A method and system for providing personalized search results is disclosed. A computer receives input from a user to navigate to a web site (either directly or as a result of choosing a result from a search result page). The computer navigates to the web site and stores information about the web site in a file. The computer determines web sites associated with a search query of the user as the search query is being entered into a search area of a user interface. The associated web sites are sites that have been previously navigated to by the user. The determining step includes obtaining the web sites associated with the search query from a data structure previously generated from the file. The data structure includes parsed entries of URLs associated with the previously navigated web sites. Based on the determining step, web site links corresponding to the associated web sites are displayed as the search query is being entered.