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The Stack · Comparison

DeepEval vs Ragas

A side-by-side of two evals & testing for building AI agents — live GitHub data, languages, and what each is best at.

Short answer: DeepEval leads DeepEval vs Ragas by community traction (★ 17k vs ★ 15k). Pick DeepEval for LLM unit tests; pick Ragas for RAG evaluation.

✓ Live data verified

DeepEvalRagas
GitHub stars★ 17k★ 15k
LanguagePythonPython
CategoryEvals & testingEvals & testing
Best forLLM unit testsRAG evaluation
Repositoryconfident-ai/deepevalexplodinggradients/ragas

The short verdict

DeepEval and Ragas are both credible choices. By community traction, DeepEval leads (★ 17k). Pick DeepEval for LLM unit tests; pick Ragas for RAG evaluation.

DeepEval details → · Ragas details →

DeepEval vs Ragas — FAQ

Is DeepEval or Ragas better?

Both are credible evals & testing. By community traction DeepEval leads (★ 17k). Pick DeepEval for LLM unit tests; pick Ragas for RAG evaluation.

What's the difference between DeepEval and Ragas?

DeepEval is Pytest-like framework for unit-testing LLM outputs with metrics for hallucination, relevancy, and bias.. Ragas is Evaluation toolkit for RAG pipelines — faithfulness, answer relevancy, and context metrics without ground truth..

Which has more GitHub stars, DeepEval or Ragas?

DeepEval has more — ★ 17k vs ★ 15k (live counts).

Can I use DeepEval and Ragas together?

Often yes — many teams combine evals & testing. Check each tool's docs for interop; they solve overlapping but not identical problems.

What languages do DeepEval and Ragas use?

DeepEval is primarily Python; Ragas is primarily Python.

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