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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

Use this as a shortlist, then open the skill detail page before adopting.

Add more skills

Decision summary

AI For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

AI For Beginners

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

Fastest prototype

AI For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Ludwig

Most recent maintenance signal among this shortlist.

SignalNumPyCNN

Building Convolutional Neural Networks From Scratch using NumPy

Ludwig

Low-code framework for building custom LLMs, neural networks, and other AI models

Autogluon

Fast and Accurate ML in 3 Lines of Code

AI For Beginners

12 Weeks, 24 Lessons, AI for All!

Quality
49/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
51/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption599 stars
0 installs
12K stars
0 installs
10K stars
0 installs
48K stars
0 installs
FreshnessJun 19, 2023Jun 15, 2026Jun 15, 2026Jun 11, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Platform hintsPython, Computer Vision, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, 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 forGitHub 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 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
OpenAgentSkill engagement0 views
0 install copies
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Install
$ npx skills add ahmedfgad/NumPyCNN
$ npx skills add ludwig-ai/ludwig
$ npx skills add autogluon/autogluon
$ npx skills add microsoft/AI-For-Beginners