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.

SignalCVPR 2022 Papers

CVPR 2022 papers with code (论文及代码)

Ultralytics

Ultralytics YOLO 🚀

Notebooks

A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.

Pytorch Grad Cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

Quality
48/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
38/100
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.

Adoption470 stars
0 installs
58K stars
0 installs
9.5K stars
0 installs
13K stars
0 installs
FreshnessMay 16, 2022Jun 16, 2026May 21, 2026Jun 14, 2026
Use-case fit
Stack fit
Platform hintsComputer Vision, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, 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 · builders willing to evaluate younger projectsMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media 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
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Install
$ npx skills add gbstack/CVPR-2022-papers
$ npx skills add ultralytics/ultralytics
$ npx skills add roboflow/notebooks
$ npx skills add jacobgil/pytorch-grad-cam