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
Fastai is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Fastai
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Fastai
Best first install candidate based on install readiness and adoption.
Freshest repo
Fastai
Most recent maintenance signal among this shortlist.
| Signal | Course V3 The 3rd edition of course.fast.ai | Fastbook The fastai book, published as Jupyter Notebooks | Fastai The fastai deep learning library | Pytorch Deep Learning Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course. |
|---|---|---|---|---|
| Quality | 77/100 Strong | 81/100 Strong | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 79/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 83/100 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. |
| Adoption | 4.9K stars 0 installs | 25K stars 0 installs | 28K stars 0 installs | 18K stars 0 installs |
| Freshness | May 21, 2024 | Aug 16, 2024 | May 20, 2026 | Feb 11, 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 |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation 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 | 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 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 |
| 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/course-v3 | $ npx skills add fastai/fastbook | $ npx skills add fastai/fastai | $ npx skills add mrdbourke/pytorch-deep-learning |