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

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

Strongest overall

Ray

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

Fastest prototype

Ray

Best first install candidate based on install readiness and adoption.

Freshest repo

Lale

Most recent maintenance signal among this shortlist.

Signal	Lale Library for Semi-Automated Data Science	Ray Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.	Autogluon Fast and Accurate ML in 3 Lines of Code	Featuretools An open source python library for automated feature engineering
Quality	83/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	82/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption.	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	347 stars 0 installs	43K stars 0 installs	10K stars 0 installs	7.7K stars 0 installs
Freshness	Jun 19, 2026	Jun 16, 2026	Jun 15, 2026	Jun 9, 2026
Use-case fit	RAG and knowledge GitHub automation Coding agents	RAG and knowledge GitHub automation Coding agents	Coding agents GitHub automation RAG and knowledge	GitHub automation Coding agents RAG and knowledge
Stack fit	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent	Coding review agent Content growth agent	Content growth agent Coding review agent
Platform hints	Python, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No major risk signals from current metadata
Best for	RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects	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	GitHub automation 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	3 views 0 install copies
Install	`$ npx skills add IBM/lale`	`$ npx skills add ray-project/ray`	`$ npx skills add autogluon/autogluon`	`$ npx skills add alteryx/featuretools`