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

Supervision is the strongest overall pick here because it has a 100/100 readiness score and fits Multimodal media.

Strongest overall

Supervision

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

Fastest prototype

Supervision

Best first install candidate based on install readiness and adoption.

Freshest repo

Smile

Most recent maintenance signal among this shortlist.

SignalSmile

Statistical Machine Intelligence & Learning Engine

Supervision

We write your reusable computer vision tools. 💜

Ludwig

Low-code framework for building custom LLMs, neural networks, and other AI models

Autogluon

Fast and Accurate ML in 3 Lines of Code

Quality
99/100
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.

Adoption6.4K stars
Verified outcomes are shown on each skill page
44K stars
Verified outcomes are shown on each skill page
12K stars
Verified outcomes are shown on each skill page
10K stars
Verified outcomes are shown on each skill page
FreshnessJun 18, 2026Jun 16, 2026Jun 15, 2026Jun 15, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Coding review agentContent growth agent
Platform hintsJava, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 engagement7 views
0 install copies
0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add haifengl/smile
$ npx skills add roboflow/supervision
$ npx skills add ludwig-ai/ludwig
$ npx skills add autogluon/autogluon