senior-computer-vision

579 stars 112 forks
0
F

World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV, YOLO, SAM, diffusion models, and vision transformers. Includes 3D vision, video analysis, real-time processing, and production deployment. Use when building vision AI systems, implementing object detection, training custom vision models, or optimizing inference pipelines.

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#claude-ai#Model deployment#real-time processing#production patterns#claudecode-subagents#claude-ai-skills#Data Processing#claude-skills

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Installation for Agentic Skill

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skilz install alirezarezvani/claude-skills/senior-computer-vision
skilz install alirezarezvani/claude-skills/senior-computer-vision --agent opencode
skilz install alirezarezvani/claude-skills/senior-computer-vision --agent codex
skilz install alirezarezvani/claude-skills/senior-computer-vision --agent gemini

First time? Install Skilz: pip install skilz

Works with 22+ AI coding assistants

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Download Agent Skill ZIP

Extract and copy to ~/.claude/skills/ then restart Claude Desktop

1. Clone the repository:
git clone https://github.com/alirezarezvani/claude-skills
2. Copy the agent skill directory:
cp -r claude-skills/engineering-team/senior-computer-vision ~/.claude/skills/

Need detailed installation help? Check our platform-specific guides:

Related Agentic Skills

Agentic Skill Details

Repository
claude-skills
Stars
579
Forks
112
Type
Other
Meta-Domain
Primary Domain
Market Score
0

Agent Skill Grade

F
Score: 45/100 Click to see breakdown

Score Breakdown

Spec Compliance
12/15
PDA Architecture
10/30
Ease of Use
12/25
Writing Style
4/10
Utility
6/20
Modifiers: +1

Areas to Improve

  • Duplicate Reference Files
  • No Computer Vision Specifics
  • Placeholder Commands

Recommendations

  • Focus on improving Pda (currently 10/30)
  • Focus on improving Ease Of Use (currently 12/25)
  • Focus on improving Writing Style (currently 4/10)

Graded: 2026-01-24

Developer Feedback

Took a look at your computer vision skill — the domain coverage is solid, but the spec could use some tightening to really guide users through the complexity here. What's the core problem you're trying to solve with this one?

Links:

The TL;DR

You're at 45/100, firmly in F territory. This is graded against Anthropic's best practices for agentic skills. Your strongest area is Spec Compliance (12/15) — the frontmatter and naming conventions are solid. But Utility (6/20) is dragging you down hard. The skill reads generic instead of vision-specific, and the reference files are basically identical boilerplate.

What's Working Well

  • Valid YAML structure — Your frontmatter is clean and follows conventions properly
  • Consistent namingsenior-computer-vision uses proper hyphen-case formatting
  • Grep-friendly structure — The skill has decent header organization for searchability

That said, these are table-stakes stuff. You need the substance to back them up.

The Big One: Zero Computer Vision Content

Here's the core problem: you've built a computer vision skill that contains almost zero actual computer vision content. You've got 227 lines talking about "world-class senior professionals" and generic MLOps, but nothing about CNNs, object detection models, segmentation architectures, or vision-specific optimization techniques.

Why this matters: When someone invokes this skill, they're asking for help with vision problems — not data engineering platitudes. The skill should guide them on YOLO architectures, Transformer-based detection (DETR), segmentation models (Mask R-CNN, SAM), video analysis, 3D vision. Right now it's indistinguishable from a generic ML skil...

AI-Detected Topics

Extracted using NLP analysis

claude-ai Model deployment real-time processing production patterns claudecode-subagents claude-ai-skills Data Processing claude-skills claude-code production

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