The dld-mcp server provides a single tool, query_dld, to query Dubai real estate data — property sales transactions and rental contracts — through the OfferBrief API.
Search by location: area or building name (e.g., Marina, Palm Jumeirah).
Retrieve data types: sales transactions (DLD) or rental contracts (Ejari).
Filter results: by property type (apartment, villa, townhouse — sales only), bedrooms (studio, 1-5+), and date range.
Aggregated metrics (stats): median, average, min, max prices, transaction count, total volume.
Count only (count): number of matching records.
List records (list): individual transactions/contracts (limit 1-50, default 10).
Compare areas: run multiple queries to compare prices across locations.
Integration: easily added to Claude Code or Claude Desktop for natural language queries.
Robust handling: input validation rejects invalid parameters; clear error messages for API failures, rate limits, timeouts.
Privacy-conscious: no credentials needed; query parameters and response bodies are not logged.
Example queries: "How many villas sold in Palm Jumeirah in 2024?" or "Average rent for 2BR in Marina."
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@dld-mcp What's the median price in Marina?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Local stdio MCP server for querying Dubai property sales transactions and rental contracts through OfferBrief.
The server uses MCP Python SDK v2 and supports the MCP 2026-07-28 protocol.
Run the published package directly:
uvx dld-mcpRelated MCP server: Property Comparable Sales MCP Server
Claude Code:
claude mcp add dld -- uvx dld-mcpClaude Desktop:
{
"mcpServers": {
"dld": {
"command": "uvx",
"args": ["dld-mcp"]
}
}
}Add that entry to ~/Library/Application Support/Claude/claude_desktop_config.json on macOS.
query_dld accepts:
Parameter | Allowed values | Default |
| Area or building name, at least 2 non-whitespace characters | Required |
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| A real date in | OfferBrief default |
| A real date in | OfferBrief default |
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| Integer from 1 through 50 |
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property_type is supported only for sales. date_from cannot be later than date_to.
Examples:
query_dld(area="Marina")
query_dld(area="Palm", property_type="villa", date_from="2024-01-01", metric="count")
query_dld(area="Downtown", type="rentals", bedrooms="2")
query_dld(area="JBR", metric="list", limit=10)Invalid arguments fail before an API request. OfferBrief HTTP, rate limit, timeout, connection, and malformed response failures return structured errors with a message and status code.
Each tool call sends its query parameters to https://offerbrief.com/api/query. No credentials are used. The package does not log query parameters or response bodies.
Results reflect the data available from OfferBrief when the call is made. This package does not claim a refresh schedule or transaction count.
git clone https://github.com/level09/dld-mcp
cd dld-mcp
uv sync --group dev
uv run pytest
uv run ruff check
uv buildMIT, OfferBrief
Unclaimed servers have limited discoverability.
If you are the server author, to access and configure the admin panel.
U.S. real-estate data: property records, AVM value + rent estimates, sale/rental listings.
Property Records MCP — address-level US property records (sales history,
RealEstateAPI MCP — property search, detail, and skip-trace (realestateapi.com)
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