Six police cars, including a dog squad car, parked up about 12.15pm.
The dogs were not removed from the car and plain clothes police officers could be seen coming out the back door of a restaurant.
However a police spokesman said the pre-planned search was at a nearby residential address.
Police were armed as a precaution, he said.