AI Visual Prompt Cookbook

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复制一个 JSON，得到一种风格。 把一个 style.json 放进 ChatGPT、Claude、Nano Banana Pro、即梦或其他 LLM 图像工作流，替换变量，保留完整视觉系统。

这是一个面向 AI 图像生成的可复用视觉提示词风格库：每个风格都被整理成可直接使用的 style.json，并配套横竖两张预览图，方便浏览、复制和二次生成。

由 @VigoCreativeAI 策划整理，并在 OpenAI Codex 的协助下结构化。Star 这个仓库可以持续关注新的风格更新。

🖼️ 在线画廊 · 或浏览下方 All Styles 画廊 / 完整目录。

💬 用这里的风格做了图？来 Show and tell 晒一晒 · 想要还没有的风格？在这里许愿

快速入口

为什么做这个项目

大多数 AI 图像提示词都是一次性的文本块：难复用、难比较，也难稳定迭代。这个项目采用另一种方式：把每一种视觉风格拆解成结构化的 style.json，你可以把它放进 ChatGPT、Claude 或其他 LLM 图像生成流程里。换主题时，风格结构仍然保持稳定。

快速开始

1. 浏览 精选风格、快速入口 或 All Styles。
2. 打开某个风格目录，复制里面的 style.json。
3. 把完整 JSON 放进 ChatGPT Images 2、Nano Banana Pro 或其他端到端多模态图像模型。
4. 根据 environment_variables 里的变量说明填写你的变量值，或直接修改 examples[*].values 里的案例值。
5. 生成最终图像。

参见下面的 Complete Example，查看完整的输入到输出示例。

Recommended Image Models

这个工作流最适合端到端多模态图像模型：它们能读取较长的结构化 JSON 提示词，并一步生成最终图像。

• ChatGPT Images 2 (OpenAI, gpt-image-2) — 文字渲染强，支持 2K/4K 输出，可在生成前进行推理
• Nano Banana Pro (Google, Gemini 3 Pro Image) — 支持 4K 输出，多语言文字准确性好，主体一致性强

其他能接受长 JSON 提示词的多模态 LLM 也可能可用，但不是主要推荐。

Complete Example

输入 → 输出演示

这个示例使用 Mono Noir Type Portrait Poster Style。

Step 1 — The Style

Create a {ASPECT_RATIO} monochrome editorial poster in the Mono Noir Type Portrait Poster Style. Style fidelity lock: {STYLE_FIDELITY_ANCHORS}. Source content to avoid: {SOURCE_CONTENT_TO_AVOID}. Scene: {SUBJECT} {SUBJECT_ACTION} with {PRODUCT_OR_PROP} in {LOCATION}. Background elements: {BACKGROUND_ELEMENTS}. Wardrobe and styling: {WARDROBE_STYLE}. Composition: one large high-contrast black-and-white photographic subject, close crop, deep charcoal background, sparse negative space, shallow depth of field, serious noir editorial mood. If the aspect ratio is 16:9, make a landscape poster with the subject weighted to the right side and the headline block on the left. If the aspect ratio is 9:16, make a vertical poster with the headline stacked in the upper-left or middle-left field and the subject cropped large on the right or lower-right. Typography: render the exact readable lowercase headline text "{MAIN_TEXT}" as three short left-aligned lines...

Step 2 — Your Variables

SUBJECT = a tired architect with silver hair
SUBJECT_ACTION = studying a folded blueprint in a late-night pause
PRODUCT_OR_PROP = a rolled plan tube and a pencil held low
LOCATION = a dim concrete studio after midnight
BACKGROUND_ELEMENTS = soft charcoal wall gradient, blurred drafting table edge, deep empty space
MAIN_TEXT = focus / outlasts / noise.
SECONDARY_TEXT = studio log 02:14
ACCENT_SYMBOL = a tiny white plus
WARDROBE_STYLE = dark work jacket over a plain black shirt
ASPECT_RATIO = 16:9

