Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Mediapipe
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Mediapipe
Best first install candidate based on install readiness and adoption.
Freshest repo
Mediapipe
Most recent maintenance signal among this shortlist.
| Signal | Open Source Handbook ⭐️ Open source projects for all skill levels | Mediapipe Cross-platform, customizable ML solutions for live and streaming media. | Catboost A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU. | Gun An open source cybersecurity protocol for syncing decentralized graph data. |
|---|---|---|---|---|
| Quality | 53/100 Needs review | 100/100 Excellent | 100/100 Excellent | 97/100 Excellent |
| Decision verdict | 43/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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. | 99/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 481 stars Verified outcomes are shown on each skill page | 36K stars Verified outcomes are shown on each skill page | 9.0K stars Verified outcomes are shown on each skill page |
| 19K stars Verified outcomes are shown on each skill page |
| Freshness | Apr 20, 2024 | Jun 15, 2026 | Jun 12, 2026 | Mar 1, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Machine Learning, Claude Code | C++, Machine Learning, Claude Code | C++, Machine Learning, Claude Code | JavaScript, Machine Learning, 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 | Browser automation workflows · Claude Code teams · builders willing to evaluate younger projects | Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 shainakrumme/open-source-handbook | $ npx skills add google-ai-edge/mediapipe | $ npx skills add catboost/catboost | $ npx skills add amark/gun |