The Overarching Goal of the GFSAD30 project is to map and produce cropland products of the world at 30 meter resolution.

This website can be used to quickly see if there is any cropland within the urban boundaries. This is based on remote sensing (satellite imagery) so it's not necessarily validated on the ground, but it may be a useful initial source.