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2026-07-13 12:58:18 +08:00

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<Steps>
<Step>
### Install the LangGraph Python SDK
<InstallPythonSDK />
</Step>
<Step>
### 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.
<DemoCode file="src/agents/frontend_tools.py" region="middleware" />
</Step>
</Steps>