# Dr. Edwin Pan: Agent-Direct Score F (27.7%)

Site: http://www.edwinpan.com
Report: https://directindex.org/r/edwinpan.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Dr. Edwin Pan is largely invisible to agents.
AI assistants can't open Dr. Edwin Pan's website, so they go by what other sites say about it.

## Direct links
- Phone: 17185472011
- Address: 4256 Bronx Blvd  Ste 9, 10466-2673, Bronx

## Nearby, also direct
Places near Dr. Edwin Pan that take a booking or an order on their own website, with no marketplace in between.
- Regional Neurological Associates (20 m): https://directindex.org/r/regionalneurological.com
- Haylo 3D Imaging (730 m): https://directindex.org/r/haylo3dimaging.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Appointments only through zocdoc.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. 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 that lists services and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The phone number on the site doesn't match the open map data.** The site shows +1 914 668 5585, but OpenStreetMap or Overture Maps lists 17185472011. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## What the site tells visitors (Measured, not scored)
- **The footer says © 2018.** Visitors and assistants may read that year as the last time anyone looked after the site. In New York, 79% of comparable sites that show a year say 2025 or later.

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (LocalBusiness).** address, phone, opening hours

## Where it stands
5464 of 6357 in New York dentists, clinics and vets. Top 86% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 98% | no |
| Publish the menu or price list as HTML | 5% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 31% | yes |
| Have an llms.txt | 37% | no |

Nearest places in the index: Farhad K. Elyaderani, MD (D, 17 m, https://directindex.org/r/elyaderanineurologicalassociates.com); Regional Neurological Associates (B, 19 m, https://directindex.org/r/regionalneurological.com); Boulevard Medical Healthcare (D, 51 m, https://directindex.org/r/boulevardmedicalhealthcare.com); Community Pediatrics PC (C, 262 m, https://directindex.org/r/commped.com); Optimum Family Medicine (D, 488 m, https://directindex.org/r/ofmedpc.com); Dr Vando Medical Services (D, 581 m, https://directindex.org/r/drvando.com); Heart Alive Medical & Training (C, 587 m, https://directindex.org/r/heartalivemedical.com); Comprehensive Community Pediatrics (F, 591 m, https://directindex.org/r/comcap.org); Delany Sisters Medical Center (F, 682 m, https://directindex.org/r/soundviewhealth.net); Haylo 3D Imaging (B, 731 m, https://directindex.org/r/haylo3dimaging.com).

## What assistants answer
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.


Compared with its peers: Sites built with GoDaddy Website Builder 34% (9% A or B, 6476 sites); Sites using Zocdoc 48% (2% A or B, 552 sites); This site 27.7%.

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

## Businesses like Dr. Edwin Pan in New York dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York dentists, clinics and vets | 6357 | 49% | 19% | 27.7% |
| Sites built with GoDaddy Website Builder in New York dentists, clinics and vets | 146 | 33% | 4% | 27.7% |
| Sites using Zocdoc in New York dentists, clinics and vets | 320 | 48% | 2% | 27.7% |
| Sites built with GoDaddy Website Builder and using Zocdoc in New York dentists, clinics and vets | 8 | 28% | 0% | 27.7% |

The best of the sites built with GoDaddy Website Builder and using Zocdoc in New York dentists, clinics and vets: Dr. Assumpta A. Madu, Md (C 63.1%, https://directindex.org/r/bartowophthalmology.com); BayCare Medical (D 44.6%, https://directindex.org/r/baycareny.com); Dr. Bita Mosleh DDS (F 27.7%, https://directindex.org/r/drbitamosleh.com); MH Dental Astoria (F 27.7%, https://directindex.org/r/mhdentalastoria.com); Dr. Timothy C. Johnson, Md (F 26.2%, https://directindex.org/r/urbanmedicalgroup.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Appointments only through zocdoc; 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.

## The direct record
What agents get for Dr. Edwin Pan, as JSON: https://directindex.org/api/direct/edwinpan.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: 17185472011

## 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
- Vendor terms for agents, Zocdoc: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 15 | 25 |
| Actionable | 3 | 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/edwinpan.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/edwinpan.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=edwinpan.com&force=1