Add basic OpenTelemetry tracing for client and server requests (#2381)

pyproject.toml

@@ -40,6 +40,7 @@ dependencies = [
     "pyjwt[crypto]>=2.10.1",
     "typing-extensions>=4.13.0",
     "typing-inspection>=0.4.1",
+    "opentelemetry-api>=1.28.0",
 ]
 
 [project.optional-dependencies]
@@ -71,6 +72,7 @@ dev = [
     "coverage[toml]>=7.10.7,<=7.13",
     "pillow>=12.0",
     "strict-no-cover",
+    "logfire>=3.0.0",
 ]
 docs = [
     "mkdocs>=1.6.1",

src/mcp/server/lowlevel/server.py

@@ -42,9 +42,10 @@ import warnings
 from collections.abc import AsyncIterator, Awaitable, Callable
 from contextlib import AbstractAsyncContextManager, AsyncExitStack, asynccontextmanager
 from importlib.metadata import version as importlib_version
-from typing import Any, Generic
+from typing import Any, Generic, cast
 
 import anyio
+from opentelemetry.trace import SpanKind, StatusCode
 from starlette.applications import Starlette
 from starlette.middleware import Middleware
 from starlette.middleware.authentication import AuthenticationMiddleware
@@ -65,6 +66,7 @@ from mcp.server.session import ServerSession
 from mcp.server.streamable_http import EventStore
 from mcp.server.streamable_http_manager import StreamableHTTPASGIApp, StreamableHTTPSessionManager
 from mcp.server.transport_security import TransportSecuritySettings
+from mcp.shared._otel import extract_trace_context, otel_span
 from mcp.shared._stream_protocols import ReadStream, WriteStream
 from mcp.shared.exceptions import MCPError
 from mcp.shared.message import ServerMessageMetadata, SessionMessage
@@ -446,6 +448,19 @@ class Server(Generic[LifespanResultT]):
     ):
         logger.info("Processing request of type %s", type(req).__name__)
 
+        target = getattr(req.params, "name", None) if req.params else None
+        span_name = f"MCP handle {req.method} {target}" if target else f"MCP handle {req.method}"
+
+        # Extract W3C trace context from _meta (SEP-414).
+        meta = cast(dict[str, Any] | None, getattr(req.params, "meta", None)) if req.params else None
+        parent_context = extract_trace_context(meta) if meta is not None else None
+
+        with otel_span(
+            span_name,
+            kind=SpanKind.SERVER,
+            attributes={"mcp.method.name": req.method, "jsonrpc.request.id": message.request_id},
+            context=parent_context,
+        ) as span:
             if handler := self._request_handlers.get(req.method):
                 logger.debug("Dispatching request of type %s", type(req).__name__)
 
@@ -454,7 +469,9 @@ class Server(Generic[LifespanResultT]):
                     request_data = None
                     close_sse_stream_cb = None
                     close_standalone_sse_stream_cb = None
-                if message.message_metadata is not None and isinstance(message.message_metadata, ServerMessageMetadata):
+                    if message.message_metadata is not None and isinstance(
+                        message.message_metadata, ServerMessageMetadata
+                    ):
                         request_data = message.message_metadata.request_context
                         close_sse_stream_cb = message.message_metadata.close_sse_stream
                         close_standalone_sse_stream_cb = message.message_metadata.close_standalone_sse_stream
@@ -463,7 +480,7 @@ class Server(Generic[LifespanResultT]):
                     task_support = self._experimental_handlers.task_support if self._experimental_handlers else None
                     # Get task metadata from request params if present
                     task_metadata = None
-                if hasattr(req, "params") and req.params is not None:
+                    if hasattr(req, "params") and req.params is not None:  # pragma: no branch
                         task_metadata = getattr(req.params, "task", None)
                     ctx = ServerRequestContext(
                         request_id=message.request_id,
@@ -499,6 +516,9 @@ class Server(Generic[LifespanResultT]):
             else:  # pragma: no cover
                 response = types.ErrorData(code=types.METHOD_NOT_FOUND, message="Method not found")
 
