visual-attention-auditlisted

Measure a design with numbers instead of opinion: how cluttered a frame is, whether it survives among its neighbours at the size people really see it, and, optionally, where a gaze-trained model predicts the eye will go. Works on a product card, a search-results screenshot, an app screen, a landing page, a banner, packaging, a slide or a photograph, and asks which of those it is before measuring anything. Triggers: "is this design too busy", "measure visual clutter", "what draws the eye first", "does my card stand out among competitors", "squint test", "why does this screen feel cluttered", "where will the eye go on this", "compare these design variants". Not eye tracking, and it draws no gaze trajectory.
AlexeyGOblov/visual-attention-audit · ★ 0 · AI & Automation · score 72

Install: claude install-skill AlexeyGOblov/visual-attention-audit

# Visual attention audit Three questions, answered with numbers: 1. **How cluttered is this frame, and does its lettering still exist at the size it is shown?** 2. **Does it hold up among its neighbours?** 3. **Where does a model trained on gaze expect the eye to go?** (optional) The first two run on plain images: no browser, no network, no model weights, just numpy, scipy and Pillow. The third is installed separately. ## First: verify, then say what the frame is ```bash python scripts/clutter.py --selftest ``` Four checks must pass. If they do not, nothing below means anything. Details and the expected figures: [reference/validation.md](reference/validation.md). Then every command needs `--kind`. **It is never guessed.** Ask whoever brought the image; if they are unsure, look at it, say what you think it is, and use what they confirm. | `--kind` | What it is | Measured at | Colour mass | |---|---|---|---| | `marketplace_card` | a product card, 3:4, artwork over a photo | 190, 240, 390 px | rank against neighbours | | `results_grid` | a screenshot of results, a shelf, a competitor set | as captured, then cut | rank of the tiles | | `ui_screen` | a working screen of an app or a site | native, plus 390 px | **high is the fault** | | `landing_page` | a full-page capture, much taller than wide | 390, 1280 px | not a ranking | | `banner_ad` | an advertisement, a poster, a creative | 300, 728, 1080 px | rank in the batch | | `packaging` | the packaging of a product | native