The present invention is directed to system, methods and computer program products for generating a graphical module for the display of a query-specific content. The method according to one embodiment comprises receiving a query, determining a category identifier for the query and retrieving a category template corresponding to the category identifier for the query. At least one template query is performed, the template query corresponding to a request for data specified by the category template, and a template module is generated that comprises the data retrieved by the template query. The template module is combined with a search results page responsive to the query for display to a user.