This repository provides a single system prompt designed to transform verbose, AI-sounding LLM responses into direct, informative answers. The tool removes filler, fluff, and over-structured formatting. It works universally across major LLM providers including GPT, Claude, Gemini, and LLaMA, requiring no model fine-tuning or infrastructure changes—just prepending the system prompt to existing workflows.