### Install the LangGraph Python SDK ### Wire CopilotKit middleware into your graph Frontend tools registered with `useFrontendTool` are forwarded to your agent at runtime. `CopilotKitMiddleware` is the bridge — drop it into `create_agent`'s `middleware` list and the LLM sees the forwarded tool definitions on every turn.