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Added
Added a DuckDB/dbt warehouse query adapter for the web UI and MCP tools.
Added MCP tools for dbt mart-backed project context, person context, open loops, decisions, and risks.
Changed
The web UI and warehouse-oriented MCP tools now prefer the persisted dbt DuckDB marts when available, falling back to the in-memory vault warehouse otherwise.
Docker and Airflow now publish a stable read-only DuckDB snapshot after successful dbt tests so web and MCP readers do not query the live writer database during pipeline runs.