The various implementations described herein include methods and systems for personalized media program recommendations. In one aspect, a method is performed at a server system having processors and memory. The server system: (1) receives, from a client device, a user request for a media program event recommendation; (2) prior to receiving the user request, collects and stores user search history data associated with media program events; (3) creates a search query in accordance with the user request based on the user search history and a portion of the user request; (4) executes the search query against databases to generate media program event recommendations; (5) ranks the generated media program event recommendations; and (6) sends automatically to a calendar associated with the user, a calendar event corresponding to a respective media program event recommendation.