The 24-year-old, capable of playing wide or as a striker, has previously played under Drury for both Corby Town and Stamford AFC.
Smith scored 14 goals in Blue Square Bet North for Corby last season and linked up with Ilkeston in October after beginning the current campaign with Stamford.
He has been registered in time to make his debut against Altrincham on Saturday.