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

Superset is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Superset

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

Fastest prototype

Superset

Best first install candidate based on install readiness and adoption.

Freshest repo

Superset

Most recent maintenance signal among this shortlist.

SignalMlcourse.AI

Open Machine Learning Course

Superset

Apache Superset is a Data Visualization and Data Exploration Platform

Scikit Learn

scikit-learn: machine learning in Python

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

Quality
92/100
Excellent
100/100
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.

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.

Adoption11K stars
0 installs
73K stars
0 installs
66K stars
0 installs
49K stars
0 installs
FreshnessMar 1, 2026Jun 6, 2026Jun 5, 2026Jun 6, 2026
Use-case fit
Stack fit
Platform hintsPython, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo major risk signals from current metadataNo 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 signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis 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 engagement2 views
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Install
$ npx skills add Yorko/mlcourse.ai
$ npx skills add apache/superset
$ npx skills add scikit-learn/scikit-learn
$ npx skills add pandas-dev/pandas