when street numbers are available in the map data then you can search for it, for example NewYork/Manhattan/5th Avenue. Unfortunately house numbers are frequently missing in free maps, but are available in TomTom maps.
Free maps are created by volunteers at www.openstrpeetmaps.org - anybody can join and help to make mapsbetter using their local knowledge.
Having said this, you can type (speak) address in the built-in Google search.