VulGD builds a continuously-updated vulnerability knowledge graph using LLMs to extract structured relationships from NVD, CVE, and related sources — addressing the lag and incompleteness of existing static vulnerability databases. The graph structure enables querying attack chains, shared vulnerability patterns across software, and temporal risk evolution. Open-access and designed for integration into security tooling pipelines.