Mindinventory/MindSQL
MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GPT-4 and Llama 2, it enables natural language queries. Supports ChromaDB and Faiss for context-aware responses.
Implements a modular plugin architecture via extensible interfaces (`IDatabase`, `ILlm`, `IVectorstore`) enabling custom implementations beyond built-in providers. The RAG pipeline indexes database schemas (DDL statements) and example question-SQL pairs into vector stores for semantic retrieval, then uses LLMs to generate optimized queries from natural language input. Includes built-in result visualization capabilities and supports Google Gemini alongside GPT-4 and Llama 2 for LLM flexibility.
437 stars and 115 monthly downloads. No commits in the last 6 months. Available on PyPI.
Stars
437
Forks
45
Language
Python
License
GPL-3.0
Category
Last pushed
Jul 16, 2025
Monthly downloads
115
Commits (30d)
0
Dependencies
13
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