mzxrai/mcp-webresearch

AI Evaluation Report

Total Score: 5/10

The agent demonstrated the ability to successfully extract and summarize content from a well-structured and accessible webpage like Wikipedia, providing a detailed and accurate summary. However, the agent struggled with tasks involving dynamic or potentially restricted content, such as news articles from CNN and Fox News, and failed to perform Google searches for current information. These failures indicate limitations in handling certain types of web content and search functionalities, possibly due to access restrictions or tool malfunctions. Overall, the agent shows potential in content extraction from open-access sources but needs improvement in handling diverse web content and search tasks.

• Test case 1

  Score: 2/10

  What were the key developments in artificial intelligence during the first half of 2025?

  No valid answer is generated due to tool malfunction. The tool failed due to an issue with the search not returning any results, indicating a malfunction of the tool rather than an invalid input.

• Test case 2

  Score: 6/10

  Perform the operation of visiting the webpage at https://www.cnn.com/business/live-news/trade-deadline-tariffs-trump-deals, extract its content, and provide a summary of the main points discussed.

  No valid answer is generated due to invalid input. The tool failed to visit the page because it contains insufficient content, indicating that the webpage might not have the expected information or is not accessible in a way that allows content extraction.

• Test case 3

  Score: 9/10

  Perform the operation of visiting the webpage at https://en.wikipedia.org/wiki/Main_Page, extract its content, and provide a summary of the main points discussed.

  The Wikipedia Main Page provides an overview of the encyclopedia's purpose and features, highlighting the following main points:

  1. Introduction to Wikipedia: It is described as "the free encyclopedia that anyone can edit," emphasizing its collaborative nature.
  2. Statistics: As of the latest update, there are:
     • 107,940 active editors
     • 7,032,587 articles in English
  3. Featured Article: The page showcases a featured article about SMS Hindenburg, a battlecruiser of the Imperial German Navy. It details its history, notable engagements, and eventual scuttling.
  4. Did You Know?: This section lists interesting facts, such as:
     • Air pollution increases health risks.
     • A 1948 Supreme Court decision protected comic books from government censorship.
  5. In the News: Current events include:
     • An 8.8-magnitude earthquake near Kamchatka, Russia.
     • Tadej Pogačar winning the Tour de France.
     • England's victory over Spain in the UEFA Women’s Euro final.
     • The death of American wrestler Hulk Hogan.
  6. Today’s Featured List: The page highlights the works of Wole Soyinka, a Nigerian author, detailing his contributions including plays, essays, and poetry.
  7. Today’s Featured Picture: An image of a field ration, which is a type of military food pack, is included with a description of its contents and purpose.
  8. Other Areas of Wikipedia: Links to community resources, sister projects like Wikimedia Commons and Wikibooks, and a list of available languages for Wikipedia articles are provided. This summary encapsulates the core information presented on the Main Page of Wikipedia as of August 1, 2025.
• Test case 4

  Score: 6/10

  Perform the operation of visiting the webpage at https://www.foxnews.com/politics/longtime-biden-aide-testifies-he-stood-earn-up-8m-had-president-won-re-election, extract its content, and provide a summary of the main points discussed.

  Failed to get an answer for the task.

• Test case 5

  Score: 2/10

  Search for the latest advancements in quantum computing as of August 1, 2025, and provide a summary of the key developments.

  Failed to get an answer for the task.