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

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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

Notebook

Most recent maintenance signal among this shortlist.

SignalLorien

Infinite canvas drawing/whiteboarding app for Windows, Linux and macOS. Made with Godot.

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.

Notebook

Jupyter Interactive Notebook

Quality
92/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
94/100
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.

Adoption6.7K 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
13K stars
Verified outcomes are shown on each skill page
FreshnessSep 22, 2025Jun 18, 2026Jun 15, 2026Jun 19, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
Coding agentsRAG and knowledgeResearch agents
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Workflow fit
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Platform hintsGDScript, Notebook, Claude CodeTypeScript, Notebook, Claude CodePython, Notebook, Claude CodeJupyter Notebook, Notebook, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge 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 mbrlabs/Lorien
$ npx skills add lfnovo/open-notebook
$ npx skills add ipython/ipython
$ npx skills add jupyter/notebook