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copilotkit--copilotkit/showcase/integrations/langgraph-python/docs/setup/human-in-the-loop-setup.mdx
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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
For `useHumanInTheLoop` tool-based HITL, the tool is defined entirely on
the frontend and forwarded to the agent. `CopilotKitMiddleware` is what
forwards it — drop it into your `create_agent` call.
<DemoCode file="src/agents/frontend_tools.py" region="middleware" />
For the `useInterrupt` graph-paused pattern, you'll also use LangGraph's
native `interrupt(...)` primitive inside a graph node — no extra
CopilotKit setup beyond the middleware above.
</Step>
</Steps>