MultiREx is a Python library designed to generate synthetic transmission spectra of exoplanets. This tool extends the functionalities of the TauREx framework, enabling the mass production of spectra and observations with added noise. The package was originally conceived to train machine learning models in the identification of biosignatures in noisy spectra.