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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

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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.

SignalNsfw Data Scraper

Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier

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

Nndl

邱锡鹏《神经网络与深度学习》（蒲公英书）理论书 v2 与通识版

Quality
83/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
85/100
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.

Adoption13K stars
0 installs
31K stars
0 installs
34K stars
0 installs
19K stars
0 installs
FreshnessJan 21, 2024Jun 10, 2026Mar 25, 2026Jun 1, 2026
Use-case fit
Web scrapingCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeBrowser automation
Stack fit
Content growth agentWeb data pipeline
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsShell, Machine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeMachine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forWeb scraping 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 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 alex000kim/nsfw_data_scraper
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add openai/CLIP
$ npx skills add nndl/nndl