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

The Observatory

theobservatory.org is largely invisible to agents.

See what an AI agent reads on this site →

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 +15 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 for a restaurant. It is the one block every assistant reads first. How to fix it

  2. 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

  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

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

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 wix 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; add priceRange if you like. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "The Observatory",
  "url": "https://www.theobservatory.org",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Marchmont Street 64",
    "postalCode": "WC1N 1AB",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5253574,
    "longitude": -0.1252105
  },
  "openingHours": "Mo-Sa 08:45-17:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "08:45",
      "closes": "17:00"
    }
  ],
  "servesCuisine": [
    "coffee shop"
  ]
}
</script>
Where it stands

1,797 of 2,869 in London cafes and bars

Top 63% of the sites scanned in this index. Just above: The Lower Third F, The Magpie and Crown F. Just below: The Pavillion F, The Priory 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)95%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.

Against its peers

Average scoreA or BThis site
Sites built with Wix 3,163 sites58%33%38.5%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Malet Street Coffee Company coffee_shop511 mCyes
Le Pain Quotidien coffee_shop594 mByes
Hermanos Colombian Coffee Roasters coffee_shop655 mCyes
Caravan coffee_shop, international683 mByes
Union StrEAT Kitchen coffee_shop684 mCno
Honey & Co. Daily coffee_shop779 mCyes
Quills regional, breakfast, coffee_shop, sandwich, tea, juice, pancake793 mDno
Arcana Coffee coffee_shop832 mFno
Change Please coffee_shop835 mCyes
Mikel coffee_shop836 mCno
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/theobservatory.org"><img src="https://directindex.org/badge/theobservatory.org.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.

Rescan now Markdown

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