STACIE is a Python package and algorithm that computes time integrals of autocorrelation functions. It is primarily designed for post-processing molecular dynamics simulations. However, it can also be used for more general analysis of time-correlated data. Typical applications include estimating transport properties and the uncertainty of averages over time-correlated data, as well as analyzing characteristic timescales.