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

LLMs From Scratch is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

LLMs From Scratch

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

Fastest prototype

LLMs From Scratch

Best first install candidate based on install readiness and adoption.

Freshest repo

Featuretools

Most recent maintenance signal among this shortlist.

SignalFLAML

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

Autogluon

Fast and Accurate ML in 3 Lines of Code

Featuretools

An open source python library for automated feature engineering

LLMs From Scratch

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
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.

100/100
Production-ready

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

Adoption4.4K stars
Verified outcomes are shown on each skill page
10K stars
Verified outcomes are shown on each skill page
7.7K stars
Verified outcomes are shown on each skill page
97K stars
Verified outcomes are shown on each skill page
FreshnessJun 15, 2026Jun 15, 2026Jul 27, 2026Jun 2, 2026
Use-case fit
Workflow fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code, OpenAI Agents
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forGitHub automation 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 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add microsoft/FLAML
$ npx skills add autogluon/autogluon
$ npx skills add alteryx/featuretools
$ npx skills add rasbt/LLMs-from-scratch