This specialist meeting on the theme of spatial search provided a platform for exploring research frontiers at the interface of computer science, cognitive science, and other disciplines, especially in the context of geographically referenced information. This report reviews the discussions among 36 experts from academia and industry over two days, and draws attention to research gaps that will require broad interdisciplinary efforts over the next five to ten years.