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Connect Class Rank Estimator to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Turn GPA data into precise percentile rank estimates.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Class Rank Estimator.

  1. 01

    Calculate rank from gpa

    This capability calculates a student's percentile rank using the provided GPA and distribution data.

  2. 02

    Estimate target gpa

    Use this to find the specific GPA required to reach a desired percentile rank.

  3. 03

    Get placement context

    This capability returns qualitative labels like 'Elite' to describe a student's percentile standing.

Real work

What teams actually run

01

Target Setting

A student wants to know the GPA needed to enter the top 10% of their class.

02

Standing Assessment

An advisor checks where a student sits within a specific school's GPA distribution.

03

Academic Planning

A counselor uses the capability to help a student visualize their path to an 'Elite' rank.

04

Data Interpretation

An educator turns a list of GPAs and means into qualitative standing descriptions.

One connector, every AI

Class Rank Estimator works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Class Rank Estimator to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

663ms average. Fast in production.

Class Rank Estimator is checked daily against the live service.

Daily averagePeak 839ms
Oct 3Today
Fastest day
545ms
Slowest day
839ms
14-day trend
Improving-18%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Class Rank Estimator, so you can see the experience inside your AI.

It does not authenticate your account with Class Rank Estimator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Class Rank Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_UmGjGzLMMgs1oz0MZyuyK7vebBYRPY7hkW3sz3vG/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 — Class Rank Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "class-rank-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_UmGjGzLMMgs1oz0MZyuyK7vebBYRPY7hkW3sz3vG/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Class Rank Estimator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Class Rank Estimator owners hand off.

This MCP is built for anyone working with student performance data who needs quick statistical insights.

  • 01

    Academic Advisors

    They hand off GPA distributions to the AI to help students set realistic goals.

  • 02

    Guidance Counselors

    They use the capability to provide context on student standing within their specific school cohort.

  • 03

    Students

    They use it to estimate their own standing and plan future GPA requirements.

FAQ

Questions Class Rank Estimator owners ask.

  • 01

    Is this an official class rank?

    No. All results are mathematical approximations and should be treated as statistical estimates, not official academic records.

  • 02

    What data do I need to provide?

    You need the student's GPA, the school's mean GPA, and the standard deviation.

  • 03

    Can I use this with Claude?

    Yes. You can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    How does it calculate the rank?

    The MCP uses a normal distribution model to estimate percentiles based on the provided mean and standard deviation.

  • 05

    Can I find out what GPA I need for a specific rank?

    Yes. You can use the estimate_target_gpa capability to find the GPA required to reach a specific percentile.

  • 06

    How accurate are these estimates?

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

  • 07

    What inputs do I need for calculate_rank_from_gpa?

    You need the student's GPA, the school's mean GPA, and the standard deviation of GPAs in the school.

  • 08

    Can I use this to find out what GPA I need for a specific rank?

    Yes, you can use the estimate_target_gpa capability to calculate the required GPA based on your target top percentage.

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