# Language Proficiency Mapper MCP for AI Agents AI Agent Connect

> Language Proficiency Mapper MCP. It converts exam scores from tests like IELTS and TOEFL into standardized CEFR levels. It also checks if those levels meet specific visa or university requirements.

## Overview
- **Category:** education
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_3kLe9QZ0RnfLpqgCNJcRYSfbED06vZhuo9vbk7Gn/ai-agent-connect
- **Tags:** cefr, ielts, toefl, visa-requirement, proficiency-mapping, delf, dele

## Description

If you're trying to figure out if your TOEFL score is enough for a UK student visa or if your DELF results qualify you for a French university, you know the headache. Every test uses a different scale. One exam might use bands, while another uses raw points. This Connector takes those messy numbers and turns them into a single, clear standard: the CEFR levels. It's built for people who need to move across borders or start new careers and need to know exactly where they stand. Instead of hunting through PDFs or guessing based on old forum posts, you can just ask your agent to do the math. You'll get a clear pass or fail for your specific goal. Because Vinkius hosts this Connector, you can plug it into your existing setup and let your agent handle the heavy lifting of cross-referencing global education standards. It removes the guesswork from your relocation plans, giving you a straight answer on whether your current skills meet the rules for your next big move. Whether you're an education consultant helping a group of students or an individual planning a life-changing move, this tool ensures you're looking at the right data. It's about getting the facts so you can focus on the actual move.

## Tools

### get_cross_exam_equivalency
See how a score on one test compares to another major exam. It helps you pick the right test to take.

### map_exam_score_to_cefr
Turns a raw score from a test into a standard CEFR level. This gives you a clear picture of your actual skill.

### check_minimum_requirements
Checks if your level meets the rules for a specific country or purpose. It tells you if you're ready to apply.

## Prompt Examples

**Prompt:** 
```
I got a 105 on my TOEFL. Is that enough for a UK student visa?
```

**Response:** 
```
Based on your TOEFL score of 105, here is how your proficiency maps out:

| Exam Score | CEFR Level |
| :--- | :--- |
| 105 (TOEFL) | B2 |

**Visa Requirement Check:**
*   **Country:** United Kingdom
*   **Purpose:** Student Visa
*   **Minimum Required:** B2
*   **Status:** ✅ **Qualified**

Your score meets the standard requirements for a UK student visa.
```

**Prompt:** 
```
I have a B2 in French from my DELF. Can I get into a German university?
```

**Response:** 
```
For a German university, the requirements vary by program, but here is the general status for a B2 level:

*   **Language Level:** B2 (Intermediate/Upper-Intermediate)
*   **Standard Requirement:** Most Bachelor's programs require B2 or C1.
*   **Status:** ⚠️ **Check Specific Program**

While B2 is a common requirement, many prestigious programs will ask for C1. You should check the specific department's website for your chosen major.
```

**Prompt:** 
```
What's the equivalent of a Cambridge C1 Advanced in terms of IELTS?
```

**Response:** 
```
Here is how your Cambridge C1 Advanced score maps across other major exams:

| Exam Type | Equivalent Level |
| :--- | :--- |
| **Cambridge C1 Advanced** | **B2/C1** |
| **IELTS** | **7.0 - 8.0** |
| **TOEFL iBT** | **94 - 113** |

This shows that a C1 Advanced is generally viewed as a high-level proficiency, often aligning with a 7.0 or higher on the IELTS scale.
```

## Capabilities

### Convert test scores to CEFR levels
Turn raw scores from exams like IELTS or TOEFL into a standardized A1 to C2 rating.

### Compare different exam types
See how a score on one language test stacks up against another major global exam.

### Check visa eligibility
Verify if your current proficiency meets the minimum requirements for a specific country's visa.

### Verify university requirements
Check if your language level qualifies you for enrollment in a specific international program.

### Map language proficiency across borders
Get a clear picture of your language skills across different global education standards.

## Use Cases

### Checking UK visa eligibility
A student with a 105 TOEFL score asks if they can get a UK visa. The agent maps the score and checks the requirements for them.

### Verifying French university admission
A consultant wants to know if a B2 DELF score is enough for a French university. The agent verifies the level for that specific goal.

### Comparing exam types
A user wants to know if a Cambridge C1 is better than a specific IELTS band. The agent pulls the equivalency for a quick comparison.

### Visa audit for clients
A lawyer checks a client's test score against a country's minimum requirements to see if the application will be approved.

## Benefits

- Stop guessing about scores. Use map_exam_score_to_cefr to get a definitive CEFR rating every time you check your results.
- Save hours of research. Use get_cross_exam_equivalency to see how different tests stack up against each other instantly.
- Get clear visa answers. Use check_minimum_requirements to see if you actually qualify for your target country without searching.
- Simplify university applications. Know exactly what level you need for a specific program without digging through brochures.
- Standardize your data. Turn various test results into a single CEFR format for easier comparison across different years.

## How It Works

The bottom line is you get a clear answer on whether your language skills meet your specific travel or study goals.

1. Provide your specific exam score and the name of the test you took.
2. The Connector identifies the corresponding CEFR level for that score.
3. You get a clear proficiency rating or a pass or fail for your specific travel or study goal.

## Frequently Asked Questions

**Can Language Proficiency Mapper help me with my visa application?**
Yes. It checks if your specific test score meets the minimum language requirements for different countries and visa types.

**How does Language Proficiency Mapper handle different tests like IELTS and TOEFL?**
It translates scores from various tests into a single standardized CEFR level, making it easy to compare them.

**Can I use Language Proficiency Mapper to see if I'm ready for a French university?**
You can. It checks your current proficiency against common university requirements to see if you meet the necessary level.

**Does Language Proficiency Mapper give me a pass or fail for my goals?**
Yes, it provides a clear pass or fail status based on the requirements for the specific country or purpose you provide.

**How does Language Proficiency Mapper compare different language exams?**
It provides a cross-exam equivalency map, showing you how a score on one test stacks up against other major global exams.

**Is Language Proficiency Mapper good for education consultants?**
It is a great tool for consultants who need to quickly verify multiple student scores against various international standards.

**What is the core function of this service?**
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.

**How can I check if my score meets a university's minimum requirement?**
Use the `check_minimum_requirements` tool. Simply input your target country (e.g., Germany), the purpose (University Enrollment), and your current CEFR level. The system will tell you if you pass or fail against hardcoded policy rules.

**I have a B2 score on IELTS; what does that mean for other exams?**
For cross-comparison, use the `get_cross_exam_equivalency` tool. You provide your primary exam and CEFR level (e.g., IELTS, B2), and it retrieves documented advisory equivalencies for other major tests like TOEFL or DELF.