realtime_websearch

aigeon-ai/realtime_websearch

3.9

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Aigeon AI Real-Time Web Search is a Python-based server application designed to provide real-time organic search results from across the web.

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MCPHub score:3.92

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AI Evaluation Report
Total Score: 8/10

The agent demonstrated strong capabilities in providing detailed and up-to-date information about future events, such as weather forecasts and election outcomes. It effectively used real-time web search to gather relevant data and presented it in a clear and structured manner. However, the agent repeated the same query about the 2025 United States elections multiple times, which could indicate limitations in query diversification or handling repetitive queries. Additionally, while the agent provided detailed information, it may not have verified the accuracy of predictions, especially for future events beyond its training data. Overall, the agent shows competence in real-time data retrieval and structuring but could improve in diversifying responses and ensuring accuracy for future projections.

  • Test case 1
    Score: 9/10
    What are the current weather conditions in Puerto Limón, Costa Rica, as of August 1, 2025?

    As of August 1, 2025, the weather conditions in Puerto Limón, Costa Rica are as follows:

    • Temperature: Approximately 26°C (79°F)
    • High Temperature: 29°C (84°F)
    • Low Temperature: 23°C (73°F)
    • Humidity: 84%
    • Wind Speed: 6 km/h from the northwest
    • Precipitation Probability: 17%
    • Rainfall: Expected to be around 0.8 mm

    The weather is expected to be cloudy in the evening, transitioning to partly cloudy after midnight.

    For further details, you can check the following sources:

    This summary gives you a clear view of the expected weather for that date.

  • Test case 2
    Score: 9/10
    Perform the operation of finding the most recent news articles about the impact of AI on climate change from the past week. Use real-time web search to gather information from different countries and languages, specifying at least three different locations for the search.

    Here are the most recent news articles from the past week regarding the impact of AI on climate change, gathered from three different locations: New York, Berlin, and Tokyo.

    New York, USA

    1. Is this how you can ensure climate justice in the age of AI?
      • Source: The World Economic Forum
      • Snippet: Discusses how AI can aid in predicting extreme weather and optimizing energy while emphasizing the importance of climate justice.
    2. Can artificial intelligence equitably mitigate climate change?
      • Source: IOPscience
      • Snippet: Investigates AI's effectiveness in reducing carbon emissions and its potential role in climate mitigation.
    3. AI Finds "Game-Changing Solution" to Curb Climate Change
      • Source: Sustainability Times
      • Snippet: Reports on a carbon-neutral concrete developed with AI that absorbs CO2.
    4. Will AI do More Harm than Good to the Environment?
      • Source: Sustainability Magazine
      • Snippet: Analyzes research suggesting that AI could lead to greater emissions reductions than increases across various sectors.
    5. Understanding AI Pollution and Its Environmental Impact
      • Source: KnowESG
      • Snippet: Discusses AI's potential to reduce greenhouse gas emissions significantly by 2030.

    Berlin, Germany

    1. Understanding AI Pollution and Its Environmental Impact
      • Source: KnowESG
      • Snippet: Same article as above, relevant in the German context.
    2. AI Finds "Game-Changing Solution" to Curb Climate Change
      • Source: Sustainability Times
      • Snippet: Same article as above, highlighting AI's discoveries in carbon-neutral materials.
    3. Will AI do More Harm than Good to the Environment?
      • Source: Sustainability Magazine
      • Snippet: Analyzes the balance of AI's emissions impacts.
    4. How AI is improving itself, and hidden greenhouse gases
      • Source: MIT Technology Review
      • Snippet: Discusses how climate change is affecting greenhouse gas emissions.
    5. Data centers, climate change and AI pose existential threats to civilization
      • Source: AJC.com
      • Snippet: Highlights the energy demands of AI technologies and their implications on climate.

    Tokyo, Japan

    1. Can artificial intelligence equitably mitigate climate change?
      • Source: IOPscience
      • Snippet: Same as above, relevant in the Japanese context.
    2. Understanding AI Pollution and Its Environmental Impact
      • Source: KnowESG
      • Snippet: Same article as above, emphasizing AI's role in emissions reduction.
    3. AI Finds "Game-Changing Solution" to Curb Climate Change
      • Source: Sustainability Times
      • Snippet: Discusses AI-driven innovations in sustainable materials.
    4. Will AI do More Harm than Good to the Environment?
      • Source: Sustainability Magazine
      • Snippet: Examines AI's potential environmental impacts.
    5. How big is the environmental impact of AI in 2025
      • Source: Torres Marketing
      • Snippet: Discusses the potential positive effects of AI on emissions reduction by 2035.

