The function of a programming language interpreter is to execute code written in a high-level programming language. Unlike compilers, which translate the entire code into machine language before execution, interpreters translate the code line by line and execute it on the fly. This allows for more immediate feedback during development and easier debugging. Interpreters are commonly used for languages like Python and JavaScript, facilitating rapid prototyping and experimentation.