Kali integrates a full Kali Linux environment within a Docker container, making its extensive offensive security arsenal directly accessible to AI agents through Model Context Protocol (MCP) primitives. Unlike simple tool wrappers, it offers core building blocks—such as unrestricted command execution, interactive PTY sessions, background tasking, and an HTTP intercepting proxy—allowing agents to operate with the same freedom as a human working in a real terminal. This solution is battle-tested in real-world offensive security and CTF scenarios, empowering agents to find, install, and utilize over 1000 security tools dynamically.