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

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.

SignalNlp Newsletter

📰Natural language processing (NLP) newsletter

Learning

A log of things I'm learning

Pytorch Lightning

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

CLIP

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

Quality
46/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
36/100
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.

Adoption302 stars
0 installs
6.9K stars
0 installs
31K stars
0 installs
34K stars
0 installs
FreshnessJul 20, 2020May 31, 2026Jun 10, 2026Mar 25, 2026
Use-case fit
Stack fit
Platform hintsMachine Learning, Claude CodeMachine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents 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 require actively maintained dependencies · production agents without a repository 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 dair-ai/nlp_newsletter
$ npx skills add amitness/learning
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add openai/CLIP