the upstream blames itself. Relaying them as caller faults would invert blame, so
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index becdd5491b2..2472048e511 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -71,6 +71,7 @@ from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
)
from litellm.proxy._experimental.mcp_server.oauth_utils import (
_redact_mcp_resource_url,
+ canonicalize_url_identity,
)
from litellm.proxy._experimental.mcp_server.outbound_credentials import (
Error,
@@ -124,7 +125,6 @@ from litellm.proxy._experimental.mcp_server.utils import (
normalize_server_name,
parse_admin_env_vars,
split_server_prefix_from_name,
- strip_known_server_prefix,
validate_mcp_server_name,
)
from litellm.proxy._types import (
@@ -265,19 +265,11 @@ def _endpoints_yield_to_issuer(
def _normalized_authorize_endpoint(url: str) -> str:
- """Compare authorize endpoints on scheme, host, and path only. The default port is elided and
- the host is lowercased so ``https://IDP.example.com:443/authorize/`` and
- ``https://idp.example.com/authorize`` are the same identity; query and trailing slash are not."""
- parsed = urlparse(url)
- scheme = parsed.scheme.lower()
- host = (parsed.hostname or "").lower()
- default_port = {"https": 443, "http": 80}.get(scheme)
- try:
- port = parsed.port
- except ValueError:
- port = None
- authority = host if port is None or port == default_port else f"{host}:{port}"
- return f"{scheme}://{authority}{parsed.path.rstrip('/')}"
+ """Compare authorize endpoints / issuers on scheme, host, and path only, through the shared URL
+ canonicalizer: the default port is elided and the host is lowercased so
+ ``https://IDP.example.com:443/authorize/`` and ``https://idp.example.com/authorize`` are the same
+ identity, while query, fragment and a trailing slash are dropped."""
+ return canonicalize_url_identity(url)
def _issuer_matches(claimed_issuer: object, configured_issuer: str) -> bool:
@@ -1542,6 +1534,7 @@ class MCPServerManager:
"subject_token_type",
DEFAULT_SUBJECT_TOKEN_TYPE,
),
+ upstream_resource=server_config.get("upstream_resource", None),
# ID-JAG fields
id_jag_resource_token_endpoint=server_config.get("id_jag_resource_token_endpoint", None),
id_jag_resource=server_config.get("id_jag_resource", None),
@@ -2041,6 +2034,7 @@ class MCPServerManager:
subject_token_type=mcp_server.subject_token_type
or (credentials_dict.get("subject_token_type") if credentials_dict else None)
or DEFAULT_SUBJECT_TOKEN_TYPE,
+ upstream_resource=(credentials_dict.get("upstream_resource") if credentials_dict else None),
# ID-JAG fields — read from credentials JSON blob
id_jag_resource_token_endpoint=(
credentials_dict.get("id_jag_resource_token_endpoint") if credentials_dict else None
@@ -2516,6 +2510,13 @@ class MCPServerManager:
the given toolsets. Results are cached via ``user_api_key_cache`` (a
Redis-backed ``DualCache`` in production) so that cache entries are
shared across workers and cold-cache DB hits are minimised.
+
+ A row names a tool on the server identified by ``server_id``, so the
+ stored name is the tool's own name and is used as written. It is never
+ reduced by the server's wire prefix: that prefix is added on the way out
+ and is not part of any tool's identity, so treating a leading segment as
+ one silently renames the tool when a native name happens to begin with
+ it (``greyhound_internal_events`` on a server prefixed ``greyhound``).
"""
from litellm.proxy._experimental.mcp_server.toolset_db import list_mcp_toolsets
from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
@@ -2533,12 +2534,9 @@ class MCPServerManager:
tool_permissions: dict[str, list[str]] = {}
for toolset in toolsets:
for tool in toolset.tools:
- raw_name = tool["tool_name"]
- server = self.get_mcp_server_by_id(tool["server_id"])
- unprefixed = strip_known_server_prefix(raw_name, server)
- tool_permissions.setdefault(tool["server_id"], [])
- if unprefixed not in tool_permissions[tool["server_id"]]:
- tool_permissions[tool["server_id"]].append(unprefixed)
+ allowed_names = tool_permissions.setdefault(tool["server_id"], [])
+ if tool["tool_name"] not in allowed_names:
+ allowed_names.append(tool["tool_name"])
await user_api_key_cache.async_set_cache(
key=cache_key,
value=tool_permissions,
diff --git a/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py b/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py
index a6acaf8e1d6..b2b3f70d200 100644
--- a/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py
+++ b/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py
@@ -6,6 +6,7 @@ with ``client_id``, ``client_secret``, and ``token_url``.
"""
import asyncio
+import hashlib
from typing import TYPE_CHECKING, Dict, Optional, Tuple, Union
import httpx
@@ -26,8 +27,9 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import (
decrypt_value_helper,
encrypt_value_helper,
)
-from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
- build_token_endpoint_client_auth,
+from litellm.proxy._experimental.mcp_server.oauth_utils import (
+ build_upstream_oauth2_token_request,
+ resolve_upstream_resource,
)
from litellm.types.llms.custom_http import httpxSpecialProvider
@@ -37,10 +39,18 @@ if TYPE_CHECKING:
class MCPOAuth2TokenCache(InMemoryCache):
"""
- In-memory cache for OAuth2 client_credentials tokens, keyed by server_id.
+ In-memory cache for OAuth2 client_credentials tokens, keyed by the identity of the token
+ request rather than by server_id alone.
+
+ A minted token is only reusable for the exact request that produced it. Keying on server_id
+ alone served a token minted under the previous configuration whenever any of those inputs
+ changed, so editing scopes, rotating the client secret, or setting ``upstream_resource``
+ silently kept handing out a token carrying the old scopes or audience until it expired. The
+ identity below covers every input ``_fetch_token`` puts on the wire, so a change to any of
+ them misses the cache and mints afresh.
Inherits from ``InMemoryCache`` for TTL-based storage and eviction.
- Adds per-server ``asyncio.Lock`` to prevent duplicate concurrent fetches.
+ Adds a per-identity ``asyncio.Lock`` to prevent duplicate concurrent fetches.
"""
def __init__(self) -> None:
@@ -50,8 +60,25 @@ class MCPOAuth2TokenCache(InMemoryCache):
)
self._locks: Dict[str, asyncio.Lock] = {}
- def _get_lock(self, server_id: str) -> asyncio.Lock:
- return self._locks.setdefault(server_id, asyncio.Lock())
+ @staticmethod
+ def _token_identity(server: "MCPServer") -> str:
+ """Cache key for the token this server's config would mint, prefixed by server_id so a
+ single server's entries stay greppable and invalidatable. The secret is hashed with the
+ rest of the identity rather than stored in a key."""
