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

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

Strongest overall

Made With ML

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

Fastest prototype

Made With ML

Best first install candidate based on install readiness and adoption.

Freshest repo

Label Studio

Most recent maintenance signal among this shortlist.

SignalMlstacks

A series of Terraform based recipes to provision popular MLOps stacks on the cloud.

Label Studio

Label Studio is a multi-type data labeling and annotation tool with standardized output format

Machinelearning

ML.NET is an open source and cross-platform machine learning framework for .NET.

Made With ML

Learn how to develop, deploy and iterate on production-grade ML applications.

Quality
50/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
40/100
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.

Adoption254 stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
9.3K stars
Verified outcomes are shown on each skill page
48K stars
Verified outcomes are shown on each skill page
FreshnessOct 9, 2024Jun 16, 2026Jun 12, 2026Mar 4, 2026
Use-case fit
Workflow fit
Platform hintsHCL, MLOps, Claude CodeTypeScript, MLOps, Claude CodeC#, Machine Learning, Claude CodeJupyter Notebook, MLOps, Claude Code
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 signalsCoding agents 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 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 zenml-io/mlstacks
$ npx skills add HumanSignal/label-studio
$ npx skills add dotnet/machinelearning
$ npx skills add GokuMohandas/Made-With-ML