Methods for providing a launcher interface for task items selected based on user activity are provided. In one aspect, a method includes identifying a plurality of task items associated with a user. The plurality of task items includes a plurality of task types. The method also includes selecting a subset of the plurality of task items based on user activity information. The subset of task items includes at least no different task types. The method also includes providing a launcher user interface for display to the user on a computing device. The launcher user interface includes a plurality of elements corresponding to the selected subset of task items arranged on a single surface. The plurality of elements is selectable to launch respective applications associated with the corresponding task items. Systems and machine-readable media are also provided.