• RISK
  • STABILITY
  • FORECAST
  • HUMAN

How to assess grade risk with your AI client

Connect your gradebook to your AI to see which specific assignments actually move the needle on your final standing.

Ask AI about this page

Short answer

How can I tell which assignments matter most for my grade?

Your AI uses the weighted average logic to calculate how much each category, like exams or homework, contributes to your total score. It highlights the high-impact areas where a low score would hurt you the most. You'll get a clear breakdown of your risk levels by category.

The outcomes.

Where your grade data lands.

The AI processes your raw scores into actionable risk assessments.

RISK

High impact areas

The AI identifies categories where a single bad grade will tank your average. You get a list of these critical zones first.

STABILITY

Current standing

It calculates your current running average based on completed work. This shows you exactly where you stand right now.

FORECAST

Future requirements

The AI determines what scores you need on upcoming tasks to hit a specific target. It maps out the math for your goal.

HUMAN

Manual adjustments

You decide if you want to re-weight categories or add hypothetical scores. The AI provides the math, but you make the calls.

The workflow

What your AI does when the data arrives.

The AI acts as a mathematical layer over your existing gradebook.

  1. Analyze weight distribution

    The AI looks at your syllabus or gradebook to see how much each category is worth. It identifies the heavy hitters.

    evaluate_subject_risk
  2. Calculate current standing

    It runs the math on your existing grades to find your current weighted average. This establishes your baseline.

    evaluate_subject_risk
  3. Identify risk zones

    The AI flags categories where your current performance is low and the weight is high. This points to your biggest threats.

    evaluate_subject_risk
  4. Simulate outcomes

    You can ask the AI to run 'what-if' scenarios for upcoming assignments. It calculates how those scores change your total.

    evaluate_subject_risk

Try it

Copy these to start.

Use these prompts to begin your analysis.

Starting points

Swap out the bracketed text with your actual course names or specific assignment types.

Weighted Average Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_qaiaUjAB9RhJZeNOjHJqngfFZEfs4dl0MSa9IZM7/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 — Weighted Average Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "weighted-average-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_qaiaUjAB9RhJZeNOjHJqngfFZEfs4dl0MSa9IZM7/mcp"
    }
  }
}
Copy into chat04
  • Look at my Biology gradebook and tell me which category has the highest risk for my final grade.

  • Based on my current scores in Math, what is the minimum I need on the final exam to keep an A?

  • Check my History grades and show me how much my grade changes if I get a C on the next essay.

  • Analyze my current standing in Physics and list the top three assignments I should focus on to improve my average.

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

Start here

Connect Weighted Average Calculator once, then ask.

Just link the MCP to your client. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Weighted Average Calculator to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my grades in my school portal?

    No. The AI can only read your data and perform calculations. It has no permission to write or modify your official records.

  • 02

    Does the AI automatically update when I get a new grade?

    The AI reads the data you provide through the connection. You'll need to ask it to re-run the calculation after new grades are posted.

  • 03

    Can I use this for multiple different courses?

    Yes. As long as you can point the AI to the data for each course, it can calculate risks for any subject.

  • 04

    Will the AI delete any of my assignment data?

    No. This MCP is read-only for your grade data. It cannot delete or alter any information it accesses.

  • 05

    How does it handle extra credit?

    The AI follows the weighting logic provided in your data. If extra credit is a separate category, it will treat it as such.

  • More questions about Weighted Average Calculator? The Connector page answers them. See everything the Weighted Average Calculator Connector can do

Connect Weighted Average Calculator to Claude, Cursor, ChatGPT & more