+ material = "\x00".join(
+ (
+ server.token_url or "",
+ server.client_id or "",
+ server.client_secret or "",
+ " ".join(server.scopes or ()),
+ resolve_upstream_resource(server) or "",
+ server.token_endpoint_auth_method or "",
+ )
+ )
+ return f"{server.server_id}:{hashlib.sha256(material.encode()).hexdigest()}"
+
+ def _get_lock(self, identity: str) -> asyncio.Lock:
+ return self._locks.setdefault(identity, asyncio.Lock())
@staticmethod
def _has_client_credentials_config(server: "MCPServer") -> bool:
@@ -67,21 +94,21 @@ class MCPOAuth2TokenCache(InMemoryCache):
if not self._has_client_credentials_config(server):
return None
- server_id = server.server_id
+ identity = self._token_identity(server)
# Fast path — cached token is still valid
- cached = self.get_cache(server_id)
+ cached = self.get_cache(identity)
if cached is not None:
return cached
- # Slow path — acquire per-server lock then double-check
- async with self._get_lock(server_id):
- cached = self.get_cache(server_id)
+ # Slow path — acquire per-identity lock then double-check
+ async with self._get_lock(identity):
+ cached = self.get_cache(identity)
if cached is not None:
return cached
token, ttl = await self._fetch_token(server)
- self.set_cache(server_id, token, ttl=ttl)
+ self.set_cache(identity, token, ttl=ttl)
return token
async def _fetch_token(self, server: "MCPServer") -> Tuple[str, int]:
@@ -100,14 +127,15 @@ class MCPOAuth2TokenCache(InMemoryCache):
f"token_url={bool(server.token_url)}"
)
- client_auth = build_token_endpoint_client_auth(
+ token_request = build_upstream_oauth2_token_request(
+ server,
auth_method=server.token_endpoint_auth_method,
client_id=server.client_id,
client_secret=server.client_secret,
)
data: Dict[str, str] = {
"grant_type": "client_credentials",
- **client_auth.body,
+ **token_request.body,
}
if server.scopes:
data["scope"] = " ".join(server.scopes)
@@ -117,7 +145,7 @@ class MCPOAuth2TokenCache(InMemoryCache):
server.server_id,
)
- post_kwargs = {"data": data, **({"headers": client_auth.headers} if client_auth.headers else {})}
+ post_kwargs = {"data": data, **({"headers": token_request.headers} if token_request.headers else {})}
try:
response = await client.post(server.token_url, **post_kwargs)
response.raise_for_status()
@@ -159,8 +187,14 @@ class MCPOAuth2TokenCache(InMemoryCache):
return access_token, ttl
def invalidate(self, server_id: str) -> None:
- """Remove a cached token (e.g. after a 401)."""
- self.delete_cache(server_id)
+ """Remove every cached token for a server (e.g. after a 401).
+
+ Entries are keyed by token identity, so one server can hold more than one entry across a
+ config change; a 401 invalidates all of them rather than only the current configuration's.
+ """
+ prefix = f"{server_id}:"
+ for key in [k for k in self.cache_dict if isinstance(k, str) and k.startswith(prefix)]:
+ self.delete_cache(key)
mcp_oauth2_token_cache = MCPOAuth2TokenCache()
diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
index 9b7760a30d7..5daec9f97be 100644
--- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py
+++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
@@ -3,14 +3,22 @@
import os
from ipaddress import ip_address
-from typing import Any, Dict, List, NoReturn, Optional
+from typing import TYPE_CHECKING, Any, Dict, List, NoReturn, Optional
from urllib.parse import ParseResult, urlparse, urlsplit, urlunparse, urlunsplit
from fastapi import HTTPException, Request
from litellm._logging import verbose_logger
+from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
+ TokenEndpointClientAuth,
+ build_token_endpoint_client_auth,
+ normalize_token_endpoint_auth_method,
+)
from litellm.proxy.auth.ip_address_utils import IPAddressUtils
+if TYPE_CHECKING:
+ from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
# RFC 6749 §5.1 / OAuth 2.1 draft-15 §4.1.3: token-endpoint responses
# must not be cached — both success and error bodies may reveal secrets.
TOKEN_NO_CACHE_HEADERS = {"Cache-Control": "no-store", "Pragma": "no-cache"}
@@ -21,6 +29,10 @@ TOKEN_NO_CACHE_HEADERS = {"Cache-Control": "no-store", "Pragma": "no-cache"}
# explicit port, which would otherwise break a literal netloc compare).
_DEFAULT_PORTS = {"http": 80, "https": 443}
+# Sentinel ``upstream_resource`` value meaning "derive the RFC 8707 resource identifier from the
+# server's own url". RFC 8707 requires an absolute URI, so this can never be a real resource value.
+UPSTREAM_RESOURCE_AUTO = "auto"
+
# Env var for ops to allowlist additional redirect_uri origins beyond
# same-origin + loopback — needed for first-party OAuth clients hosted
# on sister domains (e.g. a web app on app.example.com registering as
@@ -574,3 +586,112 @@ def validate_trusted_redirect_uri(request: Request, redirect_uri: str) -> None:
if _trusted_redirect_uri_is_allowed(parsed, redirect_netloc, proxy_base):
return
_raise_trusted_redirect_uri_rejected(request, redirect_uri, parsed, redirect_netloc, proxy_base)
+
+
+def canonicalize_url_identity(url: str) -> str:
+ """Normalize a URL to a comparable identity: lowercase scheme and host, drop the scheme's default
+ port, and strip userinfo, params, query, fragment and a trailing slash while keeping IPv6
+ brackets. The one URL-canonicalization primitive shared by the RFC 8707 resource emitter and the
+ RFC 8414 issuer/authorize-endpoint comparison, so the default-port and IPv6 rules cannot be
+ present in one and missing in the other. The netloc (not ``parsed.hostname``) carries the
+ authority so ``[::1]:8080`` survives with its brackets intact."""
+ parsed = urlparse(url)
+ scheme = parsed.scheme.lower()
+ netloc = _strip_default_port(scheme, parsed.netloc.rpartition("@")[2])
+ return urlunparse((scheme, netloc, parsed.path.rstrip("/"), "", "", ""))
+
+
+def _canonical_resource_uri(url: str) -> str | None:
+ """Canonicalize an upstream MCP server URL into an RFC 8707 resource identifier.
