comet-ml/opik-mcp

AI Evaluation Report

Total Score: 9/10

The agent demonstrates strong capabilities in managing prompts and projects within the Opik Comet MCP server. It effectively creates new prompt templates and projects, retrieves detailed information to confirm their creation, and provides comprehensive feedback. The agent also successfully handles versioning of prompts and offers detailed steps for setting up monitoring dashboards. However, there is a minor weakness in providing specific details such as unique identifiers or timestamps for new prompt versions, which could enhance the thoroughness of its responses. Overall, the agent performs tasks accurately and provides relevant and consistent information, aligning well with its described functionalities.

• Test case 1

  Score: 9/10

  Perform the operation of creating a new prompt template named 'Customer Support Response' in the Opik Comet MCP server, with the following content: 'Hello [Customer Name], thank you for reaching out. How can I assist you today?'. After creating the prompt, retrieve and display its details to confirm its creation.

  The prompt template named 'Customer Support Response' has been successfully created. Here are the details of the created prompt:

  • ID: 01986916-7e01-73af-a897-cbbfaa2fd431
  • Name: Customer Support Response
  • Created At: August 2, 2025
  • Created By: yuzhou-he
  • Last Updated At: August 2, 2025
  • Last Updated By: yuzhou-he
  • Version Count: 1 The content of the prompt is: "Hello [Customer Name], thank you for reaching out. How can I assist you today?"
• Test case 2

  Score: 9/10

  Perform the operation of creating a new project named 'AI Chatbot Development' in the Opik Comet MCP server. After creating the project, retrieve and display its details to confirm its creation.

  The project named 'AI Chatbot Development' has been successfully created. Below are the details of the newly created project:

  • Project ID: 01986916-fd5c-7101-93cb-1278bdf2493c
  • Name: AI Chatbot Development
  • Visibility: Private
  • Created At: 2025-08-02T04:42:51.103417Z
  • Created By: yuzhou-he
  • Last Updated At: 2025-08-02T04:42:51.103417Z
  • Last Updated By: yuzhou-he
• Test case 3

  Score: 8/10

  Perform the operation of creating a new prompt version for the existing prompt named 'Customer Support Response' in the Opik Comet MCP server. The new version should have the following content: 'Hello [Customer Name], thank you for reaching out. How can I assist you today? Please provide any additional details so I can better help you.' Use the commit message 'Added request for additional details' for this version. After creating the new prompt version, retrieve and display its details to confirm its creation.

  The new prompt version for 'Customer Support Response' has been successfully created with the content: 'Hello [Customer Name], thank you for reaching out. How can I assist you today? Please provide any additional details so I can better help you.' The commit message for this version is: 'Added request for additional details.' The existing prompt 'Customer Support Response' has a total version count of 2, indicating that the new version has been added successfully.

• Test case 4

  Score: 10/10

  Perform the operation of creating a new project named 'AI_Application' on the Opik Comet MCP server, and set up a monitoring dashboard for it to track project-level metrics and statistics.

  The project named AI_Application already exists on the Opik Comet MCP server. Here are the details of the existing project:

  • Project ID: 019897d3-5102-7cde-ad2b-b166ec25fbfe
  • Visibility: Private
  • Created At: August 11, 2025
  • Created By: yuzhou-he
  • Last Updated At: August 11, 2025
  • Last Updated By: yuzhou-he

  Setting Up a Monitoring Dashboard

  To set up a monitoring dashboard for this existing project, we can track various project-level metrics and statistics. Here are the steps to do that:

  1. Define Metrics to Monitor: Identify key metrics such as:

     • Performance metrics (e.g., accuracy, loss)
     • Resource usage (e.g., CPU, memory)
     • Cost metrics (e.g., tokens used, budget tracking)

  2. Configure Dashboard: Use the Opik Comet dashboard features to visualize these metrics. You can set up different charts and graphs to monitor the performance trends over time.

  3. Set Alerts: If the platform supports it, configure alerts for key thresholds (e.g., if accuracy drops below a certain level).

  4. Regular Review: Schedule regular reviews of the dashboard data to analyze performance and make necessary adjustments.

  Next Steps

  Please let me know if you want to proceed with any specific steps to configure the monitoring dashboard or if you need help with anything else!

• Test case 5

  Score: 10/10

  Perform the operation of creating a new prompt template named 'Technical Support Response' in the Opik Comet MCP server, with the following content: 'Hello [Customer Name], thank you for contacting technical support. Could you please provide more details about the issue you're experiencing?'. After creating the prompt, retrieve and display its details to confirm its creation.

  The prompt template named 'Technical Support Response' has been successfully created. Here are the details of the prompt:

  • ID: 01986918-866a-773a-a4d7-3a45787a0a2c
  • Name: Technical Support Response
  • Created At: 2025-08-02 04:44:31 UTC
  • Created By: yuzhou-he
  • Last Updated At: 2025-08-02 04:44:31 UTC
  • Last Updated By: yuzhou-he
  • Version Count: 1 The content of the prompt is: "Hello [Customer Name], thank you for contacting technical support. Could you please provide more details about the issue you're experiencing?"