TADI integrates 1,759 daily drilling reports and 15,634 production records using a dual-store architecture of DuckDB and ChromaDB. Twelve domain-specialized tools enable an LLM to cross-reference structured measurements with narratives via iterative function calling. This agentic workflow transforms heterogeneous wellsite data into evidence-based analysis. It provides a blueprint for automating specialized industrial data extraction.