Single-photon emitters in monolayer WSe2 are created at the nanoscale gap between two single-crystalline gold nano rods. The atomically thin semiconductor conforms to the metal nanostructure and is bent at the position of the gap. The induced strain leads to the formation of a localized potential well inside the gap. Single-photon emitters are localized there with a precision better than 140 nm.