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
Kuberay
Most recent maintenance signal among this shortlist.
| Signal | Determined Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow. | Recommenders Best Practices on Recommendation Systems | Polyaxon AI Infra / AI Orchestration / AI Control Plane | Kuberay A toolkit to run Ray applications on Kubernetes |
|---|---|---|---|---|
| Quality | 75/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 77/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 3.2K stars 0 installs | 22K stars 0 installs | 3.7K stars 0 installs | 2.5K stars 0 installs |
| Freshness | Mar 20, 2025 | Jun 14, 2026 | Jun 12, 2026 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Go, Kubernetes, Claude Code | Python, Kubernetes, Claude Code | MDX, Kubernetes, Claude Code | Go, Kubernetes, 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 | RAG and knowledge 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 | Coding 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 determined-ai/determined | $ npx skills add recommenders-team/recommenders | $ npx skills add polyaxon/polyaxon | $ npx skills add ray-project/kuberay |