About Who Gho
Who Gho exposes indicators from the WHO Global Health Observatory for public health researchers and data analysts comparing countries or tracking trends. It can be accessed through the gateway or as a standalone MCP server, without authentication.
Key features
- 01Query country health indicators
- 02Compare an indicator across countries
- 03Retrieve indicator time series
- 04Search the WHO indicator catalog
Use cases
- 01Compare life expectancy in Brazil and other countries
- 02Track yearly changes in a disease indicator
- 03Find WHO indicators related to diabetes
MCP support
It provides MCP clients with tools to query WHO GHO indicators and search its catalog. It can connect through the Pipeworx gateway or run as a local stdio MCP server.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://gateway.pipeworx.io/who-gho/mcpclaude mcp add --transport http pipeworx-io-who-gho https://gateway.pipeworx.io/who-gho/mcp{"mcpServers":{"pipeworx-io-who-gho":{"type":"http","url":"https://gateway.pipeworx.io/who-gho/mcp"}}}Open in Cursor{"servers":{"pipeworx-io-who-gho":{"type":"http","url":"https://gateway.pipeworx.io/who-gho/mcp"}}}Open in VS Code{"mcpServers":{"pipeworx-io-who-gho":{"type":"http","url":"https://gateway.pipeworx.io/who-gho/mcp"}}}{"mcpServers":{"pipeworx-io-who-gho":{"serverUrl":"https://gateway.pipeworx.io/who-gho/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
Details
From the project READMEWHO GHO — World Health Organization Global Health Observatory
The World Health Organization's GHO database. ~3,000 health-related indicators across 194 member states: mortality, disease prevalence, healthcare workforce, immunization, environmental health, NCDs, communicable diseases, demographics. The canonical international health-data source. Free, no auth.
Part of Pipeworx — an MCP gateway connecting AI agents to 1684+ live data sources.
Why this matters for AI agents
For international comparisons of health indicators or country-level public-health snapshots, WHO GHO is the source. Where CDC is US-focused, WHO is global. Pair with World Bank (development indicators) and IMF (macro) for full country-level analysis.
Common flows:
- Country indicator. "Life expectancy in Brazil?" → indicator + country query.
- Cross-country comparison. Same indicator across multiple countries.
- Time series. Indicator over years for trend analysis.
- Indicator browse. "What does WHO publish on diabetes?" → search the indicator catalog.
Auth
None. WHO GHO is fully public, free.
Indicator categories
Major categories (each with dozens to hundreds of indicators):
- Mortality and life expectancy
- Communicable diseases (HIV, TB, malaria, COVID-19, vaccine-preventable)
- Non-communicable diseases (cardiovascular, cancer, diabetes, mental health)
- Maternal and child health
- Health workforce (physicians, nurses, beds per 1000)
- Environmental health (air pollution, water/sanitation access)
- Health systems financing
- Risk factors (tobacco, alcohol, BMI, blood pressure)
Common pitfalls
- Country reporting quality varies. Wealthy countries report comprehensively; lower-income countries have data gaps and longer lags. Some indicators are WHO-modeled estimates filling country reporting gaps.
- Disaggregation availability. "Indicator X for country Y" may not break down by sex, age, or urban/rural. Check whether the disaggregation you want exists before building queries that depend on it.
- Definition shifts. WHO occasionally revises indicator methodology (e.g., changing definition of "stunting" cut-points). Long time series across methodology changes need annotation.
- Lag. Most WHO data lags 1-3 years. Recent year may have only modeled estimates. For real-time outbreak data, use WHO's separate disease-surveillance feeds.
- Country naming. WHO uses ISO 3-letter codes. Some politically-disputed entities (Taiwan, Palestine, Kosovo) have inconsistent treatment in headline data; check coverage explicitly.
- Population denominator. Per-capita rates are usually computed against UN population estimates. Different sources (UN vs. national stats) can differ slightly, especially for fast-growing populations.
- WHO regions. WHO groups countries into 6 regions (Africa, Americas, Eastern Mediterranean, Europe, Southeast Asia, Western Pacific). These don't match World Bank or other regional groupings.
Quick Start
Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):
{
"mcpServers": {
"who-gho": {
"url": "https://gateway.pipeworx.io/who-gho/mcp"
}
}
}
What this endpoint actually serves
tools/list at https://gateway.pipeworx.io/who-gho/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 1684+ 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/get_indicators \
-H 'Content-Type: application/json' \
-d '{"query":"life expectancy"}'
No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/get_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": {
"who-gho": {
"command": "npx",
"args": ["-y", "@pipeworx/mcp-who-gho"]
}
}
}
Or run it directly to confirm it starts:
npx -y @pipeworx/mcp-who-gho
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 Who Gho data" })
The gateway picks the right tool and fills the arguments automatically.
More
License
MIT
Comments
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