fastmcp/tests/server/middleware/test_logging.py
Jeremiah Lowin 3a9717e6be
Publish docs for v3.2.0 (#3713)
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Fix auto-close MRE script posting comment without closing (#3386)
Fix WorkOS token scope verification bypass 🤖 Generated with Codex (#3407)
Fix initialize McpError fallthrough 🤖 Generated with Codex (#3413)
Fix transform arg collisions with passthrough params (#3431)
Fix get_* returning None when latest version is disabled (#3439)
Fix get_* returning None when latest version is disabled (#3421)
Fix server lifespan overlap teardown (#3415)
Fix $ref output schema object detection regression (#3420)
resolved annotations (#3429)
Fix async partial callables rejected by iscoroutinefunction (#3438)
Fix async partial callables rejected by iscoroutinefunction (#3423)
fix: add version to components (#3458)
fix: use intent-based flag for OIDC scope patch in load_access_token (#3465)
Fixes #3461
fix: normalize Google scope shorthands and surface valid_scopes (#3477)
fix: resolve ty 0.0.23 type-checking errors and bump pin (#3481)
fix: shield lifespan teardown from cancellation (#3480)
fix: forward custom_route endpoints from mounted servers (#3462)
fix updates _get_additional_http_routes() to traverse providers,
Fixes #3457
fix: remove hardcoded version from CLI help text (#3456)
fix: monty 0.0.8 compatibility, drop external_functions from constructor (#3468)
fix: task test teardown hanging 5s per test (#3499)
Closes #3498
fix: validate workspace path is a directory before cursor install (#3440)
Fixes #3426
fix: handle re.error from malformed URI templates in build_regex (#3501)
fix: reject empty/OIDC-only required_scopes in AzureProvider (#3503)
fix: restrict $ref resolution to local refs only (SSRF/LFI) (#3502)
fix warnings and timeouts (#3504)
close upgrade check issue when build passes (#3505)
Closes #3484
fix: URL-encode path params to prevent SSRF/path traversal (GHSA-vv7q-7jx5-f767) (#3507)
fix: prevent path traversal in skill download (#3493)
fix: prefer IdP-granted scopes over client-requested scopes in OAuthProxy (#3492)
fix: remove unrelated transform and http.py changes from PR scope
fix: remove forced follow_redirects from httpx_client_factory calls (#3496)
fix: stop passing follow_redirects to httpx_client_factory
fix: restore follow_redirects=True for custom httpx client factories
Closes #3509
fix: CSRF double-submit cookie check in consent flow (#3519)
fix: validate server names in install commands (#3522)
fix: use raw strings for regex in pytest.raises match (#3523)
fix: reject refresh tokens used as Bearer access tokens (#3524)
fix: route ResourcesAsTools/PromptsAsTools through server middleware (#3495)
fix: resolve Pyright "Module is not callable" on @tool, @resource, @prompt decorators (#3540)
fix: filter warnings by message in KEY_PREFIX test (#3549)
fix: suppress output schema for ToolResult subclass annotations (#3548)
fix: increase sleep duration in proxy cache tests (#3567)
fix: store absolute token expiry to prevent stale expires_in on reload (#3572)
fix: preserve tool properties named 'title' during schema compression (#3582)
Fix loopback redirect URI port matching per RFC 8252 §7.3 (#3589)
Fix app tool routing: visibility check and middleware propagation (#3591)
Fix query parameter serialization to respect OpenAPI explode/style settings (#3595)
Fix dev apps form: union types, textarea support, JSON parsing (#3597)
fix(google): replace deprecated /oauth2/v1/tokeninfo with /oauth2/v3/userinfo (#3603)
fix: resolve EntraOBOToken dependency injection through MultiAuth (#3609)
fix(docs): correct misleading stateless_http header (#3622)
fix: filesystem provider import machinery (#3626)
Closes #3625 (issues 2, 3, 6)
fix: recover StdioTransport after subprocess exits (#3630)
fix(server): preserve mounted tool task metadata (#3632)
fix: scope deprecation warning filter to FastMCPDeprecationWarning (#3649)
fix imports, add PrefabAppConfig (#3650)
fix: resolve CurrentFastMCP/ctx.fastmcp to child server in mounted background tasks (#3651)
Fix blocking docs issues: chart imports, Select API, Rx consistency (#3652)
closed by default (#3657)
Fix prompt caching middleware missing wrap/unwrap round-trip (#3666)
fix: serialize object query params per OpenAPI style/explode rules (#3662)
Fixes #2857
fix: HTTP request headers not accessible in background task workers (#3631)
fix: restore HTTP headers in worker execution path for background tasks (#3681)
fix: strip discriminator after dereferencing schemas (#3682)
fix: remove stale ty:ignore directives for ty 0.0.26 (#3684)
Fix docs gaps in app provider pages (#3690)
fix: dev apps log panel UX improvements (#3698)
fix dev server empty string args (#3700)
2026-03-30 16:48:30 -04:00

654 lines
25 KiB
Python

"""Tests for logging middleware."""
