HealthGPT is a medical large vision-language model published at ICML 2025 that unifies medical comprehension and generation through heterogeneous knowledge adaptation. The HealthGPT-Pro variant extends capabilities to 14 modalities including 3D volumes, achieving strong benchmark performance on medical image understanding tasks. Models are publicly available on Hugging Face.