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cmer81

Open-Meteo MCP Server

by cmer81

GEM Forecast

gem_forecast
Read-onlyIdempotent

Retrieve weather forecasts from Canadian Meteorological Centre GEM models by providing latitude, longitude, and one GEM model such as gem_global or gem_regional.

Instructions

Get weather forecast from Canadian Meteorological Centre (GEM) models. IMPORTANT: Specify exactly one GEM model in the models parameter (e.g., "gem_global" or "gem_regional") — only one model per request is supported. For multi-model comparison, make one parallel tool call per model using the appropriate provider-specific tool.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tiltNoSolar panel tilt in degrees (0 = flat, 90 = vertical); with `azimuth`, sets global_tilted_irradiance.
dailyNo
hourlyNo
modelsNo
azimuthNoSolar panel azimuth in degrees (0 = south, -90 = east, 90 = west, ±180 = north); used with `tilt`.
currentNoVariables to return for the current time.
end_dateNoDate in YYYY-MM-DD format.
end_hourNoTimestamp YYYY-MM-DDTHH:MM; hourly-precision alternative to start_date/end_date.
latitudeYes
timezoneNoIANA time zone (e.g. "Europe/Paris"), or "auto" for the location's own. Default GMT.
longitudeYes
past_daysNoDays before today to include, in addition to the forecast.
past_hoursNoHours before now to include; alternative to `past_days`.
start_dateNoDate in YYYY-MM-DD format.
start_hourNoTimestamp YYYY-MM-DDTHH:MM; hourly-precision alternative to start_date/end_date.
timeformatNoiso8601
minutely_15NoVariables to return at 15-minute resolution.
forecast_daysNoDays to forecast, starting today.
cell_selectionNoGrid cell to use near a coastline: prefer "land", prefer "sea", or the "nearest" cell.
forecast_hoursNoHours to forecast; alternative to `forecast_days`.
current_weatherNoLegacy current-conditions summary; prefer `current`.
wind_speed_unitNokmh
temperature_unitNocelsius
precipitation_unitNomm

