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Optimized Memory MCP Server V2

by AgentWong
server.py18.7 kB
""" 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 ) -> 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. """ import contextvars import logging import warnings from collections.abc import Awaitable, Callable from typing import Any, Sequence from anyio.streams.memory import MemoryObjectReceiveStream, MemoryObjectSendStream from pydantic import AnyUrl import mcp.types as types 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.session import RequestResponder logger = logging.getLogger(__name__) request_ctx: contextvars.ContextVar[RequestContext[ServerSession]] = ( 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 class Server: def __init__(self, name: str, version: str | None = None): self.name = name self.version = version self.request_handlers: dict[ type, Callable[..., Awaitable[types.ServerResult]] ] = { types.PingRequest: _ping_handler, } self.notification_handlers: dict[type, Callable[..., Awaitable[None]]] = {} self.notification_options = NotificationOptions() logger.debug(f"Initializing server '{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 v = version(package) if v is not None: return v 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 {}, ), ) 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 # 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() return types.ServerCapabilities( prompts=prompts_capability, resources=resources_capability, tools=tools_capability, logging=logging_capability, experimental=experimental_capabilities, ) @property def request_context(self) -> RequestContext[ServerSession]: """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]]): logger.debug("Registering handler for ReadResourceRequest") async def handler(req: types.ReadResourceRequest): result = await func(req.params.uri) match result: case str(s): content = types.TextResourceContents( uri=req.params.uri, text=s, mimeType="text/plain", ) case bytes(b): import base64 content = types.BlobResourceContents( uri=req.params.uri, blob=base64.urlsafe_b64encode(b).decode(), mimeType="application/octet-stream", ) 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() return types.ServerResult(types.ListToolsResult(tools=tools)) self.request_handlers[types.ListToolsRequest] = handler return func return decorator def call_tool(self): def decorator( func: Callable[ ..., Awaitable[ Sequence[ types.TextContent | types.ImageContent | types.EmbeddedResource ] ], ], ): logger.debug("Registering handler for CallToolRequest") async def handler(req: types.CallToolRequest): try: results = await func(req.params.name, (req.params.arguments or {})) return types.ServerResult( types.CallToolResult(content=list(results), isError=False) ) except Exception as e: return types.ServerResult( types.CallToolResult( content=[types.TextContent(type="text", text=str(e))], isError=True, ) ) self.request_handlers[types.CallToolRequest] = handler return func return decorator def progress_notification(self): def decorator( func: Callable[[str | int, float, float | 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 ) 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.ResourceReference, types.CompletionArgument, ], 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) 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[types.JSONRPCMessage | Exception], write_stream: MemoryObjectSendStream[types.JSONRPCMessage], 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, ): with warnings.catch_warnings(record=True) as w: async with ServerSession( read_stream, write_stream, initialization_options ) as session: async for message in session.incoming_messages: logger.debug(f"Received message: {message}") match message: case RequestResponder(request=types.ClientRequest(root=req)): logger.info( f"Processing request of type {type(req).__name__}" ) if type(req) in self.request_handlers: handler = self.request_handlers[type(req)] logger.debug( f"Dispatching request of type {type(req).__name__}" ) token = None try: # 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, ) ) response = await handler(req) except McpError as err: response = err.error 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") case types.ClientNotification(root=notify): if type(notify) in self.notification_handlers: assert type(notify) in self.notification_handlers handler = self.notification_handlers[type(notify)] logger.debug( f"Dispatching notification of type " f"{type(notify).__name__}" ) try: await handler(notify) except Exception as err: logger.error( f"Uncaught exception in notification handler: " f"{err}" ) for warning in w: logger.info( f"Warning: {warning.category.__name__}: {warning.message}" ) async def _ping_handler(request: types.PingRequest) -> types.ServerResult: return types.ServerResult(types.EmptyResult())

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