The 44-year-old will be assisted at Glebe Park by Stevie Campbell and his first game in charge is the local derby at home to Forfar Athletic on Saturday.
Smith played for Brechin from February 2009 until October 2010 and has managed Dundee, Alloa Athletic, Aldershot Town, East Fife and Raith Rovers.