TerraCraft is a novel framework that utilizes Large Language Models (LLMs) to generate geometrically high-quality 3D city-scale scenes from natural text descriptions. This approach combines the strengths of 2D generative models and procedural modeling tools, enabling intuitive operation and powerful capabilities for applications such as virtual reality and game design.