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.

Add more skills

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.

SignalTpot

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.

Adoption10K 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
FreshnessSep 11, 2025Sep 24, 2026Jul 27, 2026Jun 9, 2026
Use-case fit
Workflow fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add EpistasisLab/tpot
$ npx skills add autogluon/autogluon
$ npx skills add alteryx/featuretools
$ npx skills add microsoft/ML-For-Beginners