Agent readiness report

lendingqb.com

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

Scanned 2026-09-07 · rubric v1.0.1 · scored as a general 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.

1C4
Machine endpoints and agent manifests
High impact · High effort
No machine-readable endpoint of any kind. Most sites score zero here, which is exactly why it is the cheapest differentiation on this rubric: an agents.json is a static file, and a documented read-only API is usually a subset of something you already run.
2A4
llms.txt present
Medium impact · Low effort
llms.txt exists but only 0 links carry a description. Add a short description after each link — an undescribed link list gives a model no basis for choosing what to fetch.
3A3
XML sitemap valid and referenced
Medium impact · Low effort
Fix: sitemap parsed to zero URLs; not referenced from robots.txt. A sitemap referenced from robots.txt is how a crawler discovers pages that are not linked from the homepage.
4A5
Bot user-agent HTTP health
Medium impact · Low effort
Your robots.txt welcomes these agents, but GPTBot received 429, ClaudeBot received 403 — 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.
5B7
Canonical and duplication hygiene
Medium impact · Low effort
Fix: 4 page(s) missing or with a mismatched rel=canonical. Duplicate hosts split whatever authority the page has earned.

Every check, with the evidence

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

ADiscovery & access

A1Fail
robots.txt exists and parses
0/2
robots.txt exists but contains no parseable directives. Check for HTML being served in its place.
What we captured
```
{
  "bytes": 908738,
  "status": 200,
  "directives": 0
}
```
A2Pass
Major AI crawlers allowed
6/6
What we captured
```
{
  "of": 6,
  "allowed": 6,
  "blocked": []
}
```
A3Partial
XML sitemap valid and referenced
1/3
Fix: sitemap parsed to zero URLs; not referenced from robots.txt. A sitemap referenced from robots.txt is how a crawler discovers pages that are not linked from the homepage.
What we captured
```
{
  "exists": true,
  "urlCount": 0,
  "referencedInRobots": false
}
```
A4Partial
llms.txt present
1/4
llms.txt exists but only 0 links carry a description. Add a short description after each link — an undescribed link list gives a model no basis for choosing what to fetch.
What we captured
```
{
  "present": true,
  "anyLinks": 0,
  "llmsFullTxt": true,
  "describedLinks": 0
}
```
A5Partial
Bot user-agent HTTP health
1/3
Your robots.txt welcomes these agents, but GPTBot received 429, ClaudeBot received 403 — 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": 429,
      "ttfbMs": 588
    },
    {
      "name": "ClaudeBot",
      "status": 403,
      "ttfbMs": 72
    },
    {
      "name": "PerplexityBot",
      "status": 200,
      "ttfbMs": 257
    }
  ],
  "medianTtfbMs": 257,
  "edgeBlockingDespiteRobots": true
}
```
A6Partial
No hard interstitial
1/2
Detected: Cookie wall. An agent cannot dismiss a consent dialog or solve a challenge — whatever sits behind it is unreachable. Cookieless analytics removes the need for a banner entirely.
What we captured
```
{
  "markers": [
    "Cookie wall"
  ]
}
```

A7Pass

Server-rendered content parity

5/5

What we captured

{
  "ratio": 1,
  "rawTextLength": 17148,
  "renderedTextLength": 5816
}

BUnderstanding

B1Pass

JSON-LD present and valid

5/5

What we captured

{
  "pagesCrawled": 4,
  "pagesWithValidJsonLd": 4,
  "homepageHasValidJsonLd": true,
  "pagesWithInvalidJsonLd": 0
}

B2Pass

Correct schema types for the site type

5/5

What we captured

{
  "matched": [
    "FAQPage"
  ],
  "missing": [],
  "siteType": "other",
  "typesFound": [
    "Answer",
    "BreadcrumbList",
    "EntryPoint",
    "FAQPage",
    "ImageObject",
    "ListItem",
    "Organization",
    "PropertyValueSpecification",
    "QuantitativeValue",
    "Question",
    "ReadAction",
    "SearchAction",
    "WebPage",
    "WebSite"
  ]
}

B3Pass

Semantic HTML structure

4/4

What we captured

{
  "problems": [],
  "singleH1": 4,
  "allLandmarks": 4,
  "pagesCrawled": 4,
  "noSkippedLevels": 4
}

B4Partial

Meta and Open Graph

2/3

Fix: duplicate titles across pages.

What we captured

{
  "goodTitles": 4,
  "pagesCrawled": 4,
  "uniqueTitles": false,
  "goodDescriptions": 4,
  "completeOpenGraph": 4
}

B5Partial
Clean text ratio
2/3
Visible text is 7.4% of your markup. Deeply nested wrapper elements make a page expensive to parse and dilute the content an agent extracts. Script and style contents are already excluded from this measure, so this is markup weight, not framework overhead.
What we captured
```
{
  "perPage": [
    0.074,
    0.074,
    0.074,
    0.074
  ],
  "averageRatio": 0.074
}
```
B6Partial
Alt text coverage
1/2
84 of 232 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": 148,
  "coverage": 0.64,
  "contentImages": 232
}
```

B7Partial

Canonical and duplication hygiene

1/3

Fix: 4 page(s) missing or with a mismatched rel=canonical. Duplicate hosts split whatever authority the page has earned.