+            if isinstance(response, types.ErrorData) and span is not None:
+                span.set_status(StatusCode.ERROR, response.message)
+
             try:
                 await message.respond(response)
             except (anyio.BrokenResourceError, anyio.ClosedResourceError):

src/mcp/shared/_otel.py

@@ -0,0 +1,36 @@
+"""OpenTelemetry helpers for MCP."""
+
+from __future__ import annotations
+
+from collections.abc import Iterator
+from contextlib import contextmanager
+from typing import Any
+
+from opentelemetry.context import Context
+from opentelemetry.propagate import extract, inject
+from opentelemetry.trace import SpanKind, get_tracer
+
+_tracer = get_tracer("mcp-python-sdk")
+
+
+@contextmanager
+def otel_span(
+    name: str,
+    *,
+    kind: SpanKind,
+    attributes: dict[str, Any] | None = None,
+    context: Context | None = None,
+) -> Iterator[Any]:
+    """Create an OTel span."""
+    with _tracer.start_as_current_span(name, kind=kind, attributes=attributes, context=context) as span:
+        yield span
+
+
+def inject_trace_context(meta: dict[str, Any]) -> None:
+    """Inject W3C trace context (traceparent/tracestate) into a `_meta` dict."""
+    inject(meta)
+
+
+def extract_trace_context(meta: dict[str, Any]) -> Context:
+    """Extract W3C trace context from a `_meta` dict."""
+    return extract(meta)

src/mcp/shared/session.py

@@ -9,9 +9,11 @@ from typing import Any, Generic, Protocol, TypeVar
 
 import anyio
 from anyio.streams.memory import MemoryObjectSendStream
+from opentelemetry.trace import SpanKind
 from pydantic import BaseModel, TypeAdapter
 from typing_extensions import Self
 
+from mcp.shared._otel import inject_trace_context, otel_span
 from mcp.shared._stream_protocols import ReadStream, WriteStream
 from mcp.shared.exceptions import MCPError
 from mcp.shared.message import MessageMetadata, ServerMessageMetadata, SessionMessage
@@ -268,6 +270,18 @@ class BaseSession(
             self._progress_callbacks[request_id] = progress_callback
 
         try:
+            target = request_data.get("params", {}).get("name")
+            span_name = f"MCP send {request.method} {target}" if target else f"MCP send {request.method}"
+
+            with otel_span(
+                span_name,
+                kind=SpanKind.CLIENT,
+                attributes={"mcp.method.name": request.method, "jsonrpc.request.id": request_id},
+            ):
+                # Inject W3C trace context into _meta (SEP-414).
+                meta: dict[str, Any] = request_data.setdefault("params", {}).setdefault("_meta", {})
+                inject_trace_context(meta)
+
                 jsonrpc_request = JSONRPCRequest(jsonrpc="2.0", id=request_id, **request_data)
                 await self._write_stream.send(SessionMessage(message=jsonrpc_request, metadata=metadata))
 

tests/shared/test_otel.py

@@ -0,0 +1,44 @@
+from __future__ import annotations
+
+import pytest
+from logfire.testing import CaptureLogfire
+
+from mcp import types
+from mcp.client.client import Client
+from mcp.server.mcpserver import MCPServer
+
+pytestmark = pytest.mark.anyio
+
+
+# Logfire warns about propagated trace context by default (distributed_tracing=None).
+# This is expected here since we're testing cross-boundary context propagation.
+@pytest.mark.filterwarnings("ignore::RuntimeWarning")
+async def test_client_and_server_spans(capfire: CaptureLogfire):
+    """Verify that calling a tool produces client and server spans with correct attributes."""
+    server = MCPServer("test")
+
+    @server.tool()
+    def greet(name: str) -> str:
+        """Greet someone."""
+        return f"Hello, {name}!"
+
+    async with Client(server) as client:
+        result = await client.call_tool("greet", {"name": "World"})
+
+    assert isinstance(result.content[0], types.TextContent)
+    assert result.content[0].text == "Hello, World!"
+
+    spans = capfire.exporter.exported_spans_as_dict()
+    span_names = {s["name"] for s in spans}
+
+    assert "MCP send tools/call greet" in span_names
+    assert "MCP handle tools/call greet" in span_names
+
+    client_span = next(s for s in spans if s["name"] == "MCP send tools/call greet")
+    server_span = next(s for s in spans if s["name"] == "MCP handle tools/call greet")
+
+    assert client_span["attributes"]["mcp.method.name"] == "tools/call"
+    assert server_span["attributes"]["mcp.method.name"] == "tools/call"
+
+    # Server span should be in the same trace as the client span (context propagation).
+    assert server_span["context"]["trace_id"] == client_span["context"]["trace_id"]

uv.lock

@@ -579,6 +579,18 @@ wheels = [
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 ]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.73.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "protobuf" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a1/c0/4a54c386282c13449eca8bbe2ddb518181dc113e78d240458a68856b4d69/googleapis_common_protos-1.73.1.tar.gz", hash = "sha256:13114f0e9d2391756a0194c3a8131974ed7bffb06086569ba193364af59163b6", size = 147506, upload-time = "2026-03-26T22:17:38.451Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/dc/82/fcb6520612bec0c39b973a6c0954b6a0d948aadfe8f7e9487f60ceb8bfa6/googleapis_common_protos-1.73.1-py3-none-any.whl", hash = "sha256:e51f09eb0a43a8602f5a915870972e6b4a394088415c79d79605a46d8e826ee8", size = 297556, upload-time = "2026-03-26T22:15:58.455Z" },
+]
+
 [[package]]
 name = "griffe"
 version = "1.14.0"
@@ -646,6 +658,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" },
 ]
 
