01Perform vector similarity search with DuckDB's native array_cosine_similarity for efficient retrieval
02Persistently store documents and their embeddings for a reliable knowledge base
03Extract text from PDF documents to facilitate easy ingestion
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05Generate local text embeddings using any GGUF embedding model via YZMA/llama.cpp
06Provide an MCP server with configurable transports (stdio, SSE, Streamable HTTP) for AI assistant integration