import datetime
import logging
from collections.abc import Generator
from typing import Any, Literal, TypeVar
from unittest.mock import AsyncMock, MagicMock, patch
import mcp
import mcp.types
import pytest
from inline_snapshot import snapshot
from pydantic import AnyUrl
from fastmcp import FastMCP
from fastmcp.client import Client
from fastmcp.resources.template import ResourceTemplate
from fastmcp.server.middleware.logging import (
LoggingMiddleware,
StructuredLoggingMiddleware,
)
from fastmcp.server.middleware.middleware import CallNext, MiddlewareContext
FIXED_DATE = datetime.datetime(2023, 1, 1, tzinfo=datetime.timezone.utc)
T = TypeVar("T")
def get_log_lines(
caplog: pytest.LogCaptureFixture, module: str | None = None
) -> list[str]:
"""Get log lines from a caplog fixture."""
return [
record.message
for record in caplog.records
if (module or "logging") in record.name
]
def new_mock_context(
message: T,
method: str | None = None,
source: Literal["server", "client"] | None = None,
type: Literal["request", "notification"] | None = None,
) -> MiddlewareContext[T]:
"""Create a new mock middleware context."""
context = MagicMock(spec=MiddlewareContext[T])
context.method = method or "test_method"
context.source = source or "client"
context.type = type or "request"
context.message = message
context.timestamp = FIXED_DATE
return context
@pytest.fixture(autouse=True)
def mock_duration_ms() -> Generator[float, None]:
"""Mock duration_ms."""
patched = patch(
"fastmcp.server.middleware.logging._get_duration_ms", return_value=0.02
)
patched.start()
yield # ty:ignore[invalid-yield]
patched.stop()
@pytest.fixture
def mock_context():
"""Create a mock middleware context."""
return new_mock_context(
message=mcp.types.CallToolRequest(
method="tools/call",
params=mcp.types.CallToolRequestParams(
name="test_method",
arguments={"param": "value"},
),
)
)
@pytest.fixture
def mock_call_next() -> AsyncMock:
"""Create a mock call_next function."""
return AsyncMock(return_value="test_result")
class TestStructuredLoggingMiddleware:
"""Test structured logging middleware functionality."""
def test_init_default(self):
"""Test default initialization."""
middleware = StructuredLoggingMiddleware()
assert middleware.logger.name == "fastmcp.middleware.structured_logging"
assert middleware.log_level == logging.INFO
assert middleware.include_payloads is False
assert middleware.include_payload_length is False
assert middleware.estimate_payload_tokens is False
assert middleware.structured_logging is True
def test_init_custom(self):
"""Test custom initialization."""
logger = logging.getLogger("custom")
middleware = StructuredLoggingMiddleware(
logger=logger,
log_level=logging.DEBUG,
include_payloads=True,
include_payload_length=False,
estimate_payload_tokens=True,
)
assert middleware.logger is logger
assert middleware.log_level == logging.DEBUG
assert middleware.include_payloads is True
assert middleware.include_payload_length is False
assert middleware.estimate_payload_tokens is True
class TestHelperMethods:
def test_create_before_message(self, mock_context: MiddlewareContext[Any]):
"""Test message formatting without payloads."""
