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

William Lee, Md, Phd

williamleemd.com is hard for agents to use.

Listed by Overture Maps.

CallWebsite

Ways to reach William Lee, Md, Phd directly, with no marketplace in between. Checked 2026-10-24. Report a mistake

10810 72nd Ave, 11375-5338, Forest Hills · 17182336287

Nearby, also direct

Places near William Lee, Md, Phd that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open William Lee, Md, Phd's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through vintagelabscollection.com.

49.2%

32 of 65 points available

1/5

agent-readiness level, Basic Web Presence

4

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.

Where it stands

How William Lee, Md, Phd compares

Where it stands

3,556 of 6,357 in New York dentists, clinics and vets

Top 56% of the sites scanned in this index. Just above: Vlad Sudacov DMD D, William Gibbs, Md D. Just below: Women's Wellness Center of New York D, Womens Health Care, Pc D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain98%no
Publish the menu or price list as HTML5%no
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours31%no
Have an llms.txt37%no

The top 10% are the 658 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%49.2%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Dr. Samuel Davidoff, Md. Dr.yuriy Israel.md19 mCyes
Manhattan Medical Arts55 mDno
Moss Dermatology69 mDyes
Harold Stern DDS, PC86 mFno
Hear USA98 mCyes
Forest Hills Orthodontists99 mFyes
Take Flight Physical Therapy116 mByes
Forest Hills Gastroenterology122 mDyes
Dr. Evelyn Cavalier, DPM, CWS - NYC Podiatric Medicine and Surgery202 mCyes
Arnold L. Weg and Russell A. Weg219 mByes
Businesses like yours

Businesses like William Lee, Md, Phd in New York dentists, clinics and vets

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in New York dentists, clinics and vets6,35749%19%49.2%
Sites built with WordPress in New York dentists, clinics and vets2,61158%30%49.2%

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

Central Park Orthodontics A 95.4% · Cosmetic Dentistry NY- Dr. Viviane Trinh - Dentist A 95.4% · Sutton Animal Hospital A 95.4% · SkinLab A 93.8% · Russak Dermatology Clinic A 89.2%

After the top fixes

With the three fixes above (No structured data for the business; Ordering through an unrecognised third party; No list of services and prices found), the score would be about 95.4%, which would be first of 6,357 in New York 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. Ordering through an unrecognised third party +9 points

    Check that the provider keeps your business as the seller of record. How to fix it

  3. 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

  4. 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 New York 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.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.

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": "William Lee, Md, Phd",
  "url": "http://www.williamleemd.com",
  "telephone": "17182336287",
  "address": "10810 72nd Ave, 11375-5338, Forest Hills",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.719551,
    "longitude": -73.84211
  }
}
</script>

llms.txt

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

# William Lee, Md, Phd

> local business in 10810 72nd Ave, 11375-5338, Forest Hills, New York dentists, clinics and vets. Phone 17182336287.

## About

- Website: http://www.williamleemd.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 D

<a href="https://directindex.org/r/williamleemd.com"><img src="https://directindex.org/badge/williamleemd.com.svg" alt="Agent-Direct Score D" 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 William Lee, Md, Phd

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

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone17182336287

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