The Direct Index
Report · Johannesburg dentists, clinics and vets · scanned 2026-10-24

Dr York Liu

ismiledentalsa.com is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach Dr York Liu directly, with no marketplace in between. Checked 2026-10-24. Report a mistake

Southdale Medical Centre, 39 Alamein Rd, 2091, Johannesburg · +27116805202

Nearby, also direct

Places near Dr York Liu that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

Some AI assistants are turned away by Dr York Liu's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

27.7%

18 of 65 points available

1/5

agent-readiness level, Basic Web Presence

5

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 12 everyday questions about Johannesburg dentists, clinics and vets and named 56 places. Dr York Liu wasn't one of them. See who was named →

Where it stands

How Dr York Liu compares

Where it stands

477 of 525 in Johannesburg dentists, clinics and vets

Top 91% of the sites scanned in this index. Just above: Sports Medicine Africa F, Wize Eyes Optometrists F. Just below: HealthHub Medical Solutions F, Lara Leech Biokineticists F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain96%no
Publish the menu or price list as HTML2%no
Let AI crawlers in (no block at the server or in robots.txt)98%no
Structured data with address, phone and hours17%no
Have an llms.txt39%no

The top 10% are the 54 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 224,455 sites55%24%27.7%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Chinese Medical Centre1.0 kmFno
The Ridgeway Dental Centre1.5 kmDno
Southdale Veterinary Hospital1.6 kmDno
Lakewood Medical Centre2.0 kmByes
Hardey Auto & Electronics2.9 kmCno
ER 242.9 kmCno
QDental3.0 kmCyes
Mondeor Medical Centre3.0 kmDno
Dr PR Van Onselen3.1 kmFno
LoneStar Medical And Aesthetic - General Practitioners In Southgate Mall3.2 kmByes
Businesses like yours

Businesses like Dr York Liu in Johannesburg dentists, clinics and vets

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Johannesburg dentists, clinics and vets52549%15%27.7%
Sites built with WordPress in Johannesburg dentists, clinics and vets28855%22%27.7%

The best of the sites built with WordPress in Johannesburg dentists, clinics and vets

Dr Chalita le Roux Inc. B 84.6% · Dr Jack Shih B 84.6% · Dr M. Pestana Rivonia Dental Cosmetic Care B 84.6% · Mulbarton Dental Centre B 84.6% · Women's Healthcare Institute B 84.6%

After the top fixes

With the three fixes above (No structured data for the business; No online booking link on the website; The server turns AI crawlers away at the door), the score would be about 84.6%, which would be first of 525 in Johannesburg dentists, clinics and vets.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. No online booking link on the website +13 points

    There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add an online appointment page. How to fix it

  3. The server turns AI crawlers away at the door +10 points

    Requests as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. How to fix it

  4. 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 that lists services and prices as text, and link to it from the homepage. How to fix it

  5. No llms.txt no points, but worth doing

    Optional for now and cheap to add. It's a short text file that describes the business for language models. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Johannesburg dentists, clinics and vets. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in No rule blocks the main AI user agents.

Builder: wordpress

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on wordpress.

Where to paste it on WordPress: a plugin that adds code to every page's header, such as WPCode (Insert Headers and Footers), in its Header box. the official help page.

Show the code to paste

Structured data (JSON-LD)

Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Dr York Liu",
  "url": "http://ismiledentalsa.com/",
  "telephone": "+27116805202",
  "address": "Southdale Medical Centre, 39 Alamein Rd, 2091, Johannesburg",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -26.250192242137164,
    "longitude": 28.009978824056528
  }
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# Dr York Liu

> local business in Southdale Medical Centre, 39 Alamein Rd, 2091, Johannesburg, Johannesburg dentists, clinics and vets. Phone +27116805202.

## About

- Website: http://ismiledentalsa.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

· Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score F

<a href="https://directindex.org/r/ismiledentalsa.com"><img src="https://directindex.org/badge/ismiledentalsa.com.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Dr York Liu

No direct path on record: the scan of 2026-10-24 found no booking or ordering link on ismiledentalsa.com or on a vendor's site. The same record is served as JSON at /api/direct/ismiledentalsa.com, through the MCP tool direct_record and in the city feed /city/johannesburg-clinics/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+27116805202

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Agent readiness

Level 1 of 5, Basic Web Presence

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno