The real catalog of tools for AI agents

College Scorecard MCP — US Department of Education College Scorecard API

Higher education data: tuition, graduation rates, and earnings

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

Search, compare, and analyze U.S. college data — costs, earnings, programs, and outcomes.

US college admissions fit (College Scorecard bands) + verified admitted-student mentor search.

Search US colleges and compare historical admissions, costs and aid using public federal data.

Build and publish scorecards, assessments, and scored surveys. Preview drafts and read submissions.

Live NCAA DI college baseball scores, standings, schedules, rankings, and sabermetrics.

MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.

U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors. Keyless.

Admission chances at 1,100+ U.S. colleges, college list scoring, and federal admissions data.

Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionable findings.

8 graded AGI-2027 predictions, the 0-100 Thesis Tracker, and a public market-call ledger. Free.

Import golf scores after reviewing a preview. Create rounds with the correct course and play date.

Score any MCP server against a 100-point production-readiness rubric (static AST + PyPI +...

Log golf rounds in ChatGPT/Claude; scorecards, trends, unofficial WHS math.

College-access writing and financial-aid analysis tools for counselors, students, and families.

AI screening interviews, resume matching, and evidence-linked scorecards for recruiting teams.

Owner of record, code violations, evictions and tenant reviews for US college-town rentals.

Trust-check any dependency for agents: OpenSSF Scorecard, licenses, CVEs, deps. 7 ecosystems.