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Recover the Prompt of a Reference Image v1.0.0

Use this resource to recreate the look of a reference image with a generation prompt

New

  • 422 downloads
  • 177 likes
  • 210 saves

$4.99

Lifetime access to this resource, with its updates.

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install reverse-engineer-image-prompt

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent examines your image (photo, illustration, 3D render, product shot, poster) and extracts the visual anchors that matter: composition, light, colour, materials, depth layers, mood. It delivers a positive and a negative prompt ready to paste into a generator. Brands and logos are translated into shapes and colours instead of protected names.

Updated November 2, 2026

No preview: drawn card for the image-to-prompt skill

Details

Generates with
GPT Image 2
Licence
MIT

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What you get

  • SKILL.md: method, medium boundaries and output format
  • General visual analysis framework (analysis-framework.md)
  • Per-subject guides: photo, product, character, typography and more
  • Dedicated rules for illustration styles

Good fit for

  • Reproducing the mood of an inspiration image for a campaign
  • Building a prompt library from brand visuals
  • Understanding how a poster or product photo is constructed

Not for

  • Extracting text from an image (OCR)
  • Faithfully copying a protected artwork or logo
  • Getting a plain description of an image

Tags

  • prompt
  • reverse engineering
  • image
  • reference
  • style

About

You say

"Here is a product photo I like: give me a prompt to recreate the same style with my own product."

No preview: drawn card for the image-to-prompt skill

Skill published by wuyoscar under the MIT license.

Show more

Prerequisites

You bring
A reference image and The target generation model (optional)

How to use it

  1. Install the skill in your agent's skills folder
  2. Attach the reference image and name the target generation model
  3. Paste the positive and negative prompts into your generator and adjust

Content preview

Files

  • LICENSE1 KB
  • NOTICE-PALATEKIT.md0.4 KB
  • references/analysis-framework.md6.1 KB
  • references/category-guides.md7.8 KB
  • references/illustration-style.md5.6 KB
  • SKILL.md7.3 KB

Origin and licence

Modified by PalateKit

Author
wuyoscar
Source
github.com/wuyoscar/gpt-image2-skill/tree/9f8aa1a44a4a5c0f5a5d6e45eed564b3e2d5b87f/skills/get-prompt-from-image
Licence
MIT

Notice

Version modifiée de « get-prompt-from-image » (wuyoscar, MIT) : traduction française et fiche par PalateKit.

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Frequently asked questions

Why is there a Chinese prompt?

By default the skill outputs a Chinese and an English version; just ask for French or English only to change that.

Is my image stored or sent anywhere?

The skill ships no scripts: the agent reads the image you provide and the skill itself sends nothing.