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Natural Language Sql Agent project in Python.

Python project   Last updated on - March 10, 2026
langchain sql sqlite agent openai nlp python database nl2sql
Ayush Pal
Ayush Pal
Python Java Data Science Machine Learning C Cpp HTML CSS JS 
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In this page Natural Language Sql Agent project is a desktop application which is developed in Python platform. This Python project with tutorial and guide for developing a code. Natural Language Sql Agent is a open source you can Download zip and edit as per you need. If you want more latest Python projects here. This is simple and basic level small project for learning purpose. Also you can modified this system as per your requriments and develop a perfect advance level project. This project can edit using a Visual Studio Code IDE. Following Python project contains all the important features which can be in use for the BE, BTech, MCA, BCA, Engineering, Bs.CS, IT, Software Engineering, Computer Science students and Devloper for their college projects. This script developed by Ayush Pal. This desktop application 100% working smooth without any bug. It is developed using NA and Database SQLite . This software code helpful in academic projects and research paper for final year computer science. To download Natural Language Sql Agent project in Python with source code files, please scroll down to the bottom of this page for the Download Zip file of source code button.

About project

project Name

Natural Language Sql Agent

Project Complexityadvanced
Duration15 Days
project ID13263
Developer NameAyush Pal
Publish DateMarch 10, 2026
project PlatformPython
Programming LanguageFor this particular Python project, NA is required
Front EndCLI Terminal Interface
Back EndPython, LangChain, SQLite, SQLAlchemy, OpenAI GPT-4o
IDE ToolVisual Studio Code
Database IntegrationSQLite
project Typedesktop Application
No of project Download0
project Total View16
Today Trends17
Current Month Trends17
Last Month Trends0

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Features of the Natural Language Sql Agent project

We will implement the following feature in the Python Natural Language Sql Agent Project:
Query any SQLite database using plain English with no SQL knowledge required. The agent automatically discovers the schema, translates plain English questions into SQL queries, executes them and returns human readable answers. Includes auto repair for broken queries. Features include automatic schema discovery, natural language to SQL conversion, query execution with result formatting, error recovery that rewrites broken SQL automatically, bundled sample database generator for testing.

User modules and function of Natural Language Sql Agent

We will implement the following functionalities in the Python Natural Language Sql Agent Project:
Admin Module: Configure the database file path. System auto-discovers all tables and columns automatically. User Module: User asks plain English questions like What is the average salary by department and receives accurate answers based on real SQL query execution results.

Software requirement to run this project

Python 3.10 or later Visual Studio Code IDE OpenAI API Key pip install langchain langchain-openai langchain-community sqlalchemy Operating System: Windows 10 / Windows 11

Hardware requirement to run this project

1. Laptop or Desktop 2. Minimum 4GB RAM 3. Minimum 1GB HDD 4. Active Internet Connection

How to install the project?

After you finish downloading the project, unzip the project file.

Step 1 : Download and extract the zip file to your desired folder

Step 2 : Install Python 3.10 or later from python.org

Step 3 : Open Visual Studio Code -> File -> Open Folder -> select extracted folder

Step 4 : Open terminal in VS Code -> Terminal -> New Terminal

Step 5 : Run: pip install langchain langchain-openai langchain-community sqlalchemy

Step 6 : Open 05_sql_database_agent.py and replace YOUR_OPENAI_API_KEY_HERE with your real API key

Step 7 : Set DB_PATH to your SQLite file path then run: python 05_sql_database_agent.py

How to import database?

Step 1 : If you have an existing SQLite database place the .db file in the project folder

Step 2 : Open 05_sql_database_agent.py and update DB_PATH = "your_database.db" with your filename

Step 3 : If you do not have a database the program auto creates a sample database on first run

Step 4 : Sample database includes employees and projects tables with test data already loaded

Step 5 : Run the program — agent reads the schema automatically and is ready for questions

Why a download Natural Language Sql Agent project from kashipara?

Downloading the Natural Language Sql Agent project from Kashipara is a best choice for students, beginners, and developers looking for a reliable, well documented, and ready to use project in Python.

Top benifit to Download our project over other website:

  • Our Natural Language Sql Agent Source Code in Python completly working. This project easy to understand and fully customizable as per your requriments.
  • Free Download our Natural Language Sql Agent projects.
  • Comprehensive Documentation:
    • We provide project Synopsis
    • Natural Language Sql Agent project Abstract in PDF and PPT formats download in reports.
    • Detailed Project Report
  • UML & Technical Diagrams Included:
  • This project Ideal for Academic Projects Perfect for B.E., B.Tech, MCA, BCA, BSc CS, and IT students
  • 100% Working Project – Tested and bug free.
  • Developed for Learning & Research – A strong foundation for building advanced Natural Language Sql Agent applications

How to create diagram?

Creating diagrams like Class Diagrams, Use Case Diagrams, Entity–Relationship (ER) Diagrams, Data Flow Diagrams (DFD), and Sequence Diagrams is essential for designing and understanding software systems. Here’s a proper guide to help you get started with each type:

Natural Language Sql Agent project output screen

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