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Serves as a Model Context Protocol (MCP) server that seamlessly integrates with Google's Gemini LLM to enable natural language interaction with your file system. It provides core file operation tools like reading, searching, and listing files, all accessible through an interactive command-line interface. The system works by the client spawning the MCP server as a subprocess, converting MCP tool definitions into Gemini function declarations, and then leveraging Gemini to process natural language queries, deciding whether to call an MCP tool for a response or answer directly.