A method and device for monitoring production equipment and a storage medium includes: a measurement result of production equipment to be monitored is acquired; the measurement result of the production equipment to be monitored is evaluated on at least one evaluation dimension to obtain an evaluation result on each evaluation dimension; and a production state of the production equipment to be monitored is determined based on the evaluation result on the at least one evaluation dimension. The production state includes a normal state and an abnormal state. The at least one evaluation dimension includes at least one of a process level of products, a statistical significance of products or a distribution trend of products.