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
ML For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits Browser automation.
Strongest overall
ML For Beginners
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
ML For Beginners
Best first install candidate based on install readiness and adoption.
Freshest repo
Autogluon
Most recent maintenance signal among this shortlist.
| Signal | Tpot A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming. | Autogluon Fast and Accurate ML in 3 Lines of Code | Featuretools An open source python library for automated feature engineering | ML For Beginners 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all |
|---|---|---|---|---|
| Quality | 86/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 88/100 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 | 10K stars Verified outcomes are shown on each skill page | 11K stars Verified outcomes are shown on each skill page | 7.7K stars Verified outcomes are shown on each skill page | 87K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 11, 2025 | Sep 24, 2026 | Jul 27, 2026 | Jun 9, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, 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 · teams that value GitHub adoption signals | 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 EpistasisLab/tpot | $ npx skills add autogluon/autogluon | $ npx skills add alteryx/featuretools | $ npx skills add microsoft/ML-For-Beginners |