ai-station/.venv/lib/python3.12/site-packages/mcp/server/lowlevel/server.py

797 lines
32 KiB
Python

"""
MCP Server Module
This module provides a framework for creating an MCP (Model Context Protocol) server.
It allows you to easily define and handle various types of requests and notifications
in an asynchronous manner.
Usage:
1. Create a Server instance:
server = Server("your_server_name")
2. Define request handlers using decorators:
@server.list_prompts()
async def handle_list_prompts(request: types.ListPromptsRequest) -> types.ListPromptsResult:
# Implementation
@server.get_prompt()
async def handle_get_prompt(
name: str, arguments: dict[str, str] | None
) -> types.GetPromptResult:
# Implementation
@server.list_tools()
async def handle_list_tools(request: types.ListToolsRequest) -> types.ListToolsResult:
# Implementation
@server.call_tool()
async def handle_call_tool(
name: str, arguments: dict | None
) -> list[types.TextContent | types.ImageContent | types.EmbeddedResource]:
# Implementation
@server.list_resource_templates()
async def handle_list_resource_templates() -> list[types.ResourceTemplate]:
# Implementation
3. Define notification handlers if needed:
@server.progress_notification()
async def handle_progress(
progress_token: str | int, progress: float, total: float | None,
message: str | None
) -> None:
# Implementation
4. Run the server:
async def main():
async with mcp.server.stdio.stdio_server() as (read_stream, write_stream):
await server.run(
read_stream,
write_stream,
InitializationOptions(
server_name="your_server_name",
server_version="your_version",
capabilities=server.get_capabilities(
notification_options=NotificationOptions(),
experimental_capabilities={},
),
),
)
asyncio.run(main())
The Server class provides methods to register handlers for various MCP requests and
notifications. It automatically manages the request context and handles incoming
messages from the client.
"""
from __future__ import annotations as _annotations
import base64
import contextvars
import json
import logging
import warnings
from collections.abc import AsyncIterator, Awaitable, Callable, Iterable
from contextlib import AbstractAsyncContextManager, AsyncExitStack, asynccontextmanager
from typing import Any, Generic, TypeAlias, cast
import anyio
import jsonschema
from anyio.streams.memory import MemoryObjectReceiveStream, MemoryObjectSendStream
from pydantic import AnyUrl
from typing_extensions import TypeVar
import mcp.types as types
from mcp.server.experimental.request_context import Experimental
from mcp.server.lowlevel.experimental import ExperimentalHandlers
from mcp.server.lowlevel.func_inspection import create_call_wrapper
from mcp.server.lowlevel.helper_types import ReadResourceContents
from mcp.server.models import InitializationOptions
from mcp.server.session import ServerSession
from mcp.shared.context import RequestContext
from mcp.shared.exceptions import McpError, UrlElicitationRequiredError
from mcp.shared.message import ServerMessageMetadata, SessionMessage
from mcp.shared.session import RequestResponder
from mcp.shared.tool_name_validation import validate_and_warn_tool_name
logger = logging.getLogger(__name__)
LifespanResultT = TypeVar("LifespanResultT", default=Any)
RequestT = TypeVar("RequestT", default=Any)
# type aliases for tool call results
StructuredContent: TypeAlias = dict[str, Any]
UnstructuredContent: TypeAlias = Iterable[types.ContentBlock]
CombinationContent: TypeAlias = tuple[UnstructuredContent, StructuredContent]
# This will be properly typed in each Server instance's context
request_ctx: contextvars.ContextVar[RequestContext[ServerSession, Any, Any]] = contextvars.ContextVar("request_ctx")
class NotificationOptions:
def __init__(
self,
prompts_changed: bool = False,
resources_changed: bool = False,
tools_changed: bool = False,
):
self.prompts_changed = prompts_changed
self.resources_changed = resources_changed
self.tools_changed = tools_changed
@asynccontextmanager
async def lifespan(_: Server[LifespanResultT, RequestT]) -> AsyncIterator[dict[str, Any]]:
"""Default lifespan context manager that does nothing.