middleware = StructuredLoggingMiddleware()
message = middleware._create_before_message(mock_context)
assert message == snapshot(
{
"event": "request_start",
"source": "client",
"method": "test_method",
}
)
def test_create_message_with_payloads(
self, mock_context: MiddlewareContext[Any]
):
"""Test message formatting with payloads."""
middleware = StructuredLoggingMiddleware(include_payloads=True)
message = middleware._create_before_message(mock_context)
assert message == snapshot(
{
"event": "request_start",
"source": "client",
"method": "test_method",
"payload": '{"method":"tools/call","params":{"task":null,"_meta":null,"name":"test_method","arguments":{"param":"value"}}}',
"payload_type": "CallToolRequest",
}
)
def test_calculate_response_size(self, mock_context: MiddlewareContext[Any]):
"""Test response size calculation."""
middleware = StructuredLoggingMiddleware(include_payload_length=True)
message = middleware._create_before_message(mock_context)
assert message == snapshot(
{
"event": "request_start",
"source": "client",
"method": "test_method",
"payload_length": 110,
}
)
def test_calculate_response_size_with_token_estimation(
self, mock_context: MiddlewareContext[Any]
):
"""Test response size calculation with token estimation."""
middleware = StructuredLoggingMiddleware(
include_payload_length=True, estimate_payload_tokens=True
)
message = middleware._create_before_message(mock_context)
assert message == snapshot(
{
"event": "request_start",
"source": "client",
"method": "test_method",
"payload_tokens": 27,
"payload_length": 110,
}
)
async def test_on_message_success(
self,
mock_context: MiddlewareContext[Any],
caplog: pytest.LogCaptureFixture,
):
"""Test logging successful messages."""
middleware = StructuredLoggingMiddleware()
mock_call_next = AsyncMock(return_value="test_result")
result = await middleware.on_message(mock_context, mock_call_next)
assert result == "test_result"
assert mock_call_next.called
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client"}',
'{"event": "request_success", "method": "test_method", "source": "client", "duration_ms": 0.02}',
]
)
async def test_on_message_failure(
self, mock_context: MiddlewareContext[Any], caplog: pytest.LogCaptureFixture
):
"""Test logging failed messages."""
middleware = StructuredLoggingMiddleware()
mock_call_next = AsyncMock(side_effect=ValueError("test error"))
with pytest.raises(ValueError):
await middleware.on_message(mock_context, mock_call_next)
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client"}',
'{"event": "request_error", "method": "test_method", "source": "client", "duration_ms": 0.02, "error": "test error"}',
]
)
class TestLoggingMiddleware:
"""Test structured logging middleware functionality."""
def test_init_default(self):
"""Test default initialization."""
middleware = LoggingMiddleware()
assert middleware.logger.name == "fastmcp.middleware.logging"
assert middleware.log_level == logging.INFO
assert middleware.include_payloads is False
assert middleware.include_payload_length is False
assert middleware.estimate_payload_tokens is False
def test_format_message(self, mock_context: MiddlewareContext[Any]):
"""Test message formatting."""
middleware = LoggingMiddleware()
message = middleware._create_before_message(mock_context)
formatted = middleware._format_message(message)
assert formatted == snapshot(
"event=request_start method=test_method source=client"
)
def test_create_before_message_long_payload(
self, mock_context: MiddlewareContext[Any]
):
"""Test message formatting with long payload truncation."""
middleware = LoggingMiddleware(include_payloads=True, max_payload_length=10)
message = middleware._create_before_message(mock_context)
formatted = middleware._format_message(message)
assert formatted == snapshot(
'event=request_start method=test_method source=client payload={"method":... payload_type=CallToolRequest'
)
async def test_on_message_failure(
self, mock_context: MiddlewareContext[Any], caplog: pytest.LogCaptureFixture
):
"""Test structured logging of failed messages."""
