Directory / Ragas
Ragas
Verified
Open metrics for RAG and LLM application quality.
Ragas is an open-source evaluation library for RAG and LLM apps: faithfulness, relevancy, and related metrics. It is a verification tool when the factory ships retrieval-shaped features.
- Model independence
- Multi-model
- Deployment
- Self-hosted
- Open source
- Yes
- License
- Apache-2.0
- Pricing model
- Free
- Added / updated
- 19 Aug 2026 / 19 Aug 2026
docs.ragas.io · Docs · Source
Editorial take
Ragas is not for general backend PRs. Listed so RAG factories have a metric library that is not a vendor UI. Judge metrics still need hold-outs.
Strengths
- Apache-2.0 RAG metrics.
- Widely used, model-agnostic.
- CI-integrable.
Limitations
- Wrong tool for a generic service diff.
- LLM-judge metrics are approximate.
- Not a PR app.