👤 USER
                           │
                           │ Natural Language
                           ▼
                    ┌───────────────┐
                    │    Cursor     │
                    │   AI Agent    │
                    └───────┬───────┘
                            │
                            │ MCP
                            ▼
                ┌────────────────────────┐
                │ Customer Support MCP   │
                │        Server          │
                ├────────────────────────┤
                │ 🎫 create_ticket       │
                │ 🔍 get_ticket          │
                │ 🔎 search_tickets      │
                │ ✏️ update_ticket       │
                └────────────┬───────────┘
                             │
                             │ SQL
                             ▼
                    ┌─────────────────┐
                    │     SQLite      │
                    │   support.db    │
                    └─────────────────┘
===================

🚀 Features

Feature	Description
🎫 Create Ticket	Create a new customer support ticket
🔍 Get Ticket	Retrieve a ticket using its ID
🔎 Search Tickets	Search using keyword, email, status, or priority
✏️ Update Ticket	Update status, priority, or description
💾 SQLite	Persistent local database
🤖 Cursor	AI client for interacting with MCP
🧪 MCP Inspector	Test and debug MCP tools
⚡ uv	Fast Python package/environment management
=======================

🧰 Technology Stack

Technology	Purpose
🐍 Python 3.12	Application development
🔌 MCP	AI ↔ Tool communication
🗄️ SQLite	Database
🤖 Cursor	AI/MCP client
⚡ uv	Python environment & dependency management
🧪 MCP Inspector	MCP server testing
=====================

📁 Project Structure

customer_support_mcp/
│
├── 📁 .cursor/
│   └── 📄 mcp.json
│
├── 📁 data/
│   └── 🗄️ support.db
│
├── 📁 .venv/
│
├── 🐍 database.py
├── 🐍 server.py
├── 📄 pyproject.toml
├── 🔒 uv.lock
├── 📄 README.md
└── 📄 .gitignore
==================

🗄️ Database Schema

The SQLite database contains a tickets table.

┌─────────────────────────────────────────┐
│                 tickets                 │
├─────────────────────────────────────────┤
│ id              INTEGER PRIMARY KEY     │
│ customer_name   TEXT                    │
│ customer_email  TEXT                    │
│ subject         TEXT                    │
│ description     TEXT                    │
│ status          TEXT                    │
│ priority        TEXT                    │
│ created_at      TIMESTAMP               │
│ updated_at      TIMESTAMP               │
└─────────────────────────────────────────┘
============
🧪 Test Using MCP Inspector

The MCP Inspector allows you to test the tools before connecting Cursor.

Run:

uv run mcp dev server.py

Open the Inspector URL displayed in the terminal.

You should see:

Customer Support MCP Server

Tools

✓ create_ticket
✓ get_ticket
✓ search_tickets
✓ update_ticket
=======================
🧑‍💻 Connect MCP Server to Cursor

Create:

.cursor/mcp.json
=======================
🔄 Restart Cursor

After saving .cursor/mcp.json:

Cursor
   ↓
Restart Cursor
   ↓
Open customer_support_mcp
   ↓
Settings
   ↓
Tools & MCP
-------------
You should see:

🟢 customer-support

Tools:

✓ create_ticket
✓ get_ticket
✓ search_tickets
✓ update_ticket

===============
🤖 Using Cursor AI

Once the MCP server is connected, you can use natural language.
🎫 Create Ticket

Ask Cursor:

Create a ticket for John Smith.

Email:
john@example.com

Issue:
Customer cannot login.

Priority:
high

Cursor can call:

create_ticket()
🔍 Retrieve Ticket

Ask:

Show me ticket number 1.

Cursor can call:

get_ticket(ticket_id=1)
🔎 Search Tickets

Ask:

Find all open urgent tickets.

Cursor can call:

search_tickets(
    status="open",
    priority="urgent"
)
✏️ Update Ticket

Ask:

Change ticket 1 to resolved.