middleware = StructuredLoggingMiddleware()
mock_call_next = AsyncMock(side_effect=ValueError("test error"))
with pytest.raises(ValueError):
await middleware.on_message(mock_context, mock_call_next)
# Check that we have structured JSON logs
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client"}',
'{"event": "request_error", "method": "test_method", "source": "client", "duration_ms": 0.02, "error": "test error"}',
]
)
async def test_on_message_with_pydantic_types_in_payload(
self,
mock_call_next: CallNext[Any, Any],
caplog: pytest.LogCaptureFixture,
):
"""Ensure Pydantic AnyUrl in payload serializes correctly when include_payloads=True."""
mock_context = new_mock_context(
message=mcp.types.ReadResourceRequest(
method="resources/read",
params=mcp.types.ReadResourceRequestParams(
uri=AnyUrl("test://example/1"),
),
)
)
middleware = StructuredLoggingMiddleware(include_payloads=True)
result = await middleware.on_message(mock_context, mock_call_next)
assert result == "test_result"
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client", "payload": "{\\"method\\":\\"resources/read\\",\\"params\\":{\\"task\\":null,\\"_meta\\":null,\\"uri\\":\\"test://example/1\\"}}", "payload_type": "ReadResourceRequest"}',
'{"event": "request_success", "method": "test_method", "source": "client", "duration_ms": 0.02}',
]
)
async def test_on_message_with_resource_template_in_payload(
self,
mock_call_next: CallNext[Any, Any],
caplog: pytest.LogCaptureFixture,
):
"""Ensure ResourceTemplate in payload serializes via pydantic conversion without errors."""
mock_context = new_mock_context(
message=ResourceTemplate(
name="tmpl",
uri_template="tmpl://{id}",
parameters={"id": {"type": "string"}},
)
)
middleware = StructuredLoggingMiddleware(include_payloads=True)
result = await middleware.on_message(mock_context, mock_call_next)
assert result == "test_result"
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client", "payload": "{\\"name\\":\\"tmpl\\",\\"version\\":null,\\"title\\":null,\\"description\\":null,\\"icons\\":null,\\"tags\\":[],\\"meta\\":null,\\"task_config\\":{\\"mode\\":\\"forbidden\\",\\"poll_interval\\":\\"PT5S\\"},\\"uri_template\\":\\"tmpl://{id}\\",\\"mime_type\\":\\"text/plain\\",\\"parameters\\":{\\"id\\":{\\"type\\":\\"string\\"}},\\"annotations\\":null}", "payload_type": "ResourceTemplate"}',
'{"event": "request_success", "method": "test_method", "source": "client", "duration_ms": 0.02}',
]
)
async def test_on_message_with_nonserializable_payload_falls_back_to_str(
self, mock_call_next: CallNext[Any, Any], caplog: pytest.LogCaptureFixture
):
"""Ensure non-JSONable objects fall back to string serialization in payload."""
class NonSerializable:
def __str__(self) -> str:
return "NON_SERIALIZABLE"
mock_context = new_mock_context(
message=mcp.types.CallToolRequest(
method="tools/call",
params=mcp.types.CallToolRequestParams(
name="test_method",
arguments={"obj": NonSerializable()},
),
)
)
middleware = StructuredLoggingMiddleware(include_payloads=True)
result = await middleware.on_message(mock_context, mock_call_next)
assert result == "test_result"
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client", "payload": "{\\"method\\":\\"tools/call\\",\\"params\\":{\\"task\\":null,\\"_meta\\":null,\\"name\\":\\"test_method\\",\\"arguments\\":{\\"obj\\":\\"NON_SERIALIZABLE\\"}}}", "payload_type": "CallToolRequest"}',
'{"event": "request_success", "method": "test_method", "source": "client", "duration_ms": 0.02}',
]
)
async def test_on_message_with_custom_serializer_applied(
self, mock_call_next: CallNext[Any, Any], caplog: pytest.LogCaptureFixture
):
"""Ensure a custom serializer is used for non-JSONable payloads."""
