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The Gemini RAG server serves as a powerful bridge, integrating Retrieval-Augmented Generation (RAG) directly into AI applications through Google's Gemini API File Search. It enables users to effortlessly construct dynamic knowledge bases by uploading various documents and text content, facilitating efficient querying and retrieval of highly relevant information. Fully compliant with the Model Context Protocol, this production-ready server boasts features like configurable Gemini models, robust TypeScript support, and dual transport options, streamlining the development of intelligent AI applications.