+
+ Keeps only the scheme, host, port and path, which is the shape the MCP authorization spec's
+ "Canonical Server URI" section describes and every one of its examples takes; the reference
+ implementation is ``mcp.shared.auth_utils.resource_url_from_server_url``, and this is the stricter
+ variant. The scheme and host are lowercased, the scheme's default port is dropped so
+ ``https://host:443/mcp`` and ``https://host/mcp`` never present as two resources, and a trailing
+ slash is dropped so ``https://host/mcp/`` and ``https://host/mcp`` do not either.
+
+ Userinfo, query and fragment are dropped rather than carried. A transport URL routinely holds
+ credentials in exactly those components (``user:password@``, ``?api_key=``), while a resource
+ indicator names the resource and nothing else; this value is published somewhere the transport
+ URL never goes, into the authorization redirect the browser follows and into token request
+ bodies, so carrying them would disclose them to the authorization server, its logs, and browser
+ history. RFC 8707 forbids a fragment outright and says a resource SHOULD NOT carry a query. An
+ upstream whose identifier genuinely needs more than this is served by setting
+ ``upstream_resource`` explicitly, which is passed through untouched.
+
+ Returns ``None`` when the URL is not absolute, which cannot yield a valid resource identifier.
+ """
+ parsed = urlparse(url)
+ if not parsed.scheme or not parsed.netloc:
+ return None
+ return canonicalize_url_identity(url)
+
+
+def resolve_upstream_resource(mcp_server: "MCPServer") -> str | None:
+ """Resolve the RFC 8707 ``resource`` value this server's upstream OAuth legs must carry.
+
+ The MCP authorization spec requires an MCP client to send ``resource`` on both the
+ authorization request and every token request, naming the canonical URI of the MCP server the
+ token is for. Authorization server temperaments are irreconcilable and undetectable, so this
+ stays an explicit per-server opt-in: most SaaS providers ignore the parameter, some hard-reject
+ it and express audience through scopes instead, and strict or MCP-native ones refuse to mint a
+ correctly scoped token without it (``invalid_target``).
+
+ ``None`` or blank omits the parameter, which is the default and preserves the behavior of every
+ server working today. ``"auto"`` derives the canonical URI from the server's own URL; it is not
+ an absolute URI, so RFC 8707 guarantees it can never collide with a real resource value. Any
+ other value is sent verbatim, because the identifier has to match what the authorization server
+ expects exactly and normalizing it could break that match.
+
+ Every upstream leg for a server resolves through this one function, so the authorize request
+ and the token requests cannot disagree; a token request naming a resource the authorization
+ request never asked for is itself an ``invalid_target`` under RFC 8707.
+ """
+ configured = (mcp_server.upstream_resource or "").strip()
+ if not configured:
+ return None
+ if configured.lower() != UPSTREAM_RESOURCE_AUTO:
+ return configured
+ if not mcp_server.url:
+ verbose_logger.warning(
+ "MCP server %s sets upstream_resource=auto but has no url to derive a resource "
+ "identifier from; omitting the RFC 8707 resource parameter. Set upstream_resource to "
+ "the exact resource identifier the authorization server expects instead.",
+ mcp_server.server_id,
+ )
+ return None
+ canonical = _canonical_resource_uri(mcp_server.url)
+ if canonical is None:
+ verbose_logger.warning(
+ "MCP server %s sets upstream_resource=auto but its url is not an absolute URI, so no "
+ "RFC 8707 resource identifier could be derived; omitting the resource parameter",
+ mcp_server.server_id,
+ )
+ return canonical
+
+
+def build_upstream_oauth2_token_request(
+ mcp_server: "MCPServer",
+ *,
+ auth_method: object,
+ client_id: str | None,
+ client_secret: str | None,
+) -> TokenEndpointClientAuth:
+ """Client auth plus the RFC 8707 ``resource`` for one upstream plain-OAuth2 token request.
+
+ Resolving both in one call is what stops a leg authenticating without naming the resource its
+ sibling legs named; the RFC 8693 legs (OBO, id_jag) carry ``audience`` and stay on
+ ``build_token_endpoint_client_auth``. The client-auth inputs are passed in because a leg may
+ authenticate as the caller's own client rather than the server's; ``resource`` always comes from
+ the server, so no leg can choose or forget it.
+ """
+ client_auth = build_token_endpoint_client_auth(
+ auth_method=normalize_token_endpoint_auth_method(auth_method),
+ client_id=client_id,
+ client_secret=client_secret,
+ )
+ resource = resolve_upstream_resource(mcp_server)
+ if not resource:
+ return client_auth
+ return TokenEndpointClientAuth(headers=client_auth.headers, body={**client_auth.body, "resource": resource})
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
index 9a4788e7d1a..07b2ac70a4f 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
@@ -21,6 +21,7 @@ from typing_extensions import assert_never
from litellm.proxy._experimental.mcp_server.outbound_credentials.credential_provenance import (
classify_inbound_provenance,
)
+from litellm.proxy._experimental.mcp_server.oauth_utils import resolve_upstream_resource
from litellm.proxy._experimental.mcp_server.outbound_credentials.types import (
ApiKeyConfig,
AuthorizationCodeConfig,
@@ -151,6 +152,7 @@ def _client_credentials_spec(server: MCPServer, resource: str) -> ServerSpec:
token_url=server.token_url,
scopes=tuple(server.scopes or ()),
audience=server.audience,
+ upstream_resource=resolve_upstream_resource(server),
token_endpoint_auth_method=server.token_endpoint_auth_method,
),
)
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/authz_code_refresher.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/authz_code_refresher.py
index 977fe9c38aa..1d7fcf5afbc 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/authz_code_refresher.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/authz_code_refresher.py
@@ -17,8 +17,8 @@ from typing import TYPE_CHECKING, Protocol
from litellm._logging import verbose_logger
from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
TokenEndpointAuthConfigError,
- build_token_endpoint_client_auth,
)
+from litellm.proxy._experimental.mcp_server.oauth_utils import build_upstream_oauth2_token_request
from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
OAuthToken,
)
@@ -92,7 +92,8 @@ class AuthorizationCodeRefresher:
return None
try:
- client_auth = build_token_endpoint_client_auth(
+ token_request = build_upstream_oauth2_token_request(
+ server,
auth_method=server.token_endpoint_auth_method,
client_id=server.client_id,
client_secret=server.client_secret,
@@ -103,9 +104,9 @@ class AuthorizationCodeRefresher:
form = {
"grant_type": "refresh_token",
"refresh_token": token.refresh_token,
- **client_auth.body,
+ **token_request.body,
}
- body = await self._token_endpoint(server.token_url, form, client_auth.headers)
+ body = await self._token_endpoint(server.token_url, form, token_request.headers)
if body is None:
return None
access_token = body.get("access_token")
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
index 9be1121126a..225b7edb547 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
@@ -292,6 +292,7 @@ def _prepare_grant(config: ClientCredentialsConfig) -> Result[_PreparedGrant, Cr
**client_auth.body,
**({"scope": " ".join(config.scopes)} if config.scopes else {}),
**({"audience": config.audience} if config.audience else {}),
+ **({"resource": config.upstream_resource} if config.upstream_resource else {}),
}
return Ok(
_PreparedGrant(
@@ -313,6 +314,7 @@ def _identity_key(config: ClientCredentialsConfig) -> str:
config.token_endpoint_auth_method or "",
" ".join(config.scopes),
config.audience or "",
+ config.upstream_resource or "",
)
)
return hashlib.sha256(material.encode("utf-8")).hexdigest()
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
index 036cfed9a59..d337978cd6a 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
@@ -199,6 +199,7 @@ class ClientCredentialsConfig(BaseModel):
token_url: str | None = None
scopes: tuple[str, ...] = ()
audience: str | None = None
+ upstream_resource: str | None = None
token_endpoint_auth_method: Literal["client_secret_post", "client_secret_basic"] | None = None
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 0fad8696058..047c916b6e2 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -15,7 +15,6 @@ import types