Args:
server: The server instance this lifespan is managing
Returns:
An empty context object
"""
yield {}
class Server(Generic[LifespanResultT, RequestT]):
def __init__(
self,
name: str,
version: str | None = None,
instructions: str | None = None,
website_url: str | None = None,
icons: list[types.Icon] | None = None,
lifespan: Callable[
[Server[LifespanResultT, RequestT]],
AbstractAsyncContextManager[LifespanResultT],
] = lifespan,
):
self.name = name
self.version = version
self.instructions = instructions
self.website_url = website_url
self.icons = icons
self.lifespan = lifespan
self.request_handlers: dict[type, Callable[..., Awaitable[types.ServerResult]]] = {
types.PingRequest: _ping_handler,
}
self.notification_handlers: dict[type, Callable[..., Awaitable[None]]] = {}
self._tool_cache: dict[str, types.Tool] = {}
self._experimental_handlers: ExperimentalHandlers | None = None
logger.debug("Initializing server %r", name)
def create_initialization_options(
self,
notification_options: NotificationOptions | None = None,
experimental_capabilities: dict[str, dict[str, Any]] | None = None,
) -> InitializationOptions:
"""Create initialization options from this server instance."""
def pkg_version(package: str) -> str:
try:
from importlib.metadata import version
return version(package)
except Exception: # pragma: no cover
pass
return "unknown" # pragma: no cover
return InitializationOptions(
server_name=self.name,
server_version=self.version if self.version else pkg_version("mcp"),
capabilities=self.get_capabilities(
notification_options or NotificationOptions(),
experimental_capabilities or {},
),
instructions=self.instructions,
website_url=self.website_url,
icons=self.icons,
)
def get_capabilities(
self,
notification_options: NotificationOptions,
experimental_capabilities: dict[str, dict[str, Any]],
) -> types.ServerCapabilities:
"""Convert existing handlers to a ServerCapabilities object."""
prompts_capability = None
resources_capability = None
tools_capability = None
logging_capability = None
completions_capability = None
# Set prompt capabilities if handler exists
if types.ListPromptsRequest in self.request_handlers:
prompts_capability = types.PromptsCapability(listChanged=notification_options.prompts_changed)
# Set resource capabilities if handler exists
if types.ListResourcesRequest in self.request_handlers:
resources_capability = types.ResourcesCapability(
subscribe=False, listChanged=notification_options.resources_changed
)
# Set tool capabilities if handler exists
if types.ListToolsRequest in self.request_handlers:
tools_capability = types.ToolsCapability(listChanged=notification_options.tools_changed)
# Set logging capabilities if handler exists
if types.SetLevelRequest in self.request_handlers: # pragma: no cover
logging_capability = types.LoggingCapability()
# Set completions capabilities if handler exists
if types.CompleteRequest in self.request_handlers:
completions_capability = types.CompletionsCapability()
capabilities = types.ServerCapabilities(
prompts=prompts_capability,
resources=resources_capability,
tools=tools_capability,
logging=logging_capability,
experimental=experimental_capabilities,
completions=completions_capability,
)
if self._experimental_handlers:
self._experimental_handlers.update_capabilities(capabilities)
return capabilities
@property
def request_context(
self,
) -> RequestContext[ServerSession, LifespanResultT, RequestT]:
"""If called outside of a request context, this will raise a LookupError."""
return request_ctx.get()
@property
def experimental(self) -> ExperimentalHandlers:
"""Experimental APIs for tasks and other features.
WARNING: These APIs are experimental and may change without notice.
"""
# We create this inline so we only add these capabilities _if_ they're actually used
if self._experimental_handlers is None:
self._experimental_handlers = ExperimentalHandlers(self, self.request_handlers, self.notification_handlers)
return self._experimental_handlers
def list_prompts(self):
def decorator(
func: Callable[[], Awaitable[list[types.Prompt]]]
| Callable[[types.ListPromptsRequest], Awaitable[types.ListPromptsResult]],
):
logger.debug("Registering handler for PromptListRequest")
wrapper = create_call_wrapper(func, types.ListPromptsRequest)
async def handler(req: types.ListPromptsRequest):
result = await wrapper(req)
# Handle both old style (list[Prompt]) and new style (ListPromptsResult)
if isinstance(result, types.ListPromptsResult):
return types.ServerResult(result)
else:
# Old style returns list[Prompt]
return types.ServerResult(types.ListPromptsResult(prompts=result))
self.request_handlers[types.ListPromptsRequest] = handler
return func
return decorator
def get_prompt(self):
def decorator(
func: Callable[[str, dict[str, str] | None], Awaitable[types.GetPromptResult]],
):
logger.debug("Registering handler for GetPromptRequest")
async def handler(req: types.GetPromptRequest):
prompt_get = await func(req.params.name, req.params.arguments)
return types.ServerResult(prompt_get)
self.request_handlers[types.GetPromptRequest] = handler
return func
return decorator
def list_resources(self):
