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

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

Strongest overall

Metabase

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

Fastest prototype

Metabase

Best first install candidate based on install readiness and adoption.

Freshest repo

Metabase

Most recent maintenance signal among this shortlist.

SignalBettaFish

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Dtale

Visualizer for pandas data structures

Metabase

The easy-to-use open source Business Intelligence and Embedded Analytics tool that lets everyone work with data :bar_chart:

Quality
100/100
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.

Adoption41K stars
0 installs
36K stars
0 installs
5.2K stars
0 installs
48K stars
0 installs
FreshnessMay 24, 2026Jun 10, 2026May 29, 2026Jun 12, 2026
Use-case fit
Stack fit
Platform hintsPython, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude CodeClojure, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add 666ghj/BettaFish
$ npx skills add microsoft/Data-Science-For-Beginners
$ npx skills add man-group/dtale
$ npx skills add metabase/metabase