Structured System Prompt Generator

April 8, 2025 ยท View on GitHub

Streamlit App

A Streamlit application that helps you generate structured system prompts for AI applications. This tool analyzes your input prompt and produces three key outputs:

  1. Optimized System Prompt: A refined version of your system prompt with improved clarity and flow
  2. Data Requirements: A table listing all data fields required by the system prompt
  3. Structured Output JSON: A JSON schema that aligns with the data requirements

Main Interface

Features

  • Input your system prompt via text
  • Generate an optimized system prompt with improved clarity
  • Identify all data requirements in a structured table
  • Create a JSON schema for structured outputs
  • Copy results to clipboard with one click
  • Clean, modern UI with responsive design

How It Works

The application uses OpenAI's GPT-4 model to analyze your system prompt and generate structured outputs:

  1. Input your system prompt Input Interface

  2. Get an optimized version with improved clarity and structure Optimized Prompt

  3. View data requirements in a structured table format Data Requirements

  4. Obtain a JSON schema for structured data collection JSON Schema

  5. Copy any output to clipboard with a single click Copy Feature

Installation

  1. Clone this repository:

    git clone https://github.com/yourusername/Structured-System-Prompt-Generator.git
cd Structured-System-Prompt-Generator

  2. Install the required dependencies:

    pip install -r requirements.txt

Usage

  1. Run the Streamlit app:

    streamlit run app.py

  2. Open your web browser and navigate to the URL displayed in the terminal (typically http://localhost:8501)

  3. Enter your OpenAI API key in the sidebar

  4. Input your system prompt in the text area

  5. Click "Generate Structured Prompt" to process your input

  6. View and copy the results:

    • Optimized System Prompt
    • Data Requirements Table
    • Structured Output JSON

  7. Use the "Reset" button to clear all inputs and outputs

Requirements

  • Python 3.7+
  • Streamlit 1.32.0+
  • OpenAI API key
  • OpenAI Python library 1.12.0+

Use Cases

  • AI Development Teams: Create consistent system prompts for AI applications
  • Product Managers: Define data requirements for AI-powered features
  • UX Designers: Understand data structures needed for AI interactions
  • Developers: Generate JSON schemas for API endpoints that interface with AI systems