This repository accompanies a published survey paper on Multimodal RAG, collecting and organizing research papers on combining retrieval mechanisms with generative AI across text, image, audio, and video modalities. It provides a taxonomy of recent advances, taxonomy of enhancements, and continuously updated resources for researchers working on RAG systems and multimodal learning.