College Scorecard
Search and compare U.S. colleges by costs, earnings, programs, and student outcomes.
Access official U.S. college data including tuition, net price, graduation rates, post-graduation earnings by program, student debt, and admissions metrics. Compare schools side-by-side and analyze return on investment.
Try asking Muse: "Show me computer science programs at public universities in California with median earnings over $60,000 and compare their costs."
See the most upvoted connectors
Source: Found in the official MCP Registry (io.github.cyanheads/college-scorecard-mcp-server) · First listed October 29, 2026
Last 24 hours
Each bar is one check, every 15 minutes. Green means it answered. Last checked 3 h ago.
Is it safe to connect?
What Muse can see: It does not ask you to sign in, so it cannot see your accounts. It only sees what Muse sends it from your request.
Before it acts: Read what Muse plans to do before you approve it, and remove the app from Muse when you stop using it.
musedirectory.ai is not part of Meta. More about how Muse handles your information
How to add it to Muse
Not in Muse's Connectors list yet, but Muse can still use it. Copy the request below and paste it into Muse. Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
https://college-scorecard.caseyjhand.com/mcpNot in Muse's Connectors list yet. Muse can still use it: its page gives you a request to paste into Muse.
Also use it in ChatGPT or Claude
College Scorecard is a remote MCP server, so any assistant that can add a custom connector by link can use it. Same link, same tools.
Add it to ChatGPT
- 1
Open ChatGPT settings
In ChatGPT, open Settings, then Connectors (called Apps & Connectors on some accounts).
- 2
Turn on developer mode
Under Advanced settings, switch on Developer mode. That is what lets you add a connector by link.
- 3
Create the connector
Choose Create, give it a name, paste the link as the MCP server URL, and save. If it needs a sign-in, ChatGPT asks for it here.
- 4
Use it in a chat
Start a chat, open the tools menu, pick the connector, and ask. ChatGPT asks before it runs a tool the first time.
Custom connectors need a paid ChatGPT plan, and on Team, Enterprise and Edu accounts only an admin can add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in ChatGPT
Add it to Claude
- 1
Open Claude settings
In Claude, open Settings, then Connectors.
- 2
Add a custom connector
Choose Add custom connector, give it a name, and paste the link.
- 3
Connect and use it
If it needs a sign-in, Claude sends you to it. Then turn the connector on in a chat from the tools menu and ask.
Custom connectors are available on paid Claude plans; on Team and Enterprise accounts an admin may need to add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in Claude
https://college-scorecard.caseyjhand.com/mcpWhat people ask Muse to do
Technical details: safety screening, tools, response time and recent checks
Response time at the last check: 386ms. Worked in 100% of checks over 30 days.
Screening · October 29, 2026
Screened, no issues found
Screening looks for known threats and hidden instructions at the time of the check, and runs again weekly and whenever the tool list changes. It cannot see the server's code, so only connect what you need and review what Muse asks to do. How screening works.
Tools · 9
scorecard_lookup_cipSearch the Classification of Instructional Programs (CIP) taxonomy by keyword or partial name. Returns matching CIP codes with standard titles. Use this before passing cip_code filters to scorecard_search_programs or scorecard_get_programs when you know a program by name but not scorecard_list_fieldsSearch the College Scorecard field catalog by keyword. Returns matching field paths, descriptions, data types, and whether each field supports API-side sorting. Use before passing custom field paths to the fields parameter on scorecard_get_school to find a supported path. Served scorecard_search_schoolsSearch and filter U.S. colleges and universities by name, location, type, size, and acceptance rate. Returns core identity and cost metrics. Use scorecard_get_school for profiles or scorecard_search_programs for program rankings. Geographic distance requires a U.S. ZIP; ZIP alonescorecard_get_schoolInstitutional profiles for one or more school IDs. Accepts up to 1,000 elements, deduplicates normalized IDs, serves the first 100 distinct IDs, and reports missing and unprocessed IDs separately. Use scorecard_compare_schools for comparisons. Custom fields return requested pathsscorecard_get_programsAll field-of-study programs at one school with median earnings 1 year after the highest credential, cumulative Stafford/Grad PLUS debt, and IPEDS awards for each year of the pooled debt cohort. Institution-level 6/8/10-year earnings are available via scorecard_get_earnings. Null scorecard_get_earningsInstitution-level earnings of federally aided undergraduate entrants working and not enrolled, regardless of completion. Reports medians at 6/8/10 years after entry, 6/10-year percentiles, and non-male/male 6-year medians. For graduate program earnings use scorecard_get_programs.scorecard_search_programsFind programs by CIP code across institutions, ranked by median earnings within the fetched school page. Accepts school-side filters (state, ownership, max cost). Minimum earnings is applied locally; totals and pagination count schools before local program filtering. Use scorecarscorecard_compare_schoolsSide-by-side comparison of 2–5 schools with ordinal competition ranks within the selected set (ties share a rank). Topics: costs (tuition, net price by income bracket, debt), admissions (acceptance rate, SAT/ACT, enrollment), outcomes (completion, earnings, repayment), aid (Pell scorecard_value_analysisAnalyze costs, debt, repayment progress, and earnings for one school. Returns debt-to-earnings and net-price-to-annual-earnings ratios alongside the source figures. family_income selects the applicable net-price bracket. Repayment progress is the share of borrowers paying down prRecent checks
Link
https://college-scorecard.caseyjhand.com/mcpQuestions about College Scorecard in Muse
How do I connect College Scorecard to Muse?
Not in Muse's Connectors list yet, but Muse can still use it. Paste this into Muse: "Use College Scorecard to help me. It is a free service with an MCP server at https://college-scorecard.caseyjhand.com/mcp. It does not need an API key. Ask me before you share anything with it." Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
Is College Scorecard working right now?
At the last check (October 29, 2026, 09:15 UTC) the endpoint was working, answering in 386ms. Over the last 7 days it answered 100% of health checks. It is checked every 15 minutes.
Is College Scorecard safe to connect to Muse?
It was screened on October 29, 2026 with the result "screened, no issues found". Screening checks the domain against threat feeds and reads the tools for hidden instructions and requests for passwords or card numbers. It cannot see the server's code, so grant only the access you need.
What can College Scorecard do in Muse?
It exposes 9 tools, including scorecard_lookup_cip, scorecard_list_fields, scorecard_search_schools, scorecard_get_school. For example, you could ask Muse: "Show me computer science programs at public universities in California with median earnings over $60,000 and compare their costs."
Follow College Scorecard
Made this app? Claim it or get a status badge
Is this yours?
This listing was added from public sources (Found in the official MCP Registry (io.github.cyanheads/college-scorecard-mcp-server)). If you build College Scorecard, claim it to correct the details and get your badge.
Paste this on your site or README. It always shows the latest check.
<a href="https://musedirectory.ai/connector/college-scorecard-3"><img src="https://musedirectory.ai/badge/college-scorecard-3.svg" alt="College Scorecard on musedirectory.ai" width="236" height="40"></a>