# Klos dessert & bakery: Agent-Direct Score F (12.3%)

Site: https://klosbkk.com/
Report: https://directindex.org/r/klosbkk.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.)
Klos dessert & bakery is largely invisible to agents.
AI assistants can't open Klos dessert & bakery's website, so they go by what other sites say about it.

## Direct links
- Phone: +66656616644
- Address: Pattanakarn road, Prawet, 10250, กรุงเทพมหานคร

## Nearby, also direct
Places near Klos dessert & bakery that take a booking or an order on their own website, with no marketplace in between.
- Cherrydog Coffee Roaster (1.7 km): https://directindex.org/r/cherrydogcoffee.com
- BOTTOMLESS - Pattanakarn road (2.3 km): https://directindex.org/r/bottomlesscoffeeroasters.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 (challenge:checking your browser). 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.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "Klos dessert & bakery",
  "url": "https://klosbkk.com/",
  "telephone": "+66656616644",
  "address": "Pattanakarn road, Prawet, 10250, กรุงเทพมหานคร",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 13.728147904025,
    "longitude": 100.65634826999
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
812 of 945 in Bangkok cafes and bars. Top 86% 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 | 82% | no |
| Publish the menu or price list as HTML | 62% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 86% | no |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 31% | no |

Nearest places in the index: ชิว ชิว - Chill Chill พัฒนาการ 53 (F, 1281 m, https://directindex.org/r/black.com); F.DICK Thailand (F, 1362 m, https://directindex.org/r/khunnarin.com); Cherrydog Coffee Roaster (F, 1654 m, https://directindex.org/r/cherrydogcoffee.com); Heyyyy Bangkok Cafe (D, 2020 m, https://directindex.org/r/heyyyybangkok.com); BOTTOMLESS - Pattanakarn road (B, 2344 m, https://directindex.org/r/bottomlesscoffeeroasters.com); Feel Gafé (F, 2840 m, https://directindex.org/r/feelgafe.com); Homey Club (F, 2946 m, https://directindex.org/r/mama.co.th); ADAPT Coffee Bar Paradise Srinakarin (F, 3115 m, https://directindex.org/r/hatohub.com); สำนักงานขาย บิวท์ ทู บิวด์ (D, 3127 m, https://directindex.org/r/btb.co.th); VichSpace Cafe and Co-Working Space (C, 3268 m, https://directindex.org/r/vichspace.co).

## 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 12.3%.

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

## Businesses like Klos dessert & bakery in Bangkok cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Bangkok cafes and bars | 945 | 42% | 13% | 12.3% |
| Sites built with WordPress in Bangkok cafes and bars | 264 | 53% | 20% | 12.3% |

The best of the sites built with WordPress in Bangkok cafes and bars: Havana Social (A 95.4%, https://directindex.org/r/havanasocialbkk.com); The Shamrock Irish Pub • BTS Bang Chak (A 95.4%, https://directindex.org/r/shakespearepubbangkok.com); View Bangkok Rooftop Bar & Restaurant (A 94.9%, https://directindex.org/r/viewrooftopbarbangkok.com); Dusit Gourmet (A 86.2%, https://directindex.org/r/baandusitthani.com); Irvin Brew And Beat (A 86.2%, https://directindex.org/r/irvinthaikitchen1976.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 84.6%. That would be 20th of 945 in Bangkok cafes and bars, up from 812th.

## The direct record
What agents get for Klos dessert & bakery, as JSON: https://directindex.org/api/direct/klosbkk.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +66656616644

## 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 challenge:checking your browser); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 8 | 25 |
| Actionable | 0 | 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/klosbkk.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/klosbkk.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=klosbkk.com&force=1