Gulf Data MCP
Gulf Data MCP gives AI agents live Gulf/Middle East data plus web research and web-to-Markdown grounding tools.
Query official Dubai Land Department property transactions by date range, transaction type, community, property type, and first sale vs resale.
Search merged Gulf job listings across LinkedIn, NaukriGulf, Bayt, and GulfTalent by country and keywords.
Get live gold and silver prices in multiple currencies, weights, karats, and optional historical ranges.
Retrieve Amazon Best Sellers, New Releases, Movers & Shakers, and Most Wished For rankings across 21 marketplaces and categories.
Search Noon products in UAE, Saudi Arabia, or Egypt with price, discount, rating, seller, and URL.
Run web searches with ranked results and clean Markdown page content for citations.
Convert URLs or whole sites into LLM-ready Markdown with token counts, optional crawling, and page limits.
Provides access to Amazon Best Sellers, New Releases, and Movers & Shakers across 21 Amazon marketplaces, enabling agents to retrieve marketplace product rankings and related data.
Click on "Deploy 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., "@Gulf Data MCP what's the 22k gold price per gram in Dubai and Mumbai right now?"
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.
Gulf Data MCP
An MCP server that gives Claude, ChatGPT, Cursor and other AI agents live Gulf & Middle East data plus web search and web-to-Markdown for grounding answers.
Tool | What it returns |
| Official Dubai Land Department (DLD) registered sales, mortgages or gifts for any date range: count, value (AED), area, price per sqm, first sale vs resale, by community and property type. |
| Current jobs in the UAE, Saudi Arabia, Qatar, Kuwait, Bahrain or Oman from LinkedIn, NaukriGulf, Bayt and GulfTalent in one search, duplicates merged. |
| Gold and silver in any currency (AED, INR, SAR, PKR, USD...), per gram, tola, kilo and 10 g, with 24k/22k/21k/18k/14k prices and optional history. |
| Best Sellers / New Releases / Movers & Shakers for 21 Amazon marketplaces (UAE, Saudi, India, US, UK, Germany, Japan...). |
| Product search on Noon (UAE, Saudi Arabia, Egypt): price, discount, rating, seller. |
| Web search results with each page's main text as clean Markdown, ready to cite. |
| Any URL (or a whole site) to clean, LLM-ready Markdown with token counts. |
Each tool runs a maintained, ready-made scraper on Apify using your own Apify account, so there are no shared rate limits and no data passes through a third-party server.
Setup
Create a free Apify account and copy your API token from Console → Settings → Integrations.
Add the server to your MCP client.
Claude Desktop / Cursor / any stdio client (needs uv):
{
"mcpServers": {
"gulf-data": {
"command": "uvx",
"args": ["--from", "git+https://github.com/GetAnything-1/gulf-data-mcp", "gulf-data-mcp"],
"env": { "APIFY_TOKEN": "your-apify-token" }
}
}
}Or with pip:
pip install git+https://github.com/GetAnything-1/gulf-data-mcp
APIFY_TOKEN=your-apify-token gulf-data-mcpThen ask your assistant things like:
"Which Dubai communities had the most apartment resales last month, and at what price per sqm?"
"Find accountant jobs in Riyadh posted this week, grouped by company."
"What's the 22k gold price per gram in Dubai and Mumbai right now?"
"Show the top 10 Amazon.ae best sellers in electronics and compare with Noon prices."
"Search the web for the latest UAE visa rule changes and summarise the top 5 sources with links."
Related MCP server: sofya-mcp
Cost
Each call runs a pay-per-result scraper on your Apify account (typically $1–10 per 1,000 results; see each scraper's page). Apify's free plan includes monthly credit, which covers plenty of agent use. Keep max_* parameters small for quick questions.
Tool | Scraper |
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Notes
Data comes from public pages and official public sources. No logins to the source sites.
The scrapers don't solve CAPTCHAs or defeat bot protection. If a source refuses (Bayt and GulfTalent sometimes do from the cloud), those results are skipped and not charged.
