Developer builds safe AI-powered SQL query tool using Streamlit and SQLite
A developer has built an open-source Text-to-SQL assistant that converts natural language business questions into SQL queries without requiring users to write code manually. The project uses a hybrid architecture where a natural language interpreter generates SQL, a read-only validator blocks destructive commands, and SQLite executes only safe read operations. The tool also displays the generated SQL and an EXPLAIN QUERY PLAN output, making the process transparent and auditable. Built with Streamlit for the interface, it uses a retail sales demo database covering customers, products, orders, and order items. The project draws on guidance from LangChain's SQL agent documentation and Python's official recommendations for parameterized queries to mitigate SQL injection risks.
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