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed34 schema fields changedv2.5.0
    • addedInput schema / $schema
      Added value: +"http://json-schema.org/draft-07/schema#"
    • addedInput schema / additionalProperties
      Added value: +false
    • addedInput schema / properties / azimuth
      Added value: +{
      +  "description": "Solar panel azimuth in degrees (0 = south, -90 = east, 90 = west, ±180 = north); used with `tilt`.",
      +  "maximum": 180,
      +  "minimum": -180,
      +  "type": "number"
      +}
    • addedInput schema / properties / cell_selection
      Added value: +{
      +  "description": "Grid cell to use near a coastline: prefer \"land\", prefer \"sea\", or the \"nearest\" cell.",
      +  "enum": [
      +    "land",
      +    "sea",
      +    "nearest"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / current
      Added value: +{
      +  "description": "Variables to return for the current time.",
      +  "items": {
      +    "anyOf": [
      +      {
      +        "enum": [
      +          "temperature_2m",
      +          "relative_humidity_2m",
      +          "dewpoint_2m",
      +          "dew_point_2m",
      +          "apparent_temperature",
      +          "precipitation_probability",
      +          "precipitation",
      +          "rain",
      +          "showers",
      +          "snowfall",
      +          "snow_depth",
      +          "weather_code",
      +          "pressure_msl",
      +          "surface_pressure",
      +          "cloud_cover",
      +          "cloud_cover_low",
      +          "cloud_cover_mid",
      +          "cloud_cover_high",
      +          "visibility",
      +          "evapotranspiration",
      +          "et0_fao_evapotranspiration",
      +          "vapour_pressure_deficit",
      +          "wind_speed_10m",
      +          "wind_speed_80m",
      +          "wind_speed_120m",
      +          "wind_speed_180m",
      +          "wind_direction_10m",
      +          "wind_direction_80m",
      +          "wind_direction_120m",
      +          "wind_direction_180m",
      +          "wind_gusts_10m",
      +          "temperature_80m",
      +          "temperature_120m",
      +          "temperature_180m",
      +          "soil_temperature_0cm",
      +          "soil_temperature_6cm",
      +          "soil_temperature_18cm",
      +          "soil_temperature_54cm",
      +          "soil_moisture_0_to_1cm",
      +          "soil_moisture_1_to_3cm",
      +          "soil_moisture_3_to_9cm",
      +          "soil_moisture_9_to_27cm",
      +          "soil_moisture_27_to_81cm",
      +          "uv_index",
      +          "uv_index_clear_sky",
      +          "is_day",
      +          "sunshine_duration",
      +          "wet_bulb_temperature_2m",
      +          "total_column_integrated_water_vapour",
      +          "cape",
      +          "lifted_index",
      +          "convective_inhibition",
      +          "freezing_level_height",
      +          "boundary_layer_height_pbl",
      +          "shortwave_radiation",
      +          "direct_radiation",
      +          "diffuse_radiation",
      +          "direct_normal_irradiance",
      +          "global_tilted_irradiance",
      +          "terrestrial_radiation",
      +          "shortwave_radiation_instant",
      +          "direct_radiation_instant",
      +          "diffuse_radiation_instant",
      +          "direct_normal_irradiance_instant",
      +          "global_tilted_irradiance_instant",
      +          "terrestrial_radiation_instant",
      +          "wind_speed_200m",
      +          "wind_direction_200m",
      +          "snow_height",
      +          "updraft",
      +          "lightning_potential"
      +        ],
      +        "type": "string"
      +      },
      +      {
      +        "description": "Pressure-level variable <variable>_<level>hPa, e.g. \"temperature_850hPa\".",
      +        "pattern": "^(temperature|relative_humidity|cloud_cover|wind_speed|wind_direction|geopotential_height|vertical_velocity)_(30|50|70|100|150|200|250|300|400|500|600|700|800|850|900|925|950|975|1000)hPa$",
      +        "type": "string"
      +      }
      +    ]
      +  },
      +  "type": "array"
      +}
    • changedInput schema / properties / current_weather / description
      Previous value: -"Include current weather conditions"New value: +"Legacy current-conditions summary; prefer `current`."
    • removedInput schema / properties / daily / description
      Removed value: -"Daily weather variables to retrieve"
    • changedInput schema / properties / daily / items / enum
      Previous value: -[
      -  "temperature_2m_max",
      -  "temperature_2m_min",
      -  "apparent_temperature_max",
      -  "apparent_temperature_min",
      -  "precipitation_sum",
      -  "weather_code",
      -  "sunrise",
      -  "sunset",
      -  "wind_speed_10m_max",
      -  "wind_gusts_10m_max",
      -  "wind_direction_10m_dominant",
      -  "shortwave_radiation_sum",
      -  "uv_index_max"
      -]New value: +[
      +  "weather_code",
      +  "temperature_2m_max",
      +  "temperature_2m_min",
      +  "apparent_temperature_max",
      +  "apparent_temperature_min",
      +  "sunrise",
      +  "sunset",
      +  "daylight_duration",
      +  "sunshine_duration",
      +  "uv_index_max",
      +  "uv_index_clear_sky_max",
      +  "rain_sum",
      +  "showers_sum",
      +  "snowfall_sum",
      +  "precipitation_sum",
      +  "precipitation_hours",
      +  "precipitation_probability_max",
      +  "wind_speed_10m_max",
      +  "wind_gusts_10m_max",
      +  "wind_direction_10m_dominant",
      +  "shortwave_radiation_sum",
      +  "et0_fao_evapotranspiration",
      +  "temperature_2m_mean",
      +  "apparent_temperature_mean",
      +  "cape_mean",
      +  "cape_max",
      +  "cape_min",
      +  "cloud_cover_mean",
      +  "cloud_cover_max",
      +  "cloud_cover_min",
      +  "dewpoint_2m_mean",
      +  "dewpoint_2m_max",
      +  "dewpoint_2m_min",
      +  "dew_point_2m_mean",
      +  "dew_point_2m_max",
      +  "dew_point_2m_min",
      +  "et0_fao_evapotranspiration_sum",
      +  "growing_degree_days_base_0_limit_50",
      +  "leaf_wetness_probability_mean",
      +  "leaf_wetness_probability_max",
      +  "leaf_wetness_probability_min",
      +  "precipitation_probability_mean",
      +  "precipitation_probability_min",
      +  "relative_humidity_2m_mean",
      +  "relative_humidity_2m_max",
      +  "relative_humidity_2m_min",
      +  "snowfall_water_equivalent_sum",
      +  "pressure_msl_mean",
      +  "pressure_msl_max",
      +  "pressure_msl_min",
      +  "surface_pressure_mean",
      +  "surface_pressure_max",
      +  "surface_pressure_min",
      +  "updraft_max",
      +  "visibility_mean",
      +  "visibility_max",
      +  "visibility_min",
      +  "wind_gusts_10m_mean",
      +  "wind_gusts_10m_min",
      +  "wind_speed_10m_mean",
      +  "wind_speed_10m_min",
      +  "wet_bulb_temperature_2m_mean",
      +  "wet_bulb_temperature_2m_max",
      +  "wet_bulb_temperature_2m_min",
      +  "vapour_pressure_deficit_max"
      +]
    • addedInput schema / properties / end_date
      Added value: +{
      +  "description": "Date in YYYY-MM-DD format.",
      +  "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +  "type": "string"
      +}
    • addedInput schema / properties / end_hour
      Added value: +{
      +  "description": "Timestamp YYYY-MM-DDTHH:MM; hourly-precision alternative to start_date/end_date.",
      +  "pattern": "^\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}$",
      +  "type": "string"
      +}
    • removedInput schema / properties / forecast_days / default
      Removed value: -7
    • changedInput schema / properties / forecast_days / description
      Previous value: -"Number of forecast days"New value: +"Days to forecast, starting today."
