AI agent 大模型实战之 Agent内存记忆能力实现+shell能力

agent = create_agent(
model=llm,
tools= shell_tools+FileManagementToolkit(root_dir="/Volumes/c/workspace/ai-agent-test/mcp_all").get_tools(),
checkpointer=memory,
debug=True
)
return agent
resp = await agent.ainvoke({"messages": [{"role": "user", "content": "在当前目录创建一个test目录"}]},config=config)
print(resp)