Star0

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

Ipython

Most recent maintenance signal among this shortlist.

SignalCjworkbench

The data journalism platform with built in training

Ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

Numpy 100

100 numpy exercises (with solutions)

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Quality
46/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
36/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption312 stars
0 installs
17K stars
0 installs
14K stars
0 installs
36K stars
0 installs
FreshnessDec 3, 2024Jun 15, 2026Apr 29, 2026Jun 10, 2026
Use-case fit
Browser automationGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Stack fit
Browser QA agentContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Notebook, Claude CodePython, Notebook, Claude CodePython, Notebook, Claude CodeJupyter Notebook, Data Analysis, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forBrowser 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 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 CJWorkbench/cjworkbench
$ npx skills add ipython/ipython
$ npx skills add rougier/numpy-100
$ npx skills add microsoft/Data-Science-For-Beginners