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.

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Decision summary

Great Expectations is the strongest overall pick here because it has a 100/100 readiness score and fits Workflow automation.

Strongest overall

Great Expectations

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

Fastest prototype

Great Expectations

Best first install candidate based on install readiness and adoption.

Freshest repo

Runtime

Most recent maintenance signal among this shortlist.

SignalRuntime

Runtime for building and managing AI agents and Workflows. Easy to learn, fast to build, High Performance, Reliable by design, Intuitive UI, Production Ready.

Kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

Mage AI

🧙 Build, run, and manage data pipelines for integrating and transforming data.

Great Expectations

Always know what to expect from your data.

Quality
69/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
68/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

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.

Adoption200 stars
Verified outcomes are shown on each skill page
11K stars
Verified outcomes are shown on each skill page
8.8K stars
Verified outcomes are shown on each skill page
12K stars
Verified outcomes are shown on each skill page
FreshnessJun 19, 2026Jun 16, 2026Jun 9, 2026Jun 13, 2026
Use-case fit
Workflow fit
Platform hintsPython, MLOps, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, MLOps, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forBrowser automation workflows · Claude Code teams · builders willing to evaluate younger projectsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signalsWorkflow 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 FailproofAI/runtime
$ npx skills add kedro-org/kedro
$ npx skills add mage-ai/mage-ai
$ npx skills add fivetran/great_expectations