Star200+

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.

SignalImplicit

Fast Python Collaborative Filtering for Implicit Feedback Datasets

Pytorch Lightning

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

Gorse

AI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding

Vision

Datasets, Transforms and Models specific to Computer Vision

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
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.

100/100
Production-ready

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

Adoption3.8K stars
0 installs
31K stars
0 installs
9.7K stars
0 installs
18K stars
0 installs
FreshnessMay 8, 2026Jun 10, 2026Jun 12, 2026Jun 15, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
RAG and knowledgeCoding agentsWorkflow automation
GitHub automationCoding agentsRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Coding review agentContent growth agent
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Platform hintsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeGo, 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 forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 benfred/implicit
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add gorse-io/gorse
$ npx skills add pytorch/vision