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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.

Add more skills

Decision summary

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

Strongest overall

Pytorch Lightning

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

Fastest prototype

Pytorch Lightning

Best first install candidate based on install readiness and adoption.

Freshest repo

Autogluon

Most recent maintenance signal among this shortlist.

SignalAutokeras

AutoML library for deep learning

Autogluon

Fast and Accurate ML in 3 Lines of Code

Featuretools

An open source python library for automated feature engineering

Pytorch Lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

Quality
93/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
95/100
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.

Adoption9.3K stars
0 installs
10K stars
0 installs
7.7K stars
0 installs
31K stars
0 installs
FreshnessNov 25, 2025Jun 15, 2026Jun 9, 2026Jun 10, 2026
Use-case fit
RAG and knowledgeSports analyticsCoding agents
Coding agentsGitHub automationRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Stack fit
RAG knowledge baseContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add keras-team/autokeras
$ npx skills add autogluon/autogluon
$ npx skills add alteryx/featuretools
$ npx skills add Lightning-AI/pytorch-lightning