MCP

🚀 Propbar MCP Server

The MCP server offers UK property research tools for AI assistants, enabling Claude, GPT, and other LLMs to search properties, analyze area safety, find nearby schools, explore demographics, and build automated valuation models (AVMs).

Powered by Propbar's comprehensive UK property database covering 30+ million properties.

🚀 Quick Start

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "propbar": {
      "url": "https://mcp.propbar.co.uk"
    }
  }
}

You'll be prompted to authenticate via OAuth when first connecting.

Programmatic Access

import { Client } from '@modelcontextprotocol/sdk/client/index.js'
import { StreamableHTTPClientTransport } from '@modelcontextprotocol/sdk/client/streamableHttp.js'

const transport = new StreamableHTTPClientTransport(
  new URL('https://mcp.propbar.co.uk'),
  {
    requestInit: {
      headers: {
        Authorization: `Bearer ${accessToken}`,
      },
    },
  }
)

const client = new Client({ name: 'my-app', version: '1.0.0' })
await client.connect(transport)

// Get comparables for valuation
const result = await client.callTool('get_comparables', {
  coordinates: { latitude: 51.5074, longitude: -0.1278 },
  propertyType: 'flat',
  bedrooms: 2,
  radiusKm: 1,
  transactionType: 'sale'
})

✨ Features

• Build Your Own AVM: The get_comparables tool provides access to a comprehensive property search with 50+ filterable fields, perfect for building automated valuation models.
• Property Research for Buyers: Help users make informed decisions with comprehensive area data, including crime & safety, schools, demographics, and market analysis.

📦 Installation

• Subscription: Pro or Plus subscription required.
• Account: Sign up at propbar.co.uk.

💻 Usage Examples

Get comparables for valuation

{
  "tool": "get_comparables",
  "arguments": {
    "coordinates": { "latitude": 51.5074, "longitude": -0.1278 },
    "propertyType": "flat",
    "bedrooms": 2,
    "radiusKm": 1,
    "transactionType": "sale"
  }
}

Returns: Recent sales, SSTC properties, and current listings with prices, dates, floor areas, EPC ratings, and portal links.

Check area safety

{
  "tool": "get_crime_stats",
  "arguments": {
    "latitude": 53.958,
    "longitude": -1.080
  }
}

Find nearby schools

{
  "tool": "get_schools",
  "arguments": {
    "latitude": 53.9583,
    "longitude": -1.0803,
    "radiusMetres": 2000
  }
}

Get demographics

{
  "tool": "get_demographics",
  "arguments": {
    "areaCode": "E06000014",
    "topics": ["ageBands", "ethnicGroup", "tenure"]
  }
}

📚 Documentation

Available Tools

Comparables Search Fields

The get_comparables tool queries an Elasticsearch index with 56 filterable fields:

Tool Workflow

┌─────────────────────┐     ┌─────────────────────┐
│   search_areas      │     │  search_properties  │
│   (get areaCode)    │     │  (get propertyId)   │
└─────────┬───────────┘     └──────────┬──────────┘
          │                            │
          ▼                            ▼
┌─────────────────────┐     ┌─────────────────────┐
│  Area Tools:        │     │  Property Tools:    │
│  • get_crime_stats  │     │  • get_property_*   │
│  • get_schools      │     │  • get_comparables  │
│  • get_demographics │     │                     │
└─────────────────────┘     └─────────────────────┘

Flexible inputs: Most tools accept EITHER areaCode OR latitude/longitude coordinates.

🔧 Technical Details

• Connection
  • Endpoint: https://mcp.propbar.co.uk
  • Transport: Streamable HTTP (MCP 2025-03-26)
  • Authentication: OAuth 2.1 via Supabase
• OAuth Discovery: Protected Resource Metadata (RFC 9728): https://mcp.propbar.co.uk/.well-known/oauth-protected-resource

📄 License

Proprietary - Requires active Propbar subscription.

Data Sources

• Property Data: Propbar - 30M+ UK properties with sales history, listings, EPC data
• Crime Statistics: Police UK - Monthly crime data by location
• Schools: Get Information About Schools - Ofsted ratings, school types
• Demographics: UK Census 2021 - Population, households, tenure

Related Products

• Need automated marketing? EverySignal.ai - AI-powered property marketing automation
• Need consulting, enterprise solutions, or direct API access? Vepler.com - UK property data consulting & enterprise platform

Support

• Website: propbar.co.uk
• Email: hello@propbar.co.uk
• GitHub: Propbar/mcp

Keywords: UK property API, automated valuation model, AVM, property comparables, house price data, EPC ratings, UK house prices, property market analysis, MCP server, AI property tools, land registry data