import uuid
from datetime import datetime
from typing import (
- TYPE_CHECKING,
Any,
AsyncIterator,
Callable,
@@ -107,9 +106,9 @@ _MAX_STATEFUL_SESSIONS_PER_OWNER = 100
# prevents an authenticated client from forcing the proxy to buffer an
# arbitrarily large body just to make a routing decision.
_MCP_ROUTING_PEEK_MAX_BYTES = 4096
-
-if TYPE_CHECKING:
- from opentelemetry.trace import SpanContext
+# ASGI scope key holding the tracing span of the request carrying an MCP
+# message, written on the request task and read back by the message handler.
+_MCP_TRANSPORT_SPAN_SCOPE_KEY = "litellm_otel_transport_span"
def _invalidate_byok_cred_cache(user_id: str, server_id: str) -> None:
@@ -294,52 +293,78 @@ def _otel_reset_mcp_trace_carrier(token: object) -> None:
return
-def _otel_request_transport_span_context() -> Optional["SpanContext"]:
- """The tracing span of the HTTP request being handled, as a portable value.
+def _otel_publish_transport_span_on_scope(scope: Scope) -> None:
+ """Record this request's tracing span on its own ASGI scope.
Resolved on the ASGI request task, where the proxy's server span is anchored,
- and carried to the MCP message handler on the authenticated-user object. A
- stateful streamable-HTTP session handles every message on the task spawned by
- its ``initialize`` POST, so the handler's own task cannot see later requests'
- spans; this is the same reason per-request auth is carried across rather than
- read from a ContextVar. Lazily imported so opentelemetry stays an optional
- dependency; returns ``None`` when otel_v2 is unavailable or no request span is
+ and read back by the MCP message handler through ``req_ctx.request`` — the
+ ``Request`` the transport attaches to each message. A stateful streamable-HTTP
+ session handles every message on the task spawned by its ``initialize`` POST, so
+ the handler's own task cannot see later requests' spans.
+
+ The scope, not the shared session auth context: a JSON-RPC *response* POST
+ deliberately skips the per-session lock (it can arrive while the tool call that
+ awaits it is still in flight), so a field on that shared object would be
+ overwritten mid-call and the tool call would attribute itself to the response's
+ request. A scope belongs to exactly one request and dies with it, which also
+ keeps a finished span from being retained by an idle session.
+
+ The live span, not just its context: a failed tool call stamps ``error.*`` on it,
+ which needs a span still open for writes. Lazily imported so opentelemetry stays
+ an optional dependency; a no-op when otel_v2 is unavailable or no request span is
anchored."""
try:
from litellm.integrations.otel.plumbing.context import (
- request_root_span_context,
+ request_root_span,
)
- return request_root_span_context()
+ span = request_root_span()
except ImportError:
+ return
+ if span is not None:
+ scope[_MCP_TRANSPORT_SPAN_SCOPE_KEY] = span
+
+
+def _otel_transport_span_from_message(req_ctx: object) -> object:
+ """The tracing span of the HTTP request that carried this MCP message.
+
+ Read off that request's ASGI scope, reached through the ``Request`` the
+ streamable-HTTP transport attaches to each message, so it is this message's
+ transport and not whichever request happens to have touched the session last.
+ Returns whatever the scope holds; the otel plumbing validates it."""
+ request = getattr(req_ctx, "request", None)
+ scope = getattr(request, "scope", None)
+ if not isinstance(scope, Mapping):
return None
+ return scope.get(_MCP_TRANSPORT_SPAN_SCOPE_KEY)
-def _otel_set_mcp_transport_span_context(span_context: Optional["SpanContext"]) -> object:
- """Publish the current message's transport span for the otel_v2 MCP span and
- return a reset token, or ``None`` when otel_v2 is unavailable."""
- if span_context is None:
+def _otel_set_mcp_transport_span(span: object) -> object:
+ """Publish the current message's transport span, which the otel_v2 MCP span
+ attaches to and a failed tool call stamps its error on. Returns a reset token,
+ or ``None`` when otel_v2 is unavailable."""
+ if span is None:
return None
try:
from litellm.integrations.otel.plumbing.context import (
- set_mcp_message_transport_span_context,
+ set_mcp_message_transport_span,
)
- return set_mcp_message_transport_span_context(span_context)
+ return set_mcp_message_transport_span(span)
except ImportError:
return None
-def _otel_reset_mcp_transport_span_context(token: object) -> None:
- """Paired with ``_otel_set_mcp_transport_span_context``."""
+def _otel_reset_mcp_transport_span(token: object) -> None:
+ """Paired with ``_otel_set_mcp_transport_span``."""
if token is None:
return
try:
from litellm.integrations.otel.plumbing.context import (
- reset_mcp_message_transport_span_context,
+ reset_mcp_message_transport_span,
)
- reset_mcp_message_transport_span_context(token)
+ reset_mcp_message_transport_span(token)
except ImportError:
return
@@ -710,18 +735,6 @@ if MCP_AVAILABLE:
############### MCP Server Routes #######################
########################################################
- def _current_transport_span_context() -> Optional["SpanContext"]:
- """The transport span of the HTTP request carrying the message being handled.
-
- Published by the ASGI request task onto the authenticated-user object, because
- a stateful session's message handler runs on the task spawned by that session's
- ``initialize`` POST and so cannot read later requests' spans from its own task.
