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

Data Science For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Data Science For Beginners

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

Fastest prototype

Data Science For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Notebook

Most recent maintenance signal among this shortlist.

Signal	Execnb Execute a jupyter notebook, fast, without needing jupyter	Notebook Jupyter Interactive Notebook	Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All!	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features
Quality	73/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	72/100 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	137 stars 0 installs	13K stars 0 installs	36K stars 0 installs	32K stars 0 installs
Freshness	May 20, 2026	Jun 19, 2026	Jun 10, 2026	Jun 18, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	Data analysis GitHub automation Coding agents	Coding agents RAG and knowledge Research agents
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Jupyter Notebook, Notebook, Claude Code	Jupyter Notebook, Notebook, Claude Code	Jupyter Notebook, Data Analysis, Claude Code	TypeScript, Notebook, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis 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 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	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add AnswerDotAI/execnb`	`$ npx skills add jupyter/notebook`	`$ npx skills add microsoft/Data-Science-For-Beginners`	`$ npx skills add lfnovo/open-notebook`