Methods and systems of dynamic content analysis for categorizing media contents are provided. Data regarding the media contents that a user is watching on one or more devices is obtained, and the environment in which the user is watching the media contents may be captured. Metadata categorizing the events and the media contents can be generated, and the metadata may be further associated with a corresponding event.