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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.

SignalBayesian Analysis Recipes

A collection of Bayesian data analysis recipes using PyMC3

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
79/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
90/100
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.

Adoption560 stars
0 installs
13K stars
0 installs
32K stars
0 installs
17K stars
0 installs
FreshnessMay 16, 2026Jun 19, 2026Jun 18, 2026Jun 15, 2026
Use-case fit
GitHub automationData analysisCoding agents
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeResearch agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsJupyter Notebook, Notebook, Claude CodeJupyter 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 forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding 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 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add ericmjl/bayesian-analysis-recipes
$ npx skills add jupyter/notebook
$ npx skills add lfnovo/open-notebook
$ npx skills add ipython/ipython