AgentForge vs Haystack

Side-by-side comparison of two AI agent tools

Short answer

  • Haystack is growing faster: +318 GitHub stars in the last 30 days vs +13 for AgentForge.
  • Pick AgentForge for: extensible AGI Framework. Pick Haystack for: open-source AI orchestration framework for modular RAG pipelines and agent workflows.

From GitHub data refreshed daily.

AgentForgeopen-source

Extensible AGI Framework

Haystackopen-source

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

Metrics

AgentForgeHaystack
Stars85026.6k
Star velocity /mo12.789473684210526317.8421052631579
Commits (90d)4768
Releases (6m)010
Downloads (30d, npm + PyPI)784539.6K
Overall score0.308708162736784750.7901810278193188

Pros

  • +声明式Cogs工作流：使用YAML文件即可编排复杂的多代理系统，无需编写大量胶水代码
  • +真正的LLM无关性：支持OpenAI、Google、Anthropic等商业API及Ollama本地模型，可为不同代理分配不同模型
  • +集成内存系统：提供开箱即用的上下文记忆功能，代理能够维持连贯的对话和任务执行状态
  • +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

Cons

  • -工具系统已弃用：Actions和tools功能已废弃，等待基于MCP标准的新系统替换
  • -相对较新的项目：769 GitHub stars表明社区规模有限，可能缺乏成熟的生态系统和第三方插件
  • -学习曲线：需要掌握YAML配置、Cogs工作流和Personas概念才能充分发挥框架优势
  • -Learning curve may be steep for developers new to AI orchestration frameworks
  • -Complexity might be overkill for simple LLM integration use cases

Use Cases

  • •多代理协作系统：构建需要多个AI代理协同工作的复杂业务流程，如客服、销售和技术支持的协作场景
  • •有状态的AI助手：开发需要记住历史对话和用户偏好的智能助手，提供个性化的连续服务体验
  • •快速原型验证：使用低代码方式快速构建和测试不同的代理架构，验证AI解决方案的可行性
  • •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
View AgentForge DetailsView Haystack Details

FAQ

Which is more popular, AgentForge or Haystack?
Haystack has more GitHub stars (26,646 vs 850).
Which is more actively developed, AgentForge or Haystack?
Haystack had more commits in the last 90 days (768 vs 4).
Should I use AgentForge or Haystack?
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.