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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use US College Admission Estimator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Estimate US college admission chances in seconds -- GPA, test scores, and extracurriculars turned into safety/match/reach probabilities by your AI agent.

Included with plan

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

Complete set · 3 capabilities

The complete US College Admission Estimator capability set.

These are the exact actions your AI can choose when you ask it to work with US College Admission Estimator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through US College Admission Estimator.

  1. 01

    Estimate admission probability

    Estimate admission probability for universities by tier

  2. 02

    Adjust for contextual modifiers

    Returns an adjusted admissions score. Apply residency and extracurricular modifiers to the composite score

  3. 03

    Calculate applicant score

    Use this as the first step in admission estimation. Calculate composite academic score from GPA and standardized test scores

Observed, not estimated

633ms average. Fast in production.

US College Admission Estimator is checked daily against the live service.

Daily averagePeak 770ms
Aug 20Today
Fastest day
472ms
Slowest day
770ms
14-day trend
Slowing+36%

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 US College Admission Estimator, so you can see the experience inside your AI.

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

US College Admission Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/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 — US College Admission Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "us-college-admission-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/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

FAQ

Questions US College Admission Estimator owners ask.

  • 01

    Do I need both SAT and ACT scores to get an estimate?

    No. The calculate_applicant_score capability accepts either your SAT composite (400-1600) or your ACT total (1-36), or even just your weighted GPA alone. It weights everything into a 0-100 score so you get a solid baseline no matter what data you have.

  • 02

    How does residency status change my admission odds?

    Public universities heavily favor in-state applicants. When you pass your composite score through the adjust_for_contextual_modifiers capability with In-State residency, the adjusted score goes up. Out-of-State gets a smaller bump, and International status applies a slight reduction. This mirrors how real admissions committees weigh state residency.

  • 03

    Can I estimate chances at specific named universities?

    Not by individual school name -- not yet. The estimate_admission_probability capability groups schools into three tiers: Elite Private, Flagship Public State, and Mid-Sized Private. You get percentages for real universities within each tier, which gives you a practical safety/match/reach breakdown to plan your application list.

  • 04

    What counts as my weighted GPA?

    Your weighted GPA factors in AP, IB, or honors class rigor. It can go up to 5.0 (or even higher at some schools). Just enter whatever your high school reports -- the calculate_applicant_score capability normalizes it into a fair composite that plays well with both tested and test-optional profiles.

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