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

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

Keras

Most recent maintenance signal among this shortlist.

Signal	Pyprobml Python code for "Probabilistic Machine learning" book by Kevin Murphy	Fastai The fastai deep learning library	Keras Deep Learning for humans	ML For Beginners 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
Quality	96/100 Excellent	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	98/100 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	7.1K stars Verified outcomes are shown on each skill page	28K stars Verified outcomes are shown on each skill page	64K stars Verified outcomes are shown on each skill page