    Summary

    The articles collectively discuss both the promising applications of AI in combating climate change as well as the potential risks involved, particularly concerning energy consumption and emissions from data centers. There is a clear consensus on the need for careful regulation and innovative solutions to harness AI's capabilities effectively.

  • Test case 3
    Score: 7/10
    What are the key events and outcomes of the 2025 United States elections, including gubernatorial, state legislative, and notable local elections?

    The 2025 United States elections are set to take place primarily on November 4, 2025. Key events and outcomes include:

    Gubernatorial Elections

    • States Involved: Several states will hold gubernatorial elections, with notable focus on states like Kentucky, Louisiana, and Mississippi, where elections are scheduled.
    • Current Political Landscape: As of now, Republicans hold a significant number of gubernatorial seats, while Democrats are expected to make efforts to regain some ground in these elections.

    State Legislative Elections

    • Legislative Composition: Republicans currently control approximately 55.58% of state legislative seats nationally, while Democrats hold around 43.65%. Elections will be held for two state legislative chambers in two states on November 4, 2025.
    • Majority Control: Republicans maintain a majority in 57 out of 99 state legislative chambers.

    Local Elections

    • Local Races: Local elections will include various mayoral and council races across numerous cities. These elections are often seen as early indicators of voter sentiment leading into the 2026 general elections.

    Additional Context

    • Political Environment: The elections will serve as a critical test for both parties, especially in the wake of recent national political dynamics, including the outcome of the 2024 Presidential elections.
    • Key Issues: Voter sentiment may be influenced by issues such as economic conditions, public health policies, and social justice movements, which will be pivotal in local and state races. These elections are significant, not only for the immediate political landscape but also as precursors to the broader national elections in 2026.
  • Test case 4
    Score: 9/10
    What are the key events and outcomes of the 2025 United States elections, including gubernatorial, state legislative, and notable local elections?

    The 2025 United States elections, scheduled primarily for November 4, 2025, will feature several key events, including gubernatorial races, state legislative elections, and notable local elections.

    Key Events

    1. Gubernatorial Elections:
      • Virginia and New Jersey: These states will hold their gubernatorial elections. Virginia's election is particularly significant, as it has historically been viewed as a bellwether for national trends in subsequent years.
    2. State Legislative Elections:
      • Elections will also take place for various state legislative chambers across the country. As of mid-2025, Republicans controlled approximately 55.58% of all state legislative seats, while Democrats held about 43.65%. This indicates a competitive landscape for state-level seats.
    3. Local Elections:
      • Numerous local elections will occur, including mayoral races and other municipal elections, which are crucial for shaping local governance and policies.

    Expected Outcomes

    • The elections are anticipated to reflect broader national sentiments, particularly in the aftermath of the 2024 presidential election outcomes.
    • Key races to watch include those in Virginia and New Jersey, where party control could shift based on voter turnout and sentiment.

    Notable Sources for Further Information

  • Test case 5
    Score: 9/10
    What are the key events and outcomes of the 2025 United States elections, including gubernatorial, state legislative, and notable local elections?

    The 2025 United States elections are set to take place on November 4, 2025. This election cycle will be significant as it includes several key gubernatorial and state legislative races, along with important local elections.

    Key Events and Elections

    1. Gubernatorial Elections:
      • There will be gubernatorial elections in Virginia and New Jersey, where incumbents will seek re-election against challengers from various political backgrounds.
    2. State Legislative Elections:
      • Numerous state legislative seats will be contested. Notably, Virginia will hold a special general election on January 7, 2025, to fill two legislative seats—one in the state Senate and one in the House.
    3. Local Elections:
      • Local elections will also be held across various municipalities. These elections often influence local policies on education, housing, and law enforcement.
    4. Special Elections:
      • Several special elections are scheduled to fill vacancies in the U.S. House of Representatives, impacting the balance of power in Congress.

    Expected Outcomes

    • The results of these elections could significantly impact the political landscape in the U.S., especially in light of the upcoming 2026 midterm elections.
    • Key issues such as economic recovery, healthcare, and education reform are expected to dominate campaign discussions.

    Resources for More Information