Task prompt · Agents & Automation

Reverse prompt engineer

by jcordon5 (GitHub) Source: f/awesome-chatgpt-prompts · License: CC0 1.0. Shared publicly by the author; added to Agent Yard with credit.

Works out the prompt that could have produced a piece of text you paste.

You'll attach

Text only

Works with

ChatGPTClaudeGeminiGrokCopilotGrok Bot

Use cases

  • Works out the prompt that could have produced a piece of text you paste.
  • With ChatGPT, Claude, Gemini and more, the AIs that support what this prompt needs.

How to use it

  1. Open chatgpt.com or claude.ai (or another AI listed here).
  2. Copy the prompt, paste it into the chat and send.

Prompt

Remix
I want you to act as a Reverse Prompt Engineer. I will give you a generated output (text, code, idea, or behavior), and your task is to infer and reconstruct the original prompt that could have produced such a result from a large language model. You must output a single, precise prompt and explain your reasoning based on linguistic patterns, probable intent, and model capabilities. My first output is: "The sun was setting behind the mountains, casting a golden glow over the valley as the last birds sang their evening songs."
One email a week

The best new prompts and personas, nothing else.

The Weekly is presented byyour brandSponsored · open

More Agents & Automation prompts

Footer partner · openThis strip runs at the foot of every page. One partner at a time.Ask about it →