GNU Emacs is a highly extensible and feature-rich text editor suitable for programmers and advanced users, whereas MadEdit is a lightweight and simple editor ideal for quick edits and basic text manipulation. Emacs offers a steeper learning curve but greater power, while MadEdit prioritizes speed and ease of use.