How to Use the College Scorecard API MCP in VS Code Copilot

Share US college data tools across your engineering team directly within VS Code Copilot.

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Connect College Scorecard API MCP to VS Code Copilot

Create your Vinkius account to connect College Scorecard API to VS Code Copilot and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup College Scorecard API with VS Code Copilot

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Share College Scorecard API configs across your team

The `get_college_details` tool queries the federal database to retrieve enrollment figures, admission rates, and cost averages for any US school. By committing a shared configuration to your repository, your entire team can query this institutional data inside VS Code Copilot. This setup ensures every engineer uses the same college search tools inside VS Code Copilot. Your Copilot agent pulls real-time school profiles into the VS Code chat panel, allowing developers to inspect data models without leaving their workspace.

Map regional schools using this VS Code MCP Server

The `list_colleges_by_city`, `list_colleges_by_state`, and `list_colleges_by_zip` tools find higher education institutions based on geographic coordinates and postal codes. When writing location-based search features, your team can use these tools in VS Code Copilot to test regional queries. Copilot executes these queries directly from your VS Code editor using the regional tools. This lets your team test edge cases, such as cities with hundreds of schools, using real federal college data inside VS Code.

Query academic program metrics in Copilot Chat

The `get_fields_of_study` and `search_colleges` tools pull department-level statistics, graduation rates, and debt metrics. When editing a financial aid calculator, you can ask VS Code Copilot to fetch the exact formulas or data structures returned by these endpoints via the MCP integration. The Copilot agent retrieves the college data and displays it in your VS Code chat sidebar. This allows you to verify that your VS Code workspace handles real-world university data distributions, including missing fields or extreme outliers.

Setup guide

Set up College Scorecard API MCP in VS Code Copilot

Prerequisites

VS Code 1.99 or later with GitHub Copilot extension
Active Vinkius subscription with a valid endpoint token

1

Open MCP configuration

Open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and run "MCP: Add Server". Select HTTP (Streamable) as the server type. VS Code will create .vscode/mcp.json in your workspace.
2

Add the College Scorecard API MCP

Paste the JSON snippet shown on the right into your .vscode/mcp.json. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Switch to Agent mode

Open Copilot Chat (Cmd+Shift+I / Ctrl+Shift+I) and switch to Agent mode using the dropdown. MCP tools are only available in Agent mode — they do not appear in Edit or Ask modes.
4

Verify the connection

In the Copilot Chat input, type # to list available tools. You should see the College Scorecard API tools listed. Try asking: "List my recent College Scorecard API transactions" and Copilot will invoke them automatically.

.vscode/mcp.json

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

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by College Scorecard. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about College Scorecard API MCP in VS Code Copilot

Create a config file in your repository root and add the MCP server config. Once committed, every developer on the team using VS Code Copilot gets immediate access to the search tools.

Yes. Ask Copilot Chat to write a test suite, and it will use the details tool to inspect real payloads, generating accurate assertions based on actual university data.

Ask Copilot to list all schools in a specific city. The agent runs the city search tool and formats the returned list directly in your editor's chat interface.

No. When hosted via Vinkius, the server handles authorization centrally, meaning your team only needs the endpoint token to query the federal database.

This server only retrieves public US college performance, tuition costs, and field of study statistics. All queries run through Vinkius using a secure MCP V8 isolate sandbox, ensuring that your team's private source code is never exposed to external networks.

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