The survey explores the current state of research at the intersection of GraphRAG, Knowledge Graphs, and Large Language Models (LLMs), highlighting opportunities for developers and researchers to enhance their projects and applications. These advancements are poised to significantly impact the future of AI technologies, making it essential for professionals in the field to stay informed about these developments.