    • addedInput schema / properties / forecast_hours
      Added value: +{
      +  "description": "Hours to forecast; alternative to `forecast_days`.",
      +  "maximum": 9007199254740991,
      +  "minimum": 0,
      +  "type": "integer"
      +}
    • removedInput schema / properties / hourly / description
      Removed value: -"Hourly weather variables to retrieve"
    • addedInput schema / properties / hourly / items / anyOf
      Added value: +[
      +  {
      +    "enum": [
      +      "temperature_2m",
      +      "relative_humidity_2m",
      +      "dewpoint_2m",
      +      "dew_point_2m",
      +      "apparent_temperature",
      +      "precipitation_probability",
      +      "precipitation",
      +      "rain",
      +      "showers",
      +      "snowfall",
      +      "snow_depth",
      +      "weather_code",
      +      "pressure_msl",
      +      "surface_pressure",
      +      "cloud_cover",
      +      "cloud_cover_low",
      +      "cloud_cover_mid",
      +      "cloud_cover_high",
      +      "visibility",
      +      "evapotranspiration",
      +      "et0_fao_evapotranspiration",
      +      "vapour_pressure_deficit",
      +      "wind_speed_10m",
      +      "wind_speed_80m",
      +      "wind_speed_120m",
      +      "wind_speed_180m",
      +      "wind_direction_10m",
      +      "wind_direction_80m",
      +      "wind_direction_120m",
      +      "wind_direction_180m",
      +      "wind_gusts_10m",
      +      "temperature_80m",
      +      "temperature_120m",
      +      "temperature_180m",
      +      "soil_temperature_0cm",
      +      "soil_temperature_6cm",
      +      "soil_temperature_18cm",
      +      "soil_temperature_54cm",
      +      "soil_moisture_0_to_1cm",
      +      "soil_moisture_1_to_3cm",
      +      "soil_moisture_3_to_9cm",
      +      "soil_moisture_9_to_27cm",
      +      "soil_moisture_27_to_81cm",
      +      "uv_index",
      +      "uv_index_clear_sky",
      +      "is_day",
      +      "sunshine_duration",
      +      "wet_bulb_temperature_2m",
      +      "total_column_integrated_water_vapour",
      +      "cape",
      +      "lifted_index",
      +      "convective_inhibition",
      +      "freezing_level_height",
      +      "boundary_layer_height_pbl",
      +      "shortwave_radiation",
      +      "direct_radiation",
      +      "diffuse_radiation",
      +      "direct_normal_irradiance",
      +      "global_tilted_irradiance",
      +      "terrestrial_radiation",
      +      "shortwave_radiation_instant",
      +      "direct_radiation_instant",
      +      "diffuse_radiation_instant",
      +      "direct_normal_irradiance_instant",
      +      "global_tilted_irradiance_instant",
      +      "terrestrial_radiation_instant",
      +      "wind_speed_200m",
      +      "wind_direction_200m",
      +      "snow_height",
      +      "updraft",
      +      "lightning_potential"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "description": "Pressure-level variable <variable>_<level>hPa, e.g. \"temperature_850hPa\".",
      +    "pattern": "^(temperature|relative_humidity|cloud_cover|wind_speed|wind_direction|geopotential_height|vertical_velocity)_(30|50|70|100|150|200|250|300|400|500|600|700|800|850|900|925|950|975|1000)hPa$",
      +    "type": "string"
      +  }
      +]
    • removedInput schema / properties / hourly / items / enum
      Removed value: -[
      -  "temperature_2m",
      -  "relative_humidity_2m",
      -  "dewpoint_2m",
      -  "apparent_temperature",
      -  "pressure_msl",
      -  "surface_pressure",
      -  "cloud_cover",
      -  "wind_speed_10m",
      -  "wind_direction_10m",
      -  "wind_gusts_10m",
      -  "shortwave_radiation",
      -  "precipitation",
      -  "rain",
      -  "snowfall",
      -  "precipitation_probability",
      -  "weather_code",
      -  "visibility",
      -  "uv_index"
      -]
    • removedInput schema / properties / hourly / items / type
      Removed value: -"string"
    • removedInput schema / properties / latitude / description
      Removed value: -"Latitude in WGS84 coordinate system"
    • removedInput schema / properties / longitude / description
      Removed value: -"Longitude in WGS84 coordinate system"
    • addedInput schema / properties / minutely_15
      Added value: +{
      +  "description": "Variables to return at 15-minute resolution.",
      +  "items": {
      +    "enum": [
      +      "temperature_2m",
      +      "relative_humidity_2m",
      +      "dew_point_2m",
      +      "apparent_temperature",
      +      "precipitation",
      +      "rain",
      +      "snowfall",
      +      "snowfall_height",
      +      "freezing_level_height",
      +      "sunshine_duration",
      +      "weather_code",
      +      "wind_speed_10m",
      +      "wind_speed_80m",
      +      "wind_speed_100m",
      +      "wind_direction_10m",
      +      "wind_direction_80m",
      +      "wind_direction_100m",
      +      "wind_gusts_10m",
      +      "visibility",
      +      "cape",
      +      "lightning_potential",
      +      "is_day"
      +    ],
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedInput schema / properties / models
      Added value: +{
      +  "enum": [
      +    "gem_seamless",
      +    "gem_global",
      +    "gem_regional",
      +    "gem_hrdps_continental",
      +    "gem_hrdps_west",
      +    "cmc_gem_seamless",
      +    "cmc_gem_gdps",
      +    "cmc_gem_rdps",
      +    "cmc_gem_hrdps",
      +    "cmc_gem_hrdps_west"
      +  ],
      +  "type": "string"
      +}
    • changedInput schema / properties / past_days / description
      Previous value: -"Include past days data"New value: +"Days before today to include, in addition to the forecast."
    • removedInput schema / properties / past_days / enum
      Removed value: -[
      -  1,
      -  2
      -]
    • addedInput schema / properties / past_days / maximum
      Added value: +92
    • addedInput schema / properties / past_days / minimum
      Added value: +1
    • addedInput schema / properties / past_hours
      Added value: +{
      +  "description": "Hours before now to include; alternative to `past_days`.",
      +  "maximum": 9007199254740991,
      +  "minimum": 0,
      +  "type": "integer"
      +}
    • removedInput schema / properties / precipitation_unit / description
      Removed value: -"Precipitation unit"
    • addedInput schema / properties / start_date
      Added value: +{
      +  "description": "Date in YYYY-MM-DD format.",
      +  "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +  "type": "string"
      +}
    • addedInput schema / properties / start_hour
      Added value: +{
      +  "description": "Timestamp YYYY-MM-DDTHH:MM; hourly-precision alternative to start_date/end_date.",
      +  "pattern": "^\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}$",
      +  "type": "string"
      +}
    • removedInput schema / properties / temperature_unit / description
      Removed value: -"Temperature unit"
    • addedInput schema / properties / tilt
      Added value: +{
      +  "description": "Solar panel tilt in degrees (0 = flat, 90 = vertical); with `azimuth`, sets global_tilted_irradiance.",
      +  "maximum": 90,
      +  "minimum": 0,
      +  "type": "number"
      +}
    • addedInput schema / properties / timeformat
      Added value: +{
      +  "default": "iso8601",
      +  "enum": [
      +    "iso8601",
      +    "unixtime"
      +  ],
      +  "type": "string"
      +}
    • changedInput schema / properties / timezone / description
      Previous value: -"Timezone for timestamps (e.g., Europe/Paris, America/New_York)"New value: +"IANA time zone (e.g. \"Europe/Paris\"), or \"auto\" for the location's own. Default GMT."
    • removedInput schema / properties / wind_speed_unit / description
      Removed value: -"Wind speed unit"
  2. First observedv1.1.3

