Chat apps
Use a chat app that supports remote MCP. ChatGPT may require Developer Mode before the connector appears in a conversation.
Open to AI assistants
Ask your assistant to read the collection.
Your assistant can search MCLL's published residences, compare budgets or price per square metre, and open the public listing. No MCLL account is required.
Connect your assistant
One public Streamable HTTP MCP endpoint. Read-only. No MCLL account, no API key.
Developers
Use Claude Code, Cursor, Windsurf, VS Code, or another MCP-capable client. Terminal users can also install the MCLL agent skill.
Endpointhttps://mcllrealestate.com/api/mcp
https://mcllrealestate.com/api/mcpWhat it can read
The assistant reads public listings only. Drafts, leads, owner data, and admin records stay closed.
Search published listings
Filter sale or rent listings by city, area, type, bedrooms, and budget. MCP resolves human names; REST filters use ids.
Open the public file
Return price, size, floor, year, features, location, Markdown description, and the public listing URL.
Compare with Code Mode
Run JavaScript in an isolated Cloudflare sandbox with only the MCLL search and get tools in scope.
Ask things like
- Compare these residences by price per square metre and floor.
- If my budget moves from 8 to 10 million baht, what changes?
- Show me river-view residences in Sathorn ready to move in.
Code Mode for comparisons
When fixed questions end, the assistant can calculate.
The execute tool is Code Mode, Cloudflare's pattern for giving an assistant a whole API in about a thousand tokens, then running its JavaScript inside an isolated Dynamic Worker. It has no open network, no filesystem, and no secrets; it can only call MCLL search and get against the same public listings shown on the site.
const { results } = await mcll.search({
type: "sale", city: "Bangkok",
});
const homes = await Promise.all(
results.slice(0, 3).map((r) =>
mcll.get({ type: "sale", slug: r.url.split("/").pop() })),
);
return homes.map((h) => ({
title: h.title,
pricePerSqm:
h.priceThb && h.areaSqm
? Math.round(h.priceThb / h.areaSqm)
: null,
}));Technical access
Agent skill
Install the public skill for Claude Code, Codex, and other agent-skill clients.
npx skills add mcllrealestate/agent-skillsGitHubREST API
An OpenAPI 3.1 endpoint for direct integration.
Markdown
Every residence, area, and article as clean Markdown.
Accept: text/markdownDiscovery
Server card, API catalogue, and llms.txt describe the public agent surface.
Prefer a person?
However you search, the Firm answers directly.
Enquire