Based on the business process, a composite model of manufacturing cloud services was proposed to improve the successful rate of the manufacturing cloud service composition and match the composite cloud service with the user business demand correctly. As the foundation, formal descriptions were given about concepts such as the manufacturing cloud service, the process node task, the service composability and the process matching. The model consisted of the business process engine, the business process, the selection logic, the evaluation logic, the monitoring logic, the knowledge base and the atomic cloud service set. With the function matching, the composability of optional services was checked. The load, the Quality of Service (QoS) and the business process information were also considered. Then suitable cloud services were selected and integrated into the business process to form the composite manufacturing cloud service. The process of the service composition was described in detail, and the realization method of it was offered. The composite service model was verified through an example. The results prove that the valid cloud service entities can be selected and combined effectively with the model, the successful rate of the service composition is raised, and users' manufacturing activities can be carried out smoothly.