Cuelure (CUE) is an attractant mainly targeting fruit fly pests and is currently widely used for fruit fly monitoring and control. However, the release speed and time of CUE are not controllable, leading to a large amount of it being wasted, which not only reduces its effectiveness but also increases the cost of pest control. In order to prolong the use time of CUE, improve the utilization rate of the bait, and reduce the cost of pest control. Taking Zeugodacus cucurbitae Coquillett as the research object, we develop a temperature-sensitive cuelure nano-controlled release agent, which can control the release rate through the change of environmental temperature. The results show that the temperature-sensitive cuelure nano-controlled release agent not only exhibits good temperature-sensitive controlled release performance, but also shows excellent stability under high-temperature treatment at 60 °C for a week, and the trapping rate of the attractant is 73%-75%. This study not only has great practical significance for the monitoring, early warning, and control of fruit fly pests but also provides a new theoretical basis for the development of insect attractants.