AutoDev vs goose

Side-by-side comparison of two AI agent tools

Short answer

  • goose is growing faster: +3,352 GitHub stars in the last 30 days vs +22 for AutoDev.
  • Pick AutoDev for: ‍AutoDev: the AI-native Multi-Agent development platform built on Kotlin Multiplatform, covering all 7 phases. Pick goose for: an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test.

From GitHub data refreshed daily.

AutoDevopen-source

🧙‍AutoDev: the AI-native Multi-Agent development platform built on Kotlin Multiplatform, covering all 7 phases of SDLC.

gooseopen-source

an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM

Metrics

AutoDevgoose
Stars4.6k54.9k
Star velocity /mo22.1052631578947363.4k
Commits (90d)1805
Releases (6m)010
Overall score0.38932080152424230.8821825173304099

Pros

  • +基于Kotlin Multiplatform的统一架构,实现真正的写一次到处运行
  • +覆盖SDLC全部7个阶段的专业化AI代理,提供端到端开发支持
  • +支持8个以上平台的原生体验,包括主流IDE、桌面、移动和Web端
  • +支持任何LLM模型且可多模型配置,灵活性极高
  • +能够自主完成端到端开发任务,不仅仅是代码建议
  • +开源架构支持自定义扩展和MCP服务器集成

Cons

  • -3.0版本仍处于Alpha阶段,可能存在稳定性问题
  • -iOS平台功能仍在生产就绪阶段,可能功能不够完整
  • -作为多平台解决方案,可能在某些特定平台上的体验不如专门为该平台优化的工具
  • -需要本地安装和配置,对新手用户可能有一定门槛
  • -作为自主代理执行任务时可能需要用户监督和验证结果

Use Cases

  • •大型软件项目需要统一的跨平台开发体验和完整生命周期管理
  • •分布式团队成员使用不同操作系统和开发环境时的协作开发
  • •希望在移动端进行代码审查或轻量级开发任务的移动办公场景
  • •从零开始构建完整项目原型,包括代码编写和测试
  • •对现有代码库进行重构和优化改进
  • •管理复杂的工程流水线和自动化开发工作流

FAQ

Which is more popular, AutoDev or goose?
goose has more GitHub stars (54,890 vs 4,551).
Which is more actively developed, AutoDev or goose?
goose had more commits in the last 90 days (805 vs 1).
Should I use AutoDev or goose?
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.