Skill comparison
Compare agent skills before installing.
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 | Recommenders Best Practices on Recommendation Systems | Pipelines Machine Learning Pipelines for Kubeflow | Mlrun MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications. | Polyaxon AI Infra / AI Orchestration / AI Control Plane |
|---|---|---|---|---|
| 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 | 22K stars 0 installs | 4.2K stars 0 installs | 1.7K stars 0 installs | 3.7K stars 0 installs |
| Freshness | Jun 14, 2026 | Jun 16, 2026 | Jun 15, 2026 | Jun 12, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Kubernetes, Claude Code | Python, Kubernetes, Claude Code | Python, Kubernetes, Claude Code | MDX, 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 | Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser 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 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 recommenders-team/recommenders | $ npx skills add kubeflow/pipelines | $ npx skills add mlrun/mlrun | $ npx skills add polyaxon/polyaxon |