• REACH
  • TARGET
  • SAFETY
  • HUMAN

How to build a balanced college list with your AI

Connect your data once. Your agent then uses your academic profile to sort schools into tiers that actually make sense for your application.

Ask AI about this page

Short answer

How can I use AI to pick my colleges?

Your agent calculates your composite score and adjusts for your residency to estimate admission probabilities. You get a categorized list of reach, target, and safety schools.

The outcomes.

Where your schools land.

The AI organizes your potential colleges into four distinct categories based on your specific stats.

REACH

High challenge schools

These are schools where your current stats fall below the typical range. Your agent flags these as high-effort options.

TARGET

Realistic options

These schools align closely with your academic profile. The AI identifies these as your most likely landing spots.

SAFETY

Strong bets

These are schools where your stats are well above the average. Your agent marks these as highly probable admits.

HUMAN

Your final choice

The AI handles the math, but you decide which schools fit your personality and culture. You make the final selection.

The workflow

What your AI does when the data arrives.

The AI processes your academic profile through specific steps to remove the guesswork from your list.

  1. Score calculation

    The agent processes your raw academic data to find your composite score.

    calculate_applicant_score

  2. Context adjustment

    It applies modifiers like your residency status to ensure the math reflects your actual competitive landscape.

    adjust_for_contextual_modifiers

  3. Probability estimation

    The agent compares your adjusted score against school data to find your odds.

    estimate_admission_probability

  4. Tier sorting

    The final step organizes every school into reach, target, or safety categories.

    estimate_admission_probability

Try it

Copy these to start.

Use these prompts to kick off the process with your agent.

Starting points

Swap the bracketed info with your actual GPA, test scores, and state of residence.

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"
    }
  }
}
Copy into chat04

  • Calculate my composite score using these stats: [GPA and Test Scores].

  • Adjust my admission odds based on my residency in [State].

  • Estimate my admission probability for [University Name] using my profile.

  • Categorize this list of schools into reach, target, and safety tiers: [List of Schools].

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect US College Admission Estimator once, then ask.

Connect the MCP to your preferred client in one click. Your credentials stay encrypted, and you can immediately start asking your agent to run these calculations.

Connect US College Admission Estimator to your AI

FAQ

How this task behaves.

  • 01

    Can the AI write my college essays?

    No. This MCP only handles the math and categorization of your school list.

  • 02

    Does the AI know my specific high school's grading scale?

    No. You must provide your calculated composite score for the most accurate results.

  • 03

    How does residency affect my odds?

    The AI uses the adjust_for_contextual_modifiers tool to account for in-state versus out-of-state admission trends.

  • 04

    Can I change my school list after the AI categorizes them?

    Yes. You can add or remove schools from your list at any time and ask the AI to re-run the tiers.

  • 05

    Will the AI contact the colleges for me?

    No. The AI only provides estimates and organization; you must handle all communication with admissions offices.

  • More questions about US College Admission Estimator? The Connector page answers them. See everything the US College Admission Estimator Connector can do

Connect US College Admission Estimator to Claude, Cursor, ChatGPT & more