Kimi Code CLI is an AI agent designed to run in the terminal and assist with software development tasks. It can read and modify code files, execute shell commands, search the web, and autonomously plan and adjust its actions during task execution. The tool provides a built-in shell command mode for running commands without leaving the agent, and integrates with Visual Studio Code through an extension for enhanced development workflow.