A side-by-side look at the College Scorecard MCP Server and Moodle MCP Server Aql MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose College Scorecard MCP Server for education work as a local process; choose Moodle MCP Server Aql for education as a local process. You can also run both side by side in one mcpServers block.
SCORECARD_API_KEY.scorecard_search_schools, scorecard_get_school, scorecard_compare_schools.MOODLE_URL, MOODLE_TOKEN.list_courses, get_course, list_course_users.Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Education | Education |
| Quality signal | 56/100 · Good | 56/100 · Good |
| Install command | Confirmed | Confirmed |
| Transport | Local subprocess (stdio) | Local subprocess (stdio) |
| Auth | Not declared | Not declared |
| Pricing | Not declared | Not declared |
| Required env vars | SCORECARD_API_KEY | MOODLE_URLMOODLE_TOKEN |
| Verified owner | Community listing | Community listing |
| GitHub stars | 1 | 1 |
| Directory activity | 0 views 0 installs 0 upvotes | 0 views 0 installs 0 upvotes |
| Tools | 9 | 10 |
| Full listing | View College Scorecard MCP Server | View Moodle MCP Server Aql |
scorecard_search_schoolsSearch institutions by name, location, type, size, acceptance rate, and single-sex flags; sort by supported API fields. Returns core identity and cost metrics.scorecard_get_schoolFull institutional profiles — costs, admissions, outcomes, aid, demographics, single-sex flags, and completion rates.scorecard_compare_schoolsNormalized side-by-side comparison of 2–5 schools on a named topic. Returns metric values, ordinal ranks, and a comparison summary.scorecard_get_programsField-of-study programs at one school: median 1-year earnings, cumulative Stafford/Grad PLUS debt, and IPEDS awards in the two pooled debt-cohort years.scorecard_search_programsFind programs by CIP and credential or keyword, retain degree identity, and rank earnings within each fetched school page.scorecard_get_earningsEarnings of federally aided undergraduate entrants working and not enrolled, regardless of completion: 6/8/10-year medians, 6/10-year P25/P75, and non-male/male 6-year medians.scorecard_value_analysisWorkflow tool: parallel-fetches cost, debt, repayment, and earnings data, then computes ROI metrics — debt-to-earnings ratio and net price to earnings ratio.scorecard_lookup_cipSearch 186 curated NCES CIP 2020 four-digit groups by code, keyword, or verified descendant alias. Served offline.scorecard_list_fieldsSearch the Scorecard field catalog by keyword. Returns matching field paths, descriptions, data types, and sort support. Use before passing custom `fields` parameters.list_coursesFull course catalog with category drill-downget_courseDetail view for any courselist_course_usersEnrolled users with roles and access data (now supports course name search with interactive selection)list_assignmentsAll assignments with due dateslist_categoriesFull hierarchy with exact parent resolutionget_site_infoInstance overview — site name, version, course countget_userDetail view for a Moodle userlist_user_coursesCourses for a specific usersearch_usersUser search by standard Moodle identity fieldssearch_courses_by_nameSearch for courses by name with partial matching and interactive selectionPaste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
{
"mcpServers": {
"college-scorecard-mcp-server": {
"command": "bunx",
"args": [
"@cyanheads/college-scorecard-mcp-server@latest"
],
"env": {
"SCORECARD_API_KEY": "YOUR_SCORECARD_API_KEY_HERE"
}
}
}
}
{
"mcpServers": {
"moodle-mcp-server-aql": {
"command": "npx",
"args": [
"-y",
"moodle-mcp-server-aql"
],
"env": {
"MOODLE_URL": "YOUR_MOODLE_URL_HERE",
"MOODLE_TOKEN": "YOUR_MOODLE_TOKEN_HERE"
}
}
}
}