• Multispectral imaging was used to discriminate Arabica and Robusta coffee beans. • Externally validated discriminative model achieved 100% correct classification. • Regression model allowed detection of Arabica bean adulteration with Robusta. • Multispectral imaging can be used as a rapid screening tool.