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

Strongest overall

Pytorch

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

Fastest prototype

Pytorch

Best first install candidate based on install readiness and adoption.

Freshest repo

Stopes

Most recent maintenance signal among this shortlist.

SignalStopes

A library for preparing data for machine translation research (monolingual preprocessing, bitext mining, etc.) built by the FAIR NLLB team.

Pytorch Lightning

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

Keras

Deep Learning for humans

Pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Quality
82/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
81/100
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.

Adoption307 stars
0 installs
31K stars
0 installs
64K stars
0 installs
101K stars
0 installs
FreshnessJun 20, 2026Jun 10, 2026Jun 12, 2026Jun 16, 2026
Use-case fit
RAG and knowledgeSports analyticsCoding agents
Coding agentsGitHub automationRAG and knowledge
Sports analyticsGitHub automationCoding agents
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
RAG knowledge baseContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review 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 major risk signals from current metadata
Best forRAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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
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Install
$ npx skills add facebookresearch/stopes
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add keras-team/keras
$ npx skills add pytorch/pytorch