- """
- auth_user = auth_context_var.get()
- if not isinstance(auth_user, MCPAuthenticatedUser):
- auth_user = _recover_auth_from_session()
- return auth_user.transport_span_context if auth_user is not None else None
-
@server.list_tools()
async def handle_list_tools() -> "ListToolsResult | List[Tool]":
"""
@@ -742,7 +755,7 @@ if MCP_AVAILABLE:
try:
_trace_token = _otel_set_mcp_trace_carrier(_mcp_meta_trace_carrier(req_ctx))
- _transport_token = _otel_set_mcp_transport_span_context(_current_transport_span_context())
+ _transport_token = _otel_set_mcp_transport_span(_otel_transport_span_from_message(req_ctx))
# Get user authentication from context variable
(
user_api_key_auth,
@@ -798,7 +811,7 @@ if MCP_AVAILABLE:
# This prevents the HTTP stream from failing and allows the client to get a response
return []
finally:
- _otel_reset_mcp_transport_span_context(_transport_token)
+ _otel_reset_mcp_transport_span(_transport_token)
_otel_reset_mcp_trace_carrier(_trace_token)
if _session_reset_token is not None:
active_mcp_session_var.reset(_session_reset_token)
@@ -976,7 +989,7 @@ if MCP_AVAILABLE:
try:
_trace_token = _otel_set_mcp_trace_carrier(_mcp_meta_trace_carrier(req_ctx))
- _transport_token = _otel_set_mcp_transport_span_context(_current_transport_span_context())
+ _transport_token = _otel_set_mcp_transport_span(_otel_transport_span_from_message(req_ctx))
# Validate arguments
(
user_api_key_auth,
@@ -1115,7 +1128,7 @@ if MCP_AVAILABLE:
return response
finally:
- _otel_reset_mcp_transport_span_context(_transport_token)
+ _otel_reset_mcp_transport_span(_transport_token)
_otel_reset_mcp_trace_carrier(_trace_token)
if _session_reset_token is not None:
active_mcp_session_var.reset(_session_reset_token)
@@ -2717,7 +2730,7 @@ if MCP_AVAILABLE:
):
raise HTTPException(
status_code=403,
- detail=f"User not allowed to call this tool. Allowed MCP servers: {allowed_mcp_servers}",
+ detail="User not allowed to call this tool.",
)
standard_logging_mcp_tool_call: StandardLoggingMCPToolCall = _get_standard_logging_mcp_tool_call(
@@ -4282,6 +4295,7 @@ if MCP_AVAILABLE:
_increment_active_request_session(initialized_session_id)
async def _dispatch() -> None:
+ _otel_publish_transport_span_on_scope(scope)
auth_user = _set_or_update_auth_context(
user_api_key_auth=user_api_key_auth,
mcp_auth_header=mcp_auth_header,
@@ -4293,7 +4307,6 @@ if MCP_AVAILABLE:
session_id=session_id if use_stateful else None,
touch_last_seen=(scope.get("method") or "").upper() != "DELETE",
copy_existing_session_auth_context=is_initialize,
- transport_span_context=_otel_request_transport_span_context(),
)
local_send = send
if use_stateful and is_initialize:
@@ -4519,7 +4532,6 @@ if MCP_AVAILABLE:
oauth2_headers: Optional[Dict[str, str]] = None,
raw_headers: Optional[Dict[str, str]] = None,
client_ip: Optional[str] = None,
- transport_span_context: Optional["SpanContext"] = None,
) -> None:
auth_user.user_api_key_auth = user_api_key_auth
auth_user.mcp_auth_header = mcp_auth_header
@@ -4528,7 +4540,6 @@ if MCP_AVAILABLE:
auth_user.oauth2_headers = oauth2_headers
auth_user.raw_headers = raw_headers
auth_user.client_ip = client_ip
- auth_user.transport_span_context = transport_span_context
def set_auth_context(
user_api_key_auth: Optional[UserAPIKeyAuth],
@@ -4538,7 +4549,6 @@ if MCP_AVAILABLE:
oauth2_headers: Optional[Dict[str, str]] = None,
raw_headers: Optional[Dict[str, str]] = None,
client_ip: Optional[str] = None,
- transport_span_context: Optional["SpanContext"] = None,
) -> MCPAuthenticatedUser:
"""
Set the UserAPIKeyAuth in the auth context variable.
@@ -4549,7 +4559,6 @@ if MCP_AVAILABLE:
mcp_servers: Optional list of server names and access groups to filter by
mcp_server_auth_headers: Optional dict of server-specific auth headers {server_alias: auth_value}
client_ip: Client IP address for MCP access control
- transport_span_context: Tracing span of the HTTP request carrying this message
"""
auth_user = MCPAuthenticatedUser(
user_api_key_auth=user_api_key_auth,
@@ -4559,7 +4568,6 @@ if MCP_AVAILABLE:
oauth2_headers=oauth2_headers,
raw_headers=raw_headers,
client_ip=client_ip,
- transport_span_context=transport_span_context,
)
auth_context_var.set(auth_user)
return auth_user
@@ -4575,7 +4583,6 @@ if MCP_AVAILABLE:
session_id: Optional[str] = None,
touch_last_seen: bool = True,
copy_existing_session_auth_context: bool = False,
- transport_span_context: Optional["SpanContext"] = None,
) -> MCPAuthenticatedUser:
auth_user = _stateful_session_auth_contexts.get(session_id) if session_id else None
if auth_user is not None and session_id is not None:
@@ -4590,7 +4597,6 @@ if MCP_AVAILABLE:
oauth2_headers=oauth2_headers,
raw_headers=raw_headers,
client_ip=client_ip,
- transport_span_context=transport_span_context,
)
_update_auth_context(
auth_user=auth_user,
@@ -4601,7 +4607,6 @@ if MCP_AVAILABLE:
oauth2_headers=oauth2_headers,
raw_headers=raw_headers,
client_ip=client_ip,
- transport_span_context=transport_span_context,
)
auth_context_var.set(auth_user)
return auth_user
@@ -4613,7 +4618,6 @@ if MCP_AVAILABLE:
oauth2_headers=oauth2_headers,
raw_headers=raw_headers,
client_ip=client_ip,
- transport_span_context=transport_span_context,
)
def _wrap_send_with_stateful_session_auth_context(
diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index ceb6e41472c..96452afb6d3 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
-
404: This page could not be found. LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
+404: This page could not be found. LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404/index.html
index ceb6e41472c..96452afb6d3 100644
--- a/litellm/proxy/_experimental/out/404/index.html
+++ b/litellm/proxy/_experimental/out/404/index.html
@@ -1 +1 @@
-404: This page could not be found. LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
+404: This page could not be found. LiteLLM Dashboard
404
This page could not be found.
