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Vinkius

US College Admission Estimator Connector for AI agents.

3 live capabilities

Get data-backed admission odds for college applications based on student stats.

Live agent request US College Admission Estimator / Connector

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AI Agent

Why people use US College Admission Estimator

US College Admission Estimator for Data-Driven College List Planning

With this Connector, you just feed the student's stats into your agent. It calculates a composite score, adjusts for things like residency and extracurriculars, and gives you a clear probability for different university tiers. You get a concrete plan instead of a messy spreadsheet of 'maybe' schools.

  • Claude
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What Vinkius changes

You get a data-backed reality check on college odds instead of a list of vague possibilities.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 5,900+ Connectors

  1. Real-world use case 01

    Checking elite private school odds

    A student with high stats but few extracurriculars wants to know if they can still aim for an elite private school or if they should pivot.

  2. Real-world use case 02

    Analyzing out-of-state public odds

    An out-of-state student wants to see how much their chances drop at a major public university compared to a mid-sized private one.

  3. Real-world use case 03

    Finding a realistic safety school

    A parent wants to quickly see if their daughter's profile is a 'safety' at a local flagship school to ensure they have a backup plan.

Complete set · 3capabilities

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 Capability

    Estimate admission probability

    Get specific safety, match, and reach percentages for different types of universities. Use this to see where a student stands in various tiers.

  2. 02 Capability

    Calculate applicant score

    Turn a student's GPA and standardized test scores into a single 0-100 composite score. This provides a baseline for all further admissions math.

  3. 03 Capability

    Adjust for contextual modifiers

    Modify that score based on residency status and the level of extracurricular involvement. This reflects how real admissions offices weigh different factors.

Set up in minutes

One URL. Then ask US College Admission Estimator to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use US College Admission Estimator from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it US College Admission Estimator, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable US College Admission Estimator for the conversation.

Where the request belongs

Work US College Admission Estimator can move forward.

Built around the request

This is for high school seniors who are stressed about the 'where do I apply' question and parents who want to stop spinning their wheels on college search engines. It's for anyone who needs to turn a pile of stats into a concrete list of targets.

01

High School Student

Uses it to see which schools are actually realistic for their current stats so they don't waste time on impossible reaches.

02

College Counselor

Uses it to provide data-backed advice to dozens of different students quickly during peak application season.

03

Parent

Uses it to manage the family's college list and avoid over-extending on 'reach' schools that don't fit the profile.

Bring your own AI

Change the model, client or framework. Keep US College Admission Estimator connected.

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Before you connect

Questions about US College Admission Estimator.

The practical details behind the request, access and result.

How does the US College Admission Estimator help me find my best-fit schools?

It takes your raw stats and turns them into a clear breakdown of your odds. Instead of a long list of 'maybes,' you get a concrete view of which schools are realistic matches and which ones are true reaches.

Can I use the US College Admission Estimator to see my odds for elite private colleges?

Yes. The capability specifically includes benchmarks for elite private universities, allowing you to see your safety, match, and reach probabilities for those high-tier institutions.

Does the US College Admission Estimator account for my high school GPA and SAT scores?

It does. The capability uses your GPA and standardized test scores as the foundation for your composite score, which is then adjusted for other factors like your extracurricular depth.

How does the US College Admission Estimator handle out-of-state residency?

The estimator includes specific modifiers for residency. It can tell you how much your odds change when applying as an out-of-state student versus a resident for various public university tiers.

Can I use the US College Admission Estimator to build a balanced college list?

Absolutely. By seeing your probabilities across different tiers, you can ensure your list has a healthy mix of safety, match, and reach schools based on your actual data.

Is the US College Admission Estimator accurate for international students?

Yes, the capability includes a specific modifier for international status. This helps adjust your admission probabilities to reflect the reality of applying from outside the country.

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.

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.

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.

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.

One connection away

Give your agent a direct line to US College Admission Estimator.

Connect US College Admission Estimator once. Keep it beside 5,900+ managed Connectors when the next task needs more.

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