- MAPPING
- LEVELS
- PLANNING
- HUMAN
Short answer
How can I use AI to compare language exam scores?
Your AI uses the get_cross_exam_equivalency tool to find how a score in one test matches a score in another. This gives you a clear picture of where you stand across different testing standards. You'll see the specific score conversions and proficiency levels immediately.
The outcomes.
Where your results land.
The AI processes your request and organizes the data into these specific outcomes.
MAPPING
Score conversions
The AI uses get_cross_exam_equivalency to find the exact numerical match between two different tests. You get a direct comparison of your current standing.
LEVELS
Proficiency scales
It maps scores to standard frameworks like CEFR. This tells you if your score hits B2, C1, or other specific language benchmarks.
PLANNING
Exam selection
The AI identifies which test best fits your target level. This helps you decide which exam to book based on your existing scores.
HUMAN
Final verification
You review the converted scores to ensure they meet the specific requirements of your university or employer. The AI provides the data, but you make the final decision.
The workflow
What your AI does when the request arrives.
The AI acts as a translator between different testing organizations' scoring systems.
Identify the tests
Your AI looks at the two testing organizations you want to compare. It identifies the specific scoring scales used by each.
get_cross_exam_equivalencyCalculate equivalency
The agent runs the math to find the intersection between the two different scoring systems. It finds the closest match for your specific score.
get_cross_exam_equivalencyMap to standards
The AI takes the converted score and checks it against global proficiency frameworks. This places your score in a broader context.
get_cross_exam_equivalencyFormat the comparison
The agent presents the comparison in a clear format. You get a side-by-side view of your scores and levels.
get_cross_exam_equivalency
Try it
Copy these to start.
Use these prompts to begin your comparison.
Starting points
Swap out the test names and scores with the ones you actually have.
Language Proficiency Mapper Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_3kLe9QZ0RnfLpqgCNJcRYSfbED06vZhuo9vbk7Gn/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Language Proficiency Mapper capabilities are ready to use.
{
"mcpServers": {
"language-proficiency-mapper-mcp": {
"url": "https://edge.vinkius.com/vk_preview_3kLe9QZ0RnfLpqgCNJcRYSfbED06vZhuo9vbk7Gn/mcp"
}
}
}Compare an IELTS score of 7.0 to the TOEFL equivalent.
What is the DELF B2 level equivalent in terms of IELTS scores?
I have a TOEFL score of 95. What does that mean for my CEFR level?
Show me the equivalency between a Cambridge C1 Advanced score and IELTS.
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 client. Your credentials stay encrypted, and you can start asking questions immediately.
Connect Language Proficiency Mapper to your AIFAQ
How this task behaves.
- 01
Can the AI book the exam for me?
No. The AI only provides the score comparisons and equivalency data.
- 02
Does the AI change my official scores?
No. The AI only calculates what your score would be equivalent to in a different system.
- 03
Can it compare any two language tests?
It can compare any tests included in the get_cross_exam_equivalency tool data.
- 04
Will the AI provide a certificate of equivalency?
No. The results are for your personal planning and do not serve as official documentation.
- 05
Can it tell me which test is easier?
No. It only maps the scores between tests, not the difficulty levels of the exams themselves.
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
