US College Admission Estimator Connector for AI agents.
3 live capabilities
Get data-backed admission odds for college applications based on student stats.
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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.
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
- 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.
- 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.
- 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.
01—03
3 capabilities in this set.
Part of 3 available through US College Admission Estimator.
- 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.
- 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.
- 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 previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it US College Admission Estimator, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable US College Admission Estimator for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the US College Admission Estimator URL.
- Step 03
Save and start
Save the connection and enable US College Admission Estimator in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"us-college-admission-estimator": {
"url": "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp"
}
}
} - Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using US College Admission Estimator
Open Agent mode in chat and ask: "Using US College Admission Estimator, help me...". 3 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"us-college-admission-estimator": {
"url": "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp"
}
}
} - Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using US College Admission Estimator
Ask Copilot: "Using US College Admission Estimator, help me...". 3 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"us-college-admission-estimator": {
"url": "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp"
}
}
} - Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using US College Admission Estimator
Open Cascade and ask: "Using US College Admission Estimator, help me...". 3 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"us-college-admission-estimator": {
"url": "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp"
}
}
} - Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using US College Admission Estimator
Ask Cline: "Using US College Admission Estimator, help me...". 3 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add us-college-admission-estimator --transport http "https://edge.vinkius.com/vk_preview_qKIxzWpI72B6iXPok6eypQRsNbxFqtNTWvIehyOp/mcp" - Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using US College Admission Estimator
Ask Claude: "Using US College Admission Estimator, show me...". 3 tools are ready
Where the request belongs
Work US College Admission Estimator can move forward.
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.
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.
College Counselor
Uses it to provide data-backed advice to dozens of different students quickly during peak application season.
Parent
Uses it to manage the family's college list and avoid over-extending on 'reach' schools that don't fit the profile.
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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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