Top fixes
- MCP census entry (+2 points): Expose a Streamable HTTP MCP endpoint at /mcp (or a paid x402 route) so agents can call you, not just read you. How to fix
- Machine-readable surfaces (+1 point): Publish /llms.txt (a short Markdown guide to your key pages); one agent surface: /openapi.json, /.well-known/agent-card.json, or /.well-known/x402 if you sell to agents. How to fix
- Structured data (+1 point): add og:title and og:description so answer engines describe you accurately. How to fix
Ordered by points recoverable. Each area: 2/2 pass, 1/2 warn, 0/2 fail.
cmu.edu is graded C. The $49 AI Visibility Full Report turns the 3 failing checks above (mcp census entry, machine-readable surfaces, structured data) into a prioritized, specific fix list for cmu.edu, and tests 8 real buyer questions across ChatGPT-class models to show what AI answers say about you today.
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Crawler access (robots.txt)
2/2 · pass
8 of 8 AI crawlers may read the site, 0 disallowed
- GET /robots.txt -> HTTP 200, 110 B, 1 user-agent group
- Allowed: GPTBot (via *) (3 path rules), ClaudeBot (via *) (3 path rules), OAI-SearchBot (via *) (3 path rules), PerplexityBot (via *) (3 path rules), Google-Extended (via *) (3 path rules), Amazonbot (via *) (3 path rules), CCBot (via *) (3 path rules), Bytespider (via *) (3 path rules)
Fix: Nothing to fix here.
Machine-readable surfaces
1/2 · warn
1 of 7 surfaces present (/sitemap.xml)
- /llms.txt: HTTP 404
- /sitemap.xml: HTTP 200, XML sitemap (46 KB)
- /.well-known/x402: HTTP 404
- /.well-known/agent-card.json: HTTP 404
- /.well-known/mcp-registry-auth: HTTP 404
- /openapi.json: HTTP 404
- /ai.txt: HTTP 404
Fix: Publish /llms.txt (a short Markdown guide to your key pages); one agent surface: /openapi.json, /.well-known/agent-card.json, or /.well-known/x402 if you sell to agents.
Readable without JavaScript
2/2 · pass
Home page is readable
- GET https://cmu.edu/ -> HTTP 200 after 1 redirect (final: https://www.cmu.edu/), text/html, 99 KB
- 7,967 characters of visible text with scripts, styles and tags removed; <title>: "Carnegie Mellon University | CMU"
- 17 external scripts, 2 inline; <noscript> present
- first words: "Skip to main content Utility Current Students Faculty & Staff Alumni Office Directory Actions Menu Visit Give Main navigation About About Ab..."
Fix: Nothing to fix here.
Structured data
1/2 · warn
1 JSON-LD block, Open Graph incomplete
- 1 JSON-LD block: @type CollegeOrUniversity
- Open Graph: no og:title; no og:description
- meta description: present
Fix: add og:title and og:description so answer engines describe you accurately.
Legal notices (TAKE IT DOWN desk check)
1/2 · warn
1 of 6 required notices complete (desk score 4/12)
- Desk score 4/12 across 6 checks (4 of 12 pages read)
- Missing or partial: TAKE IT DOWN Act notice (0/2); DSA notice-and-action (EU users) (0/2); Privacy request method (1/2); Accessibility statement and feedback (1/2); Marketing opt-out (0/2)
- Complete: DMCA / copyright notice
Fix: Publish the missing notices with a working request mechanism. Start with TAKE IT DOWN Act notice: Publish a plain-language notice and a request mechanism usable without an account; act within 48 hours.
MCP census entry (index.agentexchange.work)
0/2 · fail
Not selling to agents: no census entry, no /mcp endpoint
- Not in the census of 2,031 hosts selling to agents (2026-09-29)
- GET /mcp -> HTTP 404: no MCP endpoint at the root
Fix: Expose a Streamable HTTP MCP endpoint at /mcp (or a paid x402 route) so agents can call you, not just read you.
