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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

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

Strongest overall

ML For Beginners

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

Fastest prototype

ML For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Ludwig

Most recent maintenance signal among this shortlist.

SignalMlnotify

🔔 No need to keep checking your training - just one import line and you'll know the second it's done.

ML For Beginners

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

Netron

Visualizer for neural network, deep learning and machine learning models

Ludwig

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

Quality
52/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
42/100
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.

Adoption343 stars
0 installs
87K stars
0 installs
33K stars
0 installs
12K stars
0 installs
FreshnessMay 29, 2022Jun 9, 2026Jun 14, 2026Jun 15, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsGitHub automationRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsVue, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJavaScript, 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 forGitHub automation workflows · Claude Code teams · builders willing to evaluate younger projectsGitHub 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 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
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Install
$ npx skills add aporia-ai/mlnotify
$ npx skills add microsoft/ML-For-Beginners
$ npx skills add lutzroeder/netron
$ npx skills add ludwig-ai/ludwig