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# integration-langgraph (LangGraph Integration)
This example demonstrates how to use LangGraph with Promptfoo, including a research agent setup, structured output, and red teaming or evaluation.
You can run this example with:
```bash
npx promptfoo@latest init --example integration-langgraph
cd integration-langgraph
```
## Environment Variables
This example requires the following environment variables:
- `OPENAI_API_KEY` Your OpenAI API key (required by LangGraph to use ChatOpenAI)
You can set this in a `.env` file or directly in your environment.
## Prerequisites
- Python 3.9-3.12 tested
- Node.js v22 LTS or newer
- OpenAI API access (for GPT-4o, GPT-4o-mini, and OpenAI's forthcoming o3 mini once released)
- An OpenAI API key
Install Python packages:
```bash
pip install -r requirements.txt
```
Or install individually:
```bash
pip install langgraph langchain langchain-openai python-dotenv
```
Install promptfoo CLI:
```bash
npm install -g promptfoo
```
## Files
- `agent.py`: Defines the LangGraph Research Agent, using a StateGraph that processes user queries and summarizes AI research trends.
- `provider.py`: Wraps the agent logic into a callable function for Promptfoo, exposing a call_api() handler.
- `promptfooconfig.yaml`: Configures Promptfoo to:
- Provide test prompts
- Call the LangGraph provider
- Check outputs using assertions
Run the evaluation:
```bash
npx promptfoo eval
```
Explore results in browser:
```bash
npx promptfoo view
```
---