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Personal fork: nested-path error localization for the OpenAI Agents retry-policy validator (+81 tests, 195/195 passing). Work is on branch fix/agents-retry-policy-validation.

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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-based apps. Stop using trial-and-error... start shipping secure, reliable agents

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

npm install -g promptfoo
promptfoo init --example getting-started

Also available via brew install promptfoo and pip install promptfoo. Or 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

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.

About

Personal fork: nested-path error localization for the OpenAI Agents retry-policy validator (+81 tests, 195/195 passing). Work is on branch fix/agents-retry-policy-validation.

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