Overview

This is a software program designed to humanize GPT text. In early versions, the name is Matt's GPT Humanizer. Version 1.0 was developed in December 2025. It currently only restricts the generation of words that regularly appear in GPT output. The addition of features that further humanize generated text is already being explored.

Features

Minimal headless UI for dashboard-like controls
Plain-text output with the endpoint within the UI
Standard list of restricted words
Simple addition of more restricted words
Controls for model selection, temperature, and token usage
Model logic is entirely on the server

Requirements

Python 3.11+
An OpenAI API key

Installation

Create and activate a virtual environment on your OS
Install dependencies from requirements.txt
Export OPENAI_API_KEY in the OS shell
Run the server with Uvicorn

Usage

Access the UI: open http://127.0.0.1:8080 in a browser window
Write a prompt in the first text area
Insert additional restricted words in the next text area, one line at a time
Choose a model, or accept the default model, gpt-4o-mini
Set the temperature between 1 (most creative) and 0 (most deterministic)
Click the Send button
The text will generate in the last text area on the page