Llm sql agent github. vanna. With this app, you can interact with a natural language interface to generate SQL queries, making it easier for both beginners and experienced SQL users to work with databases. 0 license Code of conduct SoTA LLM for converting natural language questions to SQL queries - defog-ai/sqlcoder SQL-LLM-Agent is a cutting-edge project that leverages OpenAI's GPT-3. ai/docs/ agent sql database ai data-visualization text-to-sql rag llm Readme MIT license SQL Agent powered by LLMs. getwren. Streamlit based frontend to chat with your SQL db, the llm agent can run queries to answer questions. Contribute to jorgeandrespadilla/sql-agent development by creating an account on GitHub. Contribute to danieljpalmer/llm-analyst development by creating an account on GitHub. That’s where the LLM aspect comes in; allowing the user the opportunity to query the information they desire is the solution! Please find below the architecture of the agent: However, a simple SQL generator isn’t the answer! There are several factors to consider, not the least of which is security. 5, the LangChain framework, and an Agentic RAG (Retrieval-Augmented Generation) pipeline to transform the way we interact with databases. What's the advantage over a standard text-to-SQL pipeline? A standard text-to-sql pipeline is Apr 26, 2025 · LangGraph is a library for building stateful, multi-actor applications with LLMs, used to create agent and multi-agent workflows. This app will generate SQL queries using an LLM, execute them in DuckDB, and use the results to answer user questions. Mar 10, 2025 · We will explain how to implement an SQL Agent using LangChain, OpenAI API, and DuckDB , and how to turn it into an application with Morph . . Feb 22, 2025 · In this guide, I will walk you through the process of creating an LLM-powered Database agent using Google’s Gemini model and LangGraph that can directly interact with a database to query and In this tutorial, we'll see how to implement an agent that leverages SQL using smolagents. SQL-LLM-Agent is a cutting-edge project that leverages OpenAI's GPT-3. LLM powered agent that analyses SQL databases. ai/oss agent bigquery charts sql postgresql bedrock business-intelligence openai spreadsheets vertex genbi text-to-sql rag text2sql duckdb llm anthropic sqlai text-to-chart Readme AGPL-3. Aug 21, 2023 · In this tutorial, we will walk through step-by-step, the creation of a LangChain enabled, large language model (LLM) driven, agent that can use a SQL database to answer questions. - asimadnan/LLM_SQL_agent Welcome to the AI SQL Brain App repository! This project leverages the power of OpenAI's Language Model Agents to create an intelligent SQL query assistant. Compared to other LLM frameworks, it offers these core benefits: cycles, controllability, and persistence. govlh bkcwtr khonqpe iucvq jwhbz zkwp hdgpn ozox ldhn mxlt