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
Supervision is the strongest overall pick here because it has a 100/100 readiness score and fits Multimodal media.
Strongest overall
Supervision
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Supervision
Best first install candidate based on install readiness and adoption.
Freshest repo
Supervision
Most recent maintenance signal among this shortlist.
| Signal | Smile Statistical Machine Intelligence & Learning Engine | Supervision We write your reusable computer vision tools. 💜 | Ludwig Low-code framework for building custom LLMs, neural networks, and other AI models | Autogluon Fast and Accurate ML in 3 Lines of Code |
|---|---|---|---|---|
| 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 | 6.4K stars 0 installs | 44K stars 0 installs | 12K stars 0 installs | 10K stars 0 installs |
| Freshness | Jun 16, 2026 | Jun 16, 2026 | Jun 15, 2026 | Jun 15, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Java, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 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 | 5 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add haifengl/smile | $ npx skills add roboflow/supervision | $ npx skills add ludwig-ai/ludwig | $ npx skills add autogluon/autogluon |