In order to carry out lean production, presents a method to develop common software for automatic calibration and detection, which is based on time series to extract the characteristic values of signals. This paper describes the common software from two aspects of general architecture for auto-calibration detection and extracting the characteristic values of signals based on time series. Describes the common software based on multi-core and multi-thread time-slice round-robin scheduling and the fast extraction of the characteristic values of signals based on segmented time series and reduction algorithm according to the given signal types. The results show that the method can complete the calibration, inspection and function test of the contract product in a certain period of time, optimize production schedule, so as to reduce the whole production cycle of the contract product.