# Dr Mạnh Linh MD: Agent-Direct Score D (43.1%)

Site: http://www.drmanhlinhmd.com/
Report: https://directindex.org/r/drmanhlinhmd.com
Scanned: 2026-11-05 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Dr Mạnh Linh MD is hard for agents to use.
An AI assistant can open Dr Mạnh Linh MD'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.

## Direct links
- Phone: +84931318891
- Address: 213 Đường Nguyễn Hồng Đào, 72112, Quận Tân Bình

## Nearby, also direct
Places near Dr Mạnh Linh MD that take a booking or an order on their own website, with no marketplace in between.
- DynaFlex Việt Nam (260 m): https://directindex.org/r/dynaflex.com

## What to fix first
- **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. Guide: https://directindex.org/guides/structured-data-restaurant
- **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. 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

## 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 Ho Chi Minh City, 14% 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": "LocalBusiness",
  "name": "Dr Mạnh Linh MD",
  "url": "http://www.drmanhlinhmd.com/",
  "telephone": "+84931318891",
  "address": "213 Đường Nguyễn Hồng Đào, 72112, Quận Tân Bình",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 10.791211525335,
    "longitude": 106.64140588058
  }
}
</script>
```

## 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.

## Where it stands
404 of 978 in Ho Chi Minh City dentists, clinics and vets. Top 41% 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 | 24% | no |
| Publish the menu or price list as HTML | 7% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 43% | no |
| Have an llms.txt | 23% | yes |

Nearest places in the index: Phòng Khám Da Liễu (F, 2 m, https://directindex.org/r/vienthammyroyal.vn); Nha Khoa Khánh Nhi (D, 141 m, https://directindex.org/r/nhakhoakhanhnhi.com); Thanh Dental Laboratory (C, 163 m, https://directindex.org/r/labothanh.com); NHA KHOA QUỐC TẾ VIP _ Thạc sĩ bs Nguyễn đình thắng (D, 201 m, https://directindex.org/r/nhakhoaquoctevip.com); DynaFlex Việt Nam (B, 256 m, https://directindex.org/r/dynaflex.com); Công Ty MPT (F, 265 m, https://directindex.org/r/mptmed.com); Nha Khoa Dr. Nguyễn (F, 534 m, https://directindex.org/r/nhakhoadrnguyen.com); Nha khoa Hoa Kỳ Dental - Nha Khoa Uy Tín Tân Phú TP HCM Niềng Răng, Trồng Răng Implant, Bọc Răng Sứ, Nhổ Răng Khôn Giá Rẻ (D, 598 m, https://directindex.org/r/nhakhoahoaky.com); Nha Khoa Âu Cơ -uy tín tại TPHCM-CHỈNH NHA -IMPLANT-TRỒNG RĂNG SỨ (D, 603 m, https://directindex.org/r/nhakhoaaucoplus.com); Nha Khoa Trinh Tâm (F, 745 m, https://directindex.org/r/nhakhoatrinhtam.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 WordPress 55% (24% A or B, 251475 sites); This site 43.1%.

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

## Businesses like Dr Mạnh Linh MD in Ho Chi Minh City dentists, clinics and vets

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Ho Chi Minh City dentists, clinics and vets | 978 | 42% | 2% | 43.1% |
| Sites built with WordPress in Ho Chi Minh City dentists, clinics and vets | 438 | 48% | 3% | 43.1% |

The best of the sites built with WordPress in Ho Chi Minh City dentists, clinics and vets: Chữa Bệnh Thoái Hóa Khớp Hệ Thần Kinh (B 80%, https://directindex.org/r/thoaihoakhop76.vn); Esculape - Vietnam Dental Tourism (B 80%, https://directindex.org/r/dentaltourisminvietnam.com); Phòng Khám Thú Y Pet Joy (B 80%, https://directindex.org/r/petjoyhospital.com); HAPPY PETS - CƠ SỞ 2 - THÚ Y ĐÔNG HÒA, DĨ AN (B 76.9%, https://directindex.org/r/happypets.vn); Belwee International Animal Hospital (B 75.4%, https://directindex.org/r/thuybelwee.vn).

With the three fixes above (No structured data for the business; No online booking link on the website; No list of services and prices found), the score would be about 95.4%, which would be first of 978 in Ho Chi Minh City dentists, clinics and vets.

## The direct record
What agents get for Dr Mạnh Linh MD, as JSON: https://directindex.org/api/direct/drmanhlinhmd.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +84931318891

## 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 | 1 | 25 |
| Actionable | 2 | 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/drmanhlinhmd.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: yes
- 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: no

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