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

Google Research is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.

Strongest overall

Google Research

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

Fastest prototype

Google Research

Best first install candidate based on install readiness and adoption.

Freshest repo

Ngboost

Most recent maintenance signal among this shortlist.

Signal	Ngboost Natural Gradient Boosting for Probabilistic Prediction	Google Research Google Research	CLIP CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image	Shap A game theoretic approach to explain the output of any machine learning model.
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	1.9K stars 0 installs	38K stars 0 installs	34K stars 0 installs	26K stars 0 installs
Freshness	Jun 18, 2026	Jun 16, 2026	Mar 25, 2026	Jun 15, 2026
Use-case fit	Sports analytics Coding agents RAG and knowledge	RAG and knowledge Coding agents Research agents	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation
Stack fit	Content growth agent Coding review agent	RAG knowledge base Content growth 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	Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals	RAG and knowledge 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 stanfordmlgroup/ngboost`	`$ npx skills add google-research/google-research`	`$ npx skills add openai/CLIP`	`$ npx skills add shap/shap`