Systems and methods are provided for highlighting relevant mobile onscreen content. For example, a mobile device can include memory storing instructions that, when executed by at least one processor, cause the mobile device to perform operations including capturing an image of a screen on the mobile device, the screen being displayed on a display of the mobile device, and providing the image to a server. The operations may also include receiving annotation data from the server, the annotation data including a visual cue that corresponds to a portion of the image that includes an entry in a list, the entry being associated with an entity in a graph-based data store relevant to a user of the mobile device, and display the annotation data with a second screen being displayed on the displaying of the mobile device so that the visual cue aligns with the entry in the second screen.