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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

AI For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

AI For Beginners

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

Fastest prototype

AI For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Supervision

Most recent maintenance signal among this shortlist.

SignalContactPose

Large dataset of hand-object contact, hand- and object-pose, and 2.9 M RGB-D grasp images.

AI For Beginners

12 Weeks, 24 Lessons, AI for All!

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.

Supervision

We write your reusable computer vision tools. 💜

Quality
52/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
42/100
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.

Adoption421 stars
0 installs
48K stars
0 installs
9.5K stars
0 installs
44K stars
0 installs
FreshnessMay 7, 2025Jun 11, 2026May 21, 2026Jun 16, 2026
Use-case fit
RAG and knowledgeCoding agentsResearch agents
GitHub automationCoding agentsRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
Stack fit
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Robotics, Claude CodeJupyter Notebook, 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 forRAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projectsGitHub automation 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 facebookresearch/ContactPose
$ npx skills add microsoft/AI-For-Beginners
$ npx skills add roboflow/notebooks
$ npx skills add roboflow/supervision