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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

Data Science For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Data Science For Beginners

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Data Science For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Matplotlib

Most recent maintenance signal among this shortlist.

SignalVASPy

Manipulating VASP files with Python.

Folium

Python Data. Leaflet.js Maps.

Matplotlib

matplotlib: plotting with Python

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Quality
76/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
75/100
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.

Adoption300 stars
0 installs
7.4K stars
0 installs
23K stars
0 installs
36K stars
0 installs
FreshnessMay 15, 2026Jun 15, 2026Jun 16, 2026Jun 10, 2026
Use-case fit
Workflow automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Stack 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 CodePython, Data Visualization, Claude CodePython, Data Visualization, Claude CodeJupyter Notebook, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forWorkflow automation workflows · Claude Code teams · builders willing to evaluate younger projectsGitHub automation 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 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
0 install copies
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Install
$ npx skills add PytLab/VASPy
$ npx skills add python-visualization/folium
$ npx skills add matplotlib/matplotlib
$ npx skills add microsoft/Data-Science-For-Beginners