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thomasjerard

ChatSQL MCP Server

by thomasjerard

πŸ’¬ ChatSQL β€” Natural Language to SQL using Gemini & FastMCP

ChatSQL is a command-line tool that lets you query a PostgreSQL database using natural language. It uses Google Gemini to convert your questions into SQL, and FastMCP to execute them against your database.


πŸš€ Tech Stack

  • Python 3.11+

  • PostgreSQL (via psycopg2)

  • FastMCP (Modular Composable Protocol)

  • Google Gemini (for Natural Language to SQL conversion)

  • Rich (for pretty command-line interface output)

  • python-dotenv (for environment variable configuration)


🧠 Use Case

You ask a question in plain English, and ChatSQL generates and executes the SQL, then displays the results.

Input: "Get all employees earning more than 50000"

Generated SQL: SELECT * FROM employees WHERE salary > 50000;

Output:

+----+---------+--------+------------+-----------+------------+

| id | name | salary | phone_no | address | department |

+----+---------+--------+------------+-----------+------------+

| 1 | Alice | 75000 | 9876543210 | New York | HR |

| 2 | Bob | 65000 | 1234567890 | Chicago | Finance |

+----+---------+--------+------------+-----------+------------+


βš™οΈ Setup Instructions

βœ… 1. Clone the Repository & Configure Environment

> git clone https://github.com/thomasjerard/ChatSQL.git
> cd chatSQL

βœ… 2. Prerequisites

  • Bash shell is required (default on macOS/Linux).

  • Python 3.11+ must be installed and accessible via your terminal. If not installed,

For macOS:

brew install python@3.11

For Linux:

sudo apt install python3.11 python3.11-venv

βœ… 3. Create a .env file in the root folder with the following content:

DB_NAME=chattosql
DB_USER=postgres
DB_PASS=yourpassword
DB_HOST=localhost
DB_PORT=5432
GEMINI_API_KEY=your-gemini-api-key

βœ… 3. Run the Application

You’ll need two separate terminals:

πŸ–₯️ Terminal 1 β€” Start the Server

./run_server.sh

πŸ’¬Terminal 2 β€” Start the Client

./run_client.sh

Once the client starts, you'll see a prompt like:

πŸ’¬ ChatSQL (Gemini + FastMCP) πŸ—¨οΈ Ask (NL):

πŸ”§ What Happens Internally

  1. Each script (run_server.sh / run_client.sh) performs the following:

  2. Deletes any existing virtual environment and creates a fresh one.

  3. Loads environment variables from the .env file.

  4. Installs required Python dependencies from requirements.txt.

  5. Sets up PostgreSQL:

  6. Creates the database (chattosql)

  7. Adds the user (postgres)

  8. Creates a sample employees table

  9. Starts the FastMCP server or the ChatSQL CLI client, depending on the script.

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