def decorator(
func: Callable[[], Awaitable[list[types.Resource]]]
| Callable[[types.ListResourcesRequest], Awaitable[types.ListResourcesResult]],
):
logger.debug("Registering handler for ListResourcesRequest")
wrapper = create_call_wrapper(func, types.ListResourcesRequest)
async def handler(req: types.ListResourcesRequest):
result = await wrapper(req)
# Handle both old style (list[Resource]) and new style (ListResourcesResult)
if isinstance(result, types.ListResourcesResult):
return types.ServerResult(result)
else:
# Old style returns list[Resource]
return types.ServerResult(types.ListResourcesResult(resources=result))
self.request_handlers[types.ListResourcesRequest] = handler
return func
return decorator
def list_resource_templates(self):
def decorator(func: Callable[[], Awaitable[list[types.ResourceTemplate]]]):
logger.debug("Registering handler for ListResourceTemplatesRequest")
async def handler(_: Any):
templates = await func()
return types.ServerResult(types.ListResourceTemplatesResult(resourceTemplates=templates))
self.request_handlers[types.ListResourceTemplatesRequest] = handler
return func
return decorator
def read_resource(self):
def decorator(
func: Callable[[AnyUrl], Awaitable[str | bytes | Iterable[ReadResourceContents]]],
):
logger.debug("Registering handler for ReadResourceRequest")
async def handler(req: types.ReadResourceRequest):
result = await func(req.params.uri)
def create_content(data: str | bytes, mime_type: str | None):
match data:
case str() as data:
return types.TextResourceContents(
uri=req.params.uri,
text=data,
mimeType=mime_type or "text/plain",
)
case bytes() as data: # pragma: no cover
return types.BlobResourceContents(
uri=req.params.uri,
blob=base64.b64encode(data).decode(),
mimeType=mime_type or "application/octet-stream",
)
match result:
case str() | bytes() as data: # pragma: no cover
warnings.warn(
"Returning str or bytes from read_resource is deprecated. "
"Use Iterable[ReadResourceContents] instead.",
DeprecationWarning,
stacklevel=2,
)
content = create_content(data, None)
case Iterable() as contents:
contents_list = [
create_content(content_item.content, content_item.mime_type) for content_item in contents
]
return types.ServerResult(
types.ReadResourceResult(
contents=contents_list,
)
)
case _: # pragma: no cover
raise ValueError(f"Unexpected return type from read_resource: {type(result)}")
return types.ServerResult( # pragma: no cover
types.ReadResourceResult(
contents=[content],
)
)
self.request_handlers[types.ReadResourceRequest] = handler
return func
return decorator
def set_logging_level(self): # pragma: no cover
def decorator(func: Callable[[types.LoggingLevel], Awaitable[None]]):
logger.debug("Registering handler for SetLevelRequest")
async def handler(req: types.SetLevelRequest):
await func(req.params.level)
return types.ServerResult(types.EmptyResult())
self.request_handlers[types.SetLevelRequest] = handler
return func
return decorator
def subscribe_resource(self): # pragma: no cover
def decorator(func: Callable[[AnyUrl], Awaitable[None]]):
logger.debug("Registering handler for SubscribeRequest")
async def handler(req: types.SubscribeRequest):
await func(req.params.uri)
return types.ServerResult(types.EmptyResult())
self.request_handlers[types.SubscribeRequest] = handler
return func
return decorator
def unsubscribe_resource(self): # pragma: no cover
def decorator(func: Callable[[AnyUrl], Awaitable[None]]):
logger.debug("Registering handler for UnsubscribeRequest")
async def handler(req: types.UnsubscribeRequest):
await func(req.params.uri)
return types.ServerResult(types.EmptyResult())
self.request_handlers[types.UnsubscribeRequest] = handler
return func
return decorator
def list_tools(self):
def decorator(
func: Callable[[], Awaitable[list[types.Tool]]]
| Callable[[types.ListToolsRequest], Awaitable[types.ListToolsResult]],
):
logger.debug("Registering handler for ListToolsRequest")
wrapper = create_call_wrapper(func, types.ListToolsRequest)
async def handler(req: types.ListToolsRequest):
result = await wrapper(req)
# Handle both old style (list[Tool]) and new style (ListToolsResult)
if isinstance(result, types.ListToolsResult): # pragma: no cover
# Refresh the tool cache with returned tools
for tool in result.tools:
validate_and_warn_tool_name(tool.name)
self._tool_cache[tool.name] = tool
return types.ServerResult(result)
else:
# Old style returns list[Tool]
# Clear and refresh the entire tool cache
self._tool_cache.clear()
for tool in result:
validate_and_warn_tool_name(tool.name)
self._tool_cache[tool.name] = tool
return types.ServerResult(types.ListToolsResult(tools=result))
self.request_handlers[types.ListToolsRequest] = handler
return func
return decorator
def _make_error_result(self, error_message: str) -> types.ServerResult:
"""Create a ServerResult with an error CallToolResult."""
return types.ServerResult(
types.CallToolResult(
content=[types.TextContent(type="text", text=error_message)],
isError=True,
)
)
async def _get_cached_tool_definition(self, tool_name: str) -> types.Tool | None:
"""Get tool definition from cache, refreshing if necessary.
