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

The Mill House

rajabotak.com is hard for agents to use.

See what an AI agent reads on this site →

D
45.1%

29.3 of 65 points available

2/5

agent-readiness level, Bot-Aware

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 booking or ordering path at all +15 points

    Agents have nothing to act on. 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 menu or price list found +7 points

    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

  4. robots.txt blocks GPTBot, ClaudeBot, Google-Extended +3.7 points

    These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. 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 London cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: shopify · Front: cloudflare

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 shopify 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": "CafeOrCoffeeShop",
  "name": "The Mill House",
  "url": "https://themillhousecafe.com/",
  "telephone": "+442072099386",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Mill Lane 37",
    "postalCode": "NW6 1NB",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5519861,
    "longitude": -0.1975633
  },
  "openingHours": "Mo,We-Sa 08:00-17:00; Su 09:00-15:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "08:00",
      "closes": "17:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "15:00"
    }
  ]
}
</script>

robots.txt

Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. Guide.

# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /

llms.txt

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

# The Mill House

> cafe or coffee shop in Mill Lane 37 NW6 1NB London, London cafes and bars. Phone +442072099386.

## Opening hours

Mo,We-Sa 08:00-17:00; Su 09:00-15:00

## About

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

1,621 of 2,869 in London cafes and bars

Top 57% of the sites scanned in this index. Just above: Riverside Café D, The Grosvenor D. Just below: Beans & Barley D, Bricklayers Arms D.

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)93%no
Structured data with address, phone and hours56%no
Have an llms.txt13%no

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

Against its peers

Average scoreA or BThis site
Sites built with Shopify 1,336 sites61%36%45.1%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Curled Leaf101 mDno
The Alliance263 mCyes
Fortune Café381 mDno
Bobby Fitzpatrick snack, pizza442 mCyes
Intermission cake, coffee_shop, local, sandwich, tea681 mFno
ONE75760 mBno
Wired Co.785 mFno
Brondes Age785 mFno
The Black Lion indian934 mByes
Sir Colin Campbell958 mCyes
Agent readiness

Level 2 of 5, Bot-Aware

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.txtyes
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
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/rajabotak.com"><img src="https://directindex.org/badge/rajabotak.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.