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vigozhao/ai-visual-prompt-cookbook

Analysis updated 2026-05-18

★ 40Audience · designerComplexity · 1/5Setup · easy

TLDR

A curated library of reusable JSON style templates that help you write consistent AI image prompts without starting from scratch each time.

Mindmap

mindmap
  root((AI Visual Prompt Cookbook))
    What it does
      Reusable JSON style templates
      Fill in variables for prompts
    Tech Stack
      JSON
    Use Cases
      Consistent AI image styles
      Zine collage templates
      Editorial layouts
    Audience
      Creators
      Designers
      Marketers

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Generate a consistent AI image prompt for a specific visual style like zine collage or editorial layout.

USE CASE 2

Reuse a JSON template across many images to keep a series visually consistent.

USE CASE 3

Browse 30 curated style categories to find AI image styling inspiration.

What is it built with?

JSON

How does it compare?

vigozhao/ai-visual-prompt-cookbookcortex-ai-quant/crypto-arbitrage-bot-automated-tradingdemonixis/openxr-osx
Stars404040
Language—PythonC++
Setup difficultyeasyhardhard
Complexity1/53/55/5
Audiencedesignergeneraldeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

In plain English

AI Visual Prompt Cookbook is a library of reusable visual style templates for AI image generation. The core problem it solves is that most AI image prompts are one-off text blobs that are hard to reuse or stay consistent across multiple generations. Instead of writing a new prompt from scratch each time, this project gives you a structured JSON file for each visual style. You drop that JSON into a chat with an AI assistant, fill in a few variables like your subject, location, and aspect ratio, and the AI generates a polished, on-brand image prompt for you. The library covers 30 styles across categories like photo-doodle hybrids, zine collages, typographic posters, travel visuals, and editorial layouts, with two preview images included for each. It is updated daily. You would use it when you want consistent, reproducible visual aesthetics across a series of images without rewriting your prompt every time. It is aimed at creators, designers, and marketers who work with AI image tools.

Copy-paste prompts

Prompt 1
Take this JSON style template from AI-Visual-Prompt-Cookbook and fill in subject: a cat, location: Tokyo street, aspect ratio: 3:4, then write the final image prompt.
Prompt 2
Pick one of the 30 styles in AI-Visual-Prompt-Cookbook and explain what makes it visually distinct.
Prompt 3
Help me adapt the zine collage style template from AI-Visual-Prompt-Cookbook for a travel photo series.

Frequently asked questions

What is ai-visual-prompt-cookbook?

A curated library of reusable JSON style templates that help you write consistent AI image prompts without starting from scratch each time.

How hard is ai-visual-prompt-cookbook to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is ai-visual-prompt-cookbook for?

Mainly designer.

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