Various embodiments described herein provide systems, methods, and software to automatically reorder search results presented to users based on information specific to the user or the computing environment of the user. Some embodiments include a data store holding user or environment specific data that is used to identify search results that are more likely to be relevant to the user. These and other embodiments are described in greater detail herein.