@pipeworx/macau-stats
MCP serverEverything elseMacau Statistics MCP — DSEC (Direcção dos Serviços de Estatística e Censos
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use @pipeworx/macau-stats
From the project's README
As published by pipeworx-io/mcp-macau-stats in README.md.
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 1573+ live data sources.
Tools
macau_indicators({ query? })— the catalogue of all 143 key indicators (id, name in English/中文/Portuguese, reporting frequency). Passqueryto 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).periodsdefaults 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 generalIndicatorIDcatalog (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— NOTChinese(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 1573+ data sources. The
only difference is which pack's tools are listed directly; ask_pipeworx
reaches all of them from either one.
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
Advanced
- Delivery
- macau-stats MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
io-github-pipeworx-io-macau-stats- Source
- github.com/pipeworx-io/mcp-macau-stats
- Hosted endpoint
https://gateway.pipeworx.io/macau-stats/mcp