Real Estate Data Manager MCP server for AI agents

The Real Estate MCP Server is a comprehensive tool for managing real estate data, providing capabilities for property listings, agent management, market analysis, client relationships, and area intelligence through the Model Context Protocol (MCP) framework.

Installation

To get started with the Real Estate MCP Server, follow these steps:

Clone the repository:

git clone https://github.com/agentic-ops/real-estate-mcp.git
cd real-estate-mcp

Install dependencies:
```
pip install -r requirements.txt
```
Run the server:
```
python main.py
```

MCP Inspector

For debugging and inspecting your MCP server, you can use the MCP Inspector tool:

npx @modelcontextprotocol/inspector

This tool lets you monitor MCP messages in real-time, debug tool and resource calls, inspect server responses, and test server functionality.

Server Connection Details

The server uses Server-Sent Events (SSE) transport:

SSE Endpoint: http://127.0.0.1:8000/sse (for establishing SSE connection)
Message Endpoint: http://127.0.0.1:8000/messages/ (for posting MCP messages)

Web Client Example

// Establish SSE connection
const eventSource = new EventSource('http://127.0.0.1:8000/sse');
eventSource.onmessage = function(event) {
    const mcpMessage = JSON.parse(event.data);
    // Handle MCP protocol messages
};

// Send MCP messages
async function sendMCPMessage(message) {
    const response = await fetch('http://127.0.0.1:8000/messages/', {
        method: 'POST',
        headers: {
            'Content-Type': 'application/json',
        },
        body: JSON.stringify(message)
    });
    return response.json();
}

Features

Tool Categories

Property Management (7 tools): Search, filter, and analyze properties
Agent Operations (6 tools): Agent profiles, performance metrics, and analytics
Market Analysis (7 tools): Market insights, trends, and comparative analysis
Client Management (3 tools): Client profiles and property matching
Area Intelligence (9 tools): Area reports and amenity information
System Management (2 tools): Data management and system stats

Resources

The server provides both static and dynamic resources:

Static resources include property listings, agent directory, market trends, area information, and amenities database
Dynamic resources provide templates for area-specific properties, agent dashboards, market analysis, property insights, and client matches

Prompts

The server includes 11 prompt templates across 4 categories:

Property analysis and comparison
Client matching, consultation, and feedback
Market reports and investment analysis
Agent performance, marketing, and training

Usage Examples

Here are some examples of interacting with the MCP server using curl:

Establishing SSE Connection

curl -N http://127.0.0.1:8000/sse

Searching Properties

curl -X POST http://127.0.0.1:8000/messages/ \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": {"name": "search_properties", "arguments": {"query": "Victorian"}}}'

Filtering Properties by Price

curl -X POST http://127.0.0.1:8000/messages/ \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc": "2.0", "id": 2, "method": "tools/call", "params": {"name": "filter_properties", "arguments": {"min_price": 500000, "max_price": 1000000}}}'

Getting Market Overview

curl -X POST http://127.0.0.1:8000/messages/ \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc": "2.0", "id": 3, "method": "resources/read", "params": {"uri": "realestate://market-overview"}}'

Matching Client Preferences

curl -X POST http://127.0.0.1:8000/messages/ \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc": "2.0", "id": 4, "method": "tools/call", "params": {"name": "match_client_preferences", "arguments": {"client_id": "CLI001"}}}'

Data Structure

The server operates with comprehensive real estate data including:

5 Properties (Victorian homes, contemporary, luxury, townhouses)
3 Agents with specializations
6 Clients (buyers, sellers, investors)
Multiple sales transactions
5 Areas (Downtown Riverside, Woodcrest, Canyon Crest, Arlington Heights, La Sierra)
Various amenities (schools, parks, shopping, healthcare)

How to install this MCP server

For Claude Code

To add this MCP server to Claude Code, run this command in your terminal:

claude mcp add-json "real-estate-mcp" '{"command":"python","args":["main.py"]}'

See the official Claude Code MCP documentation for more details.

For Cursor

There are two ways to add an MCP server to Cursor. The most common way is to add the server globally in the ~/.cursor/mcp.json file so that it is available in all of your projects.

If you only need the server in a single project, you can add it to the project instead by creating or adding it to the .cursor/mcp.json file.

Adding an MCP server to Cursor globally

To add a global MCP server go to Cursor Settings > Tools & Integrations and click "New MCP Server".

When you click that button the ~/.cursor/mcp.json file will be opened and you can add your server like this:

{
    "mcpServers": {
        "real-estate-mcp": {
            "command": "python",
            "args": [
                "main.py"
            ]
        }
    }
}

Adding an MCP server to a project

To add an MCP server to a project you can create a new .cursor/mcp.json file or add it to the existing one. This will look exactly the same as the global MCP server example above.

How to use the MCP server

Once the server is installed, you might need to head back to Settings > MCP and click the refresh button.

The Cursor agent will then be able to see the available tools the added MCP server has available and will call them when it needs to.

You can also explicitly ask the agent to use the tool by mentioning the tool name and describing what the function does.

For Claude Desktop

To add this MCP server to Claude Desktop:

1. Find your configuration file:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json
Linux: ~/.config/Claude/claude_desktop_config.json

2. Add this to your configuration file:

{
    "mcpServers": {
        "real-estate-mcp": {
            "command": "python",
            "args": [
                "main.py"
            ]
        }
    }
}

3. Restart Claude Desktop for the changes to take effect