College Scorecard Mcp

io.github.mrfentmenPublished by GitHub account mrfentmenv1.0.1Updated Oct 24, 2026

US college data from the College Scorecard API. No key required.

The publisher's own server: Scorecard

VerifiedSTDIODesktop onlyData & Analytics

Overview

AI-generated overview

Local MCP server that gives an assistant access to US college data from the College Scorecard API, with no API key required.

What you can do
  • Retrieve US college data from the College Scorecard API.
  • Look up information about US colleges and universities through the assistant's queries.
  • No tool list is published, so the exact queries and fields available are not documented.
When to use it
Useful when you want an assistant to answer questions about US colleges and universities using official College Scorecard data, without setting up an API key.
Requirements
Runs as a local process on the user's machine, installed from the npm package college-scorecard-mcp over stdio. Node.js is needed for the npm package. No environment variables, headers or authentication are declared; network access to the College Scorecard API is implied.
Before you install
No credentials are requested. The server is desktop-only and not web-executable. The tool list is not published, so review what it exposes before relying on it; queries are sent to the third-party College Scorecard API.

Installation

In SourceWeft

  1. Open College Scorecard Mcp in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

This repository has no README.

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.0.1LatestSep 22, 2026

Score

25% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.

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