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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.

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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

Vision

Most recent maintenance signal among this shortlist.

SignalFe4ml Zh

:book: [译] 面向机器学习的特征工程

Pytorch Lightning

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

Vision

Datasets, Transforms and Models specific to Computer Vision

Pumpkin Book

南瓜书：《机器学习》（西瓜书）公式详解

Quality
69/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
71/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

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.

Adoption2.6K stars
0 installs
31K stars
0 installs
18K stars
0 installs
26K stars
0 installs
FreshnessAug 25, 2023Jun 10, 2026Jun 15, 2026Apr 22, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsGitHub automationRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJavaScript, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeMachine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents 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 require actively maintained dependencies · production agents without a repository 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 apachecn/fe4ml-zh
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add pytorch/vision
$ npx skills add datawhalechina/pumpkin-book