The Gemini MCP Server serves as an integration layer, connecting the powerful Gemini CLI tool with Model Context Protocol (MCP) servers. This enables developers to easily incorporate Gemini's AI capabilities into various applications and workflows, such as Claude Desktop. It provides programmatic access to Gemini functionalities like sending messages, generating content, and listing available models, all managed through a local server that wraps the existing Gemini CLI.