Agent vs Mastra
Side-by-side comparison of two AI agent tools
Short answer
- Mastra is growing faster: +968 GitHub stars in the last 30 days vs +21 for Agent.
- Pick Agent for: create state-machine-powered LLM agents using XState. Pick Mastra for: from the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents.
From GitHub data refreshed daily.
Agentopen-source
Create state-machine-powered LLM agents using XState
Mastrafree
From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
Metrics
| Agent | Mastra | |
|---|---|---|
| Stars | 472 | 28.5k |
| Star velocity /mo | 20.68421052631579 | 968.3684210526316 |
| Commits (90d) | 310 | 4.1k |
| Releases (6m) | 10 | 10 |
| Downloads (30d, npm + PyPI) | — | 3.1M |
| Overall score | 0.6245788355727497 | 0.8983723604743185 |
Pros
- +State machine structure provides predictable, auditable agent behavior with clear transition logic
- +Learning capabilities through observations and feedback enable agents to improve performance over time
- +Flexible model provider support via Vercel AI SDK integration allows switching between different LLMs
- +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
Cons
- -Higher complexity compared to simple prompt-based agents, requiring knowledge of both XState and AI concepts
- -Documentation appears incomplete with placeholder sections for key setup instructions
- -State machine approach may be overkill for simple conversational agents or basic AI tasks
- -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
Use Cases
- •Customer service chatbots that need to follow specific escalation workflows and remember interaction history
- •Game AI characters that must exhibit consistent behavior patterns while adapting to player actions
- •Automated support systems requiring structured decision trees with learning from resolution outcomes
- •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
FAQ
- Which is more popular, Agent or Mastra?
- Mastra has more GitHub stars (28,525 vs 472).
- Which is more actively developed, Agent or Mastra?
- Mastra had more commits in the last 90 days (4,109 vs 310).
- Should I use Agent or Mastra?
- Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.