Embodiments of the present invention address deficiencies of the art in respect to URI management for bookmarks and provide a novel and non-obvious method, system and computer program product for autonomic management of URIs in a URI bookmark list. In one embodiment of the invention, a method for autonomically managing bookmarks in a bookmark list can be provided. The method can include parsing a list of bookmarks to test validity for network addresses within the bookmarks, and, for each of the bookmarks containing an invalid network address, inferring a correct network address. For example, inferring a correct network address can include comparing a chunk of an image of expected content for the bookmark with pre-stored chunks of content and retrieving a network address for a closely matching one of the pre-stored chunks of content.