"Both Andy, myself and everyone at the club are extremely excited about next season's challenges and beyond."
Drury, who scored in his final game for Borough - the FA Trophy final defeat by Barrow, becomes the Hatters' fourth summer signing, after goalkeeper Kevin Pilkington, defender Dan Gleeson and striker Danny Crow.
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