Star200+

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

Aim

Most recent maintenance signal among this shortlist.

SignalTraceml

Engine for AI/ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

Great Expectations

Always know what to expect from your data.

Made With ML

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

Aim

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

Quality
79/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
90/100
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.

Adoption533 stars
Verified outcomes are shown on each skill page
12K stars
Verified outcomes are shown on each skill page
48K stars
Verified outcomes are shown on each skill page
6.2K stars
Verified outcomes are shown on each skill page
FreshnessJun 10, 2026Jun 13, 2026Mar 4, 2026Aug 11, 2026
Use-case fit
Sports analyticsGitHub automationCoding agents
Workflow automationGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
Sports analyticsGitHub automationCoding agents
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, MLOps, Claude CodePython, MLOps, Claude CodeJupyter Notebook, MLOps, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forSports analytics workflows · Claude Code teams · teams that value GitHub adoption signalsWorkflow automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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
0 views
0 install copies
0 views
0 install copies
12 views
0 install copies
Install
$ npx skills add polyaxon/traceml
$ npx skills add fivetran/great_expectations
$ npx skills add GokuMohandas/Made-With-ML
$ npx skills add aimhubio/aim