The Direct Index
Report · Hong Kong cafes and bars · scanned 2026-10-16

李圓圓 Bubble Lee

bubbleleehk.com is partly visible to agents.

Listed by OpenStreetMap · Overture Maps.

MenuCallWebsite

Ways to reach 李圓圓 Bubble Lee directly, with no marketplace in between. Checked 2026-10-16. Report a mistake

Hours, from OpenStreetMap · Overture Maps: Mon–Sun 11:30–21:00

長沙灣道 Cheung Sha Wan Road 883 · +852 5904 8046

Owners

The website's grade

An AI assistant can open 李圓圓 Bubble Lee's website. It can read what 李圓圓 Bubble Lee offers. It can't find a link to book or order online.

61.5%

40 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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.

Where it stands

How 李圓圓 Bubble Lee compares

Where it stands

177 of 701 in Hong Kong cafes and bars

Top 25% of the sites scanned in this index. Just above: WINE MOMENTS - Wine subscription & Wine club C, 好茶養生 C. Just below: 沪上阿姨 C, 絲綢之路咖啡室 The Silk Road Cafe C.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain93%no
Publish the menu or price list as HTML47%yes
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours22%no
Have an llms.txt56%no

The top 10% are the 72 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 108,921 sites58%29%61.5%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
酒川VinsSpot Mysake.com.hk85 mFno
Fluffy Maid 198 mDno
McGalax Wine230 mFno
MClubhouse232 mCno
天一餐飲有限公司232 mFno
Mumu Forest and Still254 mCno
Happy Bean Roastery304 mFno
Gold Garden Restaurant918 mDno
Ngan Lung Restaurant 銀龍茶餐廳1.0 kmFno
HK Wedding Wine 婚宴紅酒 ‧ 宴會葡萄酒 中心1.0 kmDno
Businesses like yours

Businesses like 李圓圓 Bubble Lee in Hong Kong cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Hong Kong cafes and bars70144%15%61.5%
Sites built with WordPress in Hong Kong cafes and bars11753%23%61.5%

The best of the sites built with WordPress in Hong Kong cafes and bars

City Cafe A 95.4% · Reyach Coffee Roastery A 95.4% · The Dispensary A 95.4% · Lion Rock A 90.8% · The Madhouse Taproom | Craft Beer Taproom | Mong Kok A 89.2%

After the top fixes

With the two fixes above (No booking or ordering link on the website; Structured data is incomplete), the score would be about 95.4%. That would be 4th of 701 in Hong Kong cafes and bars, up from 177th.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. 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. How to fix it

  2. Structured data is incomplete +7 points

    Missing: address, telephone, opening hours. How to fix it

  3. No llms.txt no points, but worth doing

    Optional for now and cheap to add. It's a short text file that describes the business for language models. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Hong Kong cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in No rule blocks the main AI user agents.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
  • 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.

Builder: wordpress · Front: cloudflare · contact page /about-us/: nothing new; menu page /menu/: nothing new

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on wordpress.

Where to paste it on WordPress: a plugin that adds code to every page's header, such as WPCode (Insert Headers and Footers), in its Header box. the official help page.

Show the code 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "李圓圓 Bubble Lee",
  "url": "https://www.bubbleleehk.com/",
  "telephone": "+852 5904 8046",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "長沙灣道 Cheung Sha Wan Road 883"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 22.3366907,
    "longitude": 114.1478721
  },
  "openingHours": "Mo-Su 11:30-21:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "11:30",
      "closes": "21:00"
    }
  ],
  "servesCuisine": [
    "bubble tea"
  ],
  "hasMenu": "https://www.bubbleleehk.com/menu/"
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# 李圓圓 Bubble Lee

> cafe or coffee shop (bubble tea) in 長沙灣道 Cheung Sha Wan Road 883, Hong Kong cafes and bars. Phone +852 5904 8046.

## Book or order directly

- Menu: https://www.bubbleleehk.com/menu/

## Opening hours

Mo-Su 11:30-21:00

## About

- Website: https://www.bubbleleehk.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

Rescan now · Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score C

<a href="https://directindex.org/r/bubbleleehk.com"><img src="https://directindex.org/badge/bubbleleehk.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for 李圓圓 Bubble Lee

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/bubbleleehk.com, through the MCP tool direct_record and in the city feed /city/hong-kong-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menuwww.bubbleleehk.com/menu/ html_pagefrom the scan
HoursMo-Su 11:30-21:00 (open now)from OpenStreetMap
Phone+852 5904 8046

Stable links that count: /go/bubbleleehk.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Agent readiness

Level 1 of 5, Basic Web Presence

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessyes