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
Pipelines
Most recent maintenance signal among this shortlist.
| Signal | Katib Automated Machine Learning on Kubernetes | Trainer Distributed AI Model Training and LLM Fine-Tuning on Kubernetes | Recommenders Best Practices on Recommendation Systems | Pipelines Machine Learning Pipelines for Kubeflow |
|---|---|---|---|---|
| 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 | 1.7K stars 0 installs | 2.1K stars 0 installs | 22K stars 0 installs | 4.2K stars 0 installs |
| Freshness | Jun 15, 2026 | Jun 16, 2026 | Jun 14, 2026 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Kubernetes, Claude Code | Go, Kubernetes, Claude Code | Python, 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 | Sports analytics 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 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 kubeflow/katib | $ npx skills add kubeflow/trainer | $ npx skills add recommenders-team/recommenders | $ npx skills add kubeflow/pipelines |