Hershey’s Restaurant Offers a Tasty Glimpse of the County’s PastTired of the same old chain restaurants?Try Hershey’s Restaurant. It is a delightful time capsule of a family restaurant, circa 1952, located on Oakmont Avenue in Gaithersburg. Even the restaurant’s exterior surroundings – an isolated country lot set down next to the train tracks – seem to evoke the past.