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Ragas

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Measure whether your RAG pipeline actually works — faithfulness, relevancy, context precision, and more. Stop guessing, start scoring.

Developer Tools
4.4(2,000 reviews)free

Overview

Ragas is an open-source framework for evaluating retrieval-augmented generation systems, providing metrics like faithfulness, answer relevancy, and context precision to measure and improve RAG quality.

Key Features

  • RAG-specific metrics
  • Faithfulness and relevancy scoring
  • Synthetic test data generation
  • Framework integrations
Pros
  • Purpose-built for RAG eval
  • Actionable metrics
  • Open source
Cons
  • Focused only on evaluation
  • Needs reference setup
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