MCP For Claude Marketplace
Language Proficiency Mapper

Language Proficiency Mapper MCP Connector for Claude

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Translate raw exam scores (IELTS, TOEFL, DELF, etc.) into CEFR levels and check visa/university requirements.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

Need to prove language skill for travel or study? 🌍 Getting accepted to a university or securing a visa requires more than just passing an exam; it demands proof of a specific, standardized proficiency level. The complexity lies in translating diverse scoring systems--like IELTS' band scores versus TOEFL' raw points--into one common standard. This tool solves that gap by providing reliable CEFR mapping and cross-border requirement checks.

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3 tools expose this connector's capabilities to your AI agent.

check_minimum_requirements

Returns pass/fail status and the required minimum level. Check if a CEFR proficiency level meets minimum language requirements for a country and purpose

get_cross_exam_equivalency

Useful for understanding how one score compares to other major exams. Get equivalent proficiency levels across different language exams for a given CEFR level

map_exam_score_to_cefr

Returns the mapped CEFR level from A1 to C2. Map a language exam score to its equivalent CEFR proficiency level

See how to talk to your AI agent using Language Proficiency Mapper.

I took the DELF exam. I scored B2 in French. What does this mean for admission to a German university?

First, let's map your score using `map_exam_score_to_cefr`. Then, we can use `check_minimum_requirements` by setting the country to Germany and the purpose to 'University Enrollment'.

I need to know if my TOEFL score of 105 is enough for a UK Student Visa.

We will first use `map_exam_score_to_cefr` with my TOEFL details. Once we have the CEFR level, I will run `check_minimum_requirements` for 'UK' and 'Student Visa'.

My primary exam is Cambridge C1 Advanced. What are some equivalent levels in TOEFL or DELF?

I can run `get_cross_exam_equivalency` for you, specifying 'Cambridge C1 Advanced' and the resulting CEFR level (likely B2). This will give you a helpful comparative map.

The primary function is to use the `map_exam_score_to_cefr` tool. You provide a raw score (e.g., IELTS band 7), and it converts that into the standardized CEFR level (B2). This mapping is critical for all subsequent checks.

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