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

AI For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

AI For Beginners

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

Fastest prototype

AI For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Cog

Most recent maintenance signal among this shortlist.

Signal	SPANet Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset (CVPR'19)	AI For Beginners 12 Weeks, 24 Lessons, AI for All!	Fastai The fastai deep learning library	Cog Containers for machine learning
Quality	45/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	35/100 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	228 stars 0 installs	48K stars 0 installs	28K stars 0 installs	9.4K stars 0 installs
Freshness	Aug 30, 2021	Jun 11, 2026	May 20, 2026	Jun 12, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	GitHub automation Coding agents RAG and knowledge	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation
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, Computer Vision, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Go, Machine Learning, 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	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	GitHub automation 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
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 stevewongv/SPANet`	`$ npx skills add microsoft/AI-For-Beginners`	`$ npx skills add fastai/fastai`	`$ npx skills add replicate/cog`