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.

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Decision summary

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

Strongest overall

Pycaret

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

Fastest prototype

Pycaret

Best first install candidate based on install readiness and adoption.

Freshest repo

Aim

Most recent maintenance signal among this shortlist.

SignalFeast

The Open Source Feature Store for AI/ML

Mage AI

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

Aim

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

Pycaret

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

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.

Adoption7.1K stars
Verified outcomes are shown on each skill page
8.8K stars
Verified outcomes are shown on each skill page
6.2K stars
Verified outcomes are shown on each skill page
9.8K stars
Verified outcomes are shown on each skill page
FreshnessJun 16, 2026Jun 9, 2026Aug 11, 2026Jun 12, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Browser automationWorkflow automationGitHub automation
Sports analyticsGitHub automationCoding agents
Coding agentsGitHub automationRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentBrowser QA agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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
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Install
$ npx skills add feast-dev/feast
$ npx skills add mage-ai/mage-ai
$ npx skills add aimhubio/aim
$ npx skills add pycaret/pycaret