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CopilotKit + LangGraph (Python)

A starter template for building AI agents using LangGraph (Python) and CopilotKit, with optional CopilotKit Intelligence for durable conversation threads.

Architecture

This project is a monorepo with three services:

Service Port Description
Frontend (apps/app) 3000 Vite + React app with CopilotKit chat UI
BFF (apps/bff) 4000 Hono server running the CopilotKit runtime
Agent (apps/agent) 8123 Python LangGraph agent

When threads are enabled, additional infrastructure runs via Docker Compose:

Service Port Description
PostgreSQL 5432 Thread and event storage
Redis 6379 Session/cache
App API 4201 Intelligence REST API
Realtime Gateway 4401 WebSocket gateway for live thread events

Prerequisites

  • Node.js 18+
  • Python 3.8+
  • npm 10+
  • OpenAI API Key
  • Docker (for threads/intelligence support)

Getting Started

  1. Install dependencies:
npm install
  1. Set up environment variables:
cp .env.example .env

Edit .env and add your OpenAI API key.

  1. Get a license key (if you don't already have one):
copilotkit license -n my-project

This authenticates you and issues a COPILOTKIT_LICENSE_TOKEN. Add it to your .env.

  1. Start intelligence infrastructure (for threads):
docker compose up -d --wait

This pulls the GHCR images pinned to 0.1.0-rc.7.

  1. Start all services:
npm run dev

This starts the frontend, BFF, and agent concurrently.

You can also run each piece directly:

npm run dev:app
npm run dev:bff
npm run dev:agent

Removing Threads

To strip out threads/intelligence and use this as a plain CopilotKit + LangGraph demo:

Frontend

  • Delete apps/app/src/components/threads-drawer/ (the entire directory)
  • Revert apps/app/src/App.tsx to remove the ThreadsDrawer component and the thread-aware layout wrapper. The app should go back to:
import { CopilotChat, CopilotKitProvider } from "@copilotkit/react-core/v2";
import { ExampleLayout } from "@/components/example-layout";
import { ExampleCanvas } from "@/components/example-canvas";
import { useGenerativeUIExamples, useExampleSuggestions } from "@/hooks";
import { ThemeProvider } from "@/hooks/use-theme";

function HomePage() {
  useGenerativeUIExamples();
  useExampleSuggestions();

  return (
    <ExampleLayout
      chatContent={
        <CopilotChat input={{ disclaimer: () => null, className: "pb-6" }} />
      }
      appContent={<ExampleCanvas />}
    />
  );
}

export default function App() {
  return (
    <ThemeProvider>
      <CopilotKitProvider runtimeUrl="/api/copilotkit">
        <HomePage />
      </CopilotKitProvider>
    </ThemeProvider>
  );
}

BFF

  • In apps/bff/src/server.ts, remove the CopilotKitIntelligence import and configuration block. Change the CopilotRuntime options:
    • Remove intelligence
    • Remove identifyUser
    • Remove licenseToken
  • Switch the endpoint back to the non-v2 API if desired (or keep v2 without intelligence — both work)

Infrastructure

  • Delete docker-compose.yml and docker/init-db/
  • Remove the INTELLIGENCE_* variables from .env / .env.example if you are no longer using CopilotKit Intelligence

Summary of files to touch

Action Path
Delete apps/app/src/components/threads-drawer/
Edit apps/app/src/App.tsx
Edit apps/bff/src/server.ts
Delete docker-compose.yml
Delete docker/init-db/
Edit .env.example

Documentation

License

MIT