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How to Use the WHO GHO MCP in Pydantic AI

Ensure perfect accuracy with WHO GHO using Pydantic AI.

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Pydantic AI

Connect WHO GHO MCP to Pydantic AI

Create your Vinkius account to connect WHO GHO to Pydantic AI and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Get a country's health snapshot.

Need a quick view of a nation’s health? Use `get_who_country_profile`. Your agent calls this tool and gets back the data, which Pydantic then validates instantly against defined models. It’s rock solid. This means if the API sends bad or unexpected fields for a code like 'JPN', your agent fails loudly with an error—you never get corrupted data.

Track specific health indicators over time.

For historical context, use `get_who_indicator_data`. Your agent retrieves country-level values for a WHO indicator, detailing years and sex breakdowns. Pydantic ensures the output format is exactly what you expect. This validation layer means you don't have to worry about silent data corruption or hallucinated fields when processing complex time-series numbers.

Search global indicator codes.

Before getting specific data, run `search_who_indicators`. This tool searches through 2,200+ indicators from 194 countries. The result is immediately passed to Pydantic for validation. This gives you confidence that the list of available indicator codes your agent receives is clean and correct before proceeding with data retrieval.

Setup guide

Set up WHO GHO MCP in Pydantic AI

Prerequisites

  • Python 3.10+ installed
  • pydantic-ai-slim[fastmcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install Pydantic AI with FastMCP

    Run pip install "pydantic-ai-slim[fastmcp]". The FastMCP toolset replaces the deprecated MCPServerHTTP class with full protocol support.

  2. 2

    Configure the FastMCPToolset

    Pass a JSON-style config dict to FastMCPToolset with your Vinkius URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports Streamable HTTP, SSE, and Stdio transports.

  3. 3

    Create and run your agent

    Pass the toolset to Agent(toolsets=[toolset]) and call agent.run(). Swap openai:gpt-4o for any supported model — Anthropic, Google, Mistral, or Groq.

agent.py
from pydantic_ai import Agent
from pydantic_ai.toolsets.fastmcp import FastMCPToolset

toolset = FastMCPToolset({
    "mcpServers": {
        "who-gho-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

agent = Agent(
    "openai:gpt-4o",
    toolsets=[toolset],
    system_prompt="You have access to WHO GHO tools.",
)

result = await agent.run("List recent WHO GHO transactions")
print(result.output)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by WHO. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about WHO GHO MCP in Pydantic AI

The server exposes tools that the Pydantic framework wraps. Your agent calls the tool, and Pydantic validates the response data against your schema before letting the agent use it.
You get general snapshots via `get_who_country_profile` for ISO-3 codes. You also get detailed, validated historical data on specific health indicators.
This MCP Server touches global health indicators and country profiles. The structured epidemiological and demographic statistics from the World Health Organization (WHO) must be handled securely.
Absolutely. When you run `search_who_indicators`, Pydantic validates that the returned list of 2,200+ indicators is structurally sound and correct.
You can expect high data integrity. Every response from the MCP Server gets validated at runtime, meaning you get accurate data or a loud error—never ambiguity.

Start using the WHO GHO MCP today

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