Agent-Readiness Grade

Agent-Readiness Grade / Sites / Education & research / umn.edu

F

umn.edu

1/12 · 8% (scaled from 5 measurable areas)

#45 of 45 Education & research sites graded · Last graded 2026-09-29 23:57 UTC · 1 grade since 2026-09-29 · full result · JSON · regrade now

Top fixes

  1. Crawler access (+2 points): Return a 200 robots.txt (or a clean 404) so crawlers are not told to stay away by a server error.
  2. Machine-readable surfaces (+2 points): Publish /llms.txt (a short Markdown guide to your key pages); /sitemap.xml; one agent surface: /openapi.json, /.well-known/agent-card.json, or /.well-known/x402 if you sell to agents.
  3. Readable without JavaScript (+2 points): Your edge serves a challenge or error to non-browser fetchers; allowlist the AI crawlers you want (at least for the home page) or serve them a static version.

umn.edu is graded F. The $49 AI Visibility Full Report turns the 3 failing checks above (crawler access, machine-readable surfaces, readable without javascript) into a prioritized, specific fix list for umn.edu, and tests 8 real buyer questions across ChatGPT-class models to show what AI answers say about you today.

Get the full report — $49 Stripe checkout; the report is generated about 60 seconds after payment.

Latest grade by area

Crawler access

0/2 · fail

Robots.txt answers HTTP 526; RFC 9309 tells crawlers to treat that as "disallow everything"

Machine-readable surfaces

0/2 · fail

None of the 7 machine-readable surfaces is published

Readable without JavaScript

0/2 · fail

Home page is not available to a plain fetch (HTTP 526)

Structured data

not measured

Home page returned HTTP 526; structured data not measurable

MCP census entry

1/2 · warn

Exposes /mcp but is not in the census

Each area scores 0-2: 2 = pass, 1 = warn, 0 = fail. Areas that could not be measured are left out of the scale. How each area is scored.

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Agent-Readiness Grade F for umn.edu Live SVG; it re-reads the stored grade every 6 hours.

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History

Last 30 grades, newest first. Columns: Crawlers, Surfaces, No-JS, Structured, Legal, MCP are the six area scores (0-2).

WhenGradeScore%CrawlersSurfacesNo-JSStructuredLegalMCP
2026-09-29 23:57 UTCF1/128%000–01

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$49 AI Visibility Full Report

This grade is free and automated. The paid next step is the $49 AI Visibility Full Report (what ChatGPT, Claude and Perplexity say about your brand, with a prioritized fix list) from aivisibility.agentexchange.work, run for umn.edu. It includes:

Get the Full Report — $49 Stripe checkout; you enter your brand and site right after paying.

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