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, openWorldHint, and destructiveHint=false, so the safety profile is covered. The description adds a genuine behavioral constraint beyond annotations: only one model may be requested at a time, with a prescribed workaround, which prevents a common failure mode.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two tight sentences; the core purpose is front-loaded and the critical constraint is flagged inline without preamble. Every clause carries an actionable instruction, with no repetition of schema or annotation content.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 24-parameter tool with no output schema, the description covers the highest-risk pitfall (model selection) and correctly does not need to explain return values. It is adequate, though it offers no orientation on the time-window parameters or variable-group arrays, which is the remaining gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 63%, so the schema carries most of the parameter burden. The description adds meaningful semantics for `models` (single-value constraint plus examples) but says nothing about the other 23 parameters, notably the time-range parameters (start_date/end_date vs start_hour/end_hour vs forecast_days/forecast_hours) where a short orientation would add the most value.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Get weather forecast') and qualifies it with the provider ('Canadian Meteorological Centre (GEM) models'), which cleanly disambiguates it from siblings like gfs_forecast, ecmwf_forecast, and jma_forecast. An agent can identify the tool without opening the schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives an explicit operational rule for the `models` parameter (exactly one model per request) and names the alternative workflow for multi-model comparison (parallel calls to provider-specific tools). It does not say when GEM is preferable over GFS/ECMWF/etc., so the provider-selection decision is still left to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.