# Hong Kong 香港: Agent-Direct Score F (12.3%)

Site: http://www.yelp.com.hk
Report: https://directindex.org/r/yelp.com.hk
Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Hong Kong 香港 is largely invisible to agents.
AI assistants can't open Hong Kong 香港's website, so they go by what other sites say about it.
This listing was retired on 2026-10-21 because the source the index uses for its city no longer lists it. The report stays up, but the business is left out of the rankings and counts.

## Direct links
- Address: 香港、九龍、新界, , Kowloon
- Languages: Czech, Danish, German, English, Spanish, Finnish, French, Italian, Japanese, Malay, Norwegian Bokmål, Dutch, Polish, Portuguese, Swedish, Turkish, Chinese

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+15 points) A plain fetch was refused (challenge:datadome). 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 ticket 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 ticket or booking 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 tickets and prices found.** (+7 points) Agents answer 'what does it cost and when?' from marketplaces instead. Add a page with tickets, times and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (no points, but worth doing) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents

## 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": "Hong Kong 香港",
  "url": "http://www.yelp.com.hk",
  "address": "香港、九龍、新界, , Kowloon",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 22.296966262303,
    "longitude": 114.17229429948
  }
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

## Already right
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
Not ranked yet in Hong Kong tours, attractions and museums.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 3% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | no |
| Structured data with address, phone and hours | 7% | no |
| Have an llms.txt | 17% | no |

Nearest places in the index: World Wide Travel Services (F, 33 m, https://directindex.org/r/wwtravel.hk); 慢曝人生 Time Fly Slow With Film (F, 50 m, https://directindex.org/r/timeflyslowithfilm.com); Shoestring Travel Ltd 天星旅行社 (C, 76 m, https://directindex.org/r/shoestringtravel.com.hk); Travel Resources 旅遊網 (D, 88 m, https://directindex.org/r/travel-resources.com.hk); Gray Line Tours Of Hong Kong (F, 122 m, https://directindex.org/r/gltours.com.hk); 俊華旅行社 (C, 153 m, https://directindex.org/r/chunhwa.com.hk); 新興行旅行社有限公司 (F, 165 m, https://directindex.org/r/sunhinghong.com.hk); 衞生教育展覽及資料中心 Health Education Exhibition and Resource Centre (F, 181 m, https://directindex.org/r/fehd.gov.hk); Xpert Holidays 至專假日 (F, 194 m, https://directindex.org/r/xpertholidays.com); 旅遊聯盟 (C, 211 m, https://directindex.org/r/t-alliance.com.hk).

## 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.


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

## Businesses like Hong Kong 香港 in Hong Kong tours, attractions and museums

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Hong Kong tours, attractions and museums | 281 | 43% | 6% | 12.3% |

The best of the businesses of the same kind in Hong Kong tours, attractions and museums: British Connections - British Passport & UK Visa Centre (B 84.6%, https://directindex.org/r/britishconnections.com); 香港兒童探索博物館 (B 83.1%, https://directindex.org/r/childrensdiscoverymuseum.hk); Aqualuna Wanchai Public Pier (B 80%, https://directindex.org/r/aqualuna.com.hk); Liang Yi Museum (B 80%, https://directindex.org/r/liangyimuseum.com); パンダバス香港 (B 80%, https://directindex.org/r/pandabus.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No ticket link on the website; Structured data is incomplete), the score would be about 69.2%. That would be 18th of 281 in Hong Kong tours, attractions and museums, up from not ranked today.

## The direct record
What agents get for Hong Kong 香港, as JSON: https://directindex.org/api/direct/yelp.com.hk
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: none on record

## 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:datadome); 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/yelp.com.hk/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/yelp.com.hk/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=yelp.com.hk&force=1