Diffusion Bee provides a graphical interface for generating images using Stable Diffusion models on Apple Silicon and Intel Macs. Users can enter text prompts or use image-to-image conversion to create artwork with support for inpainting, outpainting, ControlNet, and LoRA extensions. The application downloads models automatically and runs entirely locally for privacy, with features including upscaling, generation history, and multiple output resolutions.