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The Docker CLI is a command-line tool that lets you talk to the Docker daemon. Though it is possible to install only the Docker CLI on your machine, through the ways suggested in this GitHub issue, you should use Docker Desktop.
Appwrite codebase on GitHub
Docker Desktop is an easy-to-install application that sets up a complete Docker development environment for your macOS, Windows OS, and Linux OS (experimental build currently only available Ubuntu 21.04, 21.10, and Debian distributions). Docker Desktop includes the Docker Engine, Docker CLI client, Docker Compose, and other Docker tools.
To learn more about how Docker works, check out the Docker documentation.