# Dr. Kelly Thornbury: Agent-Direct Score F (16.9%)

Site: https://www.drkellythornbury.com.au/
Report: https://directindex.org/r/drkellythornbury.com.au
Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Dr. Kelly Thornbury is largely invisible to agents.
AI assistants cannot open the website of Dr. Kelly Thornbury, so they rely on what other sites say about it.

## Direct links
- Phone: +61272010777

## What to fix first
- **The site turns every visitor without a browser away, AI agents included.** (+25 points) A plain fetch was refused (cloudflare_challenge); only a real browser got the page. Every AI crawler and agent is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No online booking link on the website.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add an online appointment page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No list of services and prices found.** (+7 points) Agents answer 'what do they treat and what does it cost' from directories instead. Add a page with services and prices as text and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Physician",
  "name": "Dr. Kelly Thornbury",
  "url": "https://www.drkellythornbury.com.au/",
  "telephone": "+61272010777",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -33.876544,
    "longitude": 151.2440017
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything.
- **Structured data present (Organization).** but without address, phone or hours

## Where it stands
289 of 303 in Sydney dentists, clinics and vets. Top 95% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 10% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | no |
| Structured data with address, phone and hours | 45% | no |
| Have an llms.txt | 42% | no |

Nearest places in the index: Double Bay Doctors (B, 89 m, https://directindex.org/r/doublebaydoctors.com); FY Smile (C, 122 m, https://directindex.org/r/fysmile.com.au); White Hill Clinic (C, 123 m, https://directindex.org/r/drrizk.com.au); Double Bay Dentistry (C, 310 m, https://directindex.org/r/dentistdoublebay.com.au); Cooper Street Clinic (C, 313 m, https://directindex.org/r/cooperstreetclinic.com.au); Todays Dental (C, 780 m, https://directindex.org/r/todaysdentaledgecliff.com); Fiveways Dental Practice (F, 1566 m, https://directindex.org/r/5waysdental.com.au); Potts Point Veterniary Hospital (C, 1589 m, https://directindex.org/r/pottspointvet.com.au); Saint Luke's Clinic (C, 1704 m, https://directindex.org/r/slc.org.au); True Health Medical Practice (C, 1748 m, https://directindex.org/r/truehealthmedical.com.au).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Against its peers: Sites built with Shopify 52% (33% A or B, 1821 sites); This site 16.9%.

See what an AI agent reads on this site: https://directindex.org/r/drkellythornbury.com.au/agent-view

## Businesses like Dr. Kelly Thornbury in Sydney dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Sydney dentists, clinics and vets | 303 | 59% | 34% | 16.9% |
| Sites built with Shopify in Sydney dentists, clinics and vets | 2 | 26% | 0% | 16.9% |

The best of the businesses of the same kind in Sydney dentists, clinics and vets: M&M Dental Care (A 95.4%, https://directindex.org/r/mmdental.com.au); Living Springs Health Group (A 87.7%, https://directindex.org/r/livingspringshealth.com.au); Bentleigh Dental Care (B 84.6%, https://directindex.org/r/bentleighdentalcare.com.au); Cure Dental (B 84.6%, https://directindex.org/r/curedental.com.au); Dentist Near Me - Merrylands (B 84.6%, https://directindex.org/r/dentistnearmemerrylands.clinic).

With the three fixes above (The site turns every visitor without a browser away, AI agents included; No online booking link on the website; No list of services and prices found) the score would be about 86.2%: 3rd of 303 in Sydney dentists, clinics and vets, up from 289th.

## The direct record
What agents get for Dr. Kelly Thornbury, as JSON: https://directindex.org/api/direct/drkellythornbury.com.au
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +61272010777

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): no

Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 9 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/drkellythornbury.com.au/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/drkellythornbury.com.au/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=drkellythornbury.com.au&force=1