Cursor can call:

update_ticket(
    ticket_id=1,
    status="resolved"
)

===================
🔥 Example Workflow
👤 User
   │
   │ "Create a ticket for John"
   ▼
🤖 Cursor AI
   │
   │ MCP Tool Call
   ▼
🔌 create_ticket()
   │
   │ SQL INSERT
   ▼
🗄️ SQLite
   │
   │ Ticket #1
   ▼
🔌 MCP Server
   │
   ▼
🤖 Cursor
   │
   ▼
👤 User
==================
📊 Example or Sample database of  Tickets Output

After creating tickets, the database might contain:

┌────┬──────────────┬─────────────────────┬──────────────┬──────────┐
│ ID │ Customer     │ Subject             │ Status       │ Priority │
├────┼──────────────┼─────────────────────┼──────────────┼──────────┤
│ 1  │ John Smith   │ Unable to login     │ open         │ high     │
│ 2  │ Sarah Jones  │ Payment failed      │ open         │ urgent   │
│ 3  │ Mike Brown   │ Password reset      │ resolved     │ medium   │
└────┴──────────────┴─────────────────────┴──────────────┴──────────┘
=================
🧠 MCP Concept

The most important concept in this project is:

             AI APPLICATION
                   │
                   ▼
             ┌───────────┐
             │    MCP    │
             └─────┬─────┘
                   │
                   ▼
             BUSINESS TOOLS
                   │
          ┌────────┼────────┐
          ▼        ▼        ▼
       CREATE    SEARCH   UPDATE
          │        │        │
          └────────┼────────┘
                   ▼
               DATABASE

The AI does not directly manipulate the SQLite database.
---------
Instead:

AI
 ↓
MCP Tool
 ↓
Python Function
 ↓
SQLite
 ↓
Result
 ↓
AI
===============

✅ MCP Business Tools
AI
 ↓
MCP Tool
 ↓
Validated Python Function
 ↓
SQLite
===============

🔍 Verify SQLite Database

The database will be created here:

data/support.db

You can verify the database using Python:

 sqlite3 "C:\Users\your name\path\folder name\data\support.db"

============

🎓 Learning Outcomes

After completing this project, you will understand:

🔌 MCP
Model Context Protocol
        ↓
MCP Server
        ↓
MCP Tools
        ↓
MCP Client
---
🗄️ Database Integration
Python
   ↓
sqlite3
   ↓
SQLite
---
🤖 AI Integration
Cursor AI
    ↓
MCP
    ↓
Python Tools
    ↓
SQLite
---
💼 Business Operations
CREATE
  ↓
READ
  ↓
SEARCH
  ↓
UPDATE
============

🏆 Project Summary

Component	Technology
🤖 AI Client	Cursor
🔌 Protocol	MCP
🐍 Backend	Python
🗄️ Database	SQLite
⚡ Environment	uv
🧪 Testing	MCP Inspector
🎫 Business Domain	Customer Support
=============

🌟 Final Architecture
                    ╔════════════════════╗
                    ║      CURSOR       ║
                    ║    🤖 AI AGENT    ║
                    ╚═════════╤══════════╝
                              │
                              │ MCP
                              ▼
                 ╔══════════════════════╗
                 ║ CUSTOMER SUPPORT MCP ║
                 ║       SERVER         ║
                 ╠══════════════════════╣
                 ║ 🎫 create_ticket     ║
                 ║ 🔍 get_ticket        ║
                 ║ 🔎 search_tickets    ║
                 ║ ✏️ update_ticket     ║
                 ╚══════════╤═══════════╝
                            │
                            │ SQL
                            ▼
                 ╔══════════════════════╗
                 ║       SQLite         ║
                 ║      support.db      ║
                 ╚══════════════════════╝

==============

🚀 Complete Command Flow

# 1. Go to project
cd C:\Users\path

# 2. Create environment
uv venv --python 3.12

# 3. Activate environment
.venv\Scripts\Activate.ps1

# 4. Install MCP
uv add "mcp[cli]"

# 5. Verify SQLite
uv run python -c "import sqlite3; print('SQLite OK')"

# 6. Verify MCP
uv run python -c "from mcp.server.fastmcp import FastMCP; print('MCP OK')"

# 7. Run MCP Inspector
uv run mcp dev server.py

# 8. Run MCP server directly
uv run python server.py
==============


                 

❤️ Final Message
<div align="center">
🎫 Customer Support MCP Server
Python 🐍 + MCP 🔌 + SQLite 🗄️ + Cursor 🤖

AI + MCP + Database = Intelligent Business Operations