• SCALED
  • RAW
  • LOG
  • HUMAN

How to convert raw ENEM answers to scaled scores with your AI

Connect the ENEM Score Calculator to your agent. It handles the IRT math to turn raw counts into official subject scores.

Ask AI about this page

Short answer

How do I turn raw ENEM answers into scaled scores?

Your agent applies Item Response Theory (IRT) to your raw correct answer counts. This produces the official scaled scores for each subject area. You'll get a clear list of the final results.

The results you get.

Where your data lands.

The AI processes your raw inputs and organizes the output into these categories.

SCALED

Official subject scores

The AI calculates the final scaled values for each subject. You get the official scores ready for use.

RAW

Input verification

The agent checks your raw counts to ensure they match the required format. This prevents math errors.

LOG

Calculation audit

You get a summary of the scaling logic used. This shows how the raw counts became final scores.

HUMAN

Manual review

The AI flags any statistical outliers. You decide if the scores look correct or need a second look.

The workflow

What your AI does when the data arrives.

The AI handles the IRT math so you don't have to.

  1. Data ingestion

    Your agent reads the raw correct answer counts you provide in your chat or spreadsheet.

    calculate_area_scores

  2. IRT application

    The AI applies the specific Item Response Theory parameters to the raw counts.

    calculate_area_scores

  3. Score generation

    The agent converts the processed values into the official ENEM scaled format.

    calculate_area_scores

  4. Result formatting

    The AI organizes the final scores into a readable list or table.

    calculate_area_scores

Try it

Copy these to start.

Use these prompts to kick off the scaling process.

Starting points

Swap the bracketed text for your actual file names or raw numbers.

ENEM Score Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_zQyOIU6YeuB56V0BG7ANM7HycuRz3UmI9urUbK0m/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 — ENEM Score Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "enem-score-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zQyOIU6YeuB56V0BG7ANM7HycuRz3UmI9urUbK0m/mcp"
    }
  }
}
Copy into chat04

  • Calculate the scaled scores for the raw counts in my 'student_results.csv' file.

  • Convert these raw ENEM counts to scaled scores: [15, 22, 18, 30].

  • Run the scaling logic on the data from my current spreadsheet.

  • Show me the scaled scores for the Mathematics section based on these raw totals.

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

Start here

Connect ENEM Score Calculator once, then ask.

Connect the MCP to your preferred client with one click. Your credentials stay encrypted, and you can start asking for scores immediately.

Connect ENEM Score Calculator to your AI

FAQ

How the calculator behaves

  • 01

    Can the AI change the official IRT parameters?

    No. The AI uses the fixed IRT logic provided by the tool to ensure accuracy.

  • 02

    Does the AI save my student data permanently?

    No. The AI only processes the data you provide during the session.

  • 03

    Can I upload a whole Excel file for scaling?

    Yes, if your AI client has access to the file, the agent can read the counts and process them.

  • 04

    Will the AI automatically submit these scores to a government portal?

    No. The AI only calculates the scores. You are responsible for any external submissions.

  • 05

    What happens if my raw counts are invalid?

    The AI will flag the error and ask you to provide corrected counts before it attempts the calculation.

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

Connect ENEM Score Calculator to Claude, Cursor, ChatGPT & more