Star200+

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 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

Open Notebook

Most recent maintenance signal among this shortlist.

SignalOpen 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.

Kepler.Gl

Kepler.gl is a powerful open source geospatial analysis tool for large-scale data sets.

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
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.

100/100
Production-ready

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

Adoption32K 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
12K stars
Verified outcomes are shown on each skill page
FreshnessJun 18, 2026Jun 19, 2026Jun 15, 2026Jun 16, 2026
Use-case fit
Coding agentsRAG and knowledgeResearch agents
Coding agentsRAG and knowledgeWorkflow automation
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeResearch agents
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Platform hintsTypeScript, Notebook, Claude CodeJupyter Notebook, Notebook, Claude CodePython, Notebook, Claude CodeTypeScript, Data Visualization, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding 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 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 lfnovo/open-notebook
$ npx skills add jupyter/notebook
$ npx skills add ipython/ipython
$ npx skills add keplergl/kepler.gl