The Direct Index
Report · london cafes bars · scanned 2026-10-14

Milk Cool

milkcool.co.uk is largely invisible to agents.

F
38.5%

25 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

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

    Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type) with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations for a restaurant. It is the one block every assistant reads first. How to fix it

  2. No menu or price list found

    Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. How to fix it

  3. No booking or ordering path at all

    Agents have nothing to act on. Add a booking or ordering page on your own domain. How to fix it

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

Already right

Builder: wix · Front: cloudflare

Where it stands

1,749 of 2,869 in London cafes and bars

Top 61% of the sites scanned in this index. Just above: Markus Coffee Co Ltd F, Matté F. Just below: Myddleton Arms F, Next Door Baker F.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML96%no
Let AI crawlers in (no edge block, no robots.txt block)94%yes
Structured data with address, phone and hours56%no
Have an llms.txt13%yes

The top tenth is the 291 best-scoring reachable sites of the index at the last refresh.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Sun in Splendour38 mBno
Prince Albert123 mBno
Cherry On155 mByes
Notting Hill Coffee Project211 mDno
Mawi Cafe284 mDno
The Hillgate305 mAyes
The Hill Cafe328 mCyes
Cafe Diana349 mByes
The Champion369 mCno
The Prince Edward379 mFno
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.

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.txtyes
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 F

<a href="https://directindex.org/r/milkcool.co.uk"><img src="https://directindex.org/badge/milkcool.co.uk.svg" alt="Agent-Direct Score F" 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.

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