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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

Notebook

Most recent maintenance signal among this shortlist.

SignalIpystata

Enables the use of Stata together with Python via Jupyter (IPython) notebooks.

Notebook

Jupyter Interactive Notebook

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Ipython

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

Quality
44/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
34/100
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.

Adoption197 stars
0 installs
13K stars
0 installs
36K stars
0 installs
17K stars
0 installs
FreshnessSep 28, 2023Jun 19, 2026Jun 10, 2026Jun 15, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeWorkflow automation
Data analysisGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsJupyter Notebook, Notebook, Claude CodeJupyter Notebook, Notebook, Claude CodeJupyter Notebook, Data Analysis, Claude CodePython, Notebook, 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 · builders willing to evaluate younger projectsCoding agents 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 TiesdeKok/ipystata
$ npx skills add jupyter/notebook
$ npx skills add microsoft/Data-Science-For-Beginners
$ npx skills add ipython/ipython