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.

SignalNbmake

📝 Pytest plugin for testing notebooks

Notebook

Jupyter Interactive Notebook

Ipython

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

Open Notebook

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

Quality
49/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
39/100
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.

Adoption209 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
32K stars
Verified outcomes are shown on each skill page
FreshnessMar 18, 2025Jun 19, 2026Jun 15, 2026Jun 18, 2026
Use-case fit
Testing and QACoding agentsBrowser automation
Coding agentsResearch agentsData analysis
Coding agentsResearch agentsData analysis
Research agentsCoding agentsData analysis
Workflow fit
Coding review agentBrowser QA agent
Coding review agentResearch report agent
Coding review agentResearch report agent
Research report agentCoding review agent
Platform hintsPython, Notebook, Claude CodeJupyter Notebook, Notebook, Claude CodePython, Notebook, Claude CodeTypeScript, Notebook, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forTesting and QA 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 signalsResearch agents 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 treebeardtech/nbmake
$ npx skills add jupyter/notebook
$ npx skills add ipython/ipython
$ npx skills add lfnovo/open-notebook