How do I find my College Scorecard API Key?

Register for a free API Key at [**Data.gov**](https://api.data.gov/signup/). Your key will be displayed instantly and sent via email. Copy and paste it below.

Can the agent filter by school state?

Yes. Use the `list_colleges_by_state` tool providing the 2-letter ISO state code (e.g., 'CA' for California). Your agent will return all matching schools in that state instantly.

Is student body size data provided?

Yes. The school records retrieved by your agent include the latest official student size (enrollment) for undergraduate programs where available.

College Scorecard API MCP Server for VS Code Copilot 6 tools — connect in under 2 minutes

Name: College Scorecard API
Availability: InStock
Author: Vinkius

code.visualstudio.com/docs/copilot/chat/mcp-servers

Built by Vinkius GDPR 6 Tools IDE

GitHub Copilot in VS Code is the most widely adopted AI coding assistant, embedded directly into the world's most popular code editor. With MCP support in Agent mode, Copilot can access external data and APIs to generate context-aware code grounded in real-time information.

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Classic Setup·json

{
  "mcpServers": {
    "college-scorecard-api": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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About College Scorecard API MCP Server

Empower your AI agent to orchestrate your entire higher education research workflow with College Scorecard API, the authoritative source for United States school performance and cost data. By connecting the Department of Education's API to your agent, you transform complex college searches into a natural conversation. Your agent can instantly search for schools, audit enrollment metadata, and retrieve detailed program reports without you ever touching a government portal. Whether you are a student planning your future or a researcher monitoring academic trends, your agent acts as a real-time education consultant, ensuring your data is always grounded in official, government-verified records.

GitHub Copilot Agent mode brings College Scorecard API data directly into your VS Code workflow. With a project-scoped config, the entire team shares access to 6 tools. Copilot queries live data, generates typed code, and writes tests from actual API responses, all without leaving the editor.

What you can do

School Auditing — Search for thousands of US colleges and universities by name and retrieve detailed metadata, including location and website links.
Enrollment Oversight — Retrieve latest student body size and demographics to maintain a clear view of campus scale.
Geographic Discovery — List schools by state, city, or near specific ZIP codes to identify regional academic hubs instantly.
Program Intelligence — Query specific fields of study and program data to understand the academic offerings of different institutions.
Cost Analysis — Retrieve data on tuition and costs to assist in financial planning for higher education.

The College Scorecard API MCP Server exposes 6 tools through the Vinkius. Connect it to VS Code Copilot in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect College Scorecard API to VS Code Copilot via MCP

Follow these steps to integrate the College Scorecard API MCP Server with VS Code Copilot.

Create MCP config

Create a .vscode/mcp.json file in your project root

Add the server config

Paste the JSON configuration above

Enable Agent mode

Open GitHub Copilot Chat and switch to Agent mode using the dropdown

Start using College Scorecard API

Ask Copilot: "Using College Scorecard API, help me...". 6 tools available

Why Use VS Code Copilot with the College Scorecard API MCP Server

GitHub Copilot for Visual Studio Code provides unique advantages when paired with College Scorecard API through the Model Context Protocol.

VS Code is used by over 70% of developers. adding MCP tools to Copilot means your team can leverage external data without leaving their primary editor

Project-scoped MCP configs (`.vscode/mcp.json`) let you commit server configurations to your repository, ensuring the entire team shares the same tool access

Copilot's Agent mode integrates MCP tools seamlessly with file editing, terminal commands, and workspace search in a single agentic loop

GitHub's enterprise compliance and audit features extend to MCP tool usage, providing visibility into how AI interacts with external services

College Scorecard API + VS Code Copilot Use Cases

Practical scenarios where VS Code Copilot combined with the College Scorecard API MCP Server delivers measurable value.

Live API integration: Copilot can query an MCP server, inspect the response schema, and generate typed API client code in the same step

DevSecOps workflows: security teams can give developers access to domain intelligence tools directly in their editor for real-time vulnerability assessment during code review

Data pipeline development: Copilot fetches sample data via MCP and generates transformation scripts, validators, and test fixtures from actual API responses

Documentation generation: Copilot queries available tools and auto-generates README sections, API reference docs, and usage examples

College Scorecard API MCP Tools for VS Code Copilot (6)

These 6 tools become available when you connect College Scorecard API to VS Code Copilot via MCP:

get_college_details

Get full details for a specific college by ID

get_fields_of_study

Get details for specific programs or fields of study

list_colleges_by_city

List schools in a specific city

list_colleges_by_state

List all schools in a specific state

list_colleges_by_zip

List schools near a specific ZIP code

search_colleges

Search for colleges and universities in the US

Example Prompts for College Scorecard API in VS Code Copilot

Ready-to-use prompts you can give your VS Code Copilot agent to start working with College Scorecard API immediately.

"Search for schools named 'Harvard' using College Scorecard API."

"List colleges in the state of 'NY'."

"What is the student size for school ID 166027?"

Troubleshooting College Scorecard API MCP Server with VS Code Copilot

Common issues when connecting College Scorecard API to VS Code Copilot through the Vinkius, and how to resolve them.

MCP tools not available

Ensure you are in Agent mode in Copilot Chat. MCP tools only appear in Agent mode.

College Scorecard API + VS Code Copilot FAQ

Common questions about integrating College Scorecard API MCP Server with VS Code Copilot.

Which VS Code version supports MCP?

MCP support requires VS Code 1.99 or later with the GitHub Copilot extension. Ensure both are updated to the latest version. Older versions of Copilot may not expose the Agent mode toggle.

How do I switch to Agent mode?

Open the Copilot Chat panel and look for two mode options: "Ask" and "Agent". Click "Agent" to enable autonomous tool calling. In Ask mode, Copilot provides conversational answers but cannot invoke MCP tools.

Can I restrict which MCP tools Copilot can access?

Yes. VS Code shows a tool consent dialog before any MCP tool is invoked for the first time. You can also configure tool access policies at the organization level through GitHub Copilot settings.

Does MCP work in VS Code Remote or Codespaces?

Yes. MCP servers configured via .vscode/mcp.json work in Remote SSH, WSL, and GitHub Codespaces environments. The MCP connection is established from the remote host, so ensure the server URL is accessible from that environment.