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
| Mastra | Swarm | |
|---|---|---|
| Stars | 28.5k | 22.0k |
| Star velocity /mo | 968.3684210526316 | 125.05263157894736 |
| Commits (90d) | 4.1k | 0 |
| Releases (6m) | 10 | 0 |
| Downloads (30d, npm + PyPI) | 3.1M | — |
| Overall score | 0.8983723604743185 | 0.27558355927842015 |
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.