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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

Vision

Most recent maintenance signal among this shortlist.

SignalHTML4Vision

A simple HTML visualization tool for computer vision research :hammer_and_wrench:

Vision

Datasets, Transforms and Models specific to Computer Vision

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.

Quality
63/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
53/100
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.

Adoption253 stars
0 installs
18K stars
0 installs
8.2K stars
0 installs
31K stars
0 installs
FreshnessOct 4, 2025Jun 15, 2026Jun 6, 2026Jun 10, 2026
Use-case fit
RAG and knowledgeCoding agentsResearch agents
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Stack fit
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, Computer Vision, 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 · builders willing to evaluate younger projectsGitHub automation 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 mtli/HTML4Vision
$ npx skills add pytorch/vision
$ npx skills add lmcinnes/umap
$ npx skills add Lightning-AI/pytorch-lightning