# อินทนิล มหิดล เชียงใหม่: Agent-Direct Score F (15.4%)

Site: http://www.inthanincoffee.com/
Report: https://directindex.org/r/inthanincoffee.com
Scanned: 2026-11-13 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
อินทนิล มหิดล เชียงใหม่ is largely invisible to agents.
AI assistants can't open อินทนิล มหิดล เชียงใหม่'s website, so they go by what other sites say about it.

## Direct links
- Menu: https://www.inthanincoffee.com/en/product
- Phone: +66820960421
- Address: เชียงใหม่
- Languages: English

## Nearby, also direct
Places near อินทนิล มหิดล เชียงใหม่ that take a booking or an order on their own website, with no marketplace in between.
- Old Chiangmai - โอลด์ เชียงใหม่ (560 m): https://directindex.org/r/oldchiangmai.com
- ตลาด  ลิ้ม ทองคำ    (630 m): https://directindex.org/r/zabb-elee-cooking.com
- Tenten Japanese Sukiyaki and Specialty Coffee (930 m): https://directindex.org/r/tentensukiyaki.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 (origin_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
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **Ordering only through shopee.** (+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/online-ordering-without-delivery-apps

## 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": "อินทนิล มหิดล เชียงใหม่",
  "url": "http://www.inthanincoffee.com/",
  "telephone": "+66820960421",
  "address": "เชียงใหม่",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 18.7754749,
    "longitude": 98.9764099
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
212 of 243 in Chiang Mai. Top 87% 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 | 89% | no |
| Publish the menu or price list as HTML | 78% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | no |
| Structured data with address, phone and hours | 33% | no |
| Have an llms.txt | 41% | no |

Nearest places in the index: Shabugu (F, 450 m, https://directindex.org/r/shabugu.com); Old Chiangmai - โอลด์ เชียงใหม่ (C, 562 m, https://directindex.org/r/oldchiangmai.com); กิ๋นดีกิ๋นลำ โดย แม่ติ๋มเชียงใหม่ Kindeekinlum Chiangmai (F, 564 m, https://directindex.org/r/makewebeasy.co); Euang Kam Sai Northern Thai Cuisine (F, 589 m, https://directindex.org/r/euangkamsai.com); ตลาด  ลิ้ม ทองคำ    (C, 631 m, https://directindex.org/r/zabb-elee-cooking.com); Tenten Japanese Sukiyaki and Specialty Coffee (B, 931 m, https://directindex.org/r/tentensukiyaki.com); Good Day (F, 941 m, https://directindex.org/r/collshp.com); ร้านอาหารปาล์มทรี (D, 1348 m, https://directindex.org/r/chiangmaigatehotel.com); Yan Naing Restaurant (F, 1350 m, https://directindex.org/r/yannaing.com); Maison Maison (D, 1400 m, https://directindex.org/r/maisonmaisoncafe.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.

The assistants were asked 22 everyday questions about Chiang Mai and named 120 places. อินทนิล มหิดล เชียงใหม่ wasn't one of them. See who was named: https://directindex.org/city/chiang-mai/recommended


Compared with its peers: Sites using Shopee 49% (2% A or B, 173 sites); This site 15.4%.

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

## Businesses like อินทนิล มหิดล เชียงใหม่ in Chiang Mai

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Chiang Mai | 243 | 49% | 24% | 15.4% |
| Sites using Shopee in Chiang Mai | 1 | 15% | 0% | 15.4% |

The best of the businesses of the same kind in Chiang Mai: KOBQ - Kad Thaweechoke (A 100%, https://directindex.org/r/kobq.org); Mandorla Sicilian Bistrot (A 100%, https://directindex.org/r/mandorlachiangmai.com); Riders Corner Bar & Restaurant (A 96.9%, https://directindex.org/r/riderscorner.net); Samurai Kitchen (A 90.8%, https://directindex.org/r/samurai-kitchen.com); Thaan Aoan (A 89.7%, https://directindex.org/r/cafedethaanaoan.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No structured data for the business; Ordering only through shopee), the score would be about 95.4%. That would be 4th of 243 in Chiang Mai, up from 212th.

This site appears in 2 cities (2 places on inthanincoffee.com). https://directindex.org/brand/inthanincoffee.com

## The direct record
What agents get for อินทนิล มหิดล เชียงใหม่, as JSON: https://directindex.org/api/direct/inthanincoffee.com
- Book: none on record
- Order: none on record
- Menu: https://www.inthanincoffee.com/en/product (html_page; from the scan)
- Hours: none on record
- Phone: +66820960421
- Stable links that count: https://directindex.org/go/inthanincoffee.com/menu

## 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, Shopee: 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 origin_timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 7 | 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: no

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