Disclosed are various embodiments for dynamically generating a search set for use in a search application, such as a search engine, and using the search set to navigate collections of archived content. A request for user interface data is received from a client device in response to the client device attempting to access a domain. The domain may be parsed to identify a search category corresponding to one of the categories stored in a data store. Subcategories and search collections that are associated with the search category are identified and user interface data may be generated that cause at least a portion of the subcategories and search collections associated with a search component to be rendered in a display of the client device. The search component is configured to use a selected one of the at least a portion of the subcategories to narrow a search conducted using the search component by generating a narrowing search query.