Systems and methods for generating temporal metadata for a media source as a function of detected content. An analysis engine detects content within a media stream of a media source. A metadata creation engine generates temporal metadata as a function of the detected content. The generated temporal metadata may be used to create a media log for the media source, generate metadata subsequent detected content and to compare to media sources.