Youtu-GraphRAG is a vertically unified agentic paradigm that connects graph schema with retrieval-augmented generation for complex reasoning. The framework enables seamless domain transfer with minimal intervention on graph structures, providing graph-based insights for real-world LLM applications. It claims 33.6% lower token cost and 16.62% higher accuracy over baseline approaches, and is deployed on Tencent Cloud’s ADP platform.