DataWhisper is an open-source, agent-based framework that converts natural language questions into optimized SQL queries. By leveraging modular AI agents, it connects to various database engines, validates syntax, and applies optimizations. Users can interact through a CLI or Python API to generate, review, and execute queries without writing SQL manually. Its plugin architecture allows integration of custom LLMs, parsers, and database drivers.
AI Platforms & Frameworks
Data Analysis
Coding Assistance
#SQL Automation
#Natural Language Processing
#data analysis tool
#Business intelligence solution
#conversational AI
#Database query engine
#Error detection in SQL
#Data-Driven Decision Making
#No Code SQL
#Integrative analytics platform
#Custom plugin integration
#workflow automation
#Extensible data solutions
#reporting tools
#multi-database support
#user-friendly data insights
#Context-aware queries
#real-time feedback
#interactive dashboards
#LLM Integration
...
Promote this Tool
Update this Tool
DataWhisper
DataWhisper is an open-source, agent-based framework that converts natural language questions into optimized SQL queries. By leveraging modular AI agents, it connects to various database engines, validates syntax, and applies optimizations. Users can interact through a CLI or Python API to generate, review, and execute queries without writing SQL manually. Its plugin architecture allows integration of custom LLMs, parsers, and database drivers.
AI Platforms & Frameworks
Data Analysis
Coding Assistance
#SQL Automation
#Natural Language Processing
#data analysis tool
#Business intelligence solution
#conversational AI
#Database query engine
#Error detection in SQL
#Data-Driven Decision Making
#No Code SQL
#Integrative analytics platform
#Custom plugin integration
#workflow automation
#Extensible data solutions
#reporting tools
#multi-database support
#user-friendly data insights
#Context-aware queries
#real-time feedback
#interactive dashboards
#LLM Integration
...
Featured
What is DataWhisper?
DataWhisper uses a modular agent-based architecture to parse natural language questions, generate precise SQL queries, and execute them across diverse database systems. It incorporates conversational AI agents that handle context, error checking, and optimization, enabling users to retrieve insights without writing SQL manually. With a plugin interface, DataWhisper can integrate custom parsers, database drivers, and LLM backends, making it extensible for enterprise analytics, reporting, and interactive data-driven applications. It simplifies workflows by automating repetitive tasks, supports multiple SQL dialects including MySQL, PostgreSQL, and SQLite, and logs query histories for audit compliance. Agents communicate with mainstream LLM APIs, offer error handling and real-time feedback, and can be integrated into web services or chatbots via RESTful endpoints.
Who will use DataWhisper?
- Data analysts
- Business intelligence developers
- Data engineers
- Software engineers
How to use the DataWhisper?
- Step1: Clone the GitHub repository from https://github.com/pablosierrafernandez/DataWhisper-Agent-Based-Architecture-for-Text-to-SQL
- Step2: Install dependencies via pip install -r requirements.txt
- Step3: Configure your database connection settings in config.yaml
- Step4: Initialize the DataWhisper agent with your LLM API key
- Step5: Submit natural language queries through the provided CLI or Python API
- Step6: Review and execute the generated SQL against your database
- Step7: Extend functionality by adding custom agents or database plugins
Platform
- mac
- windows
- linux
DataWhisper's Core Features & Benefits
The Core Features
- Agent-based natural language to SQL translation
- Support for multiple SQL dialects (MySQL, PostgreSQL, SQLite)
- Configurable LLM backends
- Plugin architecture for custom agents
- Automated query validation and optimization
The Benefits
- Accelerates query generation
- Reduces SQL syntax errors
- Simplifies data analysis for non-technical users
- Extensible to custom use cases
- Integrates seamlessly with existing databases
DataWhisper's Main Use Cases & Applications
- Interactive BI dashboards
- Automated report generation
- Chatbot interfaces for data access
- Prototyping data-driven applications
- Data exploration and ad-hoc querying
FAQs of DataWhisper
DataWhisper Company Information
- Pablo Sierra Fernandez
DataWhisper Reviews
5/5
DataWhisper's Main Competitors and alternatives?
- LangChain SQL Database Chain
- Microsoft Semantic Kernel
- SQLova
- OpenAI function calling with SQL
- Text2SQL academic frameworks
You may also like:
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
Salesloft is an AI-driven platform enhancing sales engagement and workflow automation.
Autogpt is a Rust library for building autonomous AI agents that interact with the OpenAI API to complete multi-step tasks
Angular is a web development framework for building modern, scalable applications.
An AI-driven RAG pipeline builder that ingests documents, generates embeddings, and provides real-time Q&A through customizable chat interfaces.
BrandCrowd offers customizable logos, business cards, and social media designs with thousands of templates.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Skywork AI is an innovative tool to enhance productivity using AI.
Five9 AI Agents enhance customer interactions with intelligent automation.
Mosaic AI Agent Framework enhances AI capabilities with data retrieval and advanced generation techniques.
Windsurf AI Agent helps optimize windsurfing conditions and gear recommendations.
Glean is an AI assistant platform for enterprise search and knowledge discovery.
NVIDIA Cosmos empowers AI developers with advanced tools for data processing and model training.
AI-driven customer service platform offering efficient communication solutions.
A framework that dynamically routes requests across multiple LLMs and uses GraphQL to handle composite prompts efficiently.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
Crux is an AI agent that enhances productivity through intelligent task automation and decision support.
Track your entire crypto portfolio in one place with Recap.
TiDB Cloud is a fully-managed DBaaS delivering scalable, MySQL-compatible distributed SQL database solutions.
AI Agent that gathers and summarizes company financials, funding, leadership, and market insights into concise reports.
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Synergetics AI automates complex decision-making processes using advanced algorithms.
The World Cup Archives is a comprehensive resource for football World Cup history.
An AI assistant boosting team productivity through task automation and code execution.
TextQL is an AI agent that accelerates data retrieval and analysis through natural language queries.
Faraday provides predictive analytics for personalized customer experiences.
AI-driven toolkit automating data quality checks, anomaly detection, and exploratory data analysis using GPT models.
Spacum: AI-powered search engine that pays users through ad revenue sharing.
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
AiTerm: AI Terminal Assistant converting natural language to commands.
Edusign simplifies digital attendance and document signatures.
Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
OLI is a browser-based AI agent framework enabling users to orchestrate OpenAI functions and automate multi-step tasks seamlessly.
Simulate conversations with people who have anxiety, receive feedback, and improve your support skills.
Maige automates GitHub workflows with AI for seamless issue and PR management.
Rehance offers an AI copilot to enhance SaaS platforms with automated productivity tools.
SWE-1 is an AI-powered coding assistant designed to speed up software development.
Generate BI reports from your competitors’ Google Maps reviews to understand customer sentiment.
AIHelp provides AI-powered customer support and in-app messaging solutions.
Kadoa is an AI agent that enhances customer support and engagement through personalized interactions.
Aide is an AI agent designed to streamline workflows and enhance productivity.
Transform your customer communications with AI-powered calls seamlessly using Regal AI Agent Platform.
Batai Assistant automates customer service with innovative voice models for seamless conversations.
Jupid is an AI agent designed to enhance productivity through automated assistance in various tasks.
aiXplain offers AI-driven model creation for diverse applications effortlessly.