The Direct Index
Report · London · scanned 2026-10-21

Mandala

mandalastreetfood.co.uk is largely invisible to agents.

Listed by Overture Maps.

MenuWebsite

Ways to reach Mandala directly, with no marketplace in between. Checked 2026-10-21. Report a mistake

Lloyd Park House, Market, Lloyd Park, 531 Forest Rd, E17 4PP, London

Nearby, also direct

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

Owners

The website's grade

AI assistants can't open Mandala's website, so they go by what other sites say about it.

10.8%

7 of 65 points available

–

agent-readiness level

3

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 23 everyday questions about London and named 108 places. Mandala wasn't one of them. See who was named →

Where it stands

How Mandala compares

Where it stands

7,895 of 8,985 in London

Top 88% of the sites scanned in this index. Just above: Fredo's LDN F, Goodwhich F. Just below: Mel Tropical Kitchen F, Prosperity F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML87%yes
Let AI crawlers in (no block at the server or in robots.txt)94%no
Structured data with address, phone and hours64%no
Have an llms.txt37%no

Compared with its peers

Average scoreA or BThis site
Sites built with GoDaddy Website Builder 7,569 sites35%9%10.8%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Spicebox228 mFno
Shri Lakshmi Foods indian247 mAyes
London Cakes&Bakes255 mDno
Buhler and Co261 mCyes
Pinar Kebab kebab265 mDno
Pak al Reyan Restaurant London middle_eastern381 mByes
Cinar Grill kebab502 mDno
Dhaka Tandoori indian516 mAyes
Peking Chef chinese528 mFyes
Sodo Pizza Café544 mByes
Businesses like yours

Businesses like Mandala in London

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in London8,98554%36%10.8%
Sites built with GoDaddy Website Builder in London13439%16%10.8%

After the top fixes

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No structured data for the business; No booking or ordering link on the website), the score would be about 95.4%. That would be 187th of 8,985 in London, up from 7895th.

Findings

What to fix first

  1. The site turns away every visitor that isn't a browser, AI agents included +25 points

    A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. How to fix it

  2. 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

  3. No booking or ordering link on the website +15 points

    There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

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.
  • Menu or price list is an HTML page Agents can read the items and prices.

Builder: godaddy · A plain fetch got TimeoutError: The operation was aborted due to timeout; a real browser got the page, so the scan continues on the rendered page. · What to paste

Owners

Own this business?

Claiming is free and takes one email to confirm. Then you can correct what assistants are told, and 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

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