# Lamoon Thai Kitchen & Coffee: Agent-Direct Score F (27.7%)

Site: http://www.lamoonto.com/
Report: https://directindex.org/r/lamoonto.com
Scanned: 2026-10-19 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Lamoon Thai Kitchen & Coffee is largely invisible to agents.
AI assistants can't open Lamoon Thai Kitchen & Coffee's website, so they go by what other sites say about it.

## Direct links
- Menu: https://lamoonto.com/collections
- Phone: +16472659063
- Address: 730 Queen St E, M4M 1H2, Toronto
- Prices: 8 prices on the site, the middle one CA$13.90

## Nearby, also direct
Places near Lamoon Thai Kitchen & Coffee that take a booking or an order on their own website, with no marketplace in between.
- Issander (10 m): https://directindex.org/r/isaander.com
- EAT BKK (520 m): https://directindex.org/r/eatbkk.ca
- Urban Thai (1.5 km): https://directindex.org/r/urbanthai-on.com
- Mengrai Thai (1.5 km): https://directindex.org/r/mengraithai.ca
- Thai Room (1.6 km): https://directindex.org/r/thairoom.ca

## 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 (cloudflare_challenge). 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 booking or ordering 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 a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## What the site tells visitors (Measured, not scored)
- **8 prices on the landing page, the middle one CA$13.90.** In Toronto, the middle price of comparable sites that show prices is CA$15.00.

## 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": "Lamoon Thai Kitchen & Coffee",
  "url": "http://www.lamoonto.com/",
  "telephone": "+16472659063",
  "address": "730 Queen St E, M4M 1H2, Toronto",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 43.65922555,
    "longitude": -79.34916037
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Structured data found (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
2812 of 3392 in Toronto. Top 83% 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 | 99% | no |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | no |
| Structured data with address, phone and hours | 49% | no |
| Have an llms.txt | 37% | no |

Nearest places with a similar menu: Issander (B, 10 m, https://directindex.org/r/isaander.com); EAT BKK (B, 523 m, https://directindex.org/r/eatbkk.ca); Urban Thai (C, 1485 m, https://directindex.org/r/urbanthai-on.com); Mengrai Thai (B, 1543 m, https://directindex.org/r/mengraithai.ca); Thai Room (B, 1624 m, https://directindex.org/r/thairoom.ca); Maya Bay (B, 1631 m, https://directindex.org/r/mayabay.ca); Pi-Tom's Thai Cuisine (F, 2038 m, https://directindex.org/r/pi-tom.com); Mong-Kut Thai (F, 2063 m, https://directindex.org/r/mongkutthai.com); Som Tum Jinda (D, 2335 m, https://directindex.org/r/somtumjinda.ca); Crying Tiger (F, 2339 m, https://directindex.org/r/tigeryyz.ca).

## 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 Toronto and named 106 places. Lamoon Thai Kitchen & Coffee wasn't one of them. See who was named: https://directindex.org/city/toronto/recommended


Compared with its peers: Sites built with Shopify 47% (26% A or B, 6116 sites); This site 27.7%.

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

## Businesses like Lamoon Thai Kitchen & Coffee in Toronto

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Toronto | 3392 | 52% | 33% | 27.7% |
| Sites built with Shopify in Toronto | 80 | 54% | 38% | 27.7% |

The best of the sites built with Shopify in Toronto: Power Kitchen (A 90.8%, https://directindex.org/r/powerkitchen.ca); Bellwoods Brewery (A 89.2%, https://directindex.org/r/bellwoodsbrewery.com); Alfie’s Sandwiches+Market (A 86.2%, https://directindex.org/r/alfies.ca); On the Rocks (A 86.2%, https://directindex.org/r/myontherocks.com); The Pie Commission (A 86.2%, https://directindex.org/r/piecommission.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No booking or ordering link on the website; Structured data is incomplete), the score would be about 95.4%. That would be 81st of 3,392 in Toronto, up from 2812th.

## The direct record
What agents get for Lamoon Thai Kitchen & Coffee, as JSON: https://directindex.org/api/direct/lamoonto.com
- Book: none on record
- Order: none on record
- Menu: https://lamoonto.com/collections (html_page; from the scan)
- Hours: none on record
- Phone: +16472659063
- Stable links that count: https://directindex.org/go/lamoonto.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

Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 16 | 25 |
| Actionable | 2 | 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/lamoonto.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/lamoonto.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=lamoonto.com&force=1