text-to-sql

There are 85 repositories under text-to-sql topic.

• sinaptik-ai / pandas-ai

  Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

  aicsvdatadata-analysisdata-sciencedata-visualizationdatabasedatalakegpt-4llmpandassqltext-to-sql
  Language:Python 22538
• vanna

  vanna-ai / vanna

  🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using Agentic Retrieval 🔄.

  agentaidata-visualizationdatabasellmragsqltext-to-sql
  Language:Python 21552
• WrenAI

  Canner / WrenAI

  ⚡️ GenBI (Generative BI) queries any database in natural language, generates accurate SQL (Text-to-SQL), charts (Text-to-Chart), and AI-powered business intelligence in seconds.

  agentanthropicbedrockbigquerybusiness-intelligencechartsduckdbgenbillmopenaipostgresqlragspreadsheetssqlsqlaitext-to-charttext-to-sqltext2sqlvertex
  Language:TypeScript 12933
• sqlchat

  sqlchat / sqlchat

  Chat-based SQL Client and Editor for the next decade

  chatgptclickhousecockroachdbgptmongodbmssqlmysqlopenaioraclepostgresredissnowflakesqlsqlclientsqleditorsqlitesqlservertext-to-sqltext2sqltidb
  Language:TypeScript 5511

• dataease / SQLBot

  🔥 基于大模型和 RAG 的智能问数系统，对话式数据分析神器。Text-to-SQL Generation via LLMs using RAG.

  chatbideepseekllmnl2sqlragsqlbottext-to-sqltext2sql
  Language:Python 4498

• Dataherald / dataherald

  Interact with your SQL database, Natural Language to SQL using LLMs

  aidatabasefinetuningllmnl-to-sqlragsqltext-to-sql
  Language:Python 3579

• eosphoros-ai / Awesome-Text2SQL

  Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.

  aiawesomedatsetdeep-learningfinetuninghacktoberfesthacktoberfest2024llmnl-to-sqlnl2sqlnlpsurveytesttext-to-sqltext2apitext2dsltext2sql
  3260

• eosphoros-ai / DB-GPT-Hub

  A repository that contains models, datasets, and fine-tuning techniques for DB-GPT, with the purpose of enhancing model performance in Text-to-SQL

  sqltext2sqlgptllmtext-to-sqldatasetsnl2sqldatabasefine-tuninghacktoberfest
  Language:Python 1924

• HKUSTDial / NL2SQL_Handbook

  This is a continuously updated handbook for readers to easily track the latest Text-to-SQL techniques in the literature and provide practical guidance for researchers and practitioners.

  llmsnl2sqlnlptext-to-sqlawesomenlp-resourcessurveytutorialnl-to-codetext2sqlai4dbtext-to-codeaidatasetdbnl-to-sqlawesome-agentsawesome-nl2sqlawesome-text-to-sqlawesome-text2sql
  Language:Python 1127

• DEEP-PolyU / Awesome-LLM-based-Text2SQL

  [TKDE2025] Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL | A curated list of resources (surveys, papers, benchmarks, and opensource projects) on large language model-based text-to-SQL.

  awesomeawesome-text-to-sqlawesome-text2sqldatabaselarge-language-modelsllmsnatual-language-processingnatural-language-understandingnl2sqlsurveytext-to-sqltext2sql
  616
• MindSQL

  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.

  chatbotgeminilangchainragretrival-augmentedtext-to-sql
  Language:Python 425

• premAI-io / premsql

  End-to-End Local-First Text-to-SQL Pipelines

  databasellamallmopensourceragtext-to-sql
  Language:Python 414

• microsoft / ContextualSP

  Multiple paper open-source codes of the Microsoft Research Asia DKI group

  semantic-parsingcompositional-generalizationconversational-semantic-parsingutterance-rewritingmicrosoft-research-asiatext-to-sql
  Language:Python 383

• RUCKBReasoning / OmniSQL

  [VLDB' 25] Synthesizing High-quality Text-to-SQL Data at Scale. SynSQL-2.5M is the first million-scale cross-domain text-to-SQL dataset.

  datasetslanguage-modeltext-to-sql
  Language:Python 376

• HKUSTDial / awesome-data-agents

  Continuously updated paper list on advancements in Data Agents. Companion repo to our paper "A Survey of Data Agents: Emerging Paradigm or Overstated Hype?"

  data-analysisdata-analyticsdata-cleaningdata-discoverydata-integrationdata-managementdata-preparationdata-sciencedata-storytellingdataagentdatabasedatalakellmnl2sqlnl2visreport-generationtableqatext-to-sqlunstructured-data
  Language:Python 239

• salesforce / TabularSemanticParsing

  Translating natural language questions to structured query language (SQL)

  text-to-sqlsemantic-parsingnatural-language-interfacepytorchnatural-language-processingdatabase
  Language:Jupyter Notebook 234

• XGenerationLab / xiyan_mcp_server

  A Model Context Protocol (MCP) server that enables natural language queries to databases

  databasemcptext-to-sql
  Language:Python 218

• totalhack / zillion

  Make sense of it all. Semantic data modeling and analytics with a sprinkle of AI. https://totalhack.github.io/zillion/

  warehousedata-warehousingdatasourcesquery-builderreportinganalyticsdata-analysispythonsqlaiopenaitext-to-sqlsemantic-data-modelsemantic-layer
  Language:Python 203

