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

Fastai is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Fastai

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

Fastest prototype

Fastai

Best first install candidate based on install readiness and adoption.

Freshest repo

Shapash

Most recent maintenance signal among this shortlist.

Signal	Shapash 🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models	Shap A game theoretic approach to explain the output of any machine learning model.	Handson Ml ⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.	Fastai The fastai deep learning library
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	3.2K stars 0 installs	26K stars 0 installs	26K stars 0 installs	28K stars 0 installs
Freshness	Jun 15, 2026	Jun 15, 2026	May 19, 2026	May 20, 2026
Use-case fit	GitHub automation Coding agents RAG and knowledge	Coding agents RAG and knowledge Workflow automation	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, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, 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	Coding agents 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 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 MAIF/shapash`	`$ npx skills add shap/shap`	`$ npx skills add ageron/handson-ml`	`$ npx skills add fastai/fastai`