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
Seaborn is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Seaborn
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Seaborn
Best first install candidate based on install readiness and adoption.
Freshest repo
Folium
Most recent maintenance signal among this shortlist.
| Signal | PHATE PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) is a tool for visualizing high dimensional data. | Seaborn Statistical data visualization in Python | Folium Python Data. Leaflet.js Maps. | Vizro Vizro is a low-code toolkit for building high-quality data visualization apps. |
|---|---|---|---|---|
| Quality | 70/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 81/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 552 stars 0 installs | 14K stars 0 installs | 7.4K stars 0 installs | 3.7K stars 0 installs |
| Freshness | Mar 4, 2026 | Jan 22, 2026 | Jun 15, 2026 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Data Visualization, Claude Code | Python, Data Visualization, Claude Code | Python, Data Visualization, Claude Code | Python, Data Visualization, 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 | RAG and knowledge 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 | Coding agents 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 KrishnaswamyLab/PHATE | $ npx skills add mwaskom/seaborn | $ npx skills add python-visualization/folium | $ npx skills add mckinsey/vizro |