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

Notebook

Most recent maintenance signal among this shortlist.

Signal	Geonotebook A Jupyter notebook extension for geospatial visualization and analysis	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.	Notebook Jupyter Interactive Notebook	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
Quality	71/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	73/100 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	1.1K stars Verified outcomes are shown on each skill page	17K stars Verified outcomes are shown on each skill page	13K stars Verified outcomes are shown on each skill page	49K stars Verified outcomes are shown on each skill page
Freshness	Jan 21, 2019	Jun 15, 2026	Jun 19, 2026	Jun 14, 2026
Use-case fit	Data analysis Research agents	Coding agents Research agents Data analysis	Coding agents Research agents Data analysis	Data analysis Coding agents Research agents
Workflow fit	Research report agent Content growth agent	Coding review agent Research report agent	Coding review agent Research report agent	Coding review agent Research report agent
Platform hints	Python, Notebook, Claude Code	Python, Notebook, Claude Code	Jupyter Notebook, Notebook, Claude Code	Python, Data Analysis, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis 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	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add OpenGeoscience/geonotebook`	`$ npx skills add ipython/ipython`	`$ npx skills add jupyter/notebook`	`$ npx skills add pandas-dev/pandas`