Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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 | Doris Apache Doris is an easy-to-use, high performance and unified analytics database. | Hertzbeat An AI-powered next-generation open source real-time observability system. |
|---|---|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 571 stars Verified outcomes are shown on each skill page | 25K stars Verified outcomes are shown on each skill page | 16K stars Verified outcomes are shown on each skill page |
| 7.4K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 18, 2024 | Sep 10, 2026 | Aug 27, 2026 | Aug 27, 2026 |
| Use-case fit |
| Workflow 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 | devops workflows · Claude Code teams · teams that value GitHub adoption signals | Database and SQL workflows · Claude Code teams · teams that value GitHub adoption signals | Research agents 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 apache/doris | $ npx skills add apache/hertzbeat |