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

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

Strongest overall

CLIP

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

Fastest prototype

CLIP

Best first install candidate based on install readiness and adoption.

Freshest repo

Featuretools

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

CLIP

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

Quality
95/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
97/100
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
10K stars
Verified outcomes are shown on each skill page
7.7K stars
Verified outcomes are shown on each skill page
34K stars
Verified outcomes are shown on each skill page
FreshnessSep 11, 2025Jun 15, 2026Jul 27, 2026Mar 25, 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
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 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
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Install
$ npx skills add EpistasisLab/tpot
$ npx skills add autogluon/autogluon
$ npx skills add alteryx/featuretools
$ npx skills add openai/CLIP