Agent Ready HTML

msu.edu llms.txt

In short

msu.edu serves a 859 B llms.txt with 2 H2 sections and 5 links, graded A on the llmstxt.org structure (6 of 6 checks). It passes every check. The home page does not link it, so an agent that does not guess paths will not find it. No llms-full.txt was found. Read 4 November 2026.

llms.txt 859 B, 21 lines

# Michigan State University

> The official Michigan State University web presence, powered by Sitecore XM Cloud. MSU is a public research university in East Lansing, Michigan, offering undergraduate, graduate, and professional programs across a wide range of disciplines.

This site delivers news, academic programs, events, people directories, and institutional content via a headless CMS architecture built on the Sitecore Content SDK for Next.js.

## Key pages

- [Home](https://msu.edu/): MSU main landing page

## Optional

- [Sitemap](https://msu.edu/sitemap.xml): Full XML sitemap for search engines

- [LLM Sitemap](https://msu.edu/sitemap-llm.xml): LLM-optimized sitemap for AI crawlers

- [Robots](https://msu.edu/robots.txt): Crawler and bot access rules

- [AI metadata](https://msu.edu/.well-known/ai.txt): AI crawler and LLM metadata (ai.txt)

First 19 of 21 lines.

Parse graded A, 6 of 6

file: https://msu.edu/llms.txt

Michigan State University

The official Michigan State University web presence, powered by Sitecore XM Cloud. MSU is a public research university in East Lansing, Michigan, offering undergraduate, graduate, and professional programs across a wide range of disciplines.

2 sections, 5 links, an Optional section.

Ora's cached score: 39, grade D, scanned 8 September 2026.

The parse

msu.edu lists 5 links: 5 point at msu.edu or a relative path, 0 point elsewhere. The hosts it links most: msu.edu (5).

H2 sectionLinks
Key pages1
Optional4

Grade against the llmstxt.org structure

The file passes all six checks. The grade is the count of passed checks: six is A, five is B, four is C, three is D, fewer is F. It measures structure only. Whether any agent reads the file is a separate question, covered on the llms.txt reference.

CheckResultDetail
Starts with an H1 naming the site or projectPassH1: Michigan State University
Has a blockquote summary under the H1PassBlockquote summary found.
Has at least one H2 section that lists linksPass2 H2 sections, 2 with links.
At least 80 percent of links point at the same sitePass5 of 5 links stay on msu.edu (100 percent).
Under 100 KBPass859 bytes as served.
Plain markdown, no HTMLPassNo HTML document markers in the body.

Ora's cached score

Ora's cached report for msu.edu gives it 39 of 100, grade D, scanned on 8 September 2026. Its Access layer, which holds the read-layer checks below, scored 32 of 61 check points. Read from GET ora.ai/api/score/msu.edu on 5 November 2026. The score is Ora's, not this site's, and the structure grade above is a different measure: it grades the llms.txt file against the llmstxt.org proposal, while Ora's score covers the whole site. Ora's report for msu.edu has every layer.

Read-layer checks in Ora's cached report for msu.edu, 5 November 2026
Ora check (Access layer)ResultPoints
Sitemap existsPass2 of 2
Content without JavaScriptFail0 of 3
Not blocked by bot detectionPass2 of 2
Markdown URL fallbackFail0 of 2
llms.txt existsPass1 of 1
llms.txt formattingPass2 of 2
JSON-LD structured dataFail0 of 4
Metadata completenessFail0 of 2
llms.txt links resolvePartial1 of 2
Markdown alternate linkFail0 of 1
Redirect hygienePass1 of 1
Page token budgetPass1 of 1
Code fence validityPass1 of 1
Content behind authPass2 of 2
OpenAPI spec publishedFail0 of 7
Markdown agent docsFail0 of 1
Markdown negotiation with VaryFail0 of 1
Markdown for agent user agentsFail0 of 1
Agent crawler reachabilityPass2 of 2

Linking and the companion file

The home page of msu.edu does not link the file in its HTML. Ora's lab found (2026-10-19) that 86 percent of llms.txt fetches by agents arrived through a link, so an unlinked file is mostly a file nobody opens. No llms-full.txt was found at the same root.

How it compares

At 859 B the file is larger than 2 percent of the 2,529 plain-text llms.txt files in this edition, and its 5 links put it ahead of 14 percent of them on link count. The home page declares no generator. Size bucket: Under 2 KB. Tranco rank 2,008. Category: Top 10,000, no category.

Live file: https://msu.edu/llms.txt. Read 4 November 2026. If the file has since changed or gone, the live URL is the authority; this page records what the crawl read on that date.

Sources

  1. msu.edu llms.txt https://msu.edu/llms.txt, read 4 November 2026
  2. llms.txt proposal (llmstxt.org) https://llmstxt.org/, read 4 November 2026
  3. Tranco list 746WX (crawl universe) https://tranco-list.eu/list/746WX, read 4 November 2026
  4. Ora: AgentReady launch post (the 86 percent finding) https://ora.ai/blog/agentready-launch, read 4 November 2026
  5. Ora llms.txt (GET /api/score/{domain} looks up a cached score) https://ora.ai/llms.txt, read 5 November 2026

Last reviewed 5 November 2026