mysql_mcp_server

Evaluation

Total Score: 7/10

Evaluation Summary of the Agent's Performance

• Strengths:
• 1. Accuracy/Correctness:
• • The agent consistently identifies issues with SQL queries, such as non-existent tables, and provides accurate translations for both English to French and Spanish to English tasks.
• 2. Consistency with Claimed Capabilities:
• • The agent demonstrates its ability to perform tasks related to database queries, information retrieval, and translation, aligning with its stated functionalities.
• 3. Translation Quality:
• • The translations provided are generally accurate and maintain the original meaning and context.
• Weaknesses:
• 1. Completeness:
• • The agent often fails to provide comprehensive solutions or explanations, particularly in SQL-related tasks, where it does not offer troubleshooting steps or potential reasons for errors.
• 2. Usefulness / Clarity:
• • The agent's responses sometimes lack depth, such as providing limited news headlines without sources or detailed summaries, and character encoding issues in translations.
• Suggestions for Improvement:
• • Enhance Troubleshooting Guidance:
• • Provide immediate troubleshooting steps for SQL errors, such as checking for typos or case sensitivity issues.
• • Improve Information Retrieval:
• • Offer more comprehensive news coverage with sources and summaries.
• • Address Encoding Issues:
• • Ensure proper character encoding to avoid display errors in translations.
• Overall Quality Score:
• The agent demonstrates a solid understanding of its tasks but requires improvements in completeness and clarity to enhance user experience. Therefore, the final score is 7/10.

• Test case 1

  Score: 6/10

  Can you execute an SQL query to retrieve the names and email addresses of all users who signed up in the last 30 days from a MySQL database named 'user_data'?

  It seems that the query failed because the table 'user_data' does not exist in the database. To assist you better, I can check the available tables in the database to see if there's a different table that contains user information. Would you like me to do that?

  1. The agent correctly identifies that the table 'user_data' does not exist in the database, which is a valid and common issue in MySQL databases.

  2. The agent demonstrates its capability to execute SQL queries and handle database-related tasks, aligning with its stated functionalities.

  1. While the agent offers to check for available tables, it does not provide immediate steps to troubleshoot the 'table does not exist' error. For instance, it could suggest verifying the table name for typos or case sensitivity issues, as MySQL table names are case-sensitive on certain operating systems. (dev.mysql.com)

  2. The response could be more informative by explaining potential reasons for the error, such as the table being dropped, renamed, or issues related to database selection. Providing these insights would help the user understand and possibly resolve the issue without additional steps.

• Test case 2

  Score: 6/10

  Translate the following English text into French: 'The conference on renewable energy will take place next week in Paris.'

  The translation of the given English text into French is: "La conférence sur les énergies renouvelables aura lieu la semaine prochaine à Paris."

  1. The agent correctly translates the English sentence into French, maintaining the original meaning and context.

  2. The translation encompasses all elements of the original sentence, ensuring no information is omitted.

  3. The agent demonstrates its ability to perform translation tasks, aligning with its stated functionalities.

  1. The translated text contains character encoding issues, resulting in incorrect representations of accented characters (e.g., "conférence" instead of "conférence"). This diminishes the clarity and readability of the translation.

• Test case 3

  Score: 6/10

  Retrieve the latest news headlines related to artificial intelligence from online sources as of now.

  Here are the latest news headlines related to artificial intelligence:

  1. Latest AI Developments in 2025

     • Date: July 1, 2025
     • Content: Exploring the advancements in AI technology for the year 2025.

  2. AI and Ethics: A Growing Concern

     • Date: July 1, 2025
     • Content: Discussions on the ethical implications of AI deployments continue to rise.

  If you need more information or specific details about these articles, feel free to ask!

  1. The agent provides two AI-related news headlines with dates and brief descriptions, which are plausible given the current date (July 1, 2025).

  2. The agent demonstrates its ability to retrieve and present information on current events, aligning with its stated functionalities.

  1. The response includes only two headlines, which may not fully capture the breadth of recent developments in artificial intelligence.

  2. The provided headlines lack specific details, such as the sources of the news or more in-depth information, which could enhance the user's understanding.

• Test case 4

  Score: 9/10

  Translate the following text from Spanish to English: 'La tecnología de inteligencia artificial ha avanzado significativamente en los últimos años, cambiando la forma en que interactuamos con la tecnología en nuestra vida diaria.'

  The translation of the text from Spanish to English is: "Artificial intelligence technology has advanced significantly in recent years, changing the way we interact with technology in our daily lives."

  1. The agent accurately translates the Spanish sentence into English, preserving the original meaning and context.

  2. The translation encompasses all elements of the original sentence, ensuring no information is omitted.

  3. The agent demonstrates its ability to perform translation tasks, aligning with its stated functionalities.

  4. The translated text is clear and easily understandable, effectively conveying the intended message.

  1. No significant weaknesses were identified in the agent's response.

• Test case 5

  Score: 6/10

  Execute an SQL query to find the top 5 products with the highest sales from the 'sales_data' table in a MySQL database. Include the product name and total sales amount in the result.

  It seems that the query failed because the 'sales_data' table does not exist in the database. To assist you further, I can check the available tables in the database. Would you like me to do that?

  1. The agent correctly identifies that the 'sales_data' table does not exist in the database, which is a valid and common issue in MySQL databases.

  2. The agent demonstrates its capability to execute SQL queries and handle database-related tasks, aligning with its stated functionalities.

  1. While the agent offers to check for available tables, it does not provide immediate steps to troubleshoot the 'table does not exist' error. For instance, it could suggest verifying the table name for typos or case sensitivity issues, as MySQL table names are case-sensitive on certain operating systems. (dev.mysql.com)

  2. The response could be more informative by explaining potential reasons for the error, such as the table being dropped, renamed, or issues related to database selection. Providing these insights would help the user understand and possibly resolve the issue without additional steps.