What we captured

{
  "hostVariants": [
    {
      "url": "https://www.lendingqb.com",
      "status": 301,
      "location": "https://lendingqb.com"
    },
    {
      "url": "http://lendingqb.com",
      "status": 301,
      "location": "https://www.meridianlink.com/products/mortgage/"
    }
  ],
  "pagesCrawled": 4,
  "selfConsistentCanonicals": 0
}

CActionability

C1Pass

Form usability

6.11/6.11

What we captured

{
  "forms": 8,
  "inputs": 8,
  "realSubmit": true,
  "unlabelled": 0,
  "wrongTypes": 0
}

C2Partial
Navigable link graph
1.22/4.89
Fix: 1 clickable element(s) that are not anchors — an agent cannot follow a div; 11% of links use contextless text like "click here".
What we captured
```
{
  "anchors": 166,
  "genericLinks": 18,
  "genericRatio": 0.11,
  "hasBreadcrumb": true,
  "clickableNonAnchors": 1
}
```
C3Partial
Interactive element semantics
2.44/4.89
Fix: 1 element(s) act as buttons without being buttons. A div with a click handler is invisible to anything driving the page programmatically.
What we captured
```
{
  "realButtons": 42,
  "positiveTabindex": 0,
  "clickableNonButtons": 1,
  "keyboardTrapsTested": false
}
```
C4Fail
Machine endpoints and agent manifests
0/6.11
No machine-readable endpoint of any kind. Most sites score zero here, which is exactly why it is the cheapest differentiation on this rubric: an agents.json is a static file, and a documented read-only API is usually a subset of something you already run.
What we captured
```
{
  "found": []
}
```
C5Not applicable
Commerce actionability
0/4
Not a commerce site; these points are redistributed across C1–C4.
What we captured
```
{
  "siteType": "other"
}
```

C6Pass

On-site search

3/3

What we captured

{
  "usesGet": true,
  "searchForm": true,
  "searchAction": true
}

DTrust & freshness

D1Pass

Transport security

4/4

What we captured

{
  "hsts": true,
  "tlsValid": true,
  "mixedContentReferences": 0
}

D2Pass

Verifiable identity

4/4

What we captured

{
  "sameAsCount": 4,
  "contactDiscoverable": true,
  "hasOrganizationSchema": true
}

D3Pass

Policies discoverable

4/4

What we captured

{
  "hasTerms": true,
  "siteType": "other",
  "hasPrivacy": true,
  "hasReturns": false,
  "hasShipping": false
}

D4Partial
Freshness signals
1/4
Fix: sitemap has no lastmod values; only 0% of sitemap URLs modified in the last 90 days. Staleness is a ranking signal for models deciding what to cite.
What we captured
```
{
  "sitemapUrls": 0,
  "withLastmod": 0,
  "visibleDates": true,
  "modifiedLast90Days": 0
}
```

D5Partial

Identity consistency

1/3

Fix: site name differs across title, og:site_name and schema name. An unexplained name mismatch reads as a signal the site may not be what it claims.

What we captured

{
  "title": "Mortgage Software: All-in-One Lending System",
  "hasFavicon": true,
  "hasOgImage": true,
  "ogSiteName": "MeridianLink",
  "schemaName": "Mortgage Software: All-in-One Lending System"
}

D6Partial
security.txt
1/2
security.txt is present but invalid: no Contact field; no Expires field. An expired Expires field makes the whole file non-conformant, so this fails even though the file was correct when it was written.
What we captured
```
{
  "valid": false,
  "hasContact": false
}
```

D7Pass

Multi-page stability

4/4

What we captured

{
  "nonOk": [],
  "slowPages": 0,
  "pagesCrawled": 4,
  "consistentTemplate": true
}

67C

Discovery & access15/25

Understanding20/25

Actionability12.77/25

Trust & freshness19/25

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lendingqb.com

What to fix first

Machine endpoints and agent manifests

llms.txt present

XML sitemap valid and referenced

Bot user-agent HTTP health

Canonical and duplication hygiene

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?

Own this site?

Scan your own site