Atom is a versatile text editor that supports multiple programming languages and offers extensive customization through packages, making it ideal for general-purpose development. In contrast, Pyzo is specifically tailored for Python programming, featuring lightweight performance and built-in tools for scientific computing, making it better suited for Python developers.