Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Pandas
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pandas
Best first install candidate based on install readiness and adoption.
Freshest repo
OneDAL
Most recent maintenance signal among this shortlist.
| Signal | OneDAL oneAPI Data Analytics Library (oneDAL) | ClickHouse ClickHouse® is a real-time analytics database management system | Cudf cuDF - GPU DataFrame Library | Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more |
|---|---|---|---|---|
| Quality | 79/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 90/100 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 | 651 stars Verified outcomes are shown on each skill page | 48K stars Verified outcomes are shown on each skill page | 9.7K stars Verified outcomes are shown on each skill page |
| 49K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 17, 2026 | Jun 21, 2026 | Jun 21, 2026 | Jun 14, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | C++, Data Analysis, Claude Code | C++, SQL, Claude Code | C++, Data Analysis, Claude Code | Python, 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 | Database and SQL 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 uxlfoundation/oneDAL | $ npx skills add ClickHouse/ClickHouse | $ npx skills add rapidsai/cudf | $ npx skills add pandas-dev/pandas |