Sonora
sonora.cafe is mostly ready for agents.
Listed by OpenStreetMap · Overture Maps.
Ways to reach Sonora directly, with no marketplace in between. Checked 2026-10-21. Through square acting for the business. Report a mistake
College Road 79 NW10 5ES London · +44 20 3105 9947
Places near Sonora that take a booking or an order on their own website, with no marketplace in between.
- The Island200 m
- The Chamberlayne500 m
- Qabaña640 m
The website's grade
An AI assistant can open Sonora's website. What Sonora offers is on another site. It finds a way to book or order directly, through Square.
53 of 65 points available
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.
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.
How Sonora compares
773 of 5,907 in London cafes and bars
Top 13% of the sites scanned in this index. Just above: Sager + Wilde B, Sheila's Cafe B. Just below: Tea Smiths B, The Crown B.
| 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 | 94% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 50% | yes |
| Have an llms.txt | 22% | no |
The top 10% are the 608 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 Squarespace 18,903 sites | 63% | 46% | 81.5% |
| Sites using Square 2,733 sites | 65% | 43% | 81.5% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| The Island | 202 m | A | yes |
| L'Angolo coffee_shop, italian | 252 m | C | no |
| Bel & Nev | 445 m | D | no |
| Cable co. | 470 m | F | no |
| The Chamberlayne | 503 m | A | yes |
| Vera’s | 580 m | F | no |
| Qabaña | 642 m | C | yes |
| The Vault TCG coffee_shop | 802 m | D | no |
| An Other Cup | 808 m | C | no |
| Paradise by way of Kensal Green | 842 m | F | no |
Businesses like Sonora in London cafes and bars
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in London cafes and bars | 5,907 | 50% | 30% | 81.5% |
| Sites built with Squarespace in London cafes and bars | 511 | 69% | 51% | 81.5% |
| Sites using Square in London cafes and bars | 49 | 71% | 55% | 81.5% |
| Sites built with Squarespace and using Square in London cafes and bars | 18 | 75% | 72% | 81.5% |
The best of the sites built with Squarespace and using Square in London cafes and bars
Morr A 92.3% · Utter Waffle A 92.3% · The Limping Fox A 86.2% · Dudley's B 84.6% · The Orchard Cafe B 84.6%
After the top fixes
With the two fixes above (Menu or price list is on another site; Almost no text without JavaScript), the score would be about 92.3%. That would be 243rd of 5,907 in London cafes and bars, up from 773rd.
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.
What to fix first
- Menu or price list is on another site +5 points
The link goes to deliveroo.co.uk, so that site gets the credit and the visits. How to fix it
- Almost no text without JavaScript +2 points
Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. 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 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.
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- Structured data found (CafeOrCoffeeShop) address, phone, opening hours
- Ordering through square on your own domain There's no marketplace commission, and the customer stays yours.
Builder: squarespace · Front: cloudflare
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 squarespace.
Where to paste it on Squarespace: the Code Injection panel, in the Header field, which applies to every page. It needs the Core plan or above. the official help page.
Show the code to paste
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Sonora > cafe or coffee shop (lebanese) in College Road 79 NW10 5ES London, London cafes and bars. Phone +44 20 3105 9947. ## Book or order directly - Order: https://sonoracafe.square.site/s/order#4U6E644MC3FEDWXF5XV2LIGG (through square acting for the business) - Menu: https://deliveroo.co.uk/menu/london/kensal-green/sonora-cafe-and-kitchen?srsltid=AfmBOoqT4sGcG2kxAXXIDvqrH2iRJcZneV0xie3fdhKQdeGkxkWgDCGK ## About - Website: http://sonora.cafe - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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.
Rescan now · 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/sonora.cafe"><img src="https://directindex.org/badge/sonora.cafe.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
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
What agents get for Sonora
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/sonora.cafe, through the MCP tool direct_record and in the city feed /city/london-cafes-bars/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | sonoracafe.square.site/s/order#4U6E644MC3FEDWXF5XV2LIGG vendor on own site: Square | found by the scan of 2026-10-21, not yet tested |
| Menu | deliveroo.co.uk/menu/london/kensal-green/sonora-cafe-and-kit external | from the scan |
| Hours | none on record | |
| Phone | +44 20 3105 9947 |
Stable links that count: /go/sonora.cafe/order, /go/sonora.cafe/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.
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 | yes |
| Vendor terms for agents Square, read 2026-10-15 | Yes |
Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Source. About Square · all vendors.
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 | yes |