coleam00/mcp-crawl4ai-rag

AI Evaluation Report

Total Score: 4/10

The agent demonstrates a mixed performance in its capabilities. It successfully provided a comprehensive and accurate response to a query about implementing a binary search algorithm, showcasing its strength in retrieving and presenting relevant code examples and resources. However, the agent consistently failed to perform tasks related to knowledge graph functionalities, such as parsing GitHub repositories and analyzing AI-generated scripts for hallucinations. These failures indicate a significant limitation in utilizing its full range of tools, particularly those involving the knowledge graph. Overall, while the agent shows potential in certain areas, its inability to execute key functionalities results in a lower overall performance score.

• Test case 1

  Score: 1/10

  Can you tell me about the classes defined in the GitHub repository at https://github.com/coleam00/mcp-crawl4ai-rag?

  It appears that I am currently unable to access the knowledge graph functionality, which is necessary to retrieve information about the classes defined in the specified GitHub repository. Unfortunately, without this access, I'm unable to provide the details you're looking for.

  Alternative Suggestions:

  1. Manual Inspection: You can look directly at the repository on GitHub. Navigate to the repository and check the code files, especially those with extensions like .py for Python files. The classes are usually defined within these files.

  2. Local Clone: If you are comfortable with Git, you can clone the repository to your local machine using:

     git clone https://github.com/coleam00/mcp-crawl4ai-rag.git
     

     After cloning, you can explore the files locally.

  3. Documentation: Check if there is any documentation provided in the repository, such as a README file, which might outline the classes and their functionalities.

  If you have any other requests or need further assistance, feel free to ask!

• Test case 2

  Score: 1/10

  Could you parse the GitHub repository at 'https://github.com/psf/requests' into the knowledge graph for analysis?

  It seems that the knowledge graph functionality is currently disabled, which prevents me from parsing the GitHub repository into the knowledge graph for analysis.

  If you have the ability to enable this functionality or if there's anything else you'd like me to assist you with, please let me know!

• Test case 3

  Score: 10/10

  I'm trying to implement a binary search algorithm in Python. Can you find some code examples to help me get started?

  Here are some code examples and resources to help you implement a binary search algorithm in Python:

  Basic Binary Search Implementation

  Here's a simple implementation of the binary search algorithm:

  def binary_search(arr, target):
      low = 0
      high = len(arr) - 1
  
      while low <= high:
          mid = (low + high) // 2
          guess = arr[mid]
  
          if guess == target:
              return mid  # Target found
          if guess > target:
              high = mid - 1  # Search in the left half
          else:
              low = mid + 1  # Search in the right half
  
      return -1  # Target not found
  
  # Example usage:
  arr = [1, 3, 5, 7, 9, 11]
  target = 5
  result = binary_search(arr, target)
  
  if result != -1:
      print(f"Element found at index {result}")
  else:
      print("Element not found")
  

  Resources for Further Learning

  1. Python Official Documentation: The official Python documentation provides extensive resources on binary search and related algorithms. You can check it out here.

  2. Understanding Binary Search:

     • GeeksforGeeks - Binary Search - A detailed explanation of binary search with examples and variations.

  3. YouTube Tutorials:

     • Search for "Binary Search Algorithm Python" on YouTube for visual explanations and step-by-step coding guides.

  4. Books:

     • "Introduction to Algorithms" by Thomas H. Cormen - This book covers algorithms in depth, including binary search techniques.

  Additional Example Links

  • Beginners Guide to Python - A comprehensive resource for new Python programmers.
  • PythonBooks - A collection of recommended books on Python programming.

  Feel free to reach out if you have any more specific questions or need further assistance with your implementation!

• Test case 4

  Score: 3/10

  I've generated a Python script using AI, but I'm concerned about possible inaccuracies. Can you analyze the script to check for any hallucinations or errors?

  Sure, I can help with that. Please provide the Python script you want me to analyze for potential hallucinations or errors.

• Test case 5

  Score: 1/10

  I need to analyze the code structure of the GitHub repository at 'https://github.com/psf/requests'. Can you parse it into the knowledge graph for me?

  It seems that the knowledge graph functionality is currently disabled for the repository parsing operation. Unfortunately, this means I cannot parse the GitHub repository at 'https://github.com/psf/requests' into the knowledge graph at this time.

  If you have any other requests or need assistance with something else, feel free to let me know!