Star200+

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

Scikit Learn is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Scikit Learn

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

Fastest prototype

Scikit Learn

Best first install candidate based on install readiness and adoption.

Freshest repo

Scikit Learn

Most recent maintenance signal among this shortlist.

SignalJanitor

simple tools for data cleaning in R

Pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Gradio

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

Scikit Learn

scikit-learn: machine learning in Python

Quality
61/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
63/100
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.

Adoption1.4K stars
0 installs
49K stars
0 installs
43K stars
0 installs
66K stars
0 installs
FreshnessDec 23, 2024Jun 14, 2026Jun 17, 2026Jun 17, 2026
Use-case fit
GitHub automationData analysisCoding agents
Data analysisGitHub automationCoding agents
Data analysisGitHub automationCoding agents
GitHub automationData analysisCoding agents
Workflow fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Coding review agentBrowser QA agent
Coding review agentContent growth agent
Platform hintsR, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub 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 sfirke/janitor
$ npx skills add pandas-dev/pandas
$ npx skills add gradio-app/gradio
$ npx skills add scikit-learn/scikit-learn