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
Airbyte
Most recent maintenance signal among this shortlist.
| Signal | Airbyte Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud. | 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. |
| Adoption | 21K stars 0 installs | 36K stars 0 installs | 5.2K stars 0 installs | 48K stars 0 installs |
| Freshness | Jun 13, 2026 | Jun 10, 2026 | May 29, 2026 | Jun 12, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | TypeScript, Data Analysis, Claude Code | Clojure, 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 | Workflow automation 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 airbytehq/airbyte | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add man-group/dtale | $ npx skills add metabase/metabase |