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

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.

SignalLabel Studio

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

Doccano

Open source annotation tool for machine learning practitioners.

Made With ML

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

Agent Lightning

The absolute trainer to light up AI agents.

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.

Adoption28K stars
0 installs
11K stars
0 installs
48K stars
0 installs
17K stars
0 installs
FreshnessJun 16, 2026Apr 14, 2026Mar 4, 2026Apr 29, 2026
Use-case fit
Stack fit
Platform hintsTypeScript, MLOps, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, MLOps, Claude CodePython, MLOps, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding 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 signalsCoding agents 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
OpenAgentSkill engagement0 views
0 install copies
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Install
$ npx skills add HumanSignal/label-studio
$ npx skills add doccano/doccano
$ npx skills add GokuMohandas/Made-With-ML
$ npx skills add microsoft/agent-lightning