We found that the conductivity effective mass tensor was able to reliably provide the crystallographic direction along which a material could be exfoliated in conjunction with an automated script, an example of which we release with this article for free use. Such a simplistic approach, which requires no human intervention, can significantly facilitate materials screening for technologically relevant applications.