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Promptfoo: LLM evals & red teaming

npm npm GitHub Workflow Status MIT license Discord

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. Node.js 20 support ends July 30, 2026 at 00:00 UTC; upgrade to Node.js 24 LTS before updating promptfoo at or after the cutoff.

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:

prompt evaluation matrix - web viewer

It works on the command line too:

promptfoo command line

It also can generate security vulnerability reports:

gen ai red team

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

Contributing

We welcome contributions! Check out our contributing guide to get started.

Join our Discord community for help and discussion.

S
Description
提示词、智能体和 RAG 的测试与红队扫描工具,支持对比 GPT、Claude、Gemini 等模型。
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