14. The media aggregation server of claim 12 , wherein generating the vector space search vector comprises aggregating social networking information, the social networking information being associated with a user linked with the content management account.
12. A media aggregation server comprising: a communications interface operable to transmit a first media stream to a client machine, the first media stream being transmitted in response to a request for the first media stream in association with a content management account, the first media stream comprising one or more media content items, the first media stream comprising text information characterizing the one or more media content items; a processor operable to generate a vector space search vector by aggregating the text information, to select a designated media content item for the content management account based on the generated vector space search vector by determining a plurality distances between the search vector and a plurality of content vectors in an inverse vector space search engine matrix, and to provide the designated media content item to the client machine.