AudioFab is an open-source agent framework designed to create a unified and efficient audio-processing ecosystem by addressing the fragmentation and complex integration issues of existing audio AI tools. It offers a modular design and intelligent tool learning strategies to simplify complex audio tasks for both experts and non-experts.