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/__next.!KGRhc2hib2FyZCk.__PAGE__.txt b/litellm/proxy/_experimental/out/__next.!KGRhc2hib2FyZCk.__PAGE__.txt
index 229b0276e5f..657acb4c2e5 100644
--- a/litellm/proxy/_experimental/out/__next.!KGRhc2hib2FyZCk.__PAGE__.txt
+++ b/litellm/proxy/_experimental/out/__next.!KGRhc2hib2FyZCk.__PAGE__.txt
@@ -1,9 +1,9 @@
1:"$Sreact.fragment"
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new file mode 100644
index 00000000000..0729d64a1ba
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0-k_4_s7m108w.js
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deleted file mode 100644
index c4e254eb8e6..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/00ccjtnk99zr7.js b/litellm/proxy/_experimental/out/_next/static/chunks/00ccjtnk99zr7.js
deleted file mode 100644
index e36db16ad4d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/00ccjtnk99zr7.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/00tczcrtv5upo.js b/litellm/proxy/_experimental/out/_next/static/chunks/00tczcrtv5upo.js
deleted file mode 100644
index caf394915fd..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/00tczcrtv5upo.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/00zxtugv201bq.js b/litellm/proxy/_experimental/out/_next/static/chunks/00zxtugv201bq.js
deleted file mode 100644
index 527c4632dc8..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/00zxtugv201bq.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0175usbyz91lt.js b/litellm/proxy/_experimental/out/_next/static/chunks/0175usbyz91lt.js
deleted file mode 100644
index 71aafb4c7f0..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/022.sz94ycw4x.js b/litellm/proxy/_experimental/out/_next/static/chunks/022.sz94ycw4x.js
deleted file mode 100644
index 746b869a2c6..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/022.sz94ycw4x.js
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/02_q4881cz6h~.js b/litellm/proxy/_experimental/out/_next/static/chunks/02_q4881cz6h~.js
deleted file mode 100644
index b14ea0a21a4..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/02_q4881cz6h~.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/02nioff5-e.ez.js b/litellm/proxy/_experimental/out/_next/static/chunks/02nioff5-e.ez.js
deleted file mode 100644
index 04b712b850b..00000000000
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+++ /dev/null
@@ -1,2 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/02ucg1k1-nq5m.js b/litellm/proxy/_experimental/out/_next/static/chunks/02ucg1k1-nq5m.js
new file mode 100644
index 00000000000..6c495536a98
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/02ucg1k1-nq5m.js
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+client = openai.OpenAI(
+ api_key="your_api_key",
+ base_url="${n}" # LiteLLM Proxy is OpenAI compatible, Read More: https://docs.litellm.ai/docs/proxy/user_keys
+)
+
+response = client.chat.completions.create(
+ model="gpt-3.5-turbo", # model to send to the proxy
+ messages = [
+ {
+ "role": "user",
+ "content": "this is a test request, write a short poem"
+ }
+ ]
+)
+
+print(response)`})}),(0,t.jsx)(r.TabsContent,{value:"llamaindex",children:(0,t.jsx)(o.default,{language:"python",code:`import os, dotenv
+
+from llama_index.llms import AzureOpenAI
+from llama_index.embeddings import AzureOpenAIEmbedding
+from llama_index import VectorStoreIndex, SimpleDirectoryReader, ServiceContext
+
+llm = AzureOpenAI(
+ engine="azure-gpt-3.5", # model_name on litellm proxy
+ temperature=0.0,
+ azure_endpoint="${n}", # litellm proxy endpoint
+ api_key="sk-1234", # litellm proxy API Key
+ api_version="2023-07-01-preview",
+)
+
+embed_model = AzureOpenAIEmbedding(
+ deployment_name="azure-embedding-model",
+ azure_endpoint="${n}",
+ api_key="sk-1234",
+ api_version="2023-07-01-preview",
+)
+
+documents = SimpleDirectoryReader("llama_index_data").load_data()
+service_context = ServiceContext.from_defaults(llm=llm, embed_model=embed_model)
+index = VectorStoreIndex.from_documents(documents, service_context=service_context)
+
+query_engine = index.as_query_engine()
+response = query_engine.query("What did the author do growing up?")
+print(response)`})}),(0,t.jsx)(r.TabsContent,{value:"langchain",children:(0,t.jsx)(o.default,{language:"python",code:`from langchain.chat_models import ChatOpenAI
+from langchain.prompts.chat import (
+ ChatPromptTemplate,
+ HumanMessagePromptTemplate,
+ SystemMessagePromptTemplate,
+)
+from langchain.schema import HumanMessage, SystemMessage
+
+chat = ChatOpenAI(
+ openai_api_base="${n}",
+ model = "gpt-3.5-turbo",
+ temperature=0.1
+)
+
+messages = [
+ SystemMessage(
+ content="You are a helpful assistant that im using to make a test request to."
