# Froth & Mallow: Agent-Direct Score F (0%)

Site: https://frothandmallow.co.uk/
Report: https://directindex.org/r/frothandmallow.co.uk
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Froth & Mallow is largely invisible to agents.
AI assistants cannot open the website of Froth & Mallow, so they rely on what other sites say about it.

## What to fix first
- **The site turns every visitor without a browser away, 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 is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering link on the website.** (+15 points) Agents find no link to follow on the site. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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. Guide: https://directindex.org/guides/menu-pdf-ai

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Froth & Mallow",
  "url": "https://frothandmallow.co.uk/",
  "email": "customercare@frothandmallow.co.uk",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Mary Neuner Road 2A",
    "postalCode": "N8 0FR",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5921005,
    "longitude": -0.1130437
  },
  "servesCuisine": [
    "coffee shop"
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.

## Since the scan of 2026-10-14 (F then)
- Fixed: The site could not be read at all
- New: The site turned every visitor without a browser away; No structured data for the business; No menu or price list; No booking or ordering path at all

## Where it stands
2176 of 2436 in London cafes and bars. Top 89% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | no |
| Structured data with address, phone and hours | 69% | no |
| Have an llms.txt | 12% | no |

Nearest places with a similar menu: Velasquez and Van Wezel (C, 1469 m, https://directindex.org/r/velasquezandvanwezel.co.uk); B/alt Bakery (B, 1493 m, https://directindex.org/r/baltrewards.com); Harris + Hoole (D, 1672 m, https://directindex.org/r/harrisandhoole.co.uk); Coffee Circus (D, 1735 m, https://directindex.org/r/coffeecircus.co.uk); Crocodile Cafe (F, 2107 m, https://directindex.org/r/crocodileantiques.com); With Milk (C, 2536 m, https://directindex.org/r/withmilklondon.co.uk); Finsbury Park Cafe (C, 2539 m, https://directindex.org/r/finsburyparkcafe.co.uk); Superette (F, 3407 m, https://directindex.org/r/superettestore.com); Cricks Corner (C, 3725 m, https://directindex.org/r/crickscorner.co.uk).

## What assistants answer
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.

Against its peers: Sites built with GoDaddy Website Builder 54% (23% A or B, 285 sites); This site 0%.

See what an AI agent reads on this site: https://directindex.org/r/frothandmallow.co.uk/agent-view

## Businesses like Froth & Mallow in London cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in London cafes and bars | 2436 | 54% | 38% | 0% |
| Sites built with GoDaddy Website Builder in London cafes and bars | 28 | 38% | 21% | 0% |

The best of the sites built with GoDaddy Website Builder in London cafes and bars: The Dog & Duck (B 76.9%, https://directindex.org/r/dogandduck-e17.co.uk); Distortion Brewing Co (B 73.8%, https://directindex.org/r/distortionbrewing.co.uk); Hayes Cafe (B 73.8%, https://directindex.org/r/hayescafe.com); The Signal (B 73.8%, https://directindex.org/r/signalforesthill.com); WAFT Coffee (B 73.8%, https://directindex.org/r/waftcoffee.com).

With the three fixes above (The site turns every visitor without a browser away, AI agents included; No structured data for the business; No booking or ordering link on the website) the score would be about 84.6%: 315th of 2,436 in London cafes and bars, up from 2176th.

## The direct record
What agents get for Froth & Mallow, as JSON: https://directindex.org/api/direct/frothandmallow.co.uk
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: none on record

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 0 | 25 |
| Actionable | 0 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: no

Keep watching this business (https://directindex.org/r/frothandmallow.co.uk/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/frothandmallow.co.uk/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=frothandmallow.co.uk&force=1