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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

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

Strongest overall

Ultralytics

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

Fastest prototype

Ultralytics

Best first install candidate based on install readiness and adoption.

Freshest repo

Ultralytics

Most recent maintenance signal among this shortlist.

SignalClass Balanced Loss

Class-Balanced Loss Based on Effective Number of Samples. CVPR 2019

Supervision

We write your reusable computer vision tools. 💜

Datasets

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

Ultralytics

Ultralytics YOLO 🚀

Quality
54/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
56/100
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.

Adoption615 stars
0 installs
44K stars
0 installs
22K stars
0 installs
58K stars
0 installs
FreshnessAug 29, 2021Jun 16, 2026Jun 12, 2026Jun 16, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Multimodal mediaCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Computer Vision, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, 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 · teams that value GitHub adoption signalsMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add richardaecn/class-balanced-loss
$ npx skills add roboflow/supervision
$ npx skills add huggingface/datasets
$ npx skills add ultralytics/ultralytics