Prophet, an OSS package initially developed at Facebook, has made time series forecasting accessible to data science teams at companies worldwide. To provide higher quality forecasts by leveraging deep learning algorithms, Facebook has released PyTorch-based NeuralProphet. Unlike Prophet, NeuralProphet features auto-regression and covariate modules to support local context, thereby improving accuracy for short to medium-term forecasts substantially.