# Provide a serializer that replaces entire payload with a fixed string
def custom_serializer(_: Any) -> str:
return "CUSTOM_PAYLOAD"
mock_context = new_mock_context(
message=mcp.types.CallToolRequest(
method="tools/call",
params=mcp.types.CallToolRequestParams(
name="test_method",
arguments={"obj": "OBJECT"},
),
)
)
middleware = StructuredLoggingMiddleware(
include_payloads=True, payload_serializer=custom_serializer
)
result = await middleware.on_message(mock_context, mock_call_next)
assert result == "test_result"
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "test_method", "source": "client", "payload": "CUSTOM_PAYLOAD", "payload_type": "CallToolRequest"}',
'{"event": "request_success", "method": "test_method", "source": "client", "duration_ms": 0.02}',
]
)
@pytest.fixture
def logging_server():
"""Create a FastMCP server specifically for logging middleware tests."""
from fastmcp import FastMCP
mcp = FastMCP("LoggingTestServer")
@mcp.tool
def simple_operation(data: str) -> str:
"""A simple operation for testing logging."""
return f"Processed: {data}"
@mcp.tool
def complex_operation(items: list[str], mode: str = "default") -> dict:
"""A complex operation with structured data."""
return {"processed_items": len(items), "mode": mode, "result": "success"}
@mcp.tool
def operation_with_error(should_fail: bool = False) -> str:
"""An operation that can be made to fail."""
if should_fail:
raise ValueError("Operation failed intentionally")
return "Operation completed successfully"
@mcp.resource("log://test")
def test_resource() -> str:
"""A test resource for logging."""
return "Test resource content"
@mcp.prompt
def test_prompt() -> str:
"""A test prompt for logging."""
return "Test prompt content"
return mcp
class TestLoggingMiddlewareIntegration:
"""Integration tests for logging middleware with real FastMCP server."""
@pytest.fixture
def logging_server(self):
"""Create a FastMCP server specifically for logging middleware tests."""
mcp = FastMCP("LoggingTestServer")
@mcp.tool
def simple_operation(data: str) -> str:
"""A simple operation for testing logging."""
return f"Processed: {data}"
@mcp.tool
def complex_operation(items: list[str], mode: str = "default") -> dict:
"""A complex operation with structured data."""
return {"processed_items": len(items), "mode": mode, "result": "success"}
@mcp.tool
def operation_with_error(should_fail: bool = False) -> str:
"""An operation that can be made to fail."""
if should_fail:
raise ValueError("Operation failed intentionally")
return "Operation completed successfully"
@mcp.resource("log://test")
def test_resource() -> str:
"""A test resource for logging."""
return "Test resource content"
@mcp.prompt
def test_prompt() -> str:
"""A test prompt for logging."""
return "Test prompt content"
return mcp
async def test_logging_middleware_logs_successful_operations(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test that logging middleware captures successful operations."""
logging_middleware = LoggingMiddleware(methods=["tools/call"])
logging_server.add_middleware(logging_middleware)
with caplog.at_level(logging.INFO):
async with Client(logging_server) as client:
await client.call_tool(
name="simple_operation", arguments={"data": "test_data"}
)
await client.call_tool(
name="complex_operation",
arguments={"items": ["a", "b", "c"], "mode": "batch"},
)
# Should have processing and completion logs for both operations
assert get_log_lines(caplog) == snapshot(
[
"event=request_start method=tools/call source=client",
"event=request_success method=tools/call source=client duration_ms=0.02",
"event=request_start method=tools/call source=client",
"event=request_success method=tools/call source=client duration_ms=0.02",
]
)
async def test_logging_middleware_logs_failures(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test that logging middleware captures failed operations."""
logging_server.add_middleware(LoggingMiddleware(methods=["tools/call"]))
async with Client(logging_server) as client:
# This should fail and be logged
with pytest.raises(Exception):
await client.call_tool("operation_with_error", {"should_fail": True})
log_text = caplog.text
# Should have processing and failure logs
assert log_text.splitlines()[-1] == snapshot(
"ERROR fastmcp.middleware.logging:logging.py:122 event=request_error method=tools/call source=client duration_ms=0.02 error=Error calling tool 'operation_with_error': Operation failed intentionally"
)
async def test_logging_middleware_with_payloads(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test logging middleware when configured to include payloads."""
