Groovy is a powerful scripting language that runs on the Java Virtual Machine, offering rich libraries and strong integration with Java, making it ideal for web development and automation. Tcl, on the other hand, is lightweight and highly portable, suitable for rapid prototyping and embedded use, but lacks the extensive libraries and modern features found in Groovy.