The Direct Index
Report · Kuala Lumpur · scanned 2026-10-22

Cherry Phinh Restaurant & Coffee

cherryphinh.com is partly visible to agents.

Listed by Overture Maps.

OrderCallWebsite

Ways to reach Cherry Phinh Restaurant & Coffee directly, with no marketplace in between. Checked 2026-10-22. On the business's own site. Report a mistake

2 Jalan 3/91A, 56100, Kuala Lumpur · +60146558220

Nearby, also direct

Places near Cherry Phinh Restaurant & Coffee that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open Cherry Phinh Restaurant & Coffee's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

63.1%

41 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 →

What the site tells visitors Measured, not scored

These don't change the grade.

The footer says © 2024.

Visitors and assistants may read that year as the last time anyone looked after the site. In Kuala Lumpur, 73% of comparable sites that show a year say 2025 or later.

Every city compared →
Named by assistants

Named by ChatGPT for "Something to eat after midnight, delivered or open late" in Kuala Lumpur, October 2026

Each assistant was asked the way people ask, with web search on, for up to three places in Kuala Lumpur and a link to each one's own site. This business was named in one answer, by 1 of the 2 assistants asked.

QuestionNamed byAsked
Something to eat after midnight, delivered or open late.ChatGPT with a link to this site2026-10-16

Every place named in Kuala Lumpur, question by question.

Show it

The badge shows how many of the assistants asked named this business, and the month. It updates after every round.

Named by 1 of 2 assistants, Direct Index

<a href="https://directindex.org/r/cherryphinh.com"><img src="https://directindex.org/badge/named/cherryphinh.com.svg" alt="Named by 1 of 2 assistants, Direct Index" width="300" height="40"></a>
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.

Recommended when people ask:
“Something to eat after midnight, delivered or open late.” (ChatGPT, with a link to this site)

Where it stands

How Cherry Phinh Restaurant & Coffee compares

Where it stands

299 of 967 in Kuala Lumpur

Top 31% of the sites scanned in this index. Just above: Asam Pedas Paskal C, Big Independent Grocer C. Just below: Flam's The French Pizza C, Fun Hut F&B - KL Sdn Bhd C.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain93%yes
Publish the menu or price list as HTML81%no
Let AI crawlers in (no block at the server or in robots.txt)92%yes
Structured data with address, phone and hours35%no
Have an llms.txt25%no

The top 10% are the 99 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 145,483 sites57%28%63.1%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
AEON Taman Maluri796 mDno
Hmh 肉干大王 - 蕉赖总行 chinese835 mFno
Grand T Banana Leaf Restoran Vegetarian indian918 mFno
The Steamboat Ketam Village chinese1.0 kmDno
Saizeriya italian1.2 kmCno
HOMI Curry Puff1.3 kmCyes
Cinnabon Malaysia | Cheras, Kuala Lumpur1.3 kmCyes
Simpang 4 Z&Z Nasi Ayam Corner chicken1.4 kmFno
Nanyang Cafe asian1.6 kmDno
Bentoya1.6 kmCno
Businesses like yours

Businesses like Cherry Phinh Restaurant & Coffee in Kuala Lumpur

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Kuala Lumpur96749%22%63.1%
Sites built with WordPress in Kuala Lumpur34860%32%63.1%

The best of the sites built with WordPress in Kuala Lumpur

Sushi Hiro Sri Petaling A 100% · Nasi Lemak Bamboo A 95.4% · Penyet Express A 95.4% · Super Saigon Bangsar KL - Pho Beef Noodle A 95.4% · Tonkatsu by Ma Maison A 95.4%

After the top fixes

With the two fixes above (No structured data for the business; No menu or price list found), the score would be about 95.4%. That would be 9th of 967 in Kuala Lumpur, up from 299th.

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 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). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. 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. 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 Kuala Lumpur. 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.
  • Ordering on your own site Agents can order without going through a marketplace.

Builder: wordpress · contact page /about/: nothing new; booking page /order/: WhatsApp

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": "LocalBusiness",
  "name": "Cherry Phinh Restaurant & Coffee",
  "url": "https://cherryphinh.com/",
  "telephone": "+60146558220",
  "address": "2 Jalan 3/91A, 56100, Kuala Lumpur",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 3.1247650520450634,
    "longitude": 101.73952796477835
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cherryphinh.com/order/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Cherry Phinh Restaurant & Coffee

> local business (vietnamese) in 2 Jalan 3/91A, 56100, Kuala Lumpur, Kuala Lumpur. Phone +60146558220.

## Book or order directly

- Order: https://cherryphinh.com/order/ (on the business's own site)

## About

- Website: https://cherryphinh.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.

· 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/cherryphinh.com"><img src="https://directindex.org/badge/cherryphinh.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 Cherry Phinh Restaurant & Coffee

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/cherryphinh.com, through the MCP tool direct_record and in the city feed /city/kuala-lumpur/direct.json.

PathLinkStatus
Booknone on record
Ordercherryphinh.com/order/ own sitefound by the scan of 2026-10-22, not yet tested
Menunone on record
Hoursnone on record
Phone+60146558220

Stable links that count: /go/cherryphinh.com/order 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

Found one hop past the home page: booking page /order/: WhatsApp.

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 businessno