Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Ultralytics
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Ultralytics
Best first install candidate based on install readiness and adoption.
Freshest repo
Argilla
Most recent maintenance signal among this shortlist.
| Signal | Hover :speedboat: Label data at scale. Fun and precision included. | Ultralytics Ultralytics YOLO 🚀 | Pytorch Grad Cam Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more. | Argilla Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets |
|---|---|---|---|---|
| Quality | 68/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 58/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 330 stars Verified outcomes are shown on each skill page | 58K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page |
| 5.1K stars Verified outcomes are shown on each skill page |
| Freshness | Mar 17, 2026 | Jun 16, 2026 | Jun 14, 2026 | Sep 14, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code, OpenAI Agents, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Multimodal media workflows · Claude Code teams · builders willing to evaluate younger projects | Multimodal media 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 |
| 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 phurwicz/hover | $ npx skills add ultralytics/ultralytics | $ npx skills add jacobgil/pytorch-grad-cam | $ npx skills add argilla-io/argilla |