1. A computer implemented method, comprising: receiving, at a media server, a request from a user to create a media content summary comprising select segments of media content; accessing a media content analyzer generated based on viewer annotation data associated with media content, wherein the viewer annotation data is received from viewers other than the user; identifying segments of the media content using the media content analyzer; selecting at least one segment of the identified segments of the media content for inclusion in the media content summary; and sending the media content summary to a device associated with the user.