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 1 skill
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Ml Hierarchical Confusion Matrix is the strongest overall pick here because it has a 70/100 readiness score and fits Coding agents.
Strongest overall
Ml Hierarchical Confusion Matrix
Prototype with this skill first; keep a fallback candidate ready.
Fastest prototype
Ml Hierarchical Confusion Matrix
Best first install candidate based on install readiness and adoption.
Freshest repo
Ml Hierarchical Confusion Matrix
Most recent maintenance signal among this shortlist.
| Signal | Ml Hierarchical Confusion Matrix Neo: Hierarchical Confusion Matrix Visualization (CHI 2022) |
|---|---|
| Quality | 71/100 Strong |
| Decision verdict | 70/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. |
| Adoption | 315 stars 0 installs |
| Freshness | Mar 31, 2026 |
| Use-case fit | |
| Stack fit | |
| Platform hints | TypeScript, Machine Learning, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add apple/ml-hierarchical-confusion-matrix |