Agent readiness report

gegi.co

What an AI agent can and cannot do on this site, measured by an unauthenticated crawl and scored against the published rubric.

Scanned 2026-09-06 · rubric v1.0.1 · scored as a SaaS site · re-scan (results are cached for seven days)

What to fix first

Ranked by impact first, then by how cheap the fix is — the same ordering the engine uses.

1C1
Form usability
High impact · Medium effort
Fix: 1 input(s) use the wrong type for their content. A placeholder is not a label — an agent filling your form has no way to know what an unlabelled field wants.
2C4
Machine endpoints and agent manifests
High impact · High effort
Found API documentation link. A second machine surface — an OpenAPI spec or an MCP server — takes this to full marks.
3A5
Bot user-agent HTTP health
Medium impact · Low effort
Your robots.txt welcomes these agents, but GPTBot received 0, ClaudeBot received 0 — the block is happening at your CDN or WAF, before robots.txt is ever read. Cloudflare in particular blocks AI crawlers by default on every plan. One setting change, and it is invisible until someone tests it.
4B4
Meta and Open Graph
Medium impact · Low effort
Fix: 2 description(s) outside 50–160 characters; 1 page(s) missing og:title, og:description or og:image.
5C6
On-site search
Medium impact · Medium effort
No on-site search found. If you have search, expose it as a GET form with a query parameter so an agent can jump straight to results.

Every check, with the evidence

No finding without evidence: each result shows what we actually captured during the crawl.

ADiscovery & access

A1Pass
robots.txt exists and parses
2/2
What we captured
```
{
  "groups": 20,
  "status": 200,
  "sitemaps": 1
}
```
A2Pass
Major AI crawlers allowed
6/6
What we captured
```
{
  "of": 6,
  "allowed": 6,
  "blocked": []
}
```

A3Pass

XML sitemap valid and referenced

3/3

What we captured

{
  "exists": true,
  "urlCount": 17,
  "referencedInRobots": true
}

A4Pass

llms.txt present

4/4

What we captured

{
  "present": true,
  "llmsFullTxt": true,
  "describedLinks": 14
}

A5Partial
Bot user-agent HTTP health
1/3
Your robots.txt welcomes these agents, but GPTBot received 0, ClaudeBot received 0 — the block is happening at your CDN or WAF, before robots.txt is ever read. Cloudflare in particular blocks AI crawlers by default on every plan. One setting change, and it is invisible until someone tests it.
What we captured
```
{
  "probes": [
    {
      "name": "GPTBot",
      "status": 0,
      "ttfbMs": 559
    },
    {
      "name": "ClaudeBot",
      "status": 0,
      "ttfbMs": 297
    },
    {
      "name": "PerplexityBot",
      "status": 200,
      "ttfbMs": 315
    }
  ],
  "medianTtfbMs": 315,
  "edgeBlockingDespiteRobots": true
}
```
A6Pass
No hard interstitial
2/2
What we captured
```
{
  "markers": []
}
```

A7Pass

Server-rendered content parity

5/5

What we captured

{
  "ratio": 1,
  "rawTextLength": 3726,
  "renderedTextLength": 2052
}

BUnderstanding

B1Pass

JSON-LD present and valid

5/5

What we captured

{
  "pagesCrawled": 6,
  "pagesWithValidJsonLd": 5,
  "homepageHasValidJsonLd": true,
  "pagesWithInvalidJsonLd": 0
}

B2Pass

Correct schema types for the site type

5/5

What we captured

{
  "matched": [
    "SoftwareApplication"
  ],
  "missing": [],
  "siteType": "saas",
  "typesFound": [
    "Blog",
    "BreadcrumbList",
    "CollectionPage",
    "ContactPoint",
    "EducationalAudience",
    "ImageObject",
    "ItemList",
    "ListItem",
    "Organization",
    "PostalAddress",
    "QuantitativeValue",
    "SoftwareApplication",
    "WebPage",
    "WebSite"
  ]
}

B3Partial

Semantic HTML structure

3/4

Headings and landmarks are how a machine builds an outline of the page. One h1, no skipped levels, and real main/nav/footer elements — all template-level fixes, applied once.

