MagicDrive generates high-quality street-view images and videos with diverse 3D geometry control and multiview consistency using a diffusion-based approach. The method encodes geometric information (like camera poses and road maps) to guide the generation process, enabling fine-grained control over street scenes. It serves as a data generation engine for perception tasks in autonomous vehicles, addressing the challenge of collecting diverse, annotated driving data.