A computer implemented method and system that generates a video playlist having recommended videos based on a user query object is disclosed. A user query object is used to search for a number of web pages. Summaries are generated for the returned web page search results. Valuable terms and phrases from those summaries may be extracted and used to search video storage sites based on the original user query. Playable videos returned from the video storage sites may be compared to the user query or to the extracted terms and phrases in order to rank the videos, and the most relevant videos may be returned. Those videos may be displayed to the user as a playlist in an Internet browser having an embedded video player.