OpenAgentSkill
GitHub200+

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.

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Decision summary

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

SignalP5 Notebook

A Jupyter Notebook environment for p5.js kernels running in the browser, powered by JupyterLite 💡

Notebook

Jupyter Interactive Notebook

Open Notebook

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

Ipython

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

Quality
65/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
55/100
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.

Adoption159 stars
Verified outcomes are shown on each skill page
13K stars
Verified outcomes are shown on each skill page
32K stars
Verified outcomes are shown on each skill page
17K stars
Verified outcomes are shown on each skill page
FreshnessMar 9, 2026Jun 19, 2026Jun 18, 2026Jun 15, 2026
Use-case fit
Web scrapingCoding agentsBrowser automation
Coding agentsResearch agentsData analysis
Research agentsCoding agentsData analysis
Coding agentsResearch agentsData analysis
Workflow fit
Web data pipelineCoding review agent
Coding review agentResearch report agent
Research report agentCoding review agent
Coding review agentResearch report agent
Platform hintsCSS, Notebook, Claude Code, Browser agentsJupyter Notebook, Notebook, Claude CodeTypeScript, Notebook, Claude CodePython, Notebook, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forWeb scraping workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsResearch agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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
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Install
$ npx skills add jtpio/p5-notebook
$ npx skills add jupyter/notebook
$ npx skills add lfnovo/open-notebook
$ npx skills add ipython/ipython