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

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.

SignalCourse22

The fast.ai course notebooks

Fastbook

The fastai book, published as Jupyter Notebooks

Fastai

The fastai deep learning library

Thorough Pytorch

PyTorch入门教程,在线阅读地址:https://datawhalechina.github.io/thorough-pytorch/

Quality
71/100
Strong
81/100
Strong
100/100
Excellent
92/100
Excellent
Decision verdict
73/100
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.

Adoption3.6K stars
0 installs
25K stars
0 installs
28K stars
0 installs
3.7K stars
0 installs
FreshnessOct 8, 2024Aug 16, 2024May 20, 2026Jan 18, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 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 review
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Install
$ npx skills add fastai/course22
$ npx skills add fastai/fastbook
$ npx skills add fastai/fastai
$ npx skills add datawhalechina/thorough-pytorch