Datanator is a free and open toolkit for discovering the data needed to build, calibrate, and validate mechanistic models of cells. Datanator is composed of an integrated database of genomic and biochemical data, this web application for identifying relevant data for modeling a specific organism in a specific environmental condition, and a REST API for programmatically discovering data for large models such as whole-cell models.