""" 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() -> list[types.Prompt]: # 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() -> list[types.Tool]: # 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 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.lowlevel.helper_types import ReadResourceContents from mcp.server.models import InitializationOptions from mcp.server.session import ServerSession from mcp.server.stdio import stdio_server as stdio_server from mcp.shared.context import RequestContext from mcp.shared.exceptions import McpError from mcp.shared.message import ServerMessageMetadata, SessionMessage from mcp.shared.session import RequestResponder 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, lifespan: Callable[ [Server[LifespanResultT, RequestT]], AbstractAsyncContextManager[LifespanResultT], ] = lifespan, ): self.name = name self.version = version self.instructions = instructions 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] = {} 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: pass return "unknown" 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, ) 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: logging_capability = types.LoggingCapability() # Set completions capabilities if handler exists if types.CompleteRequest in self.request_handlers: completions_capability = types.CompletionsCapability() return types.ServerCapabilities( prompts=prompts_capability, resources=resources_capability, tools=tools_capability, logging=logging_capability, experimental=experimental_capabilities, completions=completions_capability, ) @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() def list_prompts(self): def decorator(func: Callable[[], Awaitable[list[types.Prompt]]]): logger.debug("Registering handler for PromptListRequest") async def handler(_: Any): prompts = await func() return types.ServerResult(types.ListPromptsResult(prompts=prompts)) 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]]]): logger.debug("Registering handler for ListResourcesRequest") async def handler(_: Any): resources = await func() return types.ServerResult(types.ListResourcesResult(resources=resources)) 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: import base64 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: 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 _: raise ValueError(f"Unexpected return type from read_resource: {type(result)}") return types.ServerResult( types.ReadResourceResult( contents=[content], ) ) self.request_handlers[types.ReadResourceRequest] = handler return func return decorator def set_logging_level(self): 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): 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): 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]]]): logger.debug("Registering handler for ListToolsRequest") async def handler(_: Any): tools = await func() # Refresh the tool cache self._tool_cache.clear() for tool in tools: self._tool_cache[tool.name] = tool return types.ServerResult(types.ListToolsResult(tools=tools)) 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], ], ): 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, 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__"): # tool returned unstructured content only unstructured_content = cast(UnstructuredContent, results) maybe_structured_content = None else: 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 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, ) ) 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: # TODO(Marcelo): We should be checking if message is Exception here. match message: # type: ignore[reportMatchNotExhaustive] 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) for warning in w: logger.info("Warning: %s: %s", warning.category.__name__, warning.message) async def _handle_request( self, message: RequestResponder[types.ClientRequest, types.ServerResult], req: Any, 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)): # type: ignore logger.debug("Dispatching request of type %s", type(req).__name__) token = None try: # Extract request context from message metadata request_data = None if message.message_metadata is not None and isinstance(message.message_metadata, ServerMessageMetadata): request_data = message.message_metadata.request_context # Set our global state that can be retrieved via # app.get_request_context() token = request_ctx.set( RequestContext( message.request_id, message.request_meta, session, lifespan_context, request=request_data, ) ) response = await handler(req) except McpError as err: response = err.error except anyio.get_cancelled_exc_class(): logger.info( "Request %s cancelled - duplicate response suppressed", message.request_id, ) return except Exception as err: 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: request_ctx.reset(token) await message.respond(response) else: 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: logger.exception("Uncaught exception in notification handler") async def _ping_handler(request: types.PingRequest) -> types.ServerResult: return types.ServerResult(types.EmptyResult())