Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

Decision summary

Strongest overall

Appium

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Appium

Best first install candidate based on install readiness and adoption.

Freshest repo

Appium

Most recent maintenance signal among this shortlist.

Signal	Jcci Java code commit impact, java code change impact analysis，java代码改动影响范围分析工具，精准测试，回归测试范围划定	Keploy Open-source platform for creating safe, isolated production sandboxes for API, integration, and E2E testing.	Metersphere MeterSphere 是新一代的开源持续测试工具，内置 AI 助手，让软件测试工作更简单、更高效，不再成为持续交付的瓶颈。	Appium Cross-platform automation framework for all kinds of apps, built on top of the W3C WebDriver protocol
Quality	52/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	42/100 Needs manual review Do a manual repository review before adding this to an agent workflow.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	348 stars Verified outcomes are shown on each skill page	18K stars Verified outcomes are shown on each skill page	13K stars Verified outcomes are shown on each skill page