An editable search refinement specification can be displayed with search results for a search query. The search refinement specification can include terms of the search query and any modifiers to the query, such as categories, filters, and other refinements. A user can edit portions of the search refinement specification inline, with other portions of the specification being retained, in order to adjust the search. Using such an approach, a user can adjust a search query without losing any context or refinement from a previous search that the user would like to use for the subsequent search. Various options can be provided with the search refinement specification, such as to edit any portion, delete one or more portions, suggest refinements, go to other specifications, and the like. The search refinement specifications also can be saved for use at a later time.