MagicAnimate is a diffusion-model-based system for animating still human images into videos using pose guidance. The method ensures temporal consistency across frames by leveraging a diffusion architecture trained on human motion data. The repository includes inference code, a Gradio demo, and pretrained model weights for Stable Diffusion V1.5 integration.