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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

Pytorch

Most recent maintenance signal among this shortlist.

SignalIvis

Dimensionality reduction in very large datasets using Siamese Networks

Umap

Uniform Manifold Approximation and Projection

Pytorch Lightning

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

Pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Quality
65/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
55/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption344 stars
0 installs
8.2K stars
0 installs
31K stars
0 installs
101K stars
0 installs
FreshnessNov 10, 2025Jun 6, 2026Jun 10, 2026Jun 16, 2026
Use-case fit
RAG and knowledgeCoding agentsResearch agents
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Coding review agentContent growth 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 projectsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 beringresearch/ivis
$ npx skills add lmcinnes/umap
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add pytorch/pytorch