+ ),
+ HumanMessage(
+ content="test from litellm. tell me why it's amazing in 1 sentence"
+ ),
+]
+response = chat(messages)
+
+print(response)`})})]})]})})};var s=e.i(541202),u=e.i(135214),c=e.i(592392);e.s(["default",0,()=>{let{accessToken:e}=(0,u.default)(),o=(0,c.default)(e);return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(s.DeprecationBanner,{featureName:"The API Reference tab"}),(0,t.jsx)(l,{proxySettings:o})]})}],191905)}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/036yal3~xlgjh.js b/litellm/proxy/_experimental/out/_next/static/chunks/036yal3~xlgjh.js
deleted file mode 100644
index 47dad156971..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/036yal3~xlgjh.js
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this._client.get(rt`/v1/memory_stores/${r}/memory_versions/${e}?beta=true`,{query:n,...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(rt`/v1/memory_stores/${e}/memory_versions?beta=true`,sG,{query:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}redact(e,t,s){let{memory_store_id:r,betas:a}=t;return this._client.post(rt`/v1/memory_stores/${r}/memory_versions/${e}/redact?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}class rp extends s6{constructor(){super(...arguments),this.memories=new rm(this._client),this.memoryVersions=new rh(this._client)}create(e,t){let{betas:s,...r}=e;return 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-The user's core request and success criteria
-Any clarifications or constraints they specified
-2. Current State
-What has been completed so far
-Files created, modified, or analyzed (with paths if relevant)
-Key outputs or artifacts produced
-3. Important Discoveries
-Technical constraints or requirements uncovered
-Decisions made and their rationale
-Errors encountered and how they were resolved
-What approaches were tried that didn't work (and why)
-4. Next Steps
-Specific actions needed to complete the task
-Any blockers or open questions to resolve
-Priority order if multiple steps remain
-5. Context to Preserve
-User preferences or style requirements
-Domain-specific details that aren't obvious
-Any promises made to the user
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r>=0&&s.splice(r,1),this}once(e,t){return(t6(this,Z,"f")[e]||(t6(this,Z,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,s)=>{t3(this,er,!0,"f"),"error"!==e&&this.once("error",s),this.once(e,t)})}async done(){t3(this,er,!0,"f"),await t6(this,X,"f")}get currentMessage(){return t6(this,H,"f")}async finalMessage(){return await this.done(),t6(this,F,"m",el).call(this)}async finalText(){return await this.done(),t6(this,F,"m",eo).call(this)}_emit(e,...t){if(t6(this,ee,"f"))return;"end"===e&&(t3(this,ee,!0,"f"),t6(this,Y,"f").call(this));let s=t6(this,Z,"f")[e];if(s&&(t6(this,Z,"f")[e]=s.filter(e=>!e.once),s.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];t6(this,er,"f")||s?.length||Promise.reject(e),t6(this,K,"f").call(this,e),t6(this,Q,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];t6(this,er,"f")||s?.length||Promise.reject(e),t6(this,K,"f").call(this,e),t6(this,Q,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",t6(this,F,"m",el).call(this))}async _fromReadableStream(e,t){let s,r=t?.signal;r&&(r.aborted&&this.controller.abort(),s=this.controller.abort.bind(this.controller),r.addEventListener("abort",s));try{t6(this,F,"m",ed).call(this),this._connected(null);let t=sU.fromReadableStream(e,this.controller);for await(let e of t)t6(this,F,"m",eu).call(this,e);if(t.controller.signal?.aborted)throw new ss;t6(this,F,"m",em).call(this)}finally{r&&s&&r.removeEventListener("abort",s)}}[(H=new WeakMap,J=new WeakMap,V=new WeakMap,G=new WeakMap,K=new WeakMap,X=new WeakMap,Y=new WeakMap,Q=new WeakMap,Z=new WeakMap,ee=new WeakMap,et=new WeakMap,es=new WeakMap,er=new WeakMap,ea=new WeakMap,en=new WeakMap,ei=new WeakMap,ec=new WeakMap,F=new WeakSet,el=function(){if(0===this.receivedMessages.length)throw new se("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},eo=function(){if(0===this.receivedMessages.length)throw new se("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new se("stream ended without producing a content block with type=text");return e.join(" ")},ed=function(){this.ended||t3(this,H,void 0,"f")},eu=function(e){if(this.ended)return;let t=t6(this,F,"m",eh).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":rG(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:rX(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(rH(t,t6(this,J,"f"),{logger:t6(this,ei,"f")}),!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":t3(this,H,t,"f")}},em=function(){if(this.ended)throw new se("stream has ended, this shouldn't happen");let e=t6(this,H,"f");if(!e)throw new se("request ended without sending any chunks");return t3(this,H,void 0,"f"),rH(e,t6(this,J,"f"),{logger:t6(this,ei,"f")})},eh=function(e){let t=t6(this,H,"f");if("message_start"===e.type){if(t)throw new se(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new se(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push({...e.content_block}),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(t.content[e.index]={...s,text:(s.text||"")+e.delta.text});break;case"citations_delta":s?.type==="text"&&(t.content[e.index]={...s,citations:[...s.citations??[],e.delta.citation]});break;case"input_json_delta":if(s&&rG(s)){let r=s[rV]||"";r+=e.delta.partial_json;let a={...s};Object.defineProperty(a,rV,{value:r,enumerable:!1,writable:!0}),r&&(a.input=rj(r)),t.content[e.index]=a}break;case"thinking_delta":s?.type==="thinking"&&(t.content[e.index]={...s,thinking:s.thinking+e.delta.thinking});break;case"signature_delta":s?.type==="thinking"&&(t.content[e.index]={...s,signature:e.delta.signature});break;default:rX(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sU(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rX(e){}class rY extends s6{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(rt`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sV,{query:e,...t})}delete(e,t){return this._client.delete(rt`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(rt`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new se(`No batch \`results_url\`; Has it finished processing? 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-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),r0.includes(e.model)&&e.thinking&&"enabled"===e.thinking.type&&console.warn(`Using Claude with ${e.model} and 'thinking.type=enabled' is deprecated. 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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/12eumif3gapzm.js b/litellm/proxy/_experimental/out/_next/static/chunks/04y2hqzy08peg.js
similarity index 54%
rename from litellm/proxy/_experimental/out/_next/static/chunks/12eumif3gapzm.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/04y2hqzy08peg.js
index 1444d47a824..73873aa04f2 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/12eumif3gapzm.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/04y2hqzy08peg.js
@@ -1 +1 @@
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deleted file mode 100644
index 1440cf0c18d..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/068p6o.s_qzmk.js b/litellm/proxy/_experimental/out/_next/static/chunks/068p6o.s_qzmk.js
deleted file mode 100644
index 3af24ecefd2..00000000000
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+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/069dx5~5osue0.js b/litellm/proxy/_experimental/out/_next/static/chunks/069dx5~5osue0.js
deleted file mode 100644
index 29d4e7549f5..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/06d3gjz2_.wju.js b/litellm/proxy/_experimental/out/_next/static/chunks/06d3gjz2_.wju.js
deleted file mode 100644
index 2491051f866..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/06d3gjz2_.wju.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/06f~oqn5wl_jt.js b/litellm/proxy/_experimental/out/_next/static/chunks/06f~oqn5wl_jt.js
deleted file mode 100644
index fc156cec737..00000000000
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+++ /dev/null
@@ -1,420 +0,0 @@
