Agency Swarm vs crewAI-tools

Side-by-side comparison of two AI agent tools

Short answer

  • crewAI-tools has had no commit in 11 months; Agency Swarm is actively maintained (104 commits in the last 90 days).
  • Agency Swarm is growing faster: +74 GitHub stars in the last 30 days vs +13 for crewAI-tools.
  • Pick Agency Swarm for: reliable Multi-Agent Orchestration Framework. Pick crewAI-tools for: extend the capabilities of your CrewAI agents with Tools.

From GitHub data refreshed daily.

Agency Swarmopen-source

Reliable Multi-Agent Orchestration Framework

crewAI-toolsopen-source

Extend the capabilities of your CrewAI agents with Tools

Metrics

Agency SwarmcrewAI-tools
Stars4.6k1.5k
Star velocity /mo73.5789473684210512.63157894736842
Commits (90d)1040
Releases (6m)100
Downloads (30d, npm + PyPI)3.3K—
Overall score0.63995858518720380.1991253058445102

Pros

  • +基于OpenAI Agents SDK的生产就绪架构,确保稳定性和可扩展性
  • +完全控制代理提示和指令,实现精确的行为定制
  • +类型安全的工具系统和自动参数验证,减少运行时错误
  • +提供丰富的预构建工具库,覆盖文件管理、网页抓取、数据库操作、AI 功能等多个领域,开箱即用
  • +支持两种灵活的自定义工具创建方式:继承 BaseTool 类和使用 @tool 装饰器,满足不同复杂度需求
  • +集成 Model Context Protocol (MCP) 支持,可访问社区贡献的大量第三方工具和服务

Cons

  • -依赖OpenAI API,可能产生持续的使用成本
  • -复杂多代理系统的调试和监控可能具有挑战性
  • -需要深入理解代理编排概念才能有效使用
  • -原始仓库已被官方弃用,需要使用迁移后的新版本,可能存在文档和示例过时的问题
  • -MCP 功能需要安装额外的依赖包(crewai-tools[mcp]),增加了项目复杂度

Use Cases

  • •构建企业级AI助手团队,如CEO、开发者、虚拟助理协作处理业务流程
  • •创建客户服务自动化系统,多个专业代理处理不同类型的询问和任务
  • •开发内容生成工作流,编排研究、写作、编辑代理完成复杂项目
  • •构建需要网页数据采集和分析的智能代理,利用 ScrapeWebsiteTool 和 SeleniumScrapingTool 进行自动化抓取
  • •开发数据处理和检索代理,使用数据库工具和向量搜索工具处理结构化和非结构化数据
  • •创建具有文件操作能力的自动化工作流,通过 FileReadTool 和 FileWriteTool 实现文档处理和内容生成

FAQ

Which is more popular, Agency Swarm or crewAI-tools?
Agency Swarm has more GitHub stars (4,588 vs 1,477).
Which is more actively developed, Agency Swarm or crewAI-tools?
Agency Swarm had more commits in the last 90 days (104 vs 0).
Should I use Agency Swarm or crewAI-tools?
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.