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Metaprompt

GPTClaudeGemini··1,375 copies·updated 2026-07-14
metaprompt-3.prompt
# Prompt Transformer and How it works

A simple **meta-prompting framework** that converts raw natural language requests into structured, reusable prompt templates.
Transform any raw prompt into a structured JSON format for **consistent AI interactions** and **predictable outputs** across any LLM.

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## Overview

The Prompt Transformer is a **meta-prompt**  that takes unstructured user input and extracts key components—role, goals, constraints, and formatting requirements—into a **machine-readable JSON schema**.

* Build reliable **prompt libraries**
* Ensure **consistency, auditability, and reuse**
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## Features

* **Structure Extraction** → Automatically identifies *Role, Goal, Audience, Context, and Constraints*
* **Format Standardization** → Enforces consistent JSON schema
* **Intelligent Inference** → Fills missing details with sensible defaults
* **Execution Prevention** → Focuses only on structure, not content generation
* **Zero Dependencies** → Works in any AI system (just copy the template)

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## Workflow

when to use it

Community prompt sourced from the open-source GitHub repo binu-alexander/metaprompter (MIT). A "Metaprompt" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.

tags

roleplaycommunitygeneral

source

binu-alexander/metaprompter · MIT