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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

Matplotlib

Most recent maintenance signal among this shortlist.

SignalEmerge

Emerge is a browser-based interactive codebase and dependency visualization tool for many different programming languages. It supports some basic code quality and graph metrics and provides a simple and intuitive way to explore and analyze a codebase by using graph structures.

Matplotlib

matplotlib: plotting with Python

Seaborn

Statistical data visualization in Python

Folium

Python Data. Leaflet.js Maps.

Quality
71/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
73/100
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.

Adoption1.1K stars
0 installs
23K stars
0 installs
14K stars
0 installs
7.4K stars
0 installs
FreshnessOct 26, 2024Jun 16, 2026Jan 22, 2026Jun 15, 2026
Use-case fit
Coding agentsBrowser automationData analysis
GitHub automationCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Coding review agentBrowser QA agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Data Visualization, Claude Code, Browser agentsPython, Data Visualization, Claude CodePython, Data Visualization, Claude CodePython, Data Visualization, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis 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 require actively maintained dependencies · production agents without a repository 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 glato/emerge
$ npx skills add matplotlib/matplotlib
$ npx skills add mwaskom/seaborn
$ npx skills add python-visualization/folium