A server computing system including a storage device and a processing device. The storage device storing application records including application attributes and location data indicating a geographic area associated with an application. The processing device configured to receive a search query comprising a search term, identify application records stored by comparing the search term with the application attributes, and determine a search location. The processing device also configured to: for each of the identified application records, compute a distance scoring feature based on a distance between the search location and the geographic area indicated in the application record and determine a relevance score for the application record based on the distance scoring feature; select download addresses from the application records based on the relevance scores; and transmit the download addresses to the client computing device.