Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Pandas is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
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
Sqlmodel
Most recent maintenance signal among this shortlist.
| Signal | Notebooks All of our computational notebooks | 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 | Sqlmodel SQL databases in Python, designed for simplicity, compatibility, and robustness. | Laravel Excel 🚀 Supercharged Excel exports and imports in Laravel |
|---|---|---|---|---|
| Quality | 55/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 57/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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 | 722 stars Verified outcomes are shown on each skill page | 49K stars Verified outcomes are shown on each skill page | 18K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page |
| Freshness | Dec 16, 2021 | Jun 14, 2026 | Jun 18, 2026 | Jun 9, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, CSV, Claude Code | Python, Data Analysis, Claude Code | Python, SQL, Claude Code | PHP, CSV, 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 | Workflow automation 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 | Workflow automation 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 datadesk/notebooks | $ npx skills add pandas-dev/pandas | $ npx skills add fastapi/sqlmodel | $ npx skills add SpartnerNL/Laravel-Excel |