promptfoo
by promptfooCLI and library for evaluating, testing, and red-teaming LLM apps. Side-by-side prompt comparisons in your CI.
README
Promptfoo: LLM evals & red teaming
promptfoo is a CLI and library for evaluating and red-teaming LLM apps. Stop the trial-and-error approach - start shipping secure, reliable AI apps.
Website · Getting Started · Red Teaming · Documentation · Discord
Promptfoo is now part of OpenAI. Promptfoo remains open source and MIT licensed. Read the company update.
Quick Start
Requires Node.js ^20.20.0 or >=22.22.0 for npm and npx usage.
npm install -g promptfoo
promptfoo init --example getting-started
Also available via brew install promptfoo and pip install promptfoo. You can also use npx promptfoo@latest to run any command without installing.
Most LLM providers require an API key. Set yours as an environment variable:
export OPENAI_API_KEY=sk-abc123
Once you're in the example directory, run an eval and view results:
cd getting-started
promptfoo eval
promptfoo view
See Getting Started (evals) or Red Teaming (vulnerability scanning) for more.
What can you do with Promptfoo?
- Test your prompts and models with automated evaluations
- Secure your LLM apps with red teaming and vulnerability scanning
- Compare models side-by-side (OpenAI, Anthropic, Azure, Bedrock, Ollama, and more)
- Automate checks in CI/CD
- Review pull requests for LLM-related security and compliance issues with code scanning
- Share results with your team
Here's what it looks like in action:
<img src="site/static/img/claude-vs-gpt-example@2x.png" alt="prompt evaluation matrix - web viewer" width="700">
It works on the command line too:
<img src="https://www.promptfoo.dev/img/docs/self-grading.gif" alt="promptfoo command line" width="700">
It also can generate security vulnerability reports:
<img src="https://www.promptfoo.dev/img/redteam-dashboard@2x.jpg" alt="gen ai red team" width="700">
Why Promptfoo?
- Developer-first: Fast, with features like live reload and caching
- Private: LLM evals run 100% locally - your prompts never leave your machine
- Flexible: Works with any LLM API or programming language
- Battle-tested: Powers LLM apps serving 10M+ users in production
- Data-driven: Make decisions based on metrics, not gut feel
- Open source: MIT licensed, with an active community
Learn More
- Getting Started
- Full Documentation
- Red Teaming Guide
- CLI Usage
- Node.js Package
- Supported Models
- Code Scanning Guide
Contributing
We welcome contributions! Check out our contributing guide to get started.
Join our Discord community for help and discussion.
<a href="https://github.com/promptfoo/promptfoo/graphs/contributors"> <img src="https://contrib.rocks/image?repo=promptfoo/promptfoo" /> </a>