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
Matplotlib is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Matplotlib
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Matplotlib
Best first install candidate based on install readiness and adoption.
Freshest repo
Matplotlib
Most recent maintenance signal among this shortlist.
| Signal | PyCirclize Circular visualization in Python (Circos Plot, Chord Diagram, Radar Chart) | Matplotlib matplotlib: plotting with Python | Seaborn Statistical data visualization in Python | Rill The fastest business intelligence tool for humans and agents. |
|---|---|---|---|---|
| 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 | 1.1K stars 0 installs | 23K stars 0 installs | 14K stars 0 installs | 2.7K stars 0 installs |
| Freshness | Jun 14, 2026 | Jun 16, 2026 | Jan 22, 2026 | Jun 12, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Data Visualization, Claude Code | Python, Data Visualization, Claude Code | Python, Data Visualization, Claude Code | Go, Data Visualization, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis 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 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 | 3 views 0 install copies |
| Install | $ npx skills add moshi4/pyCirclize | $ npx skills add matplotlib/matplotlib | $ npx skills add mwaskom/seaborn | $ npx skills add rilldata/rill |