Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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
Tablesaw
Most recent maintenance signal among this shortlist.
| Signal | Tablesaw Java dataframe and visualization library | OpenRefine OpenRefine is a free, open source power tool for working with messy data and improving it | Streamlit Streamlit — A faster way to build and share data apps. | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! |
|---|---|---|---|---|
| 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 | 3.8K stars Verified outcomes are shown on each skill page | 12K stars Verified outcomes are shown on each skill page | 45K stars |
| 36K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 30, 2026 | Jun 12, 2026 | Jun 14, 2026 | Jun 10, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Java, Data Analysis, Claude Code | Java, 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 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 jtablesaw/tablesaw | $ npx skills add OpenRefine/OpenRefine | $ npx skills add streamlit/streamlit | $ npx skills add microsoft/Data-Science-For-Beginners |