Returns the Tool object if found, None otherwise.
"""
if tool_name not in self._tool_cache:
if types.ListToolsRequest in self.request_handlers:
logger.debug("Tool cache miss for %s, refreshing cache", tool_name)
await self.request_handlers[types.ListToolsRequest](None)
tool = self._tool_cache.get(tool_name)
if tool is None:
logger.warning("Tool '%s' not listed, no validation will be performed", tool_name)
return tool
def call_tool(self, *, validate_input: bool = True):
"""Register a tool call handler.
Args:
validate_input: If True, validates input against inputSchema. Default is True.
The handler validates input against inputSchema (if validate_input=True), calls the tool function,
and builds a CallToolResult with the results:
- Unstructured content (iterable of ContentBlock): returned in content
- Structured content (dict): returned in structuredContent, serialized JSON text returned in content
- Both: returned in content and structuredContent
If outputSchema is defined, validates structuredContent or errors if missing.
"""
def decorator(
func: Callable[
...,
Awaitable[
UnstructuredContent
| StructuredContent
| CombinationContent
| types.CallToolResult
| types.CreateTaskResult
],
],
):
logger.debug("Registering handler for CallToolRequest")
async def handler(req: types.CallToolRequest):
try:
tool_name = req.params.name
arguments = req.params.arguments or {}
tool = await self._get_cached_tool_definition(tool_name)
# input validation
if validate_input and tool:
try:
jsonschema.validate(instance=arguments, schema=tool.inputSchema)
except jsonschema.ValidationError as e:
return self._make_error_result(f"Input validation error: {e.message}")
# tool call
results = await func(tool_name, arguments)
# output normalization
unstructured_content: UnstructuredContent
maybe_structured_content: StructuredContent | None
if isinstance(results, types.CallToolResult):
return types.ServerResult(results)
elif isinstance(results, types.CreateTaskResult):
# Task-augmented execution returns task info instead of result
return types.ServerResult(results)
elif isinstance(results, tuple) and len(results) == 2:
# tool returned both structured and unstructured content
unstructured_content, maybe_structured_content = cast(CombinationContent, results)
elif isinstance(results, dict):
# tool returned structured content only
maybe_structured_content = cast(StructuredContent, results)
unstructured_content = [types.TextContent(type="text", text=json.dumps(results, indent=2))]
elif hasattr(results, "__iter__"): # pragma: no cover
# tool returned unstructured content only
unstructured_content = cast(UnstructuredContent, results)
maybe_structured_content = None
else: # pragma: no cover
return self._make_error_result(f"Unexpected return type from tool: {type(results).__name__}")
# output validation
if tool and tool.outputSchema is not None:
if maybe_structured_content is None:
return self._make_error_result(
"Output validation error: outputSchema defined but no structured output returned"
)
else:
try:
jsonschema.validate(instance=maybe_structured_content, schema=tool.outputSchema)
except jsonschema.ValidationError as e:
return self._make_error_result(f"Output validation error: {e.message}")
# result
return types.ServerResult(
types.CallToolResult(
content=list(unstructured_content),
structuredContent=maybe_structured_content,
isError=False,
)
)
except UrlElicitationRequiredError:
# Re-raise UrlElicitationRequiredError so it can be properly handled
# by _handle_request, which converts it to an error response with code -32042
raise
except Exception as e:
return self._make_error_result(str(e))
self.request_handlers[types.CallToolRequest] = handler
return func
return decorator
def progress_notification(self):
def decorator(
func: Callable[[str | int, float, float | None, str | None], Awaitable[None]],
):
logger.debug("Registering handler for ProgressNotification")
async def handler(req: types.ProgressNotification):
await func(
req.params.progressToken,
req.params.progress,
req.params.total,
req.params.message,
)
self.notification_handlers[types.ProgressNotification] = handler
return func
return decorator
def completion(self):
"""Provides completions for prompts and resource templates"""
def decorator(
func: Callable[
[
types.PromptReference | types.ResourceTemplateReference,
types.CompletionArgument,
types.CompletionContext | None,
],
Awaitable[types.Completion | None],
],
):
logger.debug("Registering handler for CompleteRequest")
async def handler(req: types.CompleteRequest):
completion = await func(req.params.ref, req.params.argument, req.params.context)
return types.ServerResult(
types.CompleteResult(
completion=completion
if completion is not None
else types.Completion(values=[], total=None, hasMore=None),
)
)
