Haystack vs ragflow

Side-by-side comparison of two AI agent tools

Short answer

  • ragflow is growing faster: +2,412 GitHub stars in the last 30 days vs +319 for Haystack.
  • Pick Haystack for: open-source AI orchestration framework for modular RAG pipelines and agent workflows. Pick ragflow for: open-source RAG engine combining knowledge retrieval and agent capabilities for LLMs.

From GitHub data refreshed daily.

Haystackopen-source

Open-source AI orchestration framework for modular RAG pipelines and agent workflows

ragflowopen-source

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

Metrics

Haystackragflow
Stars26.6k91.6k
Star velocity /mo318.730158730158732.4k
Commits (90d)7612.7k
Releases (6m)1010
Overall score0.80027444365997270.9150811116917444

Pros

  • +Production-ready architecture with robust testing and type safety (Mypy, comprehensive test coverage)
  • +Modular pipeline design allows for flexible composition and customization of AI workflows
  • +Strong community adoption with 24,000+ GitHub stars and active development by deepset
  • +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

  • -Learning curve may be steep for developers new to AI orchestration frameworks
  • -Complexity might be overkill for simple LLM integration use cases
  • -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

  • •Building production RAG systems with sophisticated document retrieval and context management
  • •Creating AI agent workflows with explicit control over routing and decision-making processes
  • •Developing modular AI pipelines that require custom retrieval and context engineering components
  • •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 Haystack DetailsView ragflow Details

FAQ

Which is more popular, Haystack or ragflow?
ragflow has more GitHub stars (91,600 vs 26,641).
Which is more actively developed, Haystack or ragflow?
ragflow had more commits in the last 90 days (2,665 vs 761).
Should I use Haystack 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.