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

Open Notebook is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Open Notebook

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

Fastest prototype

Open Notebook

Best first install candidate based on install readiness and adoption.

Freshest repo

Notebook

Most recent maintenance signal among this shortlist.

SignalCookbook For R Chinese

:books:Cookbook for R 中文翻译

Open Notebook

An Open Source implementation of Notebook LM with more flexibility and features

Notebook

Jupyter Interactive Notebook

Ipython

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

Quality
43/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
33/100
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.

Adoption143 stars
Verified outcomes are shown on each skill page
32K stars
Verified outcomes are shown on each skill page
13K stars
Verified outcomes are shown on each skill page
17K stars
Verified outcomes are shown on each skill page
FreshnessMar 24, 2022Jun 18, 2026Jun 19, 2026Jun 15, 2026
Use-case fit
Workflow fit
Platform hintsTeX, Notebook, Claude CodeTypeScript, Notebook, Claude CodeJupyter Notebook, Notebook, 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 signalsCoding agents 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
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Install
$ npx skills add openbiox/Cookbook-for-R-Chinese
$ npx skills add lfnovo/open-notebook
$ npx skills add jupyter/notebook
$ npx skills add ipython/ipython