Agent-shell provides a native Emacs interface for chatting with AI agents powered by the Agent Client Protocol (ACP). It connects to various ACP-driven agents including Claude Agent, Gemini CLI, Auggie, and Mistral Vibe, enabling developers to interact with AI coding assistants directly within Emacs.