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

Pytorch is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Pytorch

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Pytorch

Best first install candidate based on install readiness and adoption.

Freshest repo

Pytorch

Most recent maintenance signal among this shortlist.

SignalPicoGPT

An unnecessarily tiny implementation of GPT-2 in NumPy.

Pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Kornia

🐍 Geometric Computer Vision Library for Spatial AI

Modelscope

ModelScope: bring the notion of Model-as-a-Service to life.

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.

Adoption3.5K stars
0 installs
101K stars
0 installs
11K stars
0 installs
9.0K stars
0 installs
FreshnessApr 24, 2023Jun 16, 2026Jun 15, 2026Jun 15, 2026
Use-case fit
Stack fit
Platform hintsPython, Machine Learning, Claude Code, OpenAI AgentsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, 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 · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 jaymody/picoGPT
$ npx skills add pytorch/pytorch
$ npx skills add kornia/kornia
$ npx skills add modelscope/modelscope