Agent readiness report

fldata.com

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

Scanned 2026-09-06 · 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.

1B1
JSON-LD present and valid
High impact · Medium effort
1 page(s) contain JSON-LD that fails to parse — malformed structured data scores zero, exactly as if it were absent. Validate the output of whatever template generates it.
2C1
Form usability
High impact · Medium effort
No forms were found on the crawled pages, so form usability could not be assessed. If you add a contact or signup form, give every input a real label and a correct input type.
3C4
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.
4A4
llms.txt present
Medium impact · Low effort
Publish an llms.txt at the root: an H1, a one-line summary, then described links to your most useful pages. It is a text file and it takes an hour — the cheapest points on this rubric.
5A5
Bot user-agent HTTP health
Medium impact · Low effort
Your robots.txt welcomes these agents, but GPTBot received 429, ClaudeBot received 429 — 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.

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": 1,
  "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": 4,
  "referencedInRobots": true
}

A4Fail
llms.txt present
0/4
Publish an llms.txt at the root: an H1, a one-line summary, then described links to your most useful pages. It is a text file and it takes an hour — the cheapest points on this rubric.
What we captured
```
{
  "status": 404,
  "present": false
}
```
A5Partial
Bot user-agent HTTP health
1/3
Your robots.txt welcomes these agents, but GPTBot received 429, ClaudeBot received 429 — 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": 319
    },
    {
      "name": "ClaudeBot",
      "status": 429,
      "ttfbMs": 160
    },
    {
      "name": "PerplexityBot",
      "status": 200,
      "ttfbMs": 323
    }
  ],
  "medianTtfbMs": 319,
  "edgeBlockingDespiteRobots": true
}
```
A6Fail
No hard interstitial
0/2
Detected: Cloudflare challenge. 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": [
    "Cloudflare challenge"
  ]
}
```

A7Pass

Server-rendered content parity

5/5

What we captured

{
  "ratio": 1,
  "rawTextLength": 11186,
  "renderedTextLength": 5491
}

BUnderstanding

B1Partial
JSON-LD present and valid
2/5
1 page(s) contain JSON-LD that fails to parse — malformed structured data scores zero, exactly as if it were absent. Validate the output of whatever template generates it.
What we captured
```
{
  "pagesCrawled": 2,
  "pagesWithValidJsonLd": 1,
  "homepageHasValidJsonLd": false,
  "pagesWithInvalidJsonLd": 1
}
```

B2Pass

Correct schema types for the site type

5/5

What we captured

{
  "matched": [
    "Article"
  ],
  "missing": [],
  "siteType": "other",
  "typesFound": [
    "Article",
    "BreadcrumbList",
    "EntryPoint",
    "ImageObject",
    "ListItem",
    "Organization",
    "Person",
    "PropertyValueSpecification",
    "ReadAction",
    "SearchAction",
    "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://fldata.com: skipped heading level"
  ],
  "singleH1": 2,
  "allLandmarks": 2,
  "pagesCrawled": 2,
  "noSkippedLevels": 1
}
```

B4Partial

Meta and Open Graph

2/3

Fix: 1 page(s) missing og:title, og:description or og:image.

What we captured

{
  "goodTitles": 2,
  "pagesCrawled": 2,
  "uniqueTitles": true,
  "goodDescriptions": 2,
  "completeOpenGraph": 1
}

B5Pass

Clean text ratio

3/3

What we captured

{
  "perPage": [
    0.057,
    0.26
  ],
  "averageRatio": 0.158
}

B6Partial
Alt text coverage
1/2
14 of 36 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": 22,
  "coverage": 0.61,
  "contentImages": 36
}
```

B7Pass

Canonical and duplication hygiene

3/3

What we captured

{
  "hostVariants": [
    {
      "url": "https://www.fldata.com",
      "status": 200
    },
    {
      "url": "http://fldata.com",
      "status": 301,
      "location": "https://www.fldata.com/"
    }
  ],
  "pagesCrawled": 2,
  "selfConsistentCanonicals": 2
}

CActionability

C1Partial
Form usability
3.67/6.11
No forms were found on the crawled pages, so form usability could not be assessed. If you add a contact or signup form, give every input a real label and a correct input type.
What we captured
```
{
  "formsFound": 0
}
```

C2Partial

Navigable link graph

3.67/4.89

Fix: 37% of links use contextless text like "click here".

What we captured

{
  "anchors": 121,
  "genericLinks": 45,
  "genericRatio": 0.37,
  "hasBreadcrumb": true,
  "clickableNonAnchors": 0
}

C3Pass

Interactive element semantics

4.89/4.89

What we captured

{
  "realButtons": 14,
  "positiveTabindex": 0,
  "clickableNonButtons": 0,
  "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"
}
```
C6Partial
On-site search
2/3
Search exists but posts rather than using a GET query parameter, so an agent cannot construct a results URL directly. Switching to GET is usually a one-line change, and advertising it via WebSite SearchAction schema makes it discoverable.
What we captured
```
{
  "usesGet": false,
  "searchForm": false,
  "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": 2,
  "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": 4,
  "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": "Safety Software for High-Risk Industrial Companies",
  "hasFavicon": true,
  "hasOgImage": true,
  "ogSiteName": "Frontline Data Solutions",
  "schemaName": "Safety Software for High-Risk Industrial Companies"
}

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": 2,
  "consistentTemplate": true
}

68C

Discovery & access17/25

Understanding19/25

Actionability14.23/25

Trust & freshness18/25

Keep this report

Get the permanent link and the ranked fix list by email. One message, no list.

Want this fixed?

We audit in depth and implement the fixes — in your codebase or your CMS, scoped by architecture.

Request a full audit Book a call

Own this site?

This report and its leaderboard entry come from a public crawl. Prove you own the domain with an email address on it, and you can hide the report or publish it again yourself, in minutes.

Claim this site

To block future scans instead, disallow AgentFriendlyRankBot in your robots.txt — see how our crawler works.

Scan your own site

Same rubric, same evidence standard, about a minute.

Run a free scan →

Compare fldata.com with another site →

fldata.com

What to fix first

JSON-LD present and valid

Form usability

Machine endpoints and agent manifests

llms.txt present

Bot user-agent HTTP health

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