What we captured

{
  "problems": [
    "https://gegi.co: 0 h1 elements",
    "https://gegi.co/features/: 0 h1 elements",
    "https://gegi.co/services/: 0 h1 elements"
  ],
  "singleH1": 3,
  "allLandmarks": 6,
  "pagesCrawled": 6,
  "noSkippedLevels": 6
}

B4Partial
Meta and Open Graph
1/3
Fix: 2 description(s) outside 50–160 characters; 1 page(s) missing og:title, og:description or og:image.
What we captured
```
{
  "goodTitles": 6,
  "pagesCrawled": 6,
  "uniqueTitles": true,
  "goodDescriptions": 4,
  "completeOpenGraph": 5
}
```

B5Pass

Clean text ratio

3/3

What we captured

{
  "perPage": [
    0.114,
    0.197,
    0.059,
    0.111,
    0.147,
    0.237
  ],
  "averageRatio": 0.144
}

B6Fail
Alt text coverage
0/2
29 of 57 content images have no alt text. An agent cannot see the image; the alt attribute is the only description it gets.
What we captured
```
{
  "withAlt": 28,
  "coverage": 0.49,
  "contentImages": 57
}
```

B7Pass

Canonical and duplication hygiene

3/3

What we captured

{
  "hostVariants": [
    {
      "url": "https://www.gegi.co",
      "status": 200
    },
    {
      "url": "http://gegi.co",
      "status": 301,
      "location": "https://www.gegi.co/"
    }
  ],
  "pagesCrawled": 6,
  "selfConsistentCanonicals": 6
}

CActionability

C1Partial
Form usability
4.89/6.11
Fix: 1 input(s) use the wrong type for their content. A placeholder is not a label — an agent filling your form has no way to know what an unlabelled field wants.
What we captured
```
{
  "forms": 1,
  "inputs": 3,
  "realSubmit": true,
  "unlabelled": 0,
  "wrongTypes": 1
}
```

C2Partial

Navigable link graph

3.67/4.89

Fix: 5% of links use contextless text like "click here".

What we captured

{
  "anchors": 40,
  "genericLinks": 2,
  "genericRatio": 0.05,
  "hasBreadcrumb": false,
  "clickableNonAnchors": 0
}

C3Pass

Interactive element semantics

4.89/4.89

What we captured

{
  "realButtons": 2,
  "positiveTabindex": 0,
  "clickableNonButtons": 0,
  "keyboardTrapsTested": false
}

C4Partial
Machine endpoints and agent manifests
3.67/6.11
Found API documentation link. A second machine surface — an OpenAPI spec or an MCP server — takes this to full marks.
What we captured
```
{
  "found": [
    "API documentation link"
  ]
}
```
C5Not applicable
Commerce actionability
0/4
Not a commerce site; these points are redistributed across C1–C4.
What we captured
```
{
  "siteType": "saas"
}
```
C6Fail
On-site search
0/3
No on-site search found. If you have search, expose it as a GET form with a query parameter so an agent can jump straight to results.
What we captured
```
{
  "searchForm": false,
  "searchAction": false
}
```

{
  "title": "GEGI Student Management System",
  "hasFavicon": true,
  "hasOgImage": true,
  "ogSiteName": "GEGI",
  "schemaName": "GEGI"
}

D6Fail
security.txt
0/2
Publish /.well-known/security.txt with a Contact field and a future-dated Expires field. It is a five-line text file.
What we captured
```
{
  "status": 404,
  "present": false
}
```

D7Pass

Multi-page stability

4/4

What we captured

{
  "nonOk": [],
  "slowPages": 0,
  "pagesCrawled": 6,
  "consistentTemplate": true
}

83B

Discovery & access23/25

Understanding20/25

Actionability17.12/25

Trust & freshness23/25

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<a href="https://agentfriendlyrank.com/site/gegi.co">
  <img src="https://agentfriendlyrank.com/badge/gegi.co.svg"
    alt="Agent Readiness Score 83/100, grade B" height="20">
</a>

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gegi.co

What to fix first

Form usability

Machine endpoints and agent manifests

Bot user-agent HTTP health

Meta and Open Graph

On-site search

Every check, with the evidence

ADiscovery & access

robots.txt exists and parses

Major AI crawlers allowed

XML sitemap valid and referenced

llms.txt present

Bot user-agent HTTP health

No hard interstitial

Server-rendered content parity

BUnderstanding

JSON-LD present and valid

Correct schema types for the site type

Semantic HTML structure

Meta and Open Graph

Clean text ratio

Alt text coverage

Canonical and duplication hygiene

CActionability

Form usability

Navigable link graph

Interactive element semantics

Machine endpoints and agent manifests

Commerce actionability

On-site search

DTrust & freshness

Transport security

Verifiable identity

Policies discoverable

Freshness signals

Identity consistency

security.txt

Multi-page stability

Keep this report

Want this fixed?

Show off your score

Own this site?

Scan your own site