• LOW ACCURACY
  • HIGH ACCURACY
  • DATA GAP
  • HUMAN REVIEW

How to analyze subject accuracy with your AI

Connect your question bank to your agent to pinpoint specific knowledge gaps. Your AI handles the math and the mapping so you can focus on content updates.

Ask AI about this page

Short answer

How can I find which subjects my AI is struggling with?

Your AI uses the analyze_topic_performance tool to cross-reference your question bank data against your specific accuracy targets. It flags every topic that fails to meet your threshold, providing a clear list of where to focus your improvements.

Where your data lands.

The results of your analysis.

The AI processes your bank and organizes the results into these specific categories.

LOW ACCURACY

Target failures

The AI identifies topics that fell below your set threshold. You get a direct list of subjects that need immediate attention.

HIGH ACCURACY

Stable subjects

Topics meeting or exceeding your goals are grouped here. This confirms what is working and doesn't need changes.

DATA GAP

Missing coverage

The AI spots subjects that lack enough question volume to be statistically significant. This tells you where to add more content.

HUMAN REVIEW

Manual triage

The AI flags edge cases where accuracy scores are ambiguous. You decide if these require a content rewrite or a logic fix.

The workflow

What your AI does when the data arrives.

The AI moves from raw data ingestion to actionable subject reporting.

  1. Data ingestion

    Your agent reads the question bank and maps every question to its specific subject and difficulty level.

    analyze_topic_performance

  2. Threshold comparison

    The AI compares current performance against the accuracy targets you provided in your prompt.

    analyze_topic_performance

  3. Gap identification

    It isolates the specific topics where the accuracy rate is too low to meet your requirements.

    analyze_topic_performance

  4. Reporting

    The AI generates a structured summary of the failing subjects and the volume of questions involved.

    analyze_topic_performance

Try it

Copy these to start.

Use these prompts to trigger the analysis immediately.

Starting points

Replace the bracketed text with your actual file names or subject names.

Question Bank Analyzer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_IayKT3bIQu2PSdtOH5GttS1D4SGlCRaAU31c0D5c/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Question Bank Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "question-bank-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_IayKT3bIQu2PSdtOH5GttS1D4SGlCRaAU31c0D5c/mcp"
    }
  }
}
Copy into chat04

  • Analyze the performance of the 'Biology_Final_Bank' and tell me which topics are below 85% accuracy.

  • Check my 'Math_Module_v2' sheet and list all subjects that need more questions to be statistically valid.

  • Run a performance check on the 'History_Quiz_Set' and find where the accuracy is failing my 90% target.

  • Compare the accuracy rates in 'Physics_Bank_2024' against my threshold and group the failures by difficulty.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Question Bank Analyzer once, then ask.

You only need to link the MCP to your client once. After that, you can run analyses on any question bank you have access to.

Connect Question Bank Analyzer to your AI

FAQ

How the analyzer behaves

  • 01

    Can the AI change my question bank files?

    No. The AI only reads your data to perform the analysis. It cannot edit, delete, or overwrite your original files.

  • 02

    Does it work with Google Sheets?

    Yes, as long as your AI client has access to the sheet and the Question Bank Analyzer is connected.

  • 03

    Can the AI create new questions for me?

    No. This specific tool is designed for analyzing existing performance, not for generating new content.

  • 04

    How does it know what my target accuracy is?

    You must specify your target threshold (like 80% or 90%) in your prompt when you start the analysis.

  • 05

    Will it tell me why a specific question was wrong?

    No. The tool analyzes subject-level performance trends, not individual question logic or specific error reasons.

  • More questions about Question Bank Analyzer? The Connector page answers them. See everything the Question Bank Analyzer Connector can do

Connect Question Bank Analyzer to Claude, Cursor, ChatGPT & more