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
Machine Learning Roadmap is the strongest overall pick here because it has a 46/100 readiness score and fits GitHub automation.
Strongest overall
Machine Learning Roadmap
Do a manual repository review before adding this to an agent workflow.
Fastest prototype
Machine Learning Roadmap
Best first install candidate based on install readiness and adoption.
Freshest repo
Machine Learning Roadmap
Most recent maintenance signal among this shortlist.
| Signal | Machine Learning Roadmap Machine Learning Roadmap for 2025. Step-by-step guide to become a Data Scientist. Covers the best free learning resources from Python basics to Deep Learning and MLOps. |
|---|---|
| Quality | 56/100 Promising |
| Decision verdict | 46/100 Needs manual review Do a manual repository review before adding this to an agent workflow. |
| Adoption | 343 stars Verified outcomes are shown on each skill page |
| Freshness | Aug 20, 2025 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Machine Learning, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet |
| Best for | GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add mlacademyai/Machine-Learning-Roadmap |