# โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery: Agent-Direct Score C (61.5%)

Site: https://mbwps.com/en/
Report: https://directindex.org/r/mbwps.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery is partly visible to agents.
An AI assistant can open โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery'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 m.booking.naver.com.

## Direct links
- Phone: +821037567331
- Address: 590, Gangnam-daero, Gangnam-gu, 06043

## Nearby, also direct
Places near โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery that take a booking or an order on their own website, with no marketplace in between.
- 압구정디오성형외과 (10 m): https://directindex.org/r/dio-ps.com

## What to fix first
- **Appointments through an unrecognised third party.** (+9 points) Check that the provider keeps your business as the seller of record. 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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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. Guide: https://directindex.org/guides/llms-txt-for-a-business
- **The phone number on the site doesn't match the open map data.** The site shows 025117333, but OpenStreetMap or Overture Maps lists +821037567331. 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)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Seoul, 18% of comparable sites declare one.

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery",
  "url": "https://mbwps.com/en/",
  "telephone": "+821037567331",
  "address": "590, Gangnam-daero, Gangnam-gu, 06043",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.514470379026,
    "longitude": 127.02029675245
  }
}
</script>
```

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

```
# โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery

> organization in 590, Gangnam-daero, Gangnam-gu, 06043, Seoul dentists, clinics and vets. Phone +821037567331.

## About

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

## 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.
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
115 of 1218 in Seoul dentists, clinics and vets. Top 9% 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 | 85% | no |
| Publish the menu or price list as HTML | 12% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 87% | yes |
| Structured data with address, phone and hours | 10% | no |
| Have an llms.txt | 37% | no |

Nearest places in the index: 압구정디오성형외과 (B, 6 m, https://directindex.org/r/dio-ps.com); 강남피어리의원 (F, 11 m, https://directindex.org/r/periclinic.com); 리벤스이비인후과의원 (F, 12 m, https://directindex.org/r/artnose.co.kr); Клиника пластической хирургии ILUMI (F, 26 m, https://directindex.org/r/ilumips.com); アイルミ美容外科 (D, 55 m, https://directindex.org/r/ameblo.jp); 논현신사정형외과 (F, 57 m, https://directindex.org/r/sinsaos.com); Soonplus Plastic Surgery and Dermatology (F, 61 m, https://directindex.org/r/onulps.com); 청아연한의원 (F, 72 m, https://directindex.org/r/naturalhealing.co.kr); 신사엘성형외과 (D, 79 m, https://directindex.org/r/sinsael.com); 미작의원 (F, 86 m, https://directindex.org/r/mijakclinic.co.kr).

## 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 WordPress 57% (28% A or B, 145483 sites); This site 61.5%.

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

## Businesses like โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery in Seoul dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Seoul dentists, clinics and vets | 1218 | 38% | 4% | 61.5% |
| Sites built with WordPress in Seoul dentists, clinics and vets | 92 | 53% | 17% | 61.5% |

The best of the sites built with WordPress in Seoul dentists, clinics and vets: 플래닛성형외과의원 (B 84.6%, https://directindex.org/r/planetps.co.kr); 민트병원 (B 81.5%, https://directindex.org/r/mintir.com); 맥스웰피부과 (B 80%, https://directindex.org/r/maxwellhair.com); 올클리닉 Myeongdong All Clinic | Ultherapy & Anti-Aging Clinic | English-Speaking Doctors (B 80%, https://directindex.org/r/allclinic.co.kr); 성모치과의원 (B 77.5%, https://directindex.org/r/seongmodental.com).

With the three fixes above (Appointments through an unrecognised third party; No list of services and prices found; Structured data is incomplete), the score would be about 95.4%, which would be first of 1,218 in Seoul dentists, clinics and vets.

## The direct record
What agents get for โรงพยาบาลศัลยกรรมหน้าอกmbw - MBW Plastic Surgery, as JSON: https://directindex.org/api/direct/mbwps.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +821037567331

## 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 9 | 25 |
| Actionable | 6 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/mbwps.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/mbwps.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/mbwps.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=mbwps.com&force=1