Lobster Trap and Buoy Illustration

Stable Diffusion

A flat illustration of a wooden lobster trap with a striped buoy on a weathered dock. — Example image rendered by Promptkoi with FLUX.2 or GPT Image 2 as a preview of the composition — not a Stable Diffusion output; expect the same subject and layout in Stable Diffusion's own style.

Prompt

A wooden lobster trap with a wire mesh door and a brightly painted striped buoy resting on top, on a weathered dock, clean flat illustration with crisp shapes and a limited coastal palette of red, white and weathered grey, soft even lighting, plain pale background

Negative prompt

blurry, low quality, deformed, text, watermark, photorealistic texture, cluttered background, extra traps

Settings

Model: Stable Diffusion SDXL 1.0
Aspect ratio: 1:1
Steps: 30
CFG scale: 6.5
Sampler: DPM++ 2M Karras

By Varun Sharma Jul 28, 2026

Lobster Trap and Buoy Illustration is an SDXL 1.0 prompt that renders the trap and buoy as clean flat shapes. It uses a limited coastal palette for a crisp, print-friendly look.

Last updated: July 2026 · written for Stable Diffusion SDXL 1.0

Part of the Stable Diffusion prompt library · see more flat design prompts .

Remix in builder

100% of our 527 tested Stable Diffusion prompts ship a negative prompt — from the tested Promptkoi prompt library.

How to use this prompt

Flat illustration lives or dies on a limited palette, so the prompt names the colors — red, white and weathered grey — rather than letting the model pick. That restraint is what makes it read as a designed print instead of a muddy painting. The trap's diagnostic features are the wire mesh door and the slatted wooden frame, so name them or you get a generic cage. Keep the background plain and pale so the shapes stay crisp. The negative prompt bars photorealistic texture, which would fight the flat style, and extra traps, which the model adds when the scene feels empty.

Variations to try

The buoy alone, centered, as a single icon
The trap half-submerged at the waterline

flat design vintage illustration stickers

Explore collections

Vintage Stable Diffusion Prompts Vintage Illustration Prompts Flat Design Illustration Prompts Flat Design Stable Diffusion Prompts

What to do next

Adapt it →

Open this prompt in the Stable Diffusion builder, pre-filled, and change one layer at a time.

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For developers — copy this prompt as JSON

{
  "title": "Lobster Trap and Buoy Illustration",
  "prompt": "A wooden lobster trap with a wire mesh door and a brightly painted striped buoy resting on top, on a weathered dock, clean flat illustration with crisp shapes and a limited coastal palette of red, white and weathered grey, soft even lighting, plain pale background",
  "negative_prompt": "blurry, low quality, deformed, text, watermark, photorealistic texture, cluttered background, extra traps",
  "model": "Stable Diffusion",
  "model_version": "SDXL 1.0",
  "settings": {
    "aspect_ratio": "1:1",
    "steps": 30,
    "cfg": 6.5,
    "sampler": "DPM++ 2M Karras"
  },
  "style_tags": [
    "flat-design",
    "vintage"
  ],
  "use_case_tags": [
    "illustration",
    "stickers"
  ],
  "source_url": "https://promptkoi.com/prompts/stable-diffusion/lobster-trap-buoy/"
}

The whole library is available as an open JSON dataset · developer docs.