Builds a local semantic layer for database questions and a source-linked knowledge store for documents. The MCP client model proposes terms and SQL; the server profiles schemas, validates queries and runs read-only database requests. Requires uv and Python 3.12 or later. Knowledge tools can write locally. Datasource credentials are stored in plain text, so use restricted accounts and protect the store. Public repository created November 6, 2026 (UTC).