Mastra vs Swarm

Side-by-side comparison of two AI agent tools

Short answer

  • Mastra is growing faster: +968 GitHub stars in the last 30 days vs +125 for Swarm.
  • Pick Mastra for: from the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents. Pick Swarm for: educational framework exploring ergonomic, lightweight multi-agent orchestration.

From GitHub data refreshed daily.

Mastrafree

From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.

Swarmopen-source

Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team.

Metrics

MastraSwarm
Stars28.5k22.0k
Star velocity /mo968.3684210526316125.05263157894736
Commits (90d)4.1k0
Releases (6m)100
Downloads (30d, npm + PyPI)3.1M—
Overall score0.89837236047431850.27558355927842015

Pros

  • +统一的多提供商接口支持 40+ AI 模型提供商,避免供应商锁定
  • +完整的 AI 应用工具链包括代理、工作流、人机交互和上下文管理
  • +TypeScript 原生支持和现代技术栈集成,开发体验优秀
  • +Lightweight and highly controllable design that avoids steep learning curves while enabling complex multi-agent interactions
  • +Highly customizable architecture allowing developers to build scalable, real-world solutions with flexible agent coordination patterns
  • +Easily testable framework with simple primitives that make debugging and validation straightforward

Cons

  • -作为相对较新的框架,生态系统和社区资源可能有限
  • -多功能集成可能带来学习曲线,需要时间掌握各个组件
  • -文档和最佳实践可能还在完善中,缺少大规模生产案例
  • -Experimental and educational status means it's not intended for production use cases
  • -Now officially replaced by OpenAI Agents SDK, making it a deprecated solution
  • -Stateless design between calls requires external state management for persistent conversations

Use Cases

  • •构建需要多个 AI 模型协作的复杂智能代理系统
  • •开发需要人机交互审批流程的自动化工作流应用
  • •快速原型验证 AI 产品概念并扩展到生产环境
  • •Learning and experimenting with multi-agent orchestration patterns in a controlled educational environment
  • •Prototyping systems with large numbers of independent capabilities that are difficult to encode in single prompts
  • •Building lightweight agent coordination systems where full state management isn't required

FAQ

Which is more popular, Mastra or Swarm?
Mastra has more GitHub stars (28,525 vs 22,034).
Which is more actively developed, Mastra or Swarm?
Mastra had more commits in the last 90 days (4,109 vs 0).
Should I use Mastra or Swarm?
Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.