• MATH ERRORS
  • WEIGHT TOTALS
  • DATA INTEGRITY
  • HUMAN ACTION

How to validate course weight data with your AI

Connect your data once. Your AI then audits your course credits and weights to catch math errors before you run any simulations.

Ask AI about this page

Short answer

How do I check if my course weights are correct?

Your AI uses the validate_course_structure tool to find credit mismatches or weight errors in your list. This ensures your GPA projections aren't ruined by bad math. You'll get a clear list of what needs fixing.

Validation outcomes

Where your data errors land.

The AI flags specific issues in your course setup.

MATH ERRORS

Credit mismatches found

The AI identifies courses where the credit count doesn't match the weight. You get a list of exactly which entries are broken.

WEIGHT TOTALS

Weight sum verification

The AI checks if your course weights add up to the required total. It flags any discrepancy that would skew your GPA.

DATA INTEGRITY

Clean simulation data

Once the AI confirms the structure is sound, you have a reliable foundation for running your GPA projections.

HUMAN ACTION

Manual fixes required

The AI won't rewrite your spreadsheet. You'll need to go into your source file to fix the specific errors the AI found.

The workflow

What your AI does when the data arrives.

The AI acts as a mathematical auditor for your academic records.

  1. Scan structure

    The AI reads your course list to ensure every entry has a valid credit value and weight.

    validate_course_structure

  2. Identify mismatches

    It compares the sum of individual course weights against the required total to find gaps.

    validate_course_structure

  3. Flag outliers

    The AI highlights any course where the credit count doesn't match the weight distribution.

    validate_course_structure

  4. Verify totals

    The AI performs a final check to ensure the mathematical foundation is sound for GPA projection.

    validate_course_structure

Try it

Copy these to start.

Use these prompts to begin the validation process.

Starting points

Swap the names in quotes for your actual file or sheet names.

Semester GPA Projector Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_fXU6UvHiGraAau3nvyEPEkebJ83CKJvGh1uiZKju/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 — Semester GPA Projector capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "semester-gpa-projector-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_fXU6UvHiGraAau3nvyEPEkebJ83CKJvGh1uiZKju/mcp"
    }
  }
}
Copy into chat04

  • Validate the course structure in my 'Fall 2024' spreadsheet.

  • Check my course weights in the 'Semester_Plan.csv' file for any math errors.

  • Run a validation on the course data I just uploaded to find credit mismatches.

  • Are there any weight errors in my current course list?

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Start here

Connect Semester GPA Projector once, then ask.

Connect your data source with one click. Your credentials stay encrypted, and you can immediately start asking your AI to audit your courses.

Connect Semester GPA Projector to your AI

FAQ

How this task behaves.

  • 01

    Can the AI fix my course credits automatically?

    No. The AI identifies the errors, but you must manually update your data to correct them.

  • 02

    Will this change my original spreadsheet?

    No. The AI only reads your data to perform validation; it does not write to your files.

  • 03

    How does the AI know if my weights are wrong?

    It uses the validate_course_structure tool to check if the sum of all weights equals the expected total.

  • 04

    Can I validate courses one by one?

    Yes, you can ask your AI to check specific courses or the entire list at once.

  • 05

    What happens if the weights don't add up to 100%?

    The AI will flag the discrepancy and tell you exactly how much the total is off by.

  • More questions about Semester GPA Projector? The Connector page answers them. See everything the Semester GPA Projector Connector can do

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