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.
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.
| Signal | Dtale Visualizer for pandas data structures | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | Metabase The easy-to-use open source Business Intelligence and Embedded Analytics tool that lets everyone work with data :bar_chart: | Dataease 🔥 人人可用的开源 BI 工具，数据可视化神器。An open-source BI tool alternative to Tableau. |
|---|---|---|---|---|
| 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. |
| Adoption | 5.2K stars 0 installs | 36K stars 0 installs | 48K stars 0 installs | 24K stars 0 installs |
| Freshness | May 29, 2026 | Jun 10, 2026 | Jun 12, 2026 | Jun 12, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | TypeScript, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | Clojure, Data Analysis, Claude Code | Java, Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add man-group/dtale | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add metabase/metabase | $ npx skills add dataease/dataease |