Report · London · scanned 2026-10-21

Little Cellars

littlecellars.co.uk is hard for agents to use.

Listed by OpenStreetMap · Overture Maps.

Ways to reach Little Cellars directly, with no marketplace in between. Checked 2026-10-21. Through stampede acting for the business. Report a mistake

Hours, from OpenStreetMap · Overture Maps: Mon–Wed closed · Thu–Sat 17:00–23:00 · Sun closed

Camberwell Church Street 75 SE5 8TU London

Outdoor seating (OpenStreetMap)

WhatsApp: a link on the site

Nearby, also direct

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

The Camberwell Arms30 m
FM Mangal110 m · turkish
Nandine110 m · mediterranean
Oregano Leaf130 m · pizza
The Kerfield Arms150 m

Owners

The website's grade

Some AI assistants are turned away by Little Cellars's website. What Little Cellars offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through Stampede.

D29 of 65 · hard for agents to useThe Direct Index · 2026-10-21

45.1%

29.3 of 65 points available

1/5

agent-readiness level, Basic Web Presence

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.

The assistants were asked 13 everyday questions about London and named 66 places. Little Cellars wasn't one of them. See who was named →

Where it stands

How Little Cellars compares

Where it stands

5,868 of 8,985 in London

Top 65% of the sites scanned in this index. Just above: Dawat D, Eneko Basque Kitchen & Bar D. Just below: The Salusbury D, Rainbow Island Curry Club D.

What the top 10% of the index does	Top 10%	This site
Take bookings or orders on their own domain	100%	yes
Publish the menu or price list as HTML	87%	no
Let AI crawlers in (no block at the server or in robots.txt)	94%	no
Structured data with address, phone and hours	63%	no
Have an llms.txt	36%	no

The top 10% are the 915 highest-scoring reachable sites in the index at the last update.

Compared with its peers

	Average score	A or B	This site
Sites built with WordPress 224,455 sites	55%	24%	45.1%
Sites using Stampede 29 sites	71%	48%	45.1%

Nearest places in the index

Place	Distance	Grade	Direct booking or ordering
The Camberwell Arms	29 m	B	yes
Vineyard House greek	61 m	F	no
FM Mangal turkish	105 m	B	yes
Nandine mediterranean	107 m	D	yes
Oregano Leaf pizza	129 m	A	yes
Van Hing vietnamese	133 m	F	no
The Kerfield Arms	153 m	B	yes
Forza Win italian	158 m	F	no
Grove Lane Deli	166 m	F	no
Falafel & Shawarma lebanese	167 m	F	no

Businesses like yours

Businesses like Little Cellars in London

Group	Sites	Avg score	A or B	This site
Businesses of the same kind in London	8,985	54%	36%	45.1%
Sites built with WordPress in London	2,671	66%	48%	45.1%
Sites using Stampede in London	6	70%	33%	45.1%
Sites built with WordPress and using Stampede in London	3	67%	33%	45.1%

The best of the sites using Stampede in London

The Lacy Nook A 90.8% · Royal Nawaab London A 86.2% · Number 90 Bar & Kitchen C 69.2% · Ong Lai Kopitiam C 66.2% · Caldera C 64.6%

After the top fixes

With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; Menu or price list is an image), the score would be about 87.7%. That would be 818th of 8,985 in London, up from 5868th.

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

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). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it
The server turns AI crawlers away at the door +6.7 points
Requests as GPTBot (http_403), ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. How to fix it
Menu or price list is an image +6 points
Agents can't read it. Publish it as text. How to fix it
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

No one is listed yet to fix this in London. 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.
Booking through stampede on your own domain There's no marketplace commission, and the customer stays yours.

Builder: wordpress

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": "Restaurant",
  "name": "Little Cellars",
  "url": "http://littlecellars.co.uk/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Camberwell Church Street 75",
    "postalCode": "SE5 8TU",
    "addressLocality": "London",
    "addressCountry": "GB"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.4736593,
    "longitude": -0.0879556
  },
  "openingHours": "Th-Sa 17:00-23:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "17:00",
      "closes": "23:00"
    }
  ],
  "servesCuisine": [
    "mediterranean"
  ],
  "acceptsReservations": "https://booking.stampede.ai/v2/70dee79a-2f42-4c94-906c-55b6bc56a0a2/S3YVW6PLEAO3",
  "hasMenu": "https://littlecellars.co.uk/wp-content/uploads/2026/07/LITTLE-CELLARS-MENU-scaled.png",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://booking.stampede.ai/v2/70dee79a-2f42-4c94-906c-55b6bc56a0a2/S3YVW6PLEAO3",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>

llms.txt

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

# Little Cellars

> restaurant (mediterranean) in Camberwell Church Street 75 SE5 8TU London, London.

## Book or order directly

- Book: https://booking.stampede.ai/v2/70dee79a-2f42-4c94-906c-55b6bc56a0a2/S3YVW6PLEAO3 (through stampede acting for the business)
- Menu: https://littlecellars.co.uk/wp-content/uploads/2026/07/LITTLE-CELLARS-MENU-scaled.png

## Opening hours

Th-Sa 17:00-23:00

## About

- Website: http://littlecellars.co.uk/
- 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.

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

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/littlecellars.co.uk, through the MCP tool direct_record and in the city feed /city/london/direct.json.

Path	Link	Status
Book	booking.stampede.ai/v2/70dee79a-2f42-4c94-906c-55b6bc56a0a2/ vendor on own site: Stampede	found by the scan of 2026-10-21, not yet tested
Order	none on record
Menu	littlecellars.co.uk/wp-content/uploads/2026/07/LITTLE-CELLAR image	from the scan
Hours	Th-Sa 17:00-23:00 (open now)	from OpenStreetMap
Phone	none on record

Stable links that count: /go/littlecellars.co.uk/book, /go/littlecellars.co.uk/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
Vendor terms for agents Stampede, read	Not stated

The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet. About Stampede · all vendors.

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 homepage	no how
sitemap.xml	yes
AI bot rules in robots.txt	yes
Content Signals in robots.txt	no how
Markdown on Accept: text/markdown	no how
llms.txt	no how
API catalog (RFC 9727)	no how
MCP server card	no how
A2A agent card	no how
Agent Skills index	no how
OAuth or OIDC discovery	no how
OAuth protected resource metadata	no how
auth.md	no how
Web Bot Auth key directory	no how
ARD capability manifest	no how
DNS-AID records	no how
WebMCP tools on the page	no how
JSON-LD for the business	no