Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Data Science For Beginners
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Data Science For Beginners
Best first install candidate based on install readiness and adoption.
Freshest repo
Flink
Most recent maintenance signal among this shortlist.
| Signal | Spyql Query data on the command line with SQL-like SELECTs powered by Python expressions | Sqlmodel SQL databases in Python, designed for simplicity, compatibility, and robustness. | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | Flink Apache Flink |
|---|---|---|---|---|
| Quality | 56/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 58/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 928 stars Verified outcomes are shown on each skill page | 18K stars Verified outcomes are shown on each skill page | 36K stars Verified outcomes are shown on each skill page |
| 26K stars Verified outcomes are shown on each skill page |
| Freshness | Dec 4, 2022 | Jun 18, 2026 | Jun 10, 2026 | Aug 26, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Jupyter Notebook, CSV, Claude Code | Python, SQL, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | Java, SQL, Claude Code |
| Warnings | Repository looks stale · 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository 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 dcmoura/spyql | $ npx skills add fastapi/sqlmodel | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add apache/flink |