APK Tool is a tool for reverse engineering third party Android apps by decoding their resources like XML files and rebuilding them after modifications. It organizes an app's files like a project to make the app easier to work with. Key features include disassembling and rebuilding an app's binary resources, handling dependencies, and signing APKs which is required for installing on devices.