Promptfoo vs ragflow

Side-by-side comparison of two AI agent tools

Short answer

  • ragflow is growing faster: +2,402 GitHub stars in the last 30 days vs +1,110 for Promptfoo.
  • Pick Promptfoo for: open-source CLI and library for evaluating and red-teaming prompts, agents, RAG systems, and LLM apps. Pick ragflow for: open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs.

From GitHub data refreshed daily.

Promptfooopen-source

Open-source CLI and library for evaluating and red-teaming prompts, agents, RAG systems, and LLM apps

ragflowopen-source

Open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs

Metrics

Promptfooragflow
Stars25.7k91.6k
Star velocity /mo1.1k2.4k
Commits (90d)9202.7k
Releases (6m)1010
Overall score0.86393493627050320.9098521001650974

Pros

  • +Comprehensive testing suite covering both performance evaluation and security red teaming in a single tool
  • +Multi-provider support with easy comparison between OpenAI, Anthropic, Claude, Gemini, Llama and dozens of other models
  • +Strong CI/CD integration with automated pull request scanning and code review capabilities for production deployments
  • +结合了先进的RAG技术和Agent能力，提供比传统RAG更强大的功能
  • +开源且拥有活跃社区支持，GitHub星数超过7.6万，可信度高
  • +提供云服务和Docker容器化部署，支持多种部署方式

Cons

  • -Requires API keys and credits for multiple LLM providers, which can become expensive for extensive testing
  • -Command-line focused interface may have a learning curve for teams preferring GUI-based tools
  • -Limited to evaluation and testing - does not provide actual LLM application development capabilities
  • -作为相对复杂的RAG系统，可能需要一定的技术背景才能充分配置和优化
  • -大规模部署可能需要相当的计算资源和存储空间

Use Cases

  • •Automated testing and evaluation of prompt performance across different models before production deployment
  • •Security vulnerability scanning and red teaming of LLM applications to identify potential risks and compliance issues
  • •Systematic comparison of model performance and cost-effectiveness to optimize AI application architecture
  • •企业知识库问答系统，基于内部文档为员工提供智能查询服务
  • •智能客服系统，结合产品文档和FAQ提供准确的客户支持
  • •研究助手应用，帮助研究人员从大量学术文献中检索相关信息
View Promptfoo DetailsView ragflow Details

FAQ

Which is more popular, Promptfoo or ragflow?
ragflow has more GitHub stars (91,619 vs 25,665).
Which is more actively developed, Promptfoo or ragflow?
ragflow had more commits in the last 90 days (2,666 vs 920).
Should I use Promptfoo or ragflow?
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.