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Ragas

Evaluation framework for RAG and LLM applications.

Visit Ragas » ragas.io

Ragas at a glance
What it doesEvaluation framework for RAG and LLM applications
CategoryDeveloper
Websitewww.ragas.io
CheckedWebsite working when last checked (2026-10-16)

In their own words

“Ragas is an open source framework for testing and evaluating LLM applications. Ragas provides metrics , synthetic test data generation and workflows for ensuring the quality of your application while development and also”
— from the Ragas website

8 alternatives to Ragas

Other developer tools that do similar things:

Haystack

Open-source framework for LLM and RAG pipelines

Lakera

Security guardrails for LLM applications against prompt injection

Vanna

Open-source text-to-SQL framework using RAG

LangChain

Framework and platform for building LLM agents

LangSmith

Observability and evaluation for LLM apps

LlamaIndex

Framework for building LLM apps over your data

LlamaParse

Document parsing for LLM applications

Arize Phoenix

Open-source LLM tracing and evaluation

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How to choose

  1. Try it on your real codebase, not a demo. Results vary a lot by language and project size.
  2. Decide how much control you want: suggestions you accept line by line, or an agent that makes larger changes for you to review.
  3. Check your company's rules on sending code to outside AI services before you start.

Full guide to choosing developer tools »

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