Star200+

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.

Add more skills

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

Kepler Mapper

Most recent maintenance signal among this shortlist.

SignalKepler Mapper

Kepler Mapper: A flexible Python implementation of the Mapper algorithm.

Deck.Gl

WebGL2 powered visualization framework

Matplotlib

matplotlib: plotting with Python

Folium

Python Data. Leaflet.js Maps.

Quality
82/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
93/100
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.

Adoption654 stars
0 installs
14K stars
0 installs
23K stars
0 installs
7.4K stars
0 installs
FreshnessJun 23, 2026Jun 16, 2026Jun 16, 2026Jun 15, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Data Visualization, Claude CodeTypeScript, Data Visualization, Claude CodePython, Data Visualization, Claude CodePython, Data Visualization, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add scikit-tda/kepler-mapper
$ npx skills add visgl/deck.gl
$ npx skills add matplotlib/matplotlib
$ npx skills add python-visualization/folium