• STANDARDIZED
  • MAPPED
  • HUMAN
  • REPORT

How to convert exam scores to CEFR with your AI

Connect your AI to the Language Proficiency Mapper to translate specific test results into the Common European Framework of Reference for Languages.

Ask AI about this page

Short answer

How do I turn my test scores into CEFR levels?

Your AI uses the mapping tool to cross-reference your specific exam points against standardized proficiency scales. You'll get a clear A1 through C2 rating based on the data you provide. This breakdown shows you exactly how the conversion happens.

Where every result lands.

The outcomes of the conversion

Once your AI processes the scores, it categorizes the data into these specific outputs.

STANDARDIZED

CEFR Level Assignment

The AI assigns a specific level like B2 or C1. This gives you a universal way to describe the proficiency.

MAPPED

Exam Correlation

The tool links the raw score to the specific test type used. You'll see how the points relate to the standard.

HUMAN

Manual Verification Needed

If a score falls on a borderline between two levels, the AI flags it for you to review. You decide the final rating.

REPORT

Summary Data

The AI organizes the converted levels into a clean format. You can use this for resumes or applications.

The workflow

What your AI does when the scores arrive.

The AI handles the heavy lifting of looking up conversion tables so you don't have to.

  1. Data ingestion

    Your AI reads the raw score and the name of the exam from your text or spreadsheet.

    map_exam_score_to_cefr

  2. Scale matching

    The agent identifies the correct proficiency scale for that specific test provider.

    map_exam_score_to_cefr

  3. Level calculation

    The tool calculates where the points sit within the A1 to C2 range.

    map_exam_score_to_cefr

  4. Flagging outliers

    The AI identifies scores that are too close to a level boundary for an automated guess.

    map_exam_score_to_cefr

Try it

Copy these to start.

Use these prompts to kick off the conversion process.

Starting points

Replace the bracketed text with your actual test results or file names.

Language Proficiency Mapper Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_3kLe9QZ0RnfLpqgCNJcRYSfbED06vZhuo9vbk7Gn/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 — Language Proficiency Mapper capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "language-proficiency-mapper-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_3kLe9QZ0RnfLpqgCNJcRYSfbED06vZhuo9vbk7Gn/mcp"
    }
  }
}
Copy into chat04

  • Convert my IELTS score of 7.0 to a CEFR level.

  • Map the scores in this Google Sheet to their corresponding CEFR levels.

  • What is the CEFR equivalent for a TOEFL score of 95?

  • Check these Cambridge English exam results and give me the A1 to C2 ratings.

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

Start here

Connect Language Proficiency Mapper once, then ask.

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

Connect Language Proficiency Mapper to your AI

FAQ

How the mapping works

  • 01

    Can the AI change my actual exam score?

    No. The AI only reads the score and provides a corresponding CEFR level. It cannot alter your original test results.

  • 02

    Does it work for every language test?

    It works for the major standardized tests included in the mapping tool. If a test isn't supported, the AI will tell you.

  • 03

    Will it automatically update my resume?

    No. The AI provides the conversion, but you must manually paste that information into your documents.

  • 04

    What happens if my score is right on the edge of a level?

    The AI will flag the score as a borderline case and ask you to verify the level manually.

  • 05

    Can I upload a PDF of my certificate?

    Yes, as long as your AI client can read the text within the PDF, the tool can process the scores found inside.

  • More questions about Language Proficiency Mapper? The Connector page answers them. See everything the Language Proficiency Mapper Connector can do

Connect Language Proficiency Mapper to Claude, Cursor, ChatGPT & more