Macau Stats

Official registry Data and databases

Macau Statistics MCP — DSEC (Direcção dos Serviços de Estatística e Censos 澳門統計暨普查局 / Serviços de…

What can you do with Macau Stats?

  • macau_indicators({ query? }) — the catalogue of all 143 key indicators
  • macau_indicator({ id?, name?, periods? }) — latest value for one
  • macau_gaming_revenue() — Macau's monthly gross revenue of games of chance
  • macau_population() — total resident population, quarterly.
  • macau_tourism() — visitor arrivals, monthly.
  • macau_employment() — unemployment rate, total employment and median

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code
claude mcp add --transport http macau-stats 'https://gateway.pipeworx.io/macau-stats/mcp'
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "macau-stats": {
            "type": "http",
            "url": "https://gateway.pipeworx.io/macau-stats/mcp"
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. @pipeworx/macau-stats
  2. Tools
  3. Auth
  4. Data sources
  5. Quick Start
  6. No MCP client? Call it over HTTP
  7. Standalone (no gateway account)
  8. Using with ask_pipeworx
  9. More
  10. License

@pipeworx/macau-stats

Macau (Macao SAR) official statistics — 143 headline indicators (population, visitor arrivals, gaming revenue, CPI, unemployment, births/deaths and more) from DSEC, the Macao Statistics and Census Service (澳門統計暨普查局 / Direcção dos Serviços de Estatística e Censos).

Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.

Tools

  • macau_indicators({ query? }) — the catalogue of all 143 key indicators (id, name in English/中文/Portuguese, reporting frequency). Pass query to filter by keyword in any of the three languages.
  • macau_indicator({ id?, name?, periods? }) — latest value for one indicator by numeric id or name/keyword, plus a historical series when a reliable match exists in DSEC's general statistics database (see the ID-space note below). periods defaults to 24.
  • macau_gaming_revenue() — Macau's monthly gross revenue of games of chance (澳門博彩毛收入) in million MOP — the same figure the gaming regulator DICJ publishes as an HTML table, sourced here as structured data instead.
  • macau_population() — total resident population, quarterly.
  • macau_tourism() — visitor arrivals, monthly.
  • macau_employment() — unemployment rate, total employment and median monthly earnings in one call.

Auth

Keyless. No registration, no API key, despite the DSEC /zh-MO/Service/WebService page describing a "contact us" styled-widget product — that copy is about the branded embed, not the raw data call used here.

Data sources

  • https://www.dsec.gov.mo/TimeSeriesDatabase.asmx — DSEC's public SOAP web service (WSDL at ?WSDL). Old-school ASP.NET ASMX: every SOAP operation also answers a plain HTTP GET (the framework's HttpGet binding), so this pack calls it with GET + query string and parses the XML response — no SOAP envelope needed.
Traps for the next person
  • Two disjoint id spaces. The 143 curated KeyIndicatorIDs (getKeyIndicatorList/getKeyIndicatorValue) are NOT the same numbering as the general IndicatorID catalog (getIndicatorID/getIndicatorByID/ getIndicatorLatestNValues) — getIndicatorByID(15) for KeyIndicatorID 15 returns an empty result. There is no documented mapping table. This pack resolves a mapping by searching the general catalog for a description that matches a key indicator's own name, and only trusts the match when it resolves to exactly one series (an ambiguous or empty search means "no reliable history", not a guess) — confirmed working for "Live births" -> IndicatorID 9014, confirmed absent for "Gross revenue of games of chance" (it exists only in the curated key-indicator set, not the general catalog).
  • The curated key-indicator endpoint (getKeyIndicatorValue) returns only the LATEST value — no period parameter, no history. Real time series require the general-catalog mapping above, which does not resolve for every indicator.
  • Chart operations (getChart, getCommonChart) return a base64-encoded PNG image (ChartData), not structured numbers — not usable for a data API, so this pack does not call them.
  • Language enum values: English, TraditionalChinese, SimplifiedChinese, Portuguese — NOT Chinese (that value 500s with a .NET conversion error).
  • This pack supersedes any DICJ (gaming regulator) HTML-table scrape — the same monthly gross-gaming-revenue number is available here as clean XML.

Quick Start

Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):

{
  "mcpServers": {
    "macau-stats": {
      "url": "https://gateway.pipeworx.io/macau-stats/mcp"
    }
  }
}
What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/macau-stats/mcp returns the tools in the table above plus the shared Pipeworx meta-tools — ask_pipeworx, discover_tools, search_within, remember/recall and the rest of the gateway-wide set. So the tool count you see is larger than this table: a single-pack endpoint currently lists roughly 30 shared tools alongside the pack's own. The connection's initialize response states its exact scope, and is the authoritative answer for a given day.

This is deliberate, not multiplexing by accident. The meta-tools are what let a scoped connection answer a question this pack does not cover — via ask_pipeworx, which routes across the whole catalog — without you adding a second MCP server. There is currently no way to mount a pack endpoint without them; if the extra schemas cost you more context than the routing is worth, connect to the full gateway once rather than to several pack endpoints.

Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:

{
  "mcpServers": {
    "pipeworx": {
      "url": "https://gateway.pipeworx.io/mcp"
    }
  }
}

Both URLs reach the same gateway and the same 1683+ data sources. The only difference is which pack's tools are listed directly; ask_pipeworx reaches all of them from either one.

No MCP client? Call it over HTTP

curl -X POST https://gateway.pipeworx.io/v1/tools/macau_indicators \
  -H 'Content-Type: application/json' \
  -d '{}'

No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/macau_indicators. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.

Standalone (no gateway account)

This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:

{
  "mcpServers": {
    "macau-stats": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-macau-stats"]
    }
  }
}

Or run it directly to confirm it starts:

npx -y @pipeworx/mcp-macau-stats

It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call for only this pack's tools — none of the shared meta-tools the gateway connection above adds. Same source, same tools, no ask_pipeworx routing.

Using with ask_pipeworx

Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:

ask_pipeworx({ question: "your question about Macau Stats data" })

The gateway picks the right tool and fills the arguments automatically.

More

License

MIT

Frequently asked questions

What is Macau Stats?

Macau Statistics MCP — DSEC (Direcção dos Serviços de Estatística e Censos 澳門統計暨普查局 / Serviços de…

How do I install Macau Stats?

It runs as a remote server. In Claude Code: claude mcp add --transport http macau-stats 'https://gateway.pipeworx.io/macau-stats/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Macau Stats need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Macau Stats open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains Macau Stats?

It is published by pipeworx-io. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.