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

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

Strongest overall

Llama Cookbook

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

Fastest prototype

Llama Cookbook

Best first install candidate based on install readiness and adoption.

Freshest repo

Great Expectations

Most recent maintenance signal among this shortlist.

SignalSwiftLLM

A tiny yet powerful LLM inference system tailored for researching purpose. vLLM-equivalent performance with only 2k lines of code (2% of vLLM).

Ml Engineering

Machine Learning Engineering Open Book

Great Expectations

Always know what to expect from your data.

Llama Cookbook

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services

Quality
51/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
41/100
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.

Adoption329 stars
Verified outcomes are shown on each skill page
18K stars
Verified outcomes are shown on each skill page
12K stars
Verified outcomes are shown on each skill page
18K stars
Verified outcomes are shown on each skill page
FreshnessJun 10, 2025May 18, 2026Jun 13, 2026May 19, 2026
Use-case fit
Workflow fit
Platform hintsPython, MLOps, Claude Code, OpenAI AgentsPython, Machine Learning, Claude CodePython, MLOps, Claude CodeJupyter Notebook, Machine Learning, Claude Code, LangChain
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 · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsWorkflow automation 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 interestingLSY/swiftLLM
$ npx skills add stas00/ml-engineering
$ npx skills add fivetran/great_expectations
$ npx skills add meta-llama/llama-cookbook