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 GitHub 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

Paramonte

Most recent maintenance signal among this shortlist.

SignalParamonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

ML For Beginners

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

Pyro

Deep universal probabilistic programming with Python and PyTorch

Open3D

Open3D: A Modern Library for 3D Data Processing

Quality
71/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
70/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

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.

Adoption305 stars
Verified outcomes are shown on each skill page
87K stars
Verified outcomes are shown on each skill page
9.0K stars
Verified outcomes are shown on each skill page
14K stars
Verified outcomes are shown on each skill page
FreshnessJun 20, 2026Jun 9, 2026Jun 5, 2026Jun 16, 2026
Use-case fit
Workflow fit
Platform hintsFortran, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodePython, Machine Learning, Claude CodeC++, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · builders willing to evaluate younger projectsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add cdslaborg/paramonte
$ npx skills add microsoft/ML-For-Beginners
$ npx skills add pyro-ppl/pyro
$ npx skills add isl-org/Open3D