Step 3 — The Final Prompt

Create a 16:9 monochrome editorial poster in the Mono Noir Type Portrait Poster Style. Style fidelity lock: black-and-white photographic portrait, deep charcoal background, giant lowercase left-aligned headline, first word in a white label, remaining words in white, high contrast, sparse negative space, close crop. Source content to avoid: no young woman with blunt bangs, no freckles close-up, no discipline beats procrastination text, no copied face or exact source crop. Scene: a tired architect with silver hair studying a folded blueprint in a late-night pause with a rolled plan tube and a pencil held low in a dim concrete studio after midnight. Background elements: soft charcoal wall gradient, blurred drafting table edge, deep empty space. Wardrobe and styling: dark work jacket over a plain black shirt. Composition: one large high-contrast black-and-white photographic subject, close crop, deep charcoal background, sparse negative space, shallow depth of field, serious noir editorial mood. If the aspect ratio is 16:9, make a landscape poster with the subject weighted to the right side and the headline block on the left. If the aspect ratio is 9:16, make a vertical poster with the headline stacked in the upper-left or middle-left field and the subject cropped large on the right or lower-right. Typography: render the exact readable lowercase headline text "focus
outlasts
noise." as three short left-aligned lines with tight leading; put the first headline word as black type inside a crisp white rectangular label, then set the remaining lines in heavy white type directly on the dark background. Add "studio log 02:14" only as tiny unobtrusive white microcopy if it fits. Use a tiny white plus only as a minimal typographic mark. Keep type sharp, flat, square-cornered, and massive. Photo treatment: realistic black-and-white studio photography, strong shadow falloff, visible facial or fabric texture, subtle grain, no color, no illustration, no collage, no extra panels, no logos, no watermark.

Step 4 — The Result

复制提示词入口

想先快速试效果？可以打开自动生成的 Copy Prompt Library，每个风格都有一段可直接复制的简版提示词。完整可复用风格系统仍然保留在各自的 style.json 里。

精选风格

先看这 6 个风格。每个风格都保持轻量：一个 JSON 加两张预览图。完整 181 个风格见在线画廊或英文 README 的 All Styles。

Toner Riot Electric-green character key art crushed into coarse circular screen and acid-lime square dither, with industrial titles and abrupt straight print splices. The image emerges from damaged information, not polished illustration. 打开 style.json · 复制提示词 · 目录	Jade Scarlet Panel Press A fused character-led neighborhood bulletin: scarlet comic panel energy and cream outlined lettering intersect jade-and-black street-print silhouettes, arranged as staggered editorial modules. 打开 style.json · 复制提示词 · 目录	Sulphur Shift A shift-worker character zine on sulphur paper: workers, oversized tools and perforated recorder strips spat from machines compress each moment of operation into a rough-printed character poster. 打开 style.json · 复制提示词 · 目录
Ink Orbit Club Flat, slightly naive hand-inked maker posters in densely lived-in workshops: cold teal/cyan and grey-green, strong fisheye perspective, fluorescent pink katakana and blue serif top mastheads. 打开 style.json · 复制提示词 · 目录	Vermilion Jade Halftone High-density sci-fi film poster language built from teal-green paper, giant vermilion title glyphs, cream highlights and ink-black halftone; it keeps occlusion, misregistration and wear while reorganizing the layout around new stories at different scales. 打开 style.json · 复制提示词 · 目录	Vermilion Marker Folk Folk event poster in full-bleed vermilion with uneven thick black marker strokes: naive round-headed figures sharing an action, patches of dense dot texture, and a compact two-typeface information hierarchy. By default it redesigns the figures' interaction and layout around a new theme. 打开 style.json · 复制提示词 · 目录

文件结构

styles/<style-slug>/
  style.json          # 机器可读的提示词风格模板
  preview-16x9.jpg    # 横屏预览图
  preview-9x16.jpg    # 竖屏预览图

style.json v2.1 / v2.2

每个 style.json 都是自包含的：把完整文件复制给 LLM，然后根据 environment_variables 的变量说明填写新值，或直接改写某个 examples[*].values 案例。

