Underscore.js is a JavaScript utility library designed to complement jQuery by providing unobtrusive and flexible functional support for handling collections, arrays, and functions without modifying built-in objects. It offers features like chaining and various utility functions that help improve the coding experience in JavaScript. The document includes examples and demonstrates how Underscore.js fills gaps in the JavaScript language.