MCP For Claude Marketplace
Class Rank Estimator

Class Rank Estimator MCP Connector for Claude

A+

Estimate your class rank percentile using GPA, mean, and standard deviation.

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

This MCP server provides statistical tools to estimate a student's percentile rank within their school using the normal distribution model. By providing the student's GPA, the school's mean GPA, and the standard deviation, you can use calculate_rank_from_gpa to find your estimated top percentage. If you have a specific goal in mind, estimate_target_gpa calculates the required GPA needed to reach that target percentile. Additionally, get_placement_context provides qualitative labels like 'Elite' or 'Highly Competitive' based on your rank. Note: All results are mathematical approximations and should be treated as statistical estimates, not official academic records.

gparankpercentilestatisticsstudenteducation

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

calculate_rank_from_gpa

Calculate student percentile rank based on GPA distribution

estimate_target_gpa

Estimate the GPA required to reach a target percentile

get_placement_context

Get descriptive context for a student's percentile rank

See how to talk to your AI agent using Class Rank Estimator.

What is my estimated class rank if my GPA is 3.8, the school mean is 3.2, and the standard deviation is 0.5?

You are likely in the top 11.5%.

How much GPA do I need to be in the top 10% if the mean is 3.0 and SD is 0.4?

To reach the top 10%, you would need a GPA of approximately 3.51.

What does being in the top 5% mean for my academic standing?

Being in the top 5% places you in the 'Elite' category, representing exceptional academic standing at the peak of the distribution.

The tool uses a normal distribution model, which is a mathematical approximation. While useful for estimation, it should not be used as an official academic record.

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