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Glama

Gulf Data MCP

M8ven Score

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

dubai_property_transactions

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.

gulf_jobs

Current jobs in the UAE, Saudi Arabia, Qatar, Kuwait, Bahrain or Oman from LinkedIn, NaukriGulf, Bayt and GulfTalent in one search, duplicates merged.

gold_price

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.

amazon_best_sellers

Best Sellers / New Releases / Movers & Shakers for 21 Amazon marketplaces (UAE, Saudi, India, US, UK, Germany, Japan...).

noon_products

Product search on Noon (UAE, Saudi Arabia, Egypt): price, discount, rating, seller.

web_search

Web search results with each page's main text as clean Markdown, ready to cite.

web_to_markdown

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

  1. Create a free Apify account and copy your API token from Console → Settings → Integrations.

  2. 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-mcp

Then 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

dubai_property_transactions

DLD Transactions Scraper

gulf_jobs

GCC Jobs Aggregator

gold_price

Gold Price Scraper

amazon_best_sellers

Amazon Products & Best Sellers

noon_products

Noon Scraper

web_search

AI Web Search Scraper

web_to_markdown

LLM Web Scraper

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 tools
amazon_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_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

    A3.7/5.0

    Scored across 7 tools

    Disambiguation4/5

    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.

    Naming Consistency4/5

    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.

    Tool Count5/5

    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.

    Completeness4/5

    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

    ActivityMaintained
    ResponsivenessNo recent community issues

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