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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

Docker Stacks

Most recent maintenance signal among this shortlist.

SignalSklearn Classification

Data Science Notebook on a Classification Task, using sklearn and Tensorflow.

Docker Stacks

Ready-to-run Docker images containing Jupyter applications

Notebook

Jupyter Interactive Notebook

Open Notebook

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

Quality
55/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
57/100
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.

Adoption691 stars
0 installs
8.4K stars
0 installs
13K stars
0 installs
32K stars
0 installs
FreshnessDec 21, 2021Jun 20, 2026Jun 19, 2026Jun 18, 2026
Use-case fit
Workflow automationGitHub automationCoding agents
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeResearch agents
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Notebook, Claude CodePython, Notebook, Claude CodeJupyter Notebook, 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 forWorkflow 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 signalsCoding 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add dformoso/sklearn-classification
$ npx skills add jupyter/docker-stacks
$ npx skills add jupyter/notebook
$ npx skills add lfnovo/open-notebook