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.
Decision summary
LLMs From Scratch is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
LLMs From Scratch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
LLMs From Scratch
Best first install candidate based on install readiness and adoption.
Freshest repo
AI For Beginners
Most recent maintenance signal among this shortlist.
| Signal | ArtLine A Deep Learning based project for creating line art portraits. | AI For Beginners 12 Weeks, 24 Lessons, AI for All! | Fastai The fastai deep learning library | LLMs From Scratch Implement a ChatGPT-like LLM in PyTorch from scratch, step by step |
|---|---|---|---|---|
| Quality | 76/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 78/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 3.6K stars 0 installs | 48K stars 0 installs | 28K stars 0 installs | 97K stars 0 installs |
| Freshness | Mar 3, 2023 | Jun 11, 2026 | May 20, 2026 | Jun 2, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code, OpenAI Agents |
| 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 · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation 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 vijishmadhavan/ArtLine | $ npx skills add microsoft/AI-For-Beginners | $ npx skills add fastai/fastai | $ npx skills add rasbt/LLMs-from-scratch |