• ShuaiLyu0110 / SQL-o1

  SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL

  mcts-algorithmself-rewardingtext-to-sqlheuristic-dynamic-search
  Language:Python 193

• aws-samples / generative-bi-using-rag

  A solution guidance for Generative BI using Amazon Bedrock, Amazon OpenSearch with RAG

  llmnlqnlq-to-sqlragtext-to-sqltext2sql
  Language:Python 168

• deepsense-ai / db-ally

  Efficient, consistent and secure library for querying structured data with natural language

  databasedatabase-agentllmnatural-language-interfacenlidbnlpsqltext-to-sql
  Language:Python 161

• X-LANCE / text2sql-lgesql

  [ACL 2021] This is the project containing source codes and pre-trained models about ACL2021 Long Paper ``LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations".

  text-to-sqlheterogeneous-graph-neural-networkstructured-predictionsemantic-parsingnatural-language-interfacedatabase
  Language:Python 154

• pragunbhutani / dbt-llm-agent

  LLM based AI Agent to automate Data Analysis for dbt projects with remote MCP server

  agentagentic-aiaiai-data-analysisdata-analysisdata-analystdbtllmtext-to-sql
  Language:Python 148

• Laqcce-cao / RSL-SQL

  RSL-SQL: Robust Schema Linking in Text-to-SQL Generation

  text-to-sqltext2sql
  Language:Python 147

• HKUSTDial / NL2SQL360

  🔥[VLDB'24] Official repository for the paper “The Dawn of Natural Language to SQL: Are We Fully Ready?”

  awesomeawesome-nl2sqlawesome-text2sqlevaluation-frameworkevaluation-metricsnl2sql-evaluationtext-to-sqltext2sqltext2sql-evaluation
  Language:Python 139

• aws-samples / text-to-sql-bedrock-workshop

  This repository is intended for those looking to dive deep on advanced Text-to-SQL concepts.

  amazon-bedrockawsgenaitext-to-sqlaidatabasellmnl2sqlragtxt2sql
  Language:Jupyter Notebook 126

• tshu-w / DBCopilot

  Code and data for the paper "DBCᴏᴘɪʟᴏᴛ: Natural Language Querying over Massive Database via Schema Routing" (EDBT 2025)

  databasellmtext-to-sqlschema-routing
  Language:Python 120

• HKUSTDial / Alpha-SQL

  🔥[ICML'25] Official repository for the paper "Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search"

  icmlicml-2025test-time-scalingtext-to-sql
  Language:Python 117

• wshi83 / EhrAgent

  [EMNLP'24] EHRAgent: Code Empowers Large Language Models for Complex Tabular Reasoning on Electronic Health Records

  ehrllmllm-agentmedical-qatext-to-sql
  Language:Python 111

• glee4810 / EHRSQL

  [NeurIPS'22] EHRSQL: A Practical Text-to-SQL Benchmark for Electronic Health Records

  ehrqaquestion-answeringreliable-semantic-parsingsemantic-parsingtext-to-sqltrustworthy-semantic-parsing
  Language:Python 93

• Chirayu-Tripathi / nl2query

  A framework for converting natural language text inputs to corresponding Pandas, MongoDB, Kusto and Neo4j (Cypher) queries.

  cypher-query-languagedatabasekusto-query-languagemongodbmqlnatural-language-processingpandasnl2querytext-to-sql
  Language:Python 91

• aws-samples / build-an-agentic-llm-assistant

  Labs for the "Build an agentic LLM assistant on AWS" workshop. A step by step agentic llm assistant development workshop using serverless three-tier architecture.

  amazon-bedrockaws-lambdaclaudellm-agentquestion-answeringserverlesstext-to-sql
  Language:Jupyter Notebook 73

• lyuqin / HydraNet-WikiSQL

  Code and trained model for Hybrid ranking network for text-to-SQL on WikiSQL

  text-to-sqlwikisqlnl2sql
  Language:Python 69
• gqlpt

  rocket-connect / gqlpt

  Leverage AI to generate GraphQL queries from plain text.

  aianthropicartificial-intelligenceautogeneratedchatgptcodegengraphqlopenaiplaintextpromptquerytexttext-to-sqltranslatetranslationturn
  Language:TypeScript 63

• Mark7766 / spring-ai-apps

  Easily get started with Spring-AI to develop various AI applications, including TextToSQL and private data AI application development. In addition to these capabilities, Spring-AI also supports integration with several other advanced AI technologies and platforms such as DeepSeek, Azure, Ollama, Vector Databases, Function Calling, MCP and RAG.

  ragtext-to-sqlagentaichatbotllmsqltext-to-cyphertext-to-uispring-aispring-ai-alibabaspring-ai-chat-memoryspring-ai-mcpspring-ai-ollamaspring-ai-openai
  Language:Java 56

• OSU-NLP-Group / llm-planning-eval

  [ACL'24] Code and data of paper "When is Tree Search Useful for LLM Planning? It Depends on the Discriminator"

  language-agentlarge-language-modelsmathematical-reasoningplanningself-correctiontext-to-sqltree-search
  Language:Python 54