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Image generation prompt optimizer v1.0.0

Use this resource to improve an image generation or editing prompt

New

  • 470 downloads
  • 92 likes
  • 184 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install ai-image-prompt-refiner

First time: connect the CLI with

npx --yes palatekit@latest login

The agent takes your prompt, fixes ambiguity, repetition and contradictions, then returns only the optimized version, ready to copy. It keeps the subject, identity, style and constraints you set, and adds nothing you did not ask for. It adapts to text-to-image, image-to-image and editing.

Mostly picked by

Updated November 2, 2026

A rough image prompt on the left, its precise copy-ready version on the right.

Details

Works in
Install guides
Generates with
Your agent's model
Licence
CC0-1.0

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What you get

  • prompt.txt: the role and output rules
  • Eight principles that protect the original intent
  • A clean output: the final prompt only

Good fit for

  • Cleaning up a long prompt before sending it to an image generator
  • Sharpening lighting, framing and camera details of a product visual
  • Preparing an editing instruction from a reference image

Not for

  • Coming up with a visual idea from scratch
  • Generating the image itself

Tags

  • prompt
  • image
  • optimization
  • editing
  • generation

About

You say

"Optimize this image prompt: profile portrait, soft light, gray background, 4:5 format."

A rough image prompt on the left, its precise copy-ready version on the right.

Prompt published by sevenprojectchannel@gmail.com under the CC0-1.0 license in the prompts.chat repository.

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Prerequisites

You bring
Your raw prompt and The target image model (optional)

How to use it

  1. Paste the prompt into your agent
  2. Send your raw prompt, with a reference image if you have one
  3. Copy the final prompt into your generation tool

Content preview

Files

  • ai-image-prompt-refiner.md2.1 KB
  • LICENSE0.6 KB
  • NOTICE-PALATEKIT.md0.4 KB

Origin and licence

Modified by PalateKit

Author
sevenprojectchannel@gmail.com
Source
github.com/f/prompts.chat/blob/cecef6fc73c2c389770695a56252d331981727de/prompts.csv
Licence
CC0-1.0

Notice

Version modifiée de « Role: AI Image Prompt Engineering Specialist » (sevenprojectchannel@gmail.com, CC0-1.0) : traduction française et fiche par PalateKit.

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Frequently asked questions

Does it change my idea?

No, it keeps the subject, style and constraints and only fixes the wording.

Does it work with every image model?

It adapts the format to the target model; name the model in your request.