+[[package]]
+name = "importlib-metadata"
+version = "8.7.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "zipp" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f3/49/3b30cad09e7771a4982d9975a8cbf64f00d4a1ececb53297f1d9a7be1b10/importlib_metadata-8.7.1.tar.gz", hash = "sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb", size = 57107, upload-time = "2025-12-21T10:00:19.278Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fa/5e/f8e9a1d23b9c20a551a8a02ea3637b4642e22c2626e3a13a9a29cdea99eb/importlib_metadata-8.7.1-py3-none-any.whl", hash = "sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151", size = 27865, upload-time = "2025-12-21T10:00:18.329Z" },
+]
+
 [[package]]
 name = "iniconfig"
 version = "2.1.0"
@@ -710,6 +734,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" },
 ]
 
+[[package]]
+name = "logfire"
+version = "4.31.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "executing" },
+    { name = "opentelemetry-exporter-otlp-proto-http" },
+    { name = "opentelemetry-instrumentation" },
+    { name = "opentelemetry-sdk" },
+    { name = "protobuf" },
+    { name = "rich" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/61/fc/21f923243d8c3ca2ebfa97de46970ced734e66ac634c1c35b6abb41300f1/logfire-4.31.0.tar.gz", hash = "sha256:361bfda17c9d70ada5d220211033bae06b871ddac9d5b06978bc0ceca6b8e658", size = 1080609, upload-time = "2026-03-27T19:00:46.339Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/49/1a/8c860e35bf847ac0d647d94bad89dccbb66cbcafdd61d8334f8cc7cfdd58/logfire-4.31.0-py3-none-any.whl", hash = "sha256:49fad38b5e6f199a98e9c8814e860c8a42595bb81479b52a20413e53ee475b72", size = 308896, upload-time = "2026-03-27T19:00:43.107Z" },
+]
+
 [[package]]
 name = "markdown"
 version = "3.9"
@@ -797,6 +840,7 @@ dependencies = [
     { name = "httpx" },
     { name = "httpx-sse" },
     { name = "jsonschema" },
+    { name = "opentelemetry-api" },
     { name = "pydantic" },
     { name = "pydantic-settings" },
     { name = "pyjwt", extra = ["crypto"] },
@@ -826,6 +870,7 @@ dev = [
     { name = "coverage", extra = ["toml"] },
     { name = "dirty-equals" },
     { name = "inline-snapshot" },
+    { name = "logfire" },
     { name = "mcp", extra = ["cli", "ws"] },
     { name = "pillow" },
     { name = "pyright" },
@@ -853,6 +898,7 @@ requires-dist = [
     { name = "httpx", specifier = ">=0.27.1,<1.0.0" },
     { name = "httpx-sse", specifier = ">=0.4" },
     { name = "jsonschema", specifier = ">=4.20.0" },
+    { name = "opentelemetry-api", specifier = ">=1.28.0" },
     { name = "pydantic", specifier = ">=2.12.0" },
     { name = "pydantic-settings", specifier = ">=2.5.2" },
     { name = "pyjwt", extras = ["crypto"], specifier = ">=2.10.1" },
@@ -876,6 +922,7 @@ dev = [
     { name = "coverage", extras = ["toml"], specifier = ">=7.10.7,<=7.13" },
     { name = "dirty-equals", specifier = ">=0.9.0" },
     { name = "inline-snapshot", specifier = ">=0.23.0" },
+    { name = "logfire", specifier = ">=3.0.0" },
     { name = "mcp", extras = ["cli", "ws"], editable = "." },
     { name = "pillow", specifier = ">=12.0" },
     { name = "pyright", specifier = ">=1.1.400" },
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 ]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "importlib-metadata" },
+    { name = "typing-extensions" },
+]
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+]
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-proto" },
+]
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+]
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "googleapis-common-protos" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-exporter-otlp-proto-common" },
+    { name = "opentelemetry-proto" },
+    { name = "opentelemetry-sdk" },
+    { name = "requests" },
+    { name = "typing-extensions" },
+]
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+    { name = "opentelemetry-semantic-conventions" },
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+[[package]]
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+source = { registry = "https://pypi.org/simple" }
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+    { name = "opentelemetry-semantic-conventions" },
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