In one embodiment, a method includes receiving an input corresponding to a search query from an online page of a social-networking system. The online page corresponds to a target user of the social-networking system. The method also includes identifying one or more of a number of content objects associated with the target user. The association is based at least in part on analyzing text, audio, or visual content of each of the plurality of content objects as well as interactions by the target user with each of the plurality of content objects. The method also includes scoring each of the identified content objects based at least in part on an affinity score of the content object relative to a querying user; and ranking each of the identified content objects based at least in part on the affinity score.