Individual skill
image-edit
Edit images with precision — crop, resize, mirror, rotate, trim, and reframe. Use this skill whenever the user asks to crop, resize, trim, mirror, flip, rotate, reframe, or otherwise manipulate an image. Also use for creating square crops, portraits/headshots from full-body images, icon sizes, or any image transformation. Even if the request sounds simple, this skill prevents common pitfalls and ensures correct results on the first try.
skills/image-edit/SKILL.md
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- Last checked
- Nov 3, 2026
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- Repository last updated
- Jul 22, 2026
- License
- MIT
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- engineering Derived category
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# Image Edit — Crop, Resize & Transform
Precision image manipulation using Python/Pillow. This skill exists because macOS `sips` has unreliable crop offset behavior and visual inspection alone leads to bad coordinates — images often have hundreds of pixels of invisible padding that throws off naive crops.
## Setup
The scripts need Pillow and numpy. Create a temp venv on first use:
```bash
python3 -m venv /tmp/imgcrop && /tmp/imgcrop/bin/pip install Pillow numpy -q
```
This only needs to happen once per session. The venv at `/tmp/imgcrop` persists until reboot.