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	Dnotebook Dnotebook is a Jupyter-like library for javaScript environment. It allows you to create and share pages that contain live code, text and visualizations.	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features	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	CyberChef The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis
Quality	48/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	38/100 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.
Adoption	152 stars 0 installs	32K stars 0 installs	49K stars 0 installs	35K stars 0 installs
Freshness	Mar 5, 2022	Jun 18, 2026	Jun 14, 2026	Jun 13, 2026
Use-case fit	Data analysis Coding agents RAG and knowledge	Coding agents RAG and knowledge Research agents	Data analysis GitHub automation Coding agents	Coding agents Data analysis RAG and knowledge
Stack fit	Coding review agent Content growth agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent
Platform hints	TypeScript, Data Analysis, Claude Code	TypeScript, Notebook, Claude Code	Python, Data Analysis, Claude Code	JavaScript, Data Analysis, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No major risk signals from current metadata
Best for	Data analysis 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 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	6 views 0 install copies
Install	`$ npx skills add javascriptdata/dnotebook`	`$ npx skills add lfnovo/open-notebook`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add gchq/CyberChef`