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
Streamlit is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Streamlit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Streamlit
Best first install candidate based on install readiness and adoption.
Freshest repo
Streamlit
Most recent maintenance signal among this shortlist.
| Signal | Klib Easy to use Python library of customized functions for cleaning and analyzing data. | Streamlit Streamlit — A faster way to build and share data apps. | Skrub Machine learning with dataframes | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! |
|---|---|---|---|---|
| Quality | 78/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 89/100 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 | 521 stars 0 installs | 45K stars 0 installs | 1.6K stars 0 installs | 36K stars 0 installs |
| Freshness | Apr 14, 2026 | Jun 14, 2026 | Jun 11, 2026 | Jun 10, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata |
| 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 | GitHub automation 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 | 1 views 0 install copies | 4 views 0 install copies |
| Install | $ npx skills add akanz1/klib | $ npx skills add streamlit/streamlit | $ npx skills add skrub-data/skrub | $ npx skills add microsoft/Data-Science-For-Beginners |