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

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

Strongest overall

Handson Ml

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

Fastest prototype

Handson Ml

Best first install candidate based on install readiness and adoption.

Freshest repo

Vision

Most recent maintenance signal among this shortlist.

Signal	Trimap Generator Generating automatic trimap through pixel dilation and strongly-connected-component algorithms	Handson Ml ⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.	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.	Vision Datasets, Transforms and Models specific to Computer Vision
Quality	49/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	39/100 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.
Adoption	208 stars 0 installs	26K stars 0 installs	9.5K stars 0 installs	18K stars 0 installs
Freshness	Oct 14, 2021	May 19, 2026	May 21, 2026	Jun 15, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	Multimodal media Coding agents RAG and knowledge	GitHub automation Coding agents RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Jupyter Notebook, Computer Vision, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Jupyter Notebook, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add lnugraha/trimap_generator`	`$ npx skills add ageron/handson-ml`	`$ npx skills add roboflow/notebooks`	`$ npx skills add pytorch/vision`