The Docker Toolbox installs several components to allow users to run Docker on their Mac systems without running a Linux VM directly. It includes the Docker client, Docker Machine, Docker Compose, Docker Kitematic, and Oracle VirtualBox. Docker Machine is used to create and connect to a lightweight Linux VM hosted by VirtualBox where the Docker daemon runs. This allows users to work with Docker images and containers without having to manage a separate Linux environment.