The strongest open-source alternatives to Ragas for building AI agents — evals & testing ranked by GitHub traction, each with a head-to-head.
Short answer: the closest alternative to Ragas is promptfoo (★ 24k), the most-starred evals & testing; DeepEval are also strong.
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Ragas (★ 15k) is Evaluation toolkit for RAG pipelines — faithfulness, answer relevancy, and context metrics without ground truth. If it is not the right fit, these 2 evals & testing cover the same ground — promptfoo is the most-starred option below. Or browse the best evals & testing and Ragas's own page.
Test-driven prompt and agent development — evals, red-teaming, and side-by-side model comparison from the CLI. Best for prompt evals.
Pytest-like framework for unit-testing LLM outputs with metrics for hallucination, relevancy, and bias. Best for LLM unit tests.
promptfoo (★ 24k) is the most-starred evals & testing alternative to Ragas. Test-driven prompt and agent development — evals, red-teaming, and side-by-side model comparison from the CLI.
The strongest evals & testing alternatives to Ragas are promptfoo, DeepEval — each with a head-to-head comparison.
Yes — the alternatives listed are open source and free to self-host; you bring your own model keys.
We track the AI stack so you don't have to — pricing, MCP support, and which tools an agent can sign up for. Free.