from typing import Any from claude_agent_sdk import create_sdk_mcp_server, tool from .common import get_memory_service USER_ID = "claude_user" @tool("memu_memory", "Retrieve memory based on a query", {"query": str}) async def get_memory(args: dict[str, Any]) -> dict[str, Any]: """Retrieve memory from the memory API based on the provided query.""" query = {"role": "user", "content": args["query"]} memory_service = get_memory_service() result = await memory_service.retrieve(query, where={"user_id": USER_ID}) return {"content": [{"type": "text", "text": str(result)}]} async def _get_todos() -> str: memory_service = get_memory_service() result = await memory_service.list_memory_categories(where={"user_id": USER_ID}) categories = result["categories"] todos = "" for category in categories: if category["name"] == "todo": todos = category["summary"] return todos @tool("memu_todos", "Retrieve todos for the user", {}) async def get_todos() -> dict[str, Any]: """Retrieve todos from the memory API.""" todos = await _get_todos() return {"content": [{"type": "text", "text": str(todos)}]} memu_server = create_sdk_mcp_server(name="memu", version="1.0.0", tools=[get_memory, get_todos])