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

Notebook

Most recent maintenance signal among this shortlist.

Signal	Nbfc NoteBook FanControl	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	70/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	74/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption.	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.
Adoption	3.2K stars 0 installs	32K stars 0 installs	17K stars 0 installs	13K stars 0 installs
Freshness	Jul 8, 2024	Jun 18, 2026	Jun 15, 2026	Jun 19, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Research agents	GitHub automation Coding agents RAG and knowledge	Coding agents RAG and knowledge Workflow automation
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent	Content growth agent Coding review agent
Platform hints	C#, Notebook, Claude Code	TypeScript, Notebook, Claude Code	Python, Notebook, Claude Code	Jupyter Notebook, Notebook, Claude Code
Warnings	Repository looks stale	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	2 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add hirschmann/nbfc`	`$ npx skills add lfnovo/open-notebook`	`$ npx skills add ipython/ipython`	`$ npx skills add jupyter/notebook`