Feb 21, 2026

Intelligent Data Dictionary Agent

intelligent data dictionary agent metadata management fastapi database management python

Intelligent Data Dictionary Agent is an AI-powered platform that automatically connects to enterprise databases like PostgreSQL, Snowflake, and SQL Server to generate structured, business-friendly data documentation. It extracts schema metadata (tables, columns, relationships, constraints), performs real-time data quality analysis (null %, duplicates, freshness, statistical metrics), and generates AI-enhanced summaries for better business understanding.

We built this solution to solve the common enterprise challenge of outdated or missing database documentation. Our platform reduces dependency on engineers by enabling natural language interaction — users can ask questions about their schema and receive explanations or SQL suggestions instantly.

This system helps organizations improve data transparency, accelerate analytics, reduce errors, and enhance decision-making.

Technology stack

Backend: Python with FastAPI

Database: PostgreSQL

Metadata extraction via system catalogs

Data quality analysis using Pandas and NumPy

AI integration using Large Language Models

Frontend built with React.js

This build was uploaded as a hackathon project

Hackathon

HackFest 2.0

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    Saturday, Feb 21st, 2026