The Direct Index
Report · Singapore cafes and bars · scanned 2026-10-22

Twenty Eight Cafe

twentyeightcafe.com is largely invisible to agents.

Listed by OpenStreetMap · Overture Maps.

MenuCallWebsite

Ways to reach Twenty Eight Cafe directly, with no marketplace in between. Checked 2026-10-22. Report a mistake

+6596282829

Nearby, also direct

Places near Twenty Eight Cafe that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

AI assistants can't open Twenty Eight Cafe's website, so they go by what other sites say about it.

38.5%

25 of 65 points available

–

agent-readiness level

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 Twenty Eight Cafe compares

Where it stands

751 of 1,036 in Singapore cafes and bars

Top 72% of the sites scanned in this index. Just above: The Teeth F, Tsujiri F. Just below: Union Square F, Wing Hing Café F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain98%no
Publish the menu or price list as HTML82%no
Let AI crawlers in (no block at the server or in robots.txt)98%no
Structured data with address, phone and hours36%yes
Have an llms.txt53%no

The top 10% are the 106 highest-scoring reachable sites in the index at the last update.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Hanis Cafe & Bakery Singapore84 mByes
Cafe Eurasia85 mCno
Apartment coffee_shop136 mFno
Place 2 READ275 mFno
Mind Cafe284 mAyes
Alchemy coffee, cocktails319 mCno
Five Marbles Craft Beer Bistro384 mFno
Another Bar384 mCyes
Stuttgart Blackforest Boutique S-Cafe390 mByes
The Auld Alliance391 mByes
Businesses like yours

Businesses like Twenty Eight Cafe in Singapore cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Singapore cafes and bars1,03651%31%38.5%

The best of the businesses of the same kind in Singapore cafes and bars

British Indian Curry Hut A 100% · Fruicey A 100% · Olá Açaí SG A 100% · PEN & INC, Cafe & Bar, One-North A 100% · Seng Coffee Bar A 100%

After the top fixes

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Ordering through an unrecognised third party; Menu or price list is a PDF), the score would be about 95.4%. That would be 10th of 1,036 in Singapore cafes and bars, up from 751st.

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. The site turns away every visitor that isn't a browser, AI agents included +25 points

    A plain fetch was refused (origin_timeout). 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. How to fix it

  2. Ordering through an unrecognised third party +9 points

    Check that the provider keeps your business as the seller of record. 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 an HTML page and keep the PDF as a download. 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 Singapore 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.
  • Structured data found (Restaurant) address, phone, opening hours

Builder: unknown · A plain fetch got origin_timeout; a real browser got the page, so the scan continues on the rendered page.

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 F

<a href="https://directindex.org/r/twentyeightcafe.com"><img src="https://directindex.org/badge/twentyeightcafe.com.svg" alt="Agent-Direct Score F" 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 Twenty Eight Cafe

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/twentyeightcafe.com, through the MCP tool direct_record and in the city feed /city/singapore-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menutwentyeightcafe.com/assets/docs/wilkie-menu.pdf pdffrom the scan
Hoursnone on record
Phone+6596282829

Stable links that count: /go/twentyeightcafe.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

Only a real browser got this page (a plain fetch got origin_timeout); Readable and Actionable were measured on the rendered page.

Agent readiness

Not measured

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.

JSON-LD for the businessyes