ModelsAgree

Head-to-head

Promptfoo vs Ragas

Promptfoo leads: the AI models rank it above its rival on 1 of the 1 leaderboard they share. Based on how ChatGPT, Claude, Gemini & Grok rank both across the leaderboard they share — re-polled weekly, reasoning shown verbatim.

Promptfoo1 win
Ragas0 wins
LeaderboardPromptfooRagas
Best open-source LLM eval framework#2 / 8#3 / 8

Why the models rank Promptfoo — on best open-source llm eval framework

Declarative YAML-based prompt/RAG/agent testing with side-by-side model comparison, caching, and the best open-source red-teaming/vulnerability-scanning suite in the category; language-agnostic CLI fits any stack and runs cleanly in CI without writing code.

Why the models rank Ragas — on best open-source llm eval framework

Dominant specialized metrics for RAG pipelines with strong semantic evaluation of faithfulness/context precision/relevancy, easy integration into existing stacks

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Ranks from the merged 4-model leaderboards · re-polled weekly · methodology