-(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,596239,e=>{"use strict";e.i(247167);var t=e.i(931067),i=e.i(271645);let a={icon:{tag:"svg",attrs:{viewBox:"64 64 896 896",focusable:"false"},children:[{tag:"path",attrs:{d:"M574 665.4a8.03 8.03 0 00-11.3 0L446.5 781.6c-53.8 53.8-144.6 59.5-204 0-59.5-59.5-53.8-150.2 0-204l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3l-39.8-39.8a8.03 8.03 0 00-11.3 0L191.4 526.5c-84.6 84.6-84.6 221.5 0 306s221.5 84.6 306 0l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3L574 665.4zm258.6-474c-84.6-84.6-221.5-84.6-306 0L410.3 307.6a8.03 8.03 0 000 11.3l39.7 39.7c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c53.8-53.8 144.6-59.5 204 0 59.5 59.5 53.8 150.2 0 204L665.3 562.6a8.03 8.03 0 000 11.3l39.8 39.8c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c84.5-84.6 84.5-221.5 0-306.1zM610.1 372.3a8.03 8.03 0 00-11.3 0L372.3 598.7a8.03 8.03 0 000 11.3l39.6 39.6c3.1 3.1 8.2 3.1 11.3 0l226.4-226.4c3.1-3.1 3.1-8.2 0-11.3l-39.5-39.6z"}}]},name:"link",theme:"outlined"};var r=e.i(9583),o=i.forwardRef(function(e,o){return i.createElement(r.default,(0,t.default)({},e,{ref:o,icon:a}))});e.s(["LinkOutlined",0,o],596239)},339019,865361,e=>{"use strict";var t,i,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),r=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i.INTERACTIONS="interactions",i);let o={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>r,"getEndpointType",0,e=>Object.values(a).includes(e)?o[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:o,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:c,selectedMCPServers:u,mcpServers:m,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:b,proxySettings:y}=e,x="session"===i?a:o,v=window.location.origin,w=y?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:y?.PROXY_BASE_URL&&(v=y.PROXY_BASE_URL);let j=n||"Your prompt here",k=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),S=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),$={};l.length>0&&($.tags=l),p.length>0&&($.vector_stores=p),d.length>0&&($.guardrails=d),c.length>0&&($.policies=c);let I=_||"your-model-name",z="azure"===b?`import openai
-
-client = openai.AzureOpenAI(
- api_key="${x||"YOUR_LITELLM_API_KEY"}",
- azure_endpoint="${v}",
- api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
- api_key="${x||"YOUR_LITELLM_API_KEY"}",
- base_url="${v}"
-)`;switch(h){case r.CHAT:{let e=Object.keys($).length>0,i="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
- extra_body=${e}`}let a=S.length>0?S:[{role:"user",content:j}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
- model="${I}",
- messages=${JSON.stringify(a,null,4)}${i}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.chat.completions.create(
-# model="${I}",
-# messages=[
-# {
-# "role": "user",
-# "content": [
-# {
-# "type": "text",
-# "text": "${k}"
-# },
-# {
-# "type": "image_url",
-# "image_url": {
-# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}
-# }
-# }
-# ]
-# }
-# ]${i}
-# )
-# print(response_with_file)
-`;break}case r.RESPONSES:{let e=Object.keys($).length>0,i="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
- extra_body=${e}`}let a=S.length>0?S:[{role:"user",content:j}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
- model="${I}",
- input=${JSON.stringify(a,null,4)}${i}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg") # or .pdf
-# response_with_file = client.responses.create(
-# model="${I}",
-# input=[
-# {
-# "role": "user",
-# "content": [
-# {"type": "input_text", "text": "${k}"},
-# {
-# "type": "input_image",
-# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}
-# },
-# ],
-# }
-# ]${i}
-# )
-# print(response_with_file.output_text)
-`;break}case r.IMAGE:t="azure"===b?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
- model="${I}",
- prompt="${n}",
- n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
- os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
- # Retrieve the generated image
- if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
- image_url = json_response["data"][0]["url"]
- generated_image = requests.get(image_url).content
- with open(image_path, "wb") as image_file:
- image_file.write(generated_image)
-
- print(f"Image saved to {image_path}")
- # Display the image
- image = Image.open(image_path)
- image.show()
- else:
- print("Could not find image URL in response.")
- print("Full response:", json_response)
-except Exception as e:
- print(f"An error occurred: {e}")
- print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${k}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${I}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case r.IMAGE_EDITS:t="azure"===b?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${k}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${I}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
- with open(image_path, "rb") as image_file:
- return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
- # In a real implementation, this would upload the file to OpenAI
- # For this example, we'll just return a placeholder ID
- return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${k}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
- model="${I}",
- input=[
- {
- "role": "user",
- "content": [
- {"type": "input_text", "text": prompt},
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image1}",
- },
- {
- "type": "input_image",
- "image_url": f"data:image/jpeg;base64,{base64_image2}",
- },
- {
- "type": "input_image",
- "file_id": file_id1,
- },
- {
- "type": "input_image",
- "file_id": file_id2,
- }
- ],
- }
- ],
- tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
- output
- for output in response.output
- if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
- image_base64 = image_data[0]
- image_filename = f"edited_image_{int(time.time())}.png"
- with open(image_filename, "wb") as f:
- f.write(base64.b64decode(image_base64))
- print(f"Image saved to {image_filename}")
-else:
- # If no image is generated, there might be a text response with an explanation
- text_response = [output.text for output in response.output if hasattr(output, 'text')]
- if text_response:
- print("No image generated. Model response:")
- print("\\n".join(text_response))
- else:
- print("No image data found in response.")
- print("Full response for debugging:")
- print(response)
-`;break;case r.EMBEDDINGS:t=`
-response = client.embeddings.create(
- input="${n||"Your string here"}",
- model="${I}",
- encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case r.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
- model="${I}",
- file=audio_file${n?`,
- prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case r.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
- model="${I}",
- input="${n||"Your text to convert to speech here"}",
- voice="${f}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-# model="${I}",
-# input="${n||"Your text to convert to speech here"}",
-# voice="alloy",
-# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm
-# speed=1.0 # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${z}
-${t}`}],339019)},652272,209261,e=>{"use strict";var t=e.i(843476),i=e.i(271645),a=e.i(447566),r=e.i(166406),o=e.i(492030),n=e.i(596239);let s=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,l=e=>e.trim().replace(/\/+$/,""),p=/\.(md|markdown|txt|json|ya?ml|toml)$/i,d=/^\d{1,3}(\.\d{1,3}){3}$/,c=/^[A-Za-z0-9-]+$/,u=/^[A-Za-z0-9._-]+$/,m=e=>e.pathname.split("/").filter(e=>""!==e),g=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},f=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),h=e=>{let{source:t}=e;return"github"===t.source&&t.repo?`/plugin marketplace add ${t.repo}`:("url"===t.source||"git-subdir"===t.source)&&t.url?`/plugin marketplace add ${t.url}`:`/plugin marketplace add ${e.name}`};e.s(["formatInstallCommand",0,h,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let 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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/076.vm.7w-x2..js b/litellm/proxy/_experimental/out/_next/static/chunks/076.vm.7w-x2..js
deleted file mode 100644
index f5e2cabe271..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/076.vm.7w-x2..js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07_ymd1x7rc~p.js b/litellm/proxy/_experimental/out/_next/static/chunks/07_ymd1x7rc~p.js
deleted file mode 100644
index 645b741b083..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07_ymd1x7rc~p.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07bbbpl_7jxr0.js b/litellm/proxy/_experimental/out/_next/static/chunks/07bbbpl_7jxr0.js
deleted file mode 100644
index 04a5eca452c..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07bbbpl_7jxr0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07d_v3unr4oib.js b/litellm/proxy/_experimental/out/_next/static/chunks/07d_v3unr4oib.js
deleted file mode 100644
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