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

AgentMastra
Stars47228.5k
Star velocity /mo20.68421052631579968.3684210526316
Commits (90d)3104.1k
Releases (6m)1010
Downloads (30d, npm + PyPI)—3.1M
Overall score0.62457883557274970.8983723604743185

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.