gdb is a file geodatabase, mdb is a personal geodatabase, both are database file types.

Personal geodatabase is a personal database format mdb based on the access database, which can store files not exceeding 2G, and is only suitable for Windows systems;

A file database is a collection of various types of GIS datasets held in file system folders.