The Direct Index
Report · Singapore · scanned 2026-10-14

Beng Thin Hoon Kee Restaurant

bengthin.com is hard for agents to use.

Book directly: inline.app/booking/-NZ9gsCH_O5A8DufDLhh:inline-live-3/-NZ9gs through inline acting for the business · Menu: bengthin.com/wp-content/uploads/2026/05/%E7%88%B6-%E4%BA%B2-

See what an AI agent reads on this site →

D
53.4%

34.7 of 65 points available

1/5

agent-readiness level, Basic Web Presence

5

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. No structured data for the business +14 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). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it

  2. The server turns AI crawlers away at the door +3.3 points

    Live fetches as GPTBot (http_429) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. How to fix it

  3. Menu or price list is a PDF +3 points

    Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. How to fix it

  4. Almost no text without JavaScript +2 points

    Crawlers that do not run scripts see an empty page. Render the menu, hours and address as plain HTML. How to fix it

  5. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in Singapore. List your agency or yourself: free, reviewed by hand.

Already right

Builder: wordpress · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge

Fix kit

What to paste

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

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Beng Thin Hoon Kee Restaurant",
  "url": "https://bengthin.com/",
  "telephone": "+65 65337708",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Chulia Street 65",
    "postalCode": "049513",
    "addressLocality": "Singapore"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.2848363,
    "longitude": 103.8492321
  },
  "openingHours": "11:00-15:00, 18:00-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "11:00",
      "closes": "15:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "18:00",
      "closes": "22:00"
    }
  ],
  "servesCuisine": [
    "chinese"
  ],
  "acceptsReservations": "https://inline.app/booking/-NZ9gsCH_O5A8DufDLhh:inline-live-3/-NZ9gsOr9dh7iflyUDR3",
  "hasMenu": "https://bengthin.com/wp-content/uploads/2026/05/%E7%88%B6-%E4%BA%B2-%E8%8A%82-%E5%A5%97-%E9%A4%90-2-3-pax2026-PDF.pdf",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://inline.app/booking/-NZ9gsCH_O5A8DufDLhh:inline-live-3/-NZ9gsOr9dh7iflyUDR3",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>

llms.txt

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

# Beng Thin Hoon Kee Restaurant

> restaurant (chinese) in Chulia Street 65 049513 Singapore, Singapore. Phone +65 65337708.

## Book or order directly

- Book: https://inline.app/booking/-NZ9gsCH_O5A8DufDLhh:inline-live-3/-NZ9gsOr9dh7iflyUDR3 (through inline acting for the business)
- Menu: https://bengthin.com/wp-content/uploads/2026/05/%E7%88%B6-%E4%BA%B2-%E8%8A%82-%E5%A5%97-%E9%A4%90-2-3-pax2026-PDF.pdf

## Opening hours

11:00-15:00, 18:00-22:00

## About

- Website: https://bengthin.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

304 of 571 in Singapore

Top 53% of the sites scanned in this index. Just above: Tang Tea House D, XiaoLongKan D. Just below: Casuarina Curry D, KNS Restaurant D.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain88%yes
Publish the menu or price list as HTML97%no
Let AI crawlers in (no edge block, no robots.txt block)95%no
Structured data with address, phone and hours47%no
Have an llms.txt28%no

The top tenth is the 58 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with WordPress 36,926 sites58%29%53.4%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
张亮麻辣烫 chinese, malatang224 mFno
Wo Peng Cuisine 和平宴香港粵菜 chinese, cantonese536 mCno
LITTLE SHEEP chinese, hot_pot546 mDno
TungLok Signatures chinese582 mByes
Yum Cha Chinatown chinese, dim_sum628 mAyes
Eight Treasures Vegetarian chinese663 mFno
Imperial Treasure Windows of Hong Kong chinese677 mDno
同心居 Special Shanghai Tim-Sum chinese717 mFno
Jing Hua Xiao Chi chinese842 mDno
Chug Chug chinese1.0 kmFno
Businesses like yours

Businesses like Beng Thin Hoon Kee Restaurant in Singapore

GroupSitesAvg scoreA or BThis site
Same kind in Singapore57149%34%53.4%
Built with WordPress in Singapore19766%52%53.4%
Using inline in Singapore1568%40%53.4%
Built with WordPress and using inline in Singapore1369%46%53.4%

The best of Built with WordPress and using inline in Singapore

Pasta Brava B 78.5% · Suk's Thai Kitchen B 78.5% · Sushi Sato B 78.5% · Viet'Spice - Circular Rd B 76.9% · Wok Palace B 76.9%

The climb

With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; Menu or price list is a PDF) the score would be about 84.6%: 41st of 571 in Singapore, up from 304th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Beng Thin Hoon Kee Restaurant

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/bengthin.com, through the MCP tool direct_record and in the city feed /city/singapore/direct.json.

PathLinkStatus
Bookinline.app/booking/-NZ9gsCH_O5A8DufDLhh:inline-live-3/-NZ9gs vendor on own site: inlinefound by the scan of 2026-10-14, not yet tested
Ordernone on record
Menubengthin.com/wp-content/uploads/2026/05/%E7%88%B6-%E4%BA%B2- pdffrom the scan
Hours11:00-15:00, 18:00-22:00 (open now)from OpenStreetMap
Phone+65 65337708

Stable links that count: /go/bengthin.com/book, /go/bengthin.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
not measured
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
not measured
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
not measured
Vendor terms for agents
inline, read
Not stated

Not measured at this scan; the next scan measures it.

The terms say nothing about automated use, could not be read on the date given, or the vendor has not been researched yet. About inline · all vendors.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 1 of 5, Basic Web Presence

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of 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 businessno
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score D

<a href="https://directindex.org/r/bengthin.com"><img src="https://directindex.org/badge/bengthin.com.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.