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KNMI Weather MCP

KNMI Weather MCP

by wolkwork

KNMI Weather MCP

A FastMCP server that provides real-time weather data from KNMI (Royal Netherlands Meteorological Institute) weather stations. This application fetches the latest 10-minute measurements from the nearest weather station to any location in the Netherlands.

Features

  • Get weather data for any location in the Netherlands

  • Automatically finds the nearest KNMI weather station

  • Provides real-time measurements including:

    • Temperature

    • Humidity

    • Wind speed and direction

    • Precipitation

    • Visibility

    • Air pressure

  • Natural language interpretation of weather conditions

  • Location search functionality

  • Detailed logging

Related MCP server: mcp-server-weather-cuhksz

Prerequisites

Installation

  1. Clone the repository:

    git clone <repository-url>
    cd knmi-mcp
  2. Create a .env file in the project root:

    KNMI_API_KEY=your_api_key_here

Running the Server

Using Claude AI

To use this application with Claude AI, run the following command in the folder of the project:

uv run fastmcp install src/knmi_weather_mcp/server.py

This will add the following configuration to your Claude configuration file (typically located at ~/Library/Application Support/Claude/claude_desktop_config.json):

{
    "KNMI Weather": {
      "command": "uv",
      "args": [
        "run",
        "--with",
        "fastmcp",
        "--with",
        "httpx",
        "--with",
        "netCDF4",
        "--with",
        "numpy",
        "--with",
        "pandas",
        "--with",
        "pydantic",
        "--with",
        "python-dotenv",
        "--with",
        "xarray",
        "fastmcp",
        "run",
        "/Users/<username>/<git location>/knmi-mcp/src/knmi_weather_mcp/server.py"
      ]
    }
}

Note: If you see an error like this:

spawn uv ENOENT

Replace the uv command with the full path to the uv command. On *nix systems this can be found with the command which uv.

Manual Running

For development or standalone usage:

uv run fastmcp run src/knmi_weather_mcp/server.py

Available Tools

1. what_is_the_weather_like_in

Get a natural language interpretation of current weather conditions for any location in the Netherlands.

Example:

await what_is_the_weather_like_in("Amsterdam")

2. get_location_weather

Get raw weather data for a location.

Example:

await get_location_weather("Rotterdam")

3. search_location

Search for locations in the Netherlands.

Example:

await search_location("Utrecht")

4. get_nearest_station

Find the nearest KNMI weather station to given coordinates.

Example:

await get_nearest_station(52.3676, 4.9041)

Logging

The application logs are stored in the logs/knmi_weather.log file, providing detailed information about:

  • API requests and responses

  • Weather data processing

  • Error messages

  • Debug information

Data Sources

This application uses the KNMI Data Platform API to fetch data from the "Actuele10mindataKNMIstations" dataset, which provides 10-minute interval measurements from all KNMI weather stations in the Netherlands.

Error Handling

The application includes robust error handling for:

  • Invalid locations

  • API authentication issues

  • Network problems

  • Data parsing errors

  • Missing measurements

Available Tools

4 tools
get_location_weatherC

Get current weather data for a location

Inputs: location (required).

get_nearest_stationB
Find the nearest KNMI weather station to given coordinates

Args:
    latitude: Latitude in degrees
    longitude: Longitude in degrees

Inputs: latitude (required), longitude (required).

search_locationC
Search for locations in the Netherlands

Args:
    query: Search term for location

Inputs: query (required).

what_is_the_weather_like_inB
Get and interpret weather data for a location in the Netherlands

Args:
    location: City or place name in the Netherlands
Returns:
    A natural language interpretation of the current weather conditions

Inputs: location (required).

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    B3/5.0

    Scored across 4 tools

    Disambiguation4/5

    Tools are mostly distinct: search_location and get_nearest_station are clearly supporting, but get_location_weather and what_is_the_weather_like_in both provide current weather, albeit in different formats (data vs. natural language). This overlap could cause misselection.

    Naming Consistency3/5

    Three tools follow verb_noun pattern (get_location_weather, get_nearest_station, search_location), but what_is_the_weather_like_in deviates entirely into a conversational question, breaking consistency.

    Tool Count5/5

    With 4 tools, the server is well-scoped for a focused weather service covering location search, station lookup, and current conditions. Each tool serves a clear purpose without being excessive.

    Completeness3/5

    The tool set covers location search and current weather but lacks forecast, historical data, or station metadata. The domain of weather for the Netherlands has notable gaps that could hinder some agent tasks.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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