weather

weather

3.9

weather is hosted online, so all tools can be tested directly either in theInspector tabor in theOnline Client.

If you are the rightful owner of weather and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

The Weather MCP Server provides comprehensive weather data and forecasts for real-time integration into applications.

Test Report

  • Build Successful
  • Server Started
  • Client Connected
  • Tools Listed
  • All Tools Succeeded
  • Any Tool Succeeded
ToolTotal TestsSuccessFailSuccess Rate
hour_minutely_forecast1101%
hour_forecast1101%
day_forecast1101%
current_weather_data_of_alocation1101%
severe_weather_alerts1101%

Evaluation
Total Score: 4/10

Evaluation Summary of the Weather Information Agent

  • Strengths:
    1. Detail and Structure: The agent provides detailed weather forecasts, including various parameters such as temperature, wind speed, humidity, and weather conditions. The information is often structured in a clear and organized manner, such as tabular formats for hourly forecasts.
    1. Clarity: Responses are generally clear and concise, making it easy for users to understand the weather information provided.
  • Weaknesses:
    1. Accuracy/Correctness: There are frequent discrepancies between the agent's data and other reliable sources, particularly in temperature readings and severe weather alerts. This raises concerns about the accuracy and reliability of the information.
    1. Encoding Issues: Temperature values often include encoding errors (e.g., '35.6°C'), which can confuse users and detract from the clarity of the information.
    1. Completeness: The agent sometimes omits important information, such as precipitation probability, timestamps, and severe weather alerts, which are crucial for a comprehensive weather forecast.
    1. Consistency with Claimed Capabilities: The agent does not always fulfill its claimed capabilities, such as providing full 3-hour interval forecasts for 5 days or including severe weather alerts when they are present.
    1. Lack of Data Sources: The agent does not cite its data sources, making it difficult for users to verify the reliability of the information provided.
  • Suggestions for Improvement:
    • Enhance data accuracy by cross-referencing with multiple reliable sources.
    • Address encoding issues to ensure clear communication of temperature and other data.
    • Include all relevant weather information, such as precipitation probability and severe weather alerts.
    • Consistently fulfill claimed capabilities, such as providing full interval forecasts.
    • Cite data sources to build trust and allow users to verify information.
  • Final Score: 4/10
  • Test case 1
    Score: 4/10
    What is the current weather observation for New York City?

    The current weather observation for New York City is as follows:

    • Temperature: 35.6°C
    • Feels Like: 37.3°C
    • Condition: Clear sky
    • Humidity: 37%
    • Dew Point: 18.4°C
    • Wind: Northwest at 5.1 m/s (gusts up to 7.8 m/s)
    • Visibility: 16 km
    • Pressure: 1015 hPa
    • Cloud Cover: 10%
    • Sunrise: 09:25 AM
    • Sunset: 00:31 AM

    The weather is currently clear, with no precipitation and good visibility.

  • Test case 2
    Score: 5/10
    What is the 5-day weather forecast in 3-hour intervals for Tokyo, Japan, starting from now?

    Here's the 5-day weather forecast for Tokyo, Japan, starting from now, presented in 3-hour intervals:

    Weather Forecast for Tokyo, Japan

    June 25, 2025
    • 21:00 UTC (06:00 JST)

      • Condition: Light shower rain
      • Temperature: 25.5°C
      • Apparent Temperature: 26.6°C
      • Precipitation Probability: 30%
      • Wind Speed: 1.54 m/s (East)
    • 00:00 UTC (09:00 JST)

      • Condition: Light shower rain
      • Temperature: 26.8°C
      • Apparent Temperature: 30.1°C
      • Precipitation Probability: 20%
      • Wind Speed: 2.06 m/s (ESE)
    • 03:00 UTC (12:00 JST)

      • Condition: Light shower rain
      • Temperature: 28.1°C
      • Apparent Temperature: 32.7°C
      • Precipitation Probability: 25%
      • Wind Speed: 2.57 m/s (ESE)
    • 06:00 UTC (15:00 JST)

      • Condition: Light shower rain
      • Temperature: 28.0°C
      • Apparent Temperature: 32.6°C
      • Precipitation Probability: 20%
      • Wind Speed: 3.09 m/s (SE)
    • 09:00 UTC (18:00 JST)

      • Condition: Heavy shower rain
      • Temperature: 26.3°C
      • Apparent Temperature: 27.4°C
      • Precipitation Probability: 25%
      • Wind Speed: 3.09 m/s (SE)
    • 12:00 UTC (21:00 JST)

      • Condition: Heavy shower rain
      • Temperature: 25.7°C
      • Apparent Temperature: 26.8°C
      • Precipitation Probability: 10%
      • Wind Speed: 2.57 m/s (ESE)
    • 15:00 UTC (00:00 JST)