self.request_handlers[types.CompleteRequest] = handler
return func
return decorator
async def run(
self,
read_stream: MemoryObjectReceiveStream[SessionMessage | Exception],
write_stream: MemoryObjectSendStream[SessionMessage],
initialization_options: InitializationOptions,
# When False, exceptions are returned as messages to the client.
# When True, exceptions are raised, which will cause the server to shut down
# but also make tracing exceptions much easier during testing and when using
# in-process servers.
raise_exceptions: bool = False,
# When True, the server is stateless and
# clients can perform initialization with any node. The client must still follow
# the initialization lifecycle, but can do so with any available node
# rather than requiring initialization for each connection.
stateless: bool = False,
):
async with AsyncExitStack() as stack:
lifespan_context = await stack.enter_async_context(self.lifespan(self))
session = await stack.enter_async_context(
ServerSession(
read_stream,
write_stream,
initialization_options,
stateless=stateless,
)
)
# Configure task support for this session if enabled
task_support = self._experimental_handlers.task_support if self._experimental_handlers else None
if task_support is not None:
task_support.configure_session(session)
await stack.enter_async_context(task_support.run())
async with anyio.create_task_group() as tg:
async for message in session.incoming_messages:
logger.debug("Received message: %s", message)
tg.start_soon(
self._handle_message,
message,
session,
lifespan_context,
raise_exceptions,
)
async def _handle_message(
self,
message: RequestResponder[types.ClientRequest, types.ServerResult] | types.ClientNotification | Exception,
session: ServerSession,
lifespan_context: LifespanResultT,
raise_exceptions: bool = False,
):
with warnings.catch_warnings(record=True) as w:
match message:
case RequestResponder(request=types.ClientRequest(root=req)) as responder:
with responder:
await self._handle_request(message, req, session, lifespan_context, raise_exceptions)
case types.ClientNotification(root=notify):
await self._handle_notification(notify)
case Exception(): # pragma: no cover
logger.error(f"Received exception from stream: {message}")
await session.send_log_message(
level="error",
data="Internal Server Error",
logger="mcp.server.exception_handler",
)
if raise_exceptions:
raise message
for warning in w: # pragma: no cover
logger.info("Warning: %s: %s", warning.category.__name__, warning.message)
async def _handle_request(
self,
message: RequestResponder[types.ClientRequest, types.ServerResult],
req: types.ClientRequestType,
session: ServerSession,
lifespan_context: LifespanResultT,
raise_exceptions: bool,
):
logger.info("Processing request of type %s", type(req).__name__)
if handler := self.request_handlers.get(type(req)):
logger.debug("Dispatching request of type %s", type(req).__name__)
token = None
try:
# Extract request context and close_sse_stream from message metadata
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
): # pragma: no cover
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
# Set our global state that can be retrieved via
# app.get_request_context()
client_capabilities = session.client_params.capabilities if session.client_params else None
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:
task_metadata = getattr(req.params, "task", None)
token = request_ctx.set(
RequestContext(
message.request_id,
message.request_meta,
session,
lifespan_context,
Experimental(
task_metadata=task_metadata,
_client_capabilities=client_capabilities,
_session=session,
_task_support=task_support,
),
request=request_data,
close_sse_stream=close_sse_stream_cb,
close_standalone_sse_stream=close_standalone_sse_stream_cb,
)
)
response = await handler(req)
except McpError as err: # pragma: no cover
response = err.error
except anyio.get_cancelled_exc_class(): # pragma: no cover
logger.info(
"Request %s cancelled - duplicate response suppressed",
message.request_id,
)
return
except Exception as err: # pragma: no cover
if raise_exceptions:
raise err
response = types.ErrorData(code=0, message=str(err), data=None)
finally:
# Reset the global state after we are done
if token is not None: # pragma: no branch
request_ctx.reset(token)
await message.respond(response)
else: # pragma: no cover
await message.respond(
types.ErrorData(
code=types.METHOD_NOT_FOUND,
message="Method not found",
)
)
logger.debug("Response sent")
async def _handle_notification(self, notify: Any):
if handler := self.notification_handlers.get(type(notify)): # type: ignore
logger.debug("Dispatching notification of type %s", type(notify).__name__)
try:
await handler(notify)
except Exception: # pragma: no cover
logger.exception("Uncaught exception in notification handler")
async def _ping_handler(request: types.PingRequest) -> types.ServerResult:
return types.ServerResult(types.EmptyResult())