add: main.py
This commit is contained in:
@@ -0,0 +1,138 @@
|
||||
import asyncio
|
||||
import json
|
||||
import os
|
||||
from datetime import datetime
|
||||
from pathlib import Path
|
||||
from typing import Any, Optional
|
||||
from fnmatch import fnmatch
|
||||
|
||||
from fastmcp import FastMCP, Client
|
||||
from langchain_openai import ChatOpenAI
|
||||
from langchain_core.messages import HumanMessage
|
||||
from langchain.tools import tool
|
||||
from deepagents import create_deep_agent
|
||||
from deepagents.backends import FilesystemBackend, LocalShellBackend, CompositeBackend
|
||||
|
||||
# ------------------- Memory Server -------------------
|
||||
class MemoryServer:
|
||||
def __init__(self):
|
||||
self.mcp = FastMCP("Memory-Server")
|
||||
self.storage_path = Path("./memory_data.json")
|
||||
|
||||
def _load_memory(self) -> dict:
|
||||
if not self.storage_path.exists():
|
||||
return {}
|
||||
with open(self.storage_path, 'r', encoding='utf-8') as f:
|
||||
return json.load(f)
|
||||
|
||||
def _save_memory(self, data: dict):
|
||||
self.storage_path.parent.mkdir(parents=True, exist_ok=True)
|
||||
with open(self.storage_path, 'w', encoding='utf-8') as f:
|
||||
json.dump(data, f, indent=2, ensure_ascii=False)
|
||||
|
||||
@self.mcp.tool()
|
||||
def save(self, key: str, value: Any) -> bool:
|
||||
data = self._load_memory()
|
||||
data[key] = {
|
||||
"value": value,
|
||||
"timestamp": datetime.utcnow().isoformat()
|
||||
}
|
||||
self._save_memory(data)
|
||||
return True
|
||||
|
||||
@self.mcp.tool()
|
||||
def get(self, key: str) -> Optional[dict]:
|
||||
data = self._load_memory()
|
||||
if key in data:
|
||||
return {"key": key, "value": data[key]["value"], "timestamp": data[key]["timestamp"]}
|
||||
return None
|
||||
|
||||
@self.mcp.tool()
|
||||
def delete(self, key: str) -> bool:
|
||||
data = self._load_memory()
|
||||
if key in data:
|
||||
del data[key]
|
||||
self._save_memory(data)
|
||||
return True
|
||||
return False
|
||||
|
||||
@self.mcp.tool()
|
||||
def list_keys(self, pattern: str = "*") -> list[str]:
|
||||
data = self._load_memory()
|
||||
return [k for k in data.keys() if fnmatch(k, pattern)]
|
||||
|
||||
@self.mcp.tool()
|
||||
def save_with_namespace(self, key: str, value: Any, namespace: str = "default") -> bool:
|
||||
full_key = f"{namespace}:{key}"
|
||||
return self.save(full_key, value)
|
||||
|
||||
@self.mcp.tool()
|
||||
def get_by_namespace(self, namespace: str = "default") -> list[dict]:
|
||||
data = self._load_memory()
|
||||
result = []
|
||||
prefix = f"{namespace}:"
|
||||
for k, v in data.items():
|
||||
if k.startswith(prefix):
|
||||
result.append({"key": k, "value": v["value"], "timestamp": v["timestamp"]})
|
||||
return result
|
||||
|
||||
# ------------------- DeepAgent that uses Memory Server -------------------
|
||||
# The agent will use a simple tool that calls the memory server via MCP client
|
||||
@tool
|
||||
def memory_tool(action: str, params: dict) -> str:
|
||||
"""Calls the memory server tool specified by action.
|
||||
Parameters must include the tool name and its arguments.
|
||||
"""
|
||||
client = Client("python memory_server.py")
|
||||
asyncio.run(client.connect())
|
||||
try:
|
||||
result = asyncio.run(client.call_tool(action, params))
|
||||
return str(result)
|
||||
finally:
|
||||
asyncio.run(client.close())
|
||||
|
||||
# LLM and backend setup
|
||||
llm = ChatOpenAI(
|
||||
model="openai/gpt-oss-20b:free",
|
||||
base_url="https://openrouter.ai/api/v1",
|
||||
api_key=os.getenv("OPENAI_API_KEY"),
|
||||
temperature=0.0,
|
||||
)
|
||||
|
||||
backend = CompositeBackend([
|
||||
LocalShellBackend(workspace_dir="./workspace"),
|
||||
FilesystemBackend(),
|
||||
])
|
||||
|
||||
agent = create_deep_agent(
|
||||
model=llm,
|
||||
tools=[memory_tool],
|
||||
backend=backend,
|
||||
system_prompt="You are an agent that can store and retrieve data using the memory server.",
|
||||
)
|
||||
|
||||
async def run_agent_demo():
|
||||
response = await agent.ainvoke(
|
||||
{"messages": [HumanMessage(content="Store key 'greeting' with value 'Hello' in default namespace.")]},
|
||||
{"configurable": {"thread_id": "demo-1"}},
|
||||
)
|
||||
print("Agent response:", response["messages"][-1].content)
|
||||
|
||||
# ------------------- Server run -------------------
|
||||
if __name__ == "__main__":
|
||||
# Start server in background if called directly
|
||||
server = MemoryServer()
|
||||
# Run server in a separate thread so that the agent demo can also run
|
||||
import threading
|
||||
server_thread = threading.Thread(target=lambda: server.mcp.run(transport="stdio", show_banner=False, log_level="ERROR"), daemon=True)
|
||||
server_thread.start()
|
||||
# Give server a moment to start
|
||||
asyncio.run(asyncio.sleep(0.5))
|
||||
# Run agent demo
|
||||
asyncio.run(run_agent_demo())
|
||||
# Keep server alive for a short while to allow manual testing
|
||||
try:
|
||||
while True:
|
||||
pass
|
||||
except KeyboardInterrupt:
|
||||
print("Shutting down.")
|
||||
Reference in New Issue
Block a user