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This FastAPI application serves as a comprehensive wrapper for the RAG-Anything library, offering both a REST API and an MCP server for seamless integration with tools like Claude Desktop. Engineered with a hexagonal architecture for exceptional maintainability and testability, it specializes in multi-modal document processing, allowing users to index diverse file types such as PDFs, DOCX, and images. With advanced query controls and a PostgreSQL backend for vector and graph storage, it enables granular context retrieval, making it a powerful solution for building intelligent RAG pipelines.