Flashmates MCP / public data gateway

Give AI a real place to look.

Connect any MCP-ready assistant to the global real estate market. Ask a better property question, and get answers grounded in live public listings, buildings, and active agents.

Read public real estate data. No write actions.
property-copilotMCP
YOU

Find a two-bedroom home near Koramangala under ₹45k. Prioritise buildings with active agents.

Flashmates MCPsearching public listings + buildings + agents
LIVE
27 matches Bengaluru, IN
2 bed · ₹39,000 · 1.2 km away
2 bed · ₹42,500 · agent active today
2 bed · ₹44,000 · building profile
Context attached to your answer

Here are three strong starting points — with the building and agent context to help you choose what to open next.

connectedremote /api/mcp
Global marketOne connection, many places
Public contextListings, buildings, agents
Standard protocolWorks with MCP-ready tools
Read-only by designUseful without hidden actions
A missing layer in the stack

AI can reason about a move. Now it can see one.

Real estate questions are rarely just about a number. They are about a place, a building, a commute, a landlord, and what is actually available right now.

Flashmates MCP puts that public market context where the question already lives — inside an assistant, workflow, or product you are building.

01 for builders

Build property products with less plumbing.

Skip the one-off integrations and give your product a consistent way to discover the market. Prototype a relocation copilot, a neighbourhood explorer, or an agent workflow around the same public source.

See the connection
02 for AI users

Make property answers feel grounded.

Ask the assistant you already use to compare real listings, understand a building, or find an active agent. The useful context arrives without leaving the conversation.

Explore Flashmates AI
What comes through

The market, in useful pieces.

Flashmates MCP is intentionally focused: public property intelligence an assistant can use, not a control panel pretending to be an API.

01

Public listings

Search live property inventory with the context your assistant already has: place, intent, budget, and the shape of the move.

Available through MCP
02

Buildings & places

Move beyond isolated listings. Give an assistant building-level context for comparing homes, neighbourhoods, and what is nearby.

Available through MCP
03

Active agents

Find public agent profiles and active presence when a question needs a human next step, not another generic search result.

Available through MCP
One standard connection

Point your assistant at /api/mcp.

Use the endpoint in any MCP client that supports a remote server URL. No new dashboard, key ceremony, or proprietary SDK to learn for the public surface.

JSON
{
  "mcpServers": {
    "flashmates": {
      "url": "https://flashmates.tech/api/mcp"
    }
  }
}
Endpoint is public and read-only
Your assistantthe question
standard MCP
Flashmates MCPthe right context
public data
Market contextthe better answer
Context is the feature

Better answers start with better access.

Keep your assistant in the flow of the conversation. Flashmates MCP handles the market lookup so the product you are building can focus on the decision, not the data plumbing.

Inspect the endpoint
Clear boundaries

Read the market. Keep actions with people.

Flashmates MCP exposes public property intelligence for discovery and context. It does not create listings, edit properties, contact agents, or make decisions on a user's behalf.

Read the API surface
Start with a better question

Bring the real world into the conversation.