Live market examples built with this data: gold price today, Dubai price per sqm.
License
MIT. Questions or a data source you need? get.anything2026@gmail.com
Available Tools
7 toolsamazon_best_sellersA
Amazon Best Sellers / New Releases / Movers & Shakers rankings for any of 21 marketplaces (marketplace = domain suffix: ae, sa, in, com, co.uk, de, co.jp, sg...). Categories are slugs from Best Sellers URLs (electronics, kitchen, beauty, toys-and-games, books...). Each product has rank, title, brand, ASIN, price, rating and URL.
Inputs: ranking, categories, marketplace, max_products. Returns: result
dubai_property_transactionsA
Official Dubai Land Department (DLD) registered property transactions for a date range, aggregated by community, property type, sub-type (flat, villa, office...) and first sale vs resale: transaction count, total value (AED), total area, price per sqm, average price. Dates are YYYY-MM-DD. English and Arabic names. Source: dubailand.gov.ae public data.
Inputs: to_date (required), from_date (required), transaction_type. Returns: result
gold_priceA
Live gold and silver prices in any currency (ISO codes like AED, INR, SAR, PKR, USD): per ounce, gram, kilo, tola and 10 grams, with 24k/22k/21k/18k/14k prices. Based on COMEX futures and live FX rates (market price, before jewellers' making charges). Optional daily history.
Inputs: currencies, history_range, include_history. Returns: result
gulf_jobsA
Current job listings in a Gulf country from LinkedIn, NaukriGulf, Bayt and GulfTalent in one search, with duplicates merged. Each job has title, company, location, posted date, the boards it appears on with links, seniority and job function. Bayt and GulfTalent are best effort.
Inputs: keywords (required), country, max_jobs_per_source. Returns: result
noon_productsB
Search Noon, the largest marketplace in the UAE, Saudi Arabia and Egypt: product title, brand, price, discount, rating, seller and URL for a search query.
Inputs: query (required), country, max_products. Returns: result
web_searchA
Search the web (DuckDuckGo) and return ranked results with title, URL, snippet and date, plus each result page's main text as clean Markdown (when fetch_page_content is true), trimmed to max_chars_per_page. Use it to ground answers in current sources and cite them.
Inputs: query (required), max_results, fetch_page_content, max_chars_per_page. Returns: result
web_to_markdownA
Convert web pages to clean, LLM-ready Markdown (navigation, ads and cookie banners removed) with title, date and an approximate token count. JavaScript-heavy pages are rendered automatically. Set crawl_site to follow same-domain links (capped by max_pages).
Inputs: urls (required), max_pages, crawl_site, max_chars_per_page. Returns: result
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 7 tools
Each tool targets a clearly different resource: Gulf jobs, Dubai property transactions, precious metals, Amazon rankings, Noon search, web search, and page conversion. The only mild overlap is between web_search (which can return page text when fetch_page_content is true) and web_to_markdown, which both can produce page content. amazon_best_sellers and noon_products are both commerce tools but differ in marketplace and function (rankings vs. keyword search), so they are distinguishable.
All names are consistently lowercase snake_case with no camelCase or style mixing. However, the convention shifts between resource-noun names (gulf_jobs, gold_price, amazon_best_sellers, noon_products, dubai_property_transactions) and verb-style action names (web_search, web_to_markdown), so there is no single verb_noun pattern throughout.
Seven tools is well within the ideal 3-15 range and each tool corresponds to a distinct data source or utility with no filler. The set is tightly scoped around Gulf/regional data plus general web grounding utilities.
For a read-only data aggregation server, the surface covers jobs, property transactions, metals, two marketplaces, and generic web retrieval, which is solid lifecycle coverage for its stated purpose. Minor gaps exist (e.g., property listings rather than only registered transactions, no non-gold FX or broader regional datasets), but web_search and web_to_markdown let an agent work around most of them.
Maintenance
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