Coffeescript is a programming language that compiles into JavaScript, addressing several common issues with JavaScript such as browser inconsistencies and redundant syntax. It simplifies coding by offering cleaner syntax and features like default values, anonymous functions, and YAML-like hash literals. The document emphasizes the importance of learning Coffeescript, especially for users of Rails 3.1 where it is included by default.