TServe is an open-source HTTP inference server for time-series foundation models like Chronos, TimesFM, and Moirai. It loads models once into memory, provides a unified interface via sktime, and serves forecasts through JSON APIs and a browser dashboard with support for Python, curl, and multiple data formats.