A system, method and computer program product for presenting Uniform Resource Locator (URL) search results in response to a user query. The method includes receiving inputs from a plurality of users, each input from a respective user representing a path traversal of web pages identified by that user as having a relevance as determined by that user from a list of search result URLs generated by a search engine in response to a query. The system generates, from the received user inputs, a traversal result comprising a super directed graph, or a sub-directed graph constructed from the super directed graph, of web page nodes representing the URLs interconnected by edges, the super directed graph configured to include those URLs based on a popularity measure of the pages traversed; and the traversal result is displayed to include the URLs for user selection, in response to a subsequent user query.