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

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

Strongest overall

Pandas

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

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Open Notebook

Most recent maintenance signal among this shortlist.

Signal	Numpy 100 100 numpy exercises (with solutions)	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.	Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features
Quality	100/100 Excellent	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	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.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	14K stars 0 installs	17K stars 0 installs	49K stars 0 installs	32K stars 0 installs
Freshness	Apr 29, 2026	Jun 15, 2026	Jun 14, 2026	Jun 18, 2026
Use-case fit	GitHub automation Coding agents RAG and knowledge	GitHub automation Coding agents RAG and knowledge	Data analysis GitHub automation Coding agents	Coding agents RAG and knowledge Research agents
Stack fit	Content growth agent Coding review agent	Coding review agent Content growth agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Python, Notebook, Claude Code	Python, Notebook, Claude Code	Python, 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	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation 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 rougier/numpy-100`	`$ npx skills add ipython/ipython`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add lfnovo/open-notebook`