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
Skywalking is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Skywalking
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Skywalking
Best first install candidate based on install readiness and adoption.
Freshest repo
Skywalking
Most recent maintenance signal among this shortlist.
| Signal | Automon Automon combines the power of AOP (AspectJ) with monitoring or logging tools you already use to declaratively trace and monitor your Java code, the JDK, and 3rd party libraries. | Skywalking APM, Application Performance Monitoring System | Zipkin Zipkin is a distributed tracing system | Skywalking Java The Java agent for Apache SkyWalking |
|---|---|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent | 100/100 Excellent | 87/100 Excellent |
| Decision verdict | 56/100 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. | 98/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 571 stars 0 installs | 25K stars 0 installs | 17K stars 0 installs | 917 stars 0 installs |
| Freshness | Oct 18, 2024 | Jun 16, 2026 | Apr 8, 2026 | Jun 3, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Java, Observability, Claude Code | Java, Observability, Claude Code | Java, Observability, Claude Code | Java, Observability, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add stevensouza/automon | $ npx skills add apache/skywalking | $ npx skills add openzipkin/zipkin | $ npx skills add apache/skywalking-java |