Haystack vs Langflow

Side-by-side comparison of two AI agent tools

Short answer

  • Langflow is growing faster: +1,446 GitHub stars in the last 30 days vs +318 for Haystack.
  • Pick Haystack for: open-source AI orchestration framework for modular RAG pipelines and agent workflows. Pick Langflow for: langflow is a powerful tool for building and deploying AI-powered agents and workflows.

From GitHub data refreshed daily.

Haystackopen-source

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

Langflowopen-source

Langflow is a powerful tool for building and deploying AI-powered agents and workflows.

Metrics

HaystackLangflow
Stars26.6k155.5k
Star velocity /mo317.84210526315791.4k
Commits (90d)768842
Releases (6m)1010
Downloads (30d, npm + PyPI)539.6K40.1K
Overall score0.79018102781931880.8648447396988407

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
  • +可视化拖拽界面让非技术用户也能快速构建AI工作流
  • +支持多种部署方式包括API、MCP服务器和桌面应用,集成灵活性极高
  • +内置对所有主流LLM和向量数据库的支持,生态系统完整

Cons

  • -Learning curve may be steep for developers new to AI orchestration frameworks
  • -Complexity might be overkill for simple LLM integration use cases
  • -需要Python 3.10-3.13环境,对非Python用户有技术门槛
  • -复杂的企业级功能可能对简单用例过于繁重
  • -学习曲线较陡,充分利用所有功能需要时间投入

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
  • •构建多代理协作系统处理复杂业务流程和决策
  • •将AI工作流部署为API服务供其他应用程序调用
  • •快速原型制作和可视化测试AI工作流的效果和逻辑

FAQ

Which is more popular, Haystack or Langflow?
Langflow has more GitHub stars (155,471 vs 26,646).
Which is more actively developed, Haystack or Langflow?
Langflow had more commits in the last 90 days (842 vs 768).
Should I use Haystack or Langflow?
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.