Model Context Protocol · Real Estate Infrastructure

Home buyers don't start
with a home page.
They start with a prompt.

Beagel's white-label MCP server gives AI agents live access to your listings — with a direct route to offer management. Your inventory. Your brand. Your transaction infrastructure.

Request a Systems Audit About Beagel
€6B+
In offers processed
18M+
API requests / month
53%
Of buyers register outside office hours
98%
Transaction completion rate
How it works

Discovery to transaction.
In a single integration.

An AI agent queries your MCP endpoint, retrieves structured listing data, and routes the buyer directly to your offer management interface. No portal detour. No broken handoff.

01 — Query
AI agent calls your endpoint
Any AI assistant — Claude, ChatGPT, a custom agent — queries your white-label MCP server using natural language. Location, price, bedrooms, property type.
02 — Return
Structured data, live status
The MCP returns verified listing data: address, price, images, energy rating, floor area, coordinates, and live sale status. Scoped entirely to your inventory.
03 — Transact
Buyer routes to your platform
Each result includes a listing URL directing the buyer to your own website, where Beagel's offer management infrastructure is already embedded and live.
04 — Close
Offer management takes over
Real-time bidding, buyer verification, audit trails, counter offers. The transaction completes inside your platform. You own the relationship.
Developer-ready

One endpoint.
Agent-native.

Your MCP server is provisioned as a remote HTTP endpoint — no local install, no developer configuration required on the agent side. It works with Claude, ChatGPT, and any MCP-compatible AI system out of the box.

View API Documentation →
// Example MCP tool call { "tool": "searchProperties", "input": { "location": "Dublin 4", "bedrooms": 3, "maxPrice": 550000 } } // Returns structured listing data { "address": "14 Raglan Road, Dublin 4", "price": 525000, "bedrooms": 3, "energyRating": "B2", "status": "available", "coordinates": { "lat": 53.3284, "lng": -6.2384 }, "listingUrl": "https://yourportal.com/..." }
Built for

Infrastructure for the platforms
that move property.

Portals
Your listings.
AI-discoverable.
Give AI agents structured access to your inventory under your own brand. Buyers who find you through an AI assistant arrive directly at your offer workflow — not a competitor's.
MLS Operators
Member data.
Agent-native.
Deploy a governed, compliant MCP endpoint for your member inventory. Structured, real-time, scoped to your network. The AI layer your members expect, without the build cost.
Enterprise Brokerages
Firm inventory.
Always transactable.
Surface your active listings to AI agents and route buyers straight into your offer management system. Your brand at every touchpoint, from first prompt to accepted offer.
Market context

The industry is moving.
The infrastructure is here.

Online Marketplaces, March 2026
"The biggest constraint on AI-powered property search isn't the AI — it's the data behind it."
WAV Group / ATTOM, January 2026
"ATTOM is the first large-scale real estate data company to launch MCP access — a structural shift in how AI interacts with property data."
Beagel AgenticAI White Paper, 2025
"Portals must migrate their value capture to the transactional layer — the infrastructure AI cannot easily replicate or replace."
Get started

Is your platform
AI-agent ready?

Request a complimentary systems audit. We assess your current infrastructure and provide a clear integration pathway to deploy your own white-label MCP endpoint.

No commitment. Response within one business day.