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.

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Decision summary

D3 is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

D3

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

Fastest prototype

D3

Best first install candidate based on install readiness and adoption.

Freshest repo

Data Science For Beginners

Most recent maintenance signal among this shortlist.

SignalEvolve

Database migration tool for .NET and .NET Core projects. Inspired by Flyway.

D3

Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

Echarts

Apache ECharts is a powerful, interactive charting and data visualization library for browser

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Quality
69/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
71/100
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.

Adoption901 stars
Verified outcomes are shown on each skill page
113K stars
Verified outcomes are shown on each skill page
67K stars
Verified outcomes are shown on each skill page
36K stars
Verified outcomes are shown on each skill page
FreshnessSep 30, 2025May 28, 2026Jun 2, 2026Jun 10, 2026
Use-case fit
Workflow fit
Platform hintsC#, SQL, Claude CodeShell, Data Visualization, Claude CodeTypeScript, Data Visualization, Claude Code, Browser agentsJupyter Notebook, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forDatabase and SQL 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 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
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Install
$ npx skills add lecaillon/Evolve
$ npx skills add d3/d3
$ npx skills add apache/echarts
$ npx skills add microsoft/Data-Science-For-Beginners