      • Condition: Moderate rain
      • Temperature: 24.8°C
      • Apparent Temperature: 25.9°C
      • Precipitation Probability: 45%
      • Wind Speed: 2.06 m/s (ESE)
    • 18:00 UTC (03:00 JST)

      • Condition: Heavy shower rain
      • Temperature: 24.5°C
      • Apparent Temperature: 25.6°C
      • Precipitation Probability: 70%
      • Wind Speed: 2.06 m/s (ENE)
    • 21:00 UTC (06:00 JST)

      • Condition: Shower rain
      • Temperature: 24.5°C
      • Apparent Temperature: 25.6°C
      • Precipitation Probability: 70%
      • Wind Speed: 2.06 m/s (NNE)
    June 26, 2025 (Summary)
    • Mostly scattered clouds with temperatures ranging from 27.1°C to 30.9°C and no expected rain.
    June 27, 2025 (Summary)
    • Mostly scattered clouds with temperatures ranging from 25.4°C to 30.0°C and no expected rain.
    June 28, 2025 (Summary)
    • Mostly scattered clouds with temperatures ranging from 24.2°C to 30.5°C and no expected rain.
    June 29, 2025 (Summary)
    • Mostly scattered clouds with temperatures ranging from 25.5°C to 30.5°C and no expected rain.

    This forecast indicates a mix of light to moderate rain early in the forecast period, transitioning to warmer and clearer conditions later in the week. If you need more specific details or further updates, just let me know!

  • Test case 3
    Score: 3/10
    Are there any severe weather alerts for Berlin, Germany, right now?

    There are currently no severe weather alerts for Berlin, Germany. Everything seems to be normal in your area right now! If you have any other questions or need further information, feel free to ask.

  • Test case 4
    Score: 5/10
    What is the short-term weather forecast, specifically the 60-minute 'Nowcast,' for precipitation and snowfall in Seattle, Washington, right now?

    To provide you with the 60-minute "Nowcast" for precipitation and snowfall in Seattle, Washington, I will retrieve the latest data using the latitude and longitude coordinates for Seattle. The coordinates for Seattle are approximately 47.6062° N latitude and 122.3321° W longitude.

    Let's get the current "Nowcast" for Seattle. The 60-minute "Nowcast" for Seattle, Washington, indicates that there is currently no precipitation or snowfall expected. Here are the details:

    • Location: Seattle, WA, USA
    • Current Temperature: Approximately 22.4°C
    • Forecast for the next hour:
      • No Precipitation: 0 mm
      • No Snowfall: 0 mm

    The temperature is expected to slightly increase to around 23.9°C by the end of the hour.

    This indicates a clear and dry condition for the next hour in Seattle. If you need more information or a longer forecast, feel free to ask!

  • Test case 5
    Score: 5/10
    Can you provide the hourly weather forecast for the next 48 hours in Sydney, Australia, starting from now?

    Here's the hourly weather forecast for Sydney, Australia, over the next 48 hours:

    Current Weather (As of now)

    • Temperature: 14.1°C
    • Weather: Clear Sky
    • Wind: Northwest at 10.8 km/h
    • Humidity: 40%

    Hourly Forecast

    Time (Local)Temperature (°C)WeatherWind (km/h)Humidity (%)
    21:0014.1Clear Sky10.840
    22:0014.8Few clouds11.839
    23:0015.7Few clouds13.435
    00:00 (Next Day)15.9Few clouds13.934
    01:0016.8Few clouds13.932
    02:0017.5Few clouds14.431
    03:0017.5Scattered clouds13.932
    04:0017.4Scattered clouds13.932
    05:0016.6Scattered clouds12.936
    06:0015.4Scattered clouds11.839
    07:0014.6Scattered clouds10.342
    08:0013.8Scattered clouds8.846
    09:0012.6Scattered clouds8.848
    10:0011.8Scattered clouds8.252
    11:0011.7Scattered clouds8.252
    12:0011.3Few clouds8.256
    13:0010.7Few clouds8.256
    14:0010.6Few clouds7.754
    15:0010.0Few clouds7.754
    16:009.8Clear Sky7.754
    17:009.6Clear Sky7.252
    18:009.2Clear Sky7.253
    19:008.9Clear Sky7.254
    20:008.8Clear Sky7.256
    21:008.5Few clouds6.755
    22:009.3Few clouds7.253
    23:0010.4Few clouds7.251
    00:00 (Next Day)11.3Few clouds7.248

    Summary

    The weather will generally remain clear to partly cloudy, with temperatures gradually dropping throughout the night and into the following day. No significant precipitation is expected.

    If you have any other questions or need further information, feel free to ask!