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Image Prompt Reverse

Image Prompt Reverse is an agent skill (a SKILL.md file) from LunarXuan/image-prompt-reverse. Analyze user-provided reference images and reverse-engineer high-fidelity AI image-generation prompts. It works with Claude Code and Codex and has 656 GitHub stars. Install it by copying the skill folder into your agent's skills directory.

github.com/LunarXuan/image-prompt-reverse (opens in a new tab)

Data as of from the GitHub API; description from the skill's SKILL.md. Report an error

View on GitHub (opens in a new tab)

Add this skill

Claude

Claude Code loads skills from ~/.claude/skills/ (all projects) or .claude/skills/ (one project):

git clone --depth 1 https://github.com/LunarXuan/image-prompt-reverse.git
cp -r image-prompt-reverse ~/.claude/skills/image-prompt-reverse   # personal, or .claude/skills in a project

In the Claude apps, zip the image-prompt-reverse folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

ChatGPT / Codex

Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:

git clone --depth 1 https://github.com/LunarXuan/image-prompt-reverse.git
cp -r image-prompt-reverse .agents/skills/image-prompt-reverse   # repo; ~/.agents/skills for all projects

Standalone skills also load in the ChatGPT desktop app.

Cursor

Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:

git clone --depth 1 https://github.com/LunarXuan/image-prompt-reverse.git
cp -r image-prompt-reverse .cursor/skills/image-prompt-reverse   # project; ~/.cursor/skills for all projects

Source (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)

What this skill does

Analyze user-provided reference images and reverse-engineer high-fidelity AI image-generation prompts. Use when the user asks to recreate, imitate, reverse-engineer, or extract prompts from photographs, illustrations, 3D renders, products, characters, landscapes, typography, logos, posters, or other visual references. Do not use for requests that only require OCR or an ordinary image description.

When it triggers

  • Use when the user asks to recreate, imitate, reverse-engineer, or extract prompts from photographs, illustrations, 3D renders, products, characters, landscapes, typography, logos, posters, or other visual references.
  • use for requests that only require OCR or an ordinary image description.

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FAQ

Image Prompt Reverse FAQ

Still curious? Email info@appsgit.com.

How do I install the Image Prompt Reverse skill?

Copy the image-prompt-reverse folder (the one containing SKILL.md) into ~/.claude/skills/ for Claude Code, .agents/skills/ for Codex or .cursor/skills/ for Cursor. The agent picks it up automatically when a task matches its description.

Is the Image Prompt Reverse skill free?

Yes. The repository is open source under the GPL-3.0 license.

Is Image Prompt Reverse maintained?

The repository's most recent commit was on Sep 6, 2026. appsgit only lists skills from repositories with a commit in the last six months.