middleware = LoggingMiddleware(
include_payloads=True, max_payload_length=500, methods=["tools/call"]
)
logging_server.add_middleware(middleware)
async with Client(logging_server) as client:
await client.call_tool("simple_operation", {"data": "payload_test"})
assert get_log_lines(caplog) == snapshot(
[
'event=request_start method=tools/call source=client payload={"task":null,"_meta":null,"name":"simple_operation","arguments":{"data":"payload_test"}} payload_type=CallToolRequestParams',
"event=request_success method=tools/call source=client duration_ms=0.02",
]
)
async def test_structured_logging_middleware_produces_json(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test that structured logging middleware produces parseable JSON logs."""
logging_middleware = StructuredLoggingMiddleware(
include_payloads=True, methods=["tools/call"]
)
logging_server.add_middleware(logging_middleware)
async with Client(logging_server) as client:
await client.call_tool(
name="simple_operation", arguments={"data": "json_test"}
)
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "tools/call", "source": "client", "payload": "{\\"task\\":null,\\"_meta\\":null,\\"name\\":\\"simple_operation\\",\\"arguments\\":{\\"data\\":\\"json_test\\"}}", "payload_type": "CallToolRequestParams"}',
'{"event": "request_success", "method": "tools/call", "source": "client", "duration_ms": 0.02}',
]
)
async def test_structured_logging_middleware_handles_errors(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test structured logging of errors with JSON format."""
logging_middleware = StructuredLoggingMiddleware(methods=["tools/call"])
logging_server.add_middleware(logging_middleware)
with caplog.at_level(logging.INFO):
async with Client(logging_server) as client:
with pytest.raises(Exception):
await client.call_tool(
"operation_with_error", {"should_fail": True}
)
assert get_log_lines(caplog) == snapshot(
[
'{"event": "request_start", "method": "tools/call", "source": "client"}',
'{"event": "request_error", "method": "tools/call", "source": "client", "duration_ms": 0.02, "error": "Error calling tool \'operation_with_error\': Operation failed intentionally"}',
]
)
async def test_logging_middleware_with_different_operations(
self, logging_server: FastMCP, caplog: pytest.LogCaptureFixture
):
"""Test logging middleware with various MCP operations."""
logging_server.add_middleware(
LoggingMiddleware(
methods=[
"tools/call",
"resources/list",
"prompts/get",
"resources/read",
]
)
)
async with Client(logging_server) as client:
# Test different operation types
await client.call_tool("simple_operation", {"data": "test"})
await client.read_resource("log://test")
await client.get_prompt("test_prompt")
await client.list_resources()
assert get_log_lines(caplog) == snapshot(
[
"event=request_start method=tools/call source=client",
"event=request_success method=tools/call source=client duration_ms=0.02",
"event=request_start method=resources/read source=client",
"event=request_success method=resources/read source=client duration_ms=0.02",
"event=request_start method=prompts/get source=client",
"event=request_success method=prompts/get source=client duration_ms=0.02",
"event=request_start method=resources/list source=client",
"event=request_success method=resources/list source=client duration_ms=0.02",
]
)
async def test_logging_middleware_custom_configuration(
self, logging_server: FastMCP
):
"""Test logging middleware with custom logger configuration."""
import io
import logging
# Create custom logger
log_buffer = io.StringIO()
handler = logging.StreamHandler(log_buffer)
custom_logger = logging.getLogger("custom_logging_test")
custom_logger.addHandler(handler)
custom_logger.setLevel(logging.DEBUG)
logging_server.add_middleware(
LoggingMiddleware(
logger=custom_logger,
log_level=logging.DEBUG,
include_payloads=True,
methods=["tools/call"],
)
)
async with Client(logging_server) as client:
await client.call_tool("simple_operation", {"data": "custom_test"})
# Check that our custom logger captured the logs
log_output = log_buffer.getvalue()
assert log_output == snapshot("""\
event=request_start method=tools/call source=client payload={"task":null,"_meta":null,"name":"simple_operation","arguments":{"data":"custom_test"}} payload_type=CallToolRequestParams
event=request_success method=tools/call source=client duration_ms=0.02
""")