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

Pandas

Most recent maintenance signal among this shortlist.

Signal	TeachingMaterial Various teaching material	Imbalanced Learn A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning	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	44/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	34/100 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	189 stars 0 installs	7.1K stars 0 installs	49K stars 0 installs	35K stars 0 installs
Freshness	Mar 29, 2025	Jun 7, 2026	Jun 14, 2026	Jun 13, 2026
Use-case fit	Workflow automation Data analysis Coding agents	GitHub automation Data analysis Coding agents	Data analysis GitHub automation Coding agents	Coding agents Data analysis RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent
Platform hints	HTML, Data Analysis, Claude Code	Python, Data Analysis, 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	Workflow automation workflows · Claude Code teams · builders willing to evaluate younger projects	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 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 lgatto/TeachingMaterial`	`$ npx skills add scikit-learn-contrib/imbalanced-learn`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add gchq/CyberChef`