College Scorecard
Query U.S. College Scorecard tuition, graduation, and earnings stats while an agent drafts edtech positioning, comparison pages, or market research.
Overview
College Scorecard is a MCP server for the Idea phase that lets your agent query U.S. higher-education tuition, graduation, and earnings data via a hosted streamable-http endpoint.
What is this MCP server?
- Remote streamable-http MCP at mcp.olyport.com/college-scorecard/mcp (v1.1.0)
- Higher-education metrics: tuition, graduation rates, and post-grad earnings
- Hosted bridge to public Scorecard-style datasets—no local scraper to maintain
- Useful for comparison tables, cohort analysis prompts, and validation memos
- Pairs with Claude Code or Cursor for agent-driven research workflows
- Server version 1.1.0 per server manifest
- Single streamable-http remote endpoint on mcp.olyport.com
- Data themes: tuition, graduation rates, post-graduation earnings
What problem does it solve?
Building edtech or career products without federal college outcome data means hours of manual CSV hunting and stale copy in your research docs.
Who is it for?
Solo builders researching edtech, bootcamps, or workforce upsell products who want agent-callable College Scorecard-style metrics.
Skip if: Teams that need live enrollment APIs, international universities only, or deep FERPA-protected student records.
What do I get? / Deliverables
After you register the remote MCP URL, your agent can cite tuition, graduation, and earnings figures directly in competitive research and validation drafts.
- Agent-sourced tuition, graduation, and earnings snippets for research docs
- Comparison-ready stats for landing or pitch drafts
- Repeatable queries without maintaining your own Scorecard ETL
Recommended MCP Servers
Journey fit
Canonical shelf is Idea because federal outcome data backs opportunity and audience research before you commit to an education or career product. Research subphase fits comparing institutions, ROI narratives, and TAM-style questions without leaving the chat.
How it compares
Federal education data MCP integration, not an agent skill or marketplace bundle.
Common Questions / FAQ
Who is College Scorecard for?
Indie builders and small teams doing U.S. higher-ed market research, comparison content, or edtech validation with Claude Code, Cursor, or similar MCP clients.
When should I use College Scorecard?
Use it during Idea and Validate when you need tuition, graduation rate, or earnings benchmarks while scoping an education or career product.
How do I add College Scorecard to my agent?
Add the remote MCP server URL https://mcp.olyport.com/college-scorecard/mcp as streamable-http in your client’s MCP settings, then invoke tools from the agent chat.