It follows an object being was thrown at a parked car.
A number of homes have been evacuated at the lower end of Duncairn Gardens.
Residents are being advised that Duncairn Community Centre is available while the alert is ongoing.
Army technical officers are now at the scene.
Duncairn Gardens is closed between North Queen Street and Edlingham Street.
Motorists are advised to seek an alternative route.