Provides hybrid search combining vector and full-text retrieval with reciprocal rank fusion, reranking, and citation-based question answering. Supports multimodal and cross-modal retrieval where image and text embeddings live in the same space. Offers a Pydantic AI-based agent framework for analytical tasks, conversational memory, and an MCP server to expose RAG tools as callable functions for AI assistants.