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

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

Strongest overall

CLIP

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

Fastest prototype

CLIP

Best first install candidate based on install readiness and adoption.

Freshest repo

Pytorch Lightning

Most recent maintenance signal among this shortlist.

Signal	Timmdocs Documentation for Ross Wightman's timm image model library	CLIP CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image	Fastai The fastai deep learning library	Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
Quality	51/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	41/100 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.
Adoption	323 stars 0 installs	34K stars 0 installs	28K stars 0 installs	31K stars 0 installs
Freshness	Apr 17, 2024	Mar 25, 2026	May 20, 2026	Jun 10, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	Coding agents GitHub automation RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent
Platform hints	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add fastai/timmdocs`	`$ npx skills add openai/CLIP`	`$ npx skills add fastai/fastai`	`$ npx skills add Lightning-AI/pytorch-lightning`