• prompt_template 是带 {VARIABLE} 占位符的可复用风格提示词。
• environment_variables 声明模板里可使用的所有变量。
• 较新的风格带有 "schema_version": "2.2"，只声明模板真正用到的变量（如 SUBJECT、MAIN_TEXT、DESIGN_DIRECTION）；较早的 v2.1 风格使用固定的 10 个标准变量。
• examples 提供可直接改写的案例；每个案例只包含 case_name 和 values。
• style_fidelity_anchors 和 source_content_to_avoid 分别说明要保留的风格锚点，以及不能复制的源内容。
• negative_prompt 用来排除水印、Logo、直接复刻源图和偏离风格的输出。

仓库不会保存 prompt_9x16、prompt_16x9 或 full_prompt 这类渲染后的完整提示词。它们可以在生成时由 prompt_template 和变量值临时推导出来，这样 JSON 更轻，也不容易过期。

校验命令：

python3 scripts/validate-style-json.py .

All Styles

下面是最新的 9 个风格。全部 181 个风格请看在线画廊、英文 README 的 All Styles，或带完整描述的 docs/CATALOG.md。

Toner Riot Electric-green character key art crushed into coarse round screen and acid-lime square dither, with huge industrial titles and straight print splices. style.json · prompt · 9:16	Jade Scarlet Panel Press Character-led neighborhood bulletin posters: scarlet comic panels and cream outlined capitals cut across jade grounds with black street-print silhouettes in staggered editorial modules. style.json · prompt · 9:16	Sulphur Shift Sulphur-yellow shift-worker character posters: anime operators, oversized tools and perforated recorder strips colliding with a heavy black slab-serif word in rough riso-like print. style.json · prompt · 9:16
Ink Orbit Club Flat, naive hand-inked maker posters in dense fisheye workshops: cold teal and grey-green rooms, fluorescent pink katakana and bold blue serif mastheads. style.json · prompt · 9:16	Vermilion Jade Halftone Teal-green paper sci-fi film posters with giant vermilion CJK title glyphs, cream highlights and ink-black halftone, keeping occlusion, misregistration and print wear. style.json · prompt · 9:16	Vermilion Marker Folk Full-bleed vermilion folk event posters with uneven thick black marker strokes, naive round-headed figures sharing one action, dense dot textures and a compact two-typeface hierarchy. style.json · prompt · 9:16
Salvage Body Editorial Speculative industrial fashion editorials: altered human silhouettes fused with oversized worn mechanical body interfaces, painterly abrasion, black clothing and signal-orange hardware isolated on white. style.json · prompt · 9:16	Scarlet Outline Monument Vermilion-red concept posters: grey sculptural paintings in dramatic perspective, giant slanted serif type split into solid letters behind and thin outlines in front, with black annotations. style.json · prompt · 9:16	Fisheye Desktop Zine Tactile digital scrapbook: extreme fisheye cutout photos, charcoal grain, loose pencil outlines, clean off-white editorial type and tiny cyan desktop-file fragments. style.json · prompt · 9:16

发布规则

• 一个目录 = 一种风格
• 新风格会优先出现在精选风格和 All Styles 画廊中，完整描述同步添加到 docs/CATALOG.md
• main 分支只放每个风格的 style.json 和两张预览 JPG
• 完整图库不放在这个仓库里
• 不发布原始参考图、水印、平台标识、二维码、账号信息、私有提示词，或未经授权的品牌素材

Contributing

提交新风格时，请遵循 CONTRIBUTING.md 中的公开包结构、校验规则和 PR checklist。

许可证

代码、脚本和文档采用 MIT 许可证。style.json 的提示词内容采用 CC BY 4.0 授权——欢迎注明出处 @VigoCreativeAI 后复用和改编。预览图仅作为视觉参考随仓库展示。