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

Pycaret is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Pycaret

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Applied Ml

Best first install candidate based on install readiness and adoption.

Freshest repo

Feast

Most recent maintenance signal among this shortlist.

SignalFeast

The Open Source Feature Store for AI/ML

Applied Ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

Pycaret

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

Mage AI

🧙 Build, run, and manage data pipelines for integrating and transforming data.

Quality
100/100
Excellent
87/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

89/100
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.

Adoption7.1K stars
0 installs
30K stars
0 installs
9.8K stars
0 installs
8.8K stars
0 installs
FreshnessJun 16, 2026Jul 18, 2024Jun 12, 2026Jun 9, 2026
Use-case fit
Stack fit
Platform hintsPython, Machine Learning, Claude CodeMachine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 need a vendor-supported SLA · high-compliance environments without internal security reviewteams 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 review
OpenAgentSkill engagement0 views
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Install
$ npx skills add feast-dev/feast
$ npx skills add eugeneyan/applied-ml
$ npx skills add pycaret/pycaret
$ npx skills add mage-ai/mage-ai