---
title: What an AI agent reads on MNB THAI · The Direct Index
url: https://directindex.org/r/mnbthai.com/agent-view?format=md
---

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 [Report](https://directindex.org/r/mnbthai.com) · scanned 2026-10-22

# What an AI agent reads on MNB THAI

An assistant's crawler fetches the page once, without running JavaScript, and reads the text, the structured data and the links. Below is what it gets from [mnbthai.com](https://www.mnbthai.com/), taken from the copy the scanner kept.

1,632

characters of text without JavaScript

none

structured data for the business

0

of 3 AI crawlers turned away at the edge

 Text

## The words an agent gets

Title: Medical And Beauty · language en. First 1,632 of 1,632 characters:

```
Medical And Beauty Home About us Products Partners Sales Contact us Blogs Home About us Products Partners Sales Contact us Blogs Home - Do MNB Do Dream Do Together We are an importer of pharmaceuticals, cosmeceuticals, and medical devices from South Korea, with over 9 years of experience in the industry. Our vision goes beyond simply “selling products” — we strive to be a trusted partner and business ally for aesthetic clinics and beauty institutions across Thailand. About MNB Services and Products We carefully select high-quality pharmaceuticals, cosmeceuticals, and medical devices from South Korea, meeting the highest standards to serve aesthetic clinics and beauty institutions across Thailand. See All Clinic partners
are a source of confidence and quality support Collaborating with leading partners nationwide to deliver world-class quality. Events & Exhibitions MNB Thai Co., Ltd. actively participates in events and exhibitions related to dermatological and aesthetic procedures on a regular basis. 2025-07-23 MNB Thai Thank You for supporting us Partner June 2025 2025-06-04 THANK YOU FOR SUPPORTING US – May 2025 Committed to delivering genuine products and exceptional services from MNB Thai 2025-06-04 MnB Thai in Collaboration with ASTERASYS at IMCAS Asia 2025 Read More 349 SJ Infinite I Business Complex, Level 29, Units 2901–2907 Vibhavadi Rangsit Rd, Chompol, Chatuchak, Bangkok 10900, Thailand Phone: 02 126 7956 View Map mnbthaioffice@gmail.com Home About us Products Partners Sales Contact us Blogs @2025 MNB Thai. All Rights Reserved Operating Hours: 11:00 - 19:00
```

 Facts

## What it can say about the business

| A business type in JSON-LD | no |
| Name | no |
| Telephone | no |
| Address | no |
| Opening hours | no |
| Menu or price list | nothing |
| Cuisine in structured data | no |
| JSON-LD blocks | 0 |

 Actions

## The links it would act on

No booking or ordering link found. An agent has nothing to act on.

Everything here comes from fetching the homepage once as a crawler. The [report](https://directindex.org/r/mnbthai.com) turns it into a score and a list of fixes, with code to paste.

#### The Direct Index

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#### For agents

[llms.txt](https://directindex.org/llms.txt)[llms-full.txt](https://directindex.org/llms-full.txt)[OpenAPI](https://directindex.org/openapi.json)[MCP server](https://directindex.org/.well-known/mcp/server-card.json)[A2A agent](https://directindex.org/.well-known/agent-card.json)[Direct feeds](https://directindex.org/direct.json)

#### Data

[Open data, CSV and JSON](https://directindex.org/data)[The quarterly edition](https://directindex.org/editions)[City data, JSON and Markdown](https://directindex.org/cities)[Sitemap](https://directindex.org/sitemap.xml)

Business listings come from OpenStreetMap contributors, under the ODbL. Scores are published under the same licence.

```json
{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://directindex.org/#org","name":"The Direct Index","url":"https://directindex.org/","logo":"https://directindex.org/favicon.svg","email":"hello@directindex.org","founder":{"@type":"Person","@id":"https://directindex.org/#antonio","name":"Antonio Curado","sameAs":["https://x.com/ab_curado"]},"description":"Independent measurement of whether AI agents can find, read and act on a business's own website."},{"@type":"WebSite","@id":"https://directindex.org/#site","url":"https://directindex.org/","name":"The Direct Index","publisher":{"@id":"https://directindex.org/#org"},"inLanguage":"en","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://directindex.org/scan?url={url}"},"query-input":"required name=url"}},{"@type":"WebAPI","name":"The Direct Index API","url":"https://directindex.org/openapi.json","documentation":"https://directindex.org/llms-full.txt","provider":{"@id":"https://directindex.org/#org"}}]}
```