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ChatSQL MCP Server

ChatSQL MCP Server

by thomasjerard

💬 ChatSQL — 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.


🚀 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)


Related MCP server: pgEdge Postgres MCP Server

🧠 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 |

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


⚙️ Setup Instructions

✅ 1. Clone the Repository & Configure Environment

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

✅ 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

✅ 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

✅ 3. Run the Application

You’ll need two separate terminals:

🖥️ Terminal 1 — Start the Server

./run_server.sh

💬Terminal 2 — Start the Client

./run_client.sh

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

💬 ChatSQL (Gemini + FastMCP) 🗨️ Ask (NL):

🔧 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.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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