1. A method comprising: receiving, by a server, a request from a first user device for at least a portion of a media item recommendation queue associated with a second user device; providing to the first user device a plurality of recommendation queue entries from a top portion of the media item recommendation queue associated with the second user device, wherein an order of the plurality of recommendation queue entries in the media item recommendation queue is based on a plurality of priority indicators associated with the second user device; receiving a request to couple the second user device to the first user device; and coupling the second user device to the first user device, wherein media item recommendations generated by the second user device are directed to the first user device.