iFixAi vs Ragas

Side-by-side comparison of two AI agent tools

Short answer

  • Ragas has had no commit in 7 months; iFixAi is actively maintained (62 commits in the last 90 days).
  • iFixAi is growing faster: +23,880 GitHub stars in the last 30 days vs +441 for Ragas.
  • Pick iFixAi for: audits AI agents against business KPIs and organizational requirements with A–F scorecards. Pick Ragas for: supercharge Your LLM Application Evaluations.

From GitHub data refreshed daily.

i
iFixAiopen-source

Audits AI agents against business KPIs and organizational requirements with A–F scorecards

Ragasopen-source

Supercharge Your LLM Application Evaluations 🚀

Metrics

iFixAiRagas
Stars18.9k15.9k
Star velocity /mo23.9k441.26984126984127
Commits (90d)620
Releases (6m)100
Overall score0.83527852308248040.3611220705075431

Pros

    • +提供客观的LLM应用评估指标，结合智能LLM评估和传统指标，确保评估结果的准确性和可靠性
    • +自动生成综合测试数据集功能，覆盖广泛应用场景，解决测试数据不足的问题
    • +与LangChain等主流框架深度集成，支持生产环境反馈循环，便于持续优化

    Cons

      • -主要依赖Python生态系统，对其他编程语言的支持有限
      • -作为相对新兴的工具，社区生态和最佳实践仍在发展中
      • -LLM基础评估可能增加计算成本和延迟

      Use Cases

        • •RAG系统性能评估：评估检索质量、答案准确性和相关性指标
        • •聊天机器人质量监控：自动评估对话质量、一致性和用户满意度
        • •LLM应用A/B测试：对比不同模型版本或提示策略的性能差异
        View iFixAi DetailsView Ragas Details

        FAQ

        Which is more popular, iFixAi or Ragas?
        iFixAi has more GitHub stars (18,904 vs 15,904).
        Which is more actively developed, iFixAi or Ragas?
        iFixAi had more commits in the last 90 days (62 vs 0).
        Should I use iFixAi or Ragas?
        Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.