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

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

Strongest overall

Data Science For Beginners

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

Fastest prototype

Data Science For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

CyberChef

Most recent maintenance signal among this shortlist.

SignalExportify

Export Spotify playlists using the Web API. Analyze them in the Jupyter notebook.

CyberChef

The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Dtale

Visualizer for pandas data structures

Quality
75/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
86/100
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.

Adoption645 stars
0 installs
35K stars
0 installs
36K stars
0 installs
5.2K stars
0 installs
FreshnessJan 2, 2026Jun 13, 2026Jun 10, 2026May 29, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Data Analysis, Claude CodeJavaScript, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo major risk signals from current metadataNo OpenAgentSkill engagement data yet
Best forData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 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
0 install copies
4 views
0 install copies
4 views
0 install copies
0 views
0 install copies
Install
$ npx skills add pavelkomarov/exportify
$ npx skills add gchq/CyberChef
$ npx skills add microsoft/Data-Science-For-Beginners
$ npx skills add man-group/dtale