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

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

Strongest overall

Llm Course

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

Fastest prototype

Llm Course

Best first install candidate based on install readiness and adoption.

Freshest repo

Ray

Most recent maintenance signal among this shortlist.

SignalAutolabel

Label, clean and enrich text datasets with LLMs.

Ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Ml Engineering

Machine Learning Engineering Open Book

Llm Course

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

Quality
74/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
76/100
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.

Adoption2.3K stars
0 installs
43K stars
0 installs
18K stars
0 installs
80K stars
0 installs
FreshnessMar 5, 2025Jun 16, 2026May 18, 2026Feb 5, 2026
Use-case fit
Stack fit
Platform hintsPython, Machine Learning, Claude Code, OpenAI Agents, LangChainPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodeMachine 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 signalsRAG and knowledge 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
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Install
$ npx skills add refuel-ai/autolabel
$ npx skills add ray-project/ray
$ npx skills add stas00/ml-engineering
$ npx skills add mlabonne/llm-course