Systems, apparatuses, and methods for implementing a tag accelerator cache are disclosed. A system includes at least a data cache and a control unit coupled to the data cache via a memory controller. The control unit includes a tag accelerator cache (TAC) for caching tag blocks fetched from the data cache. The data cache is organized such that multiple tags are retrieved in a single access. This allows hiding the tag latency penalty for future accesses to neighboring tags and improves cache bandwidth. When a tag block is fetched from the data cache, the tag block is cached in the TAC. Memory requests received by the control unit first lookup the TAC before being forwarded to the data cache. Due to the presence of spatial locality in applications, the TAC can filter out a large percentage of tag accesses to the data cache, resulting in latency and bandwidth savings.