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
Recommenders is the strongest overall pick here because it has a 100/100 readiness score and fits Sports analytics.
Strongest overall
Recommenders
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Recommenders
Best first install candidate based on install readiness and adoption.
Freshest repo
Spark Operator
Most recent maintenance signal among this shortlist.
| Signal | Kopf A Python framework to write Kubernetes operators in just a few lines of code | Spark Operator Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes. | Gf A powerful framework for faster, easier, and more efficient project development. | Recommenders Best Practices on Recommendation Systems |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 2.6K stars 0 installs | 3.1K stars 0 installs | 13K stars 0 installs | 22K stars 0 installs |
| Freshness | Jun 3, 2026 | Jun 15, 2026 | Jun 5, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Kubernetes, Claude Code | Python, Kubernetes, Claude Code | Go, Kubernetes, Claude Code | Python, Kubernetes, Claude Code |
| Warnings | 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | 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 | 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 nolar/kopf | $ npx skills add kubeflow/spark-operator | $ npx skills add gogf/gf | $ npx skills add recommenders-team/recommenders |