# Lammy Cafe: Agent-Direct Score F (35.4%)

Site: http://paneorder.com/
Report: https://directindex.org/r/paneorder.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Lammy Cafe is largely invisible to agents.
AI assistants can't open Lammy Cafe's website, so they go by what other sites say about it.

## Direct links
- Order directly: https://paneorder.com/ (on the business's own site)
- Address: 6 St Mary at Hill, EC3R 8, London

## Nearby, also direct
Places near Lammy Cafe that take a booking or an order on their own website, with no marketplace in between.
- Eastcheap Records (40 m): https://directindex.org/r/eastcheaprecords.com
- Steam Wine Bar (70 m): https://directindex.org/r/steamwinebar.com
- Bar20 at Birleys (90 m): https://directindex.org/r/bar20.co.uk
- Cheese & Peppers (120 m): https://directindex.org/r/cheeseandpeppers.co.uk
- Skygarden - Sky Pod Café/Bar (120 m): https://directindex.org/r/skygarden.london

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (challenge:checking your browser). 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. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## Fix kit: What 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.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Lammy Cafe",
  "url": "http://paneorder.com/",
  "address": "6 St Mary at Hill, EC3R 8, London",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.510103,
    "longitude": -0.08369
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://paneorder.com/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (Organization).** no address, phone or hours in it
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
4242 of 5907 in London cafes and bars. Top 72% of the sites scanned in this index.

| 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% | no |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 22% | no |

Nearest places in the index: Eastcheap Records (A, 42 m, https://directindex.org/r/eastcheaprecords.com); Steam Wine Bar (A, 69 m, https://directindex.org/r/steamwinebar.com); The Walrus & The Carpenter (C, 75 m, https://directindex.org/r/nicholsonspubs.co.uk); Bar20 at Birleys (C, 87 m, https://directindex.org/r/bar20.co.uk); Cheese & Peppers (A, 119 m, https://directindex.org/r/cheeseandpeppers.co.uk); Cafe Gec (F, 120 m, https://directindex.org/r/goodeatingcompany.com); Skygarden - Sky Pod Café/Bar (C, 121 m, https://directindex.org/r/skygarden.london); Gunners Cocktails Ltd (C, 139 m, https://directindex.org/r/originalgunner.com); Davy’s at Plantation Place (C, 157 m, https://directindex.org/r/davy.co.uk); The Hydrant (A, 175 m, https://directindex.org/r/thehydrant.co.uk).

## What assistants answer
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.


Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); This site 35.4%.

See what an AI agent reads on this site: https://directindex.org/r/paneorder.com/agent-view

## Businesses like Lammy Cafe in London cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in London cafes and bars | 5907 | 50% | 30% | 35.4% |
| Sites built with WordPress in London cafes and bars | 1757 | 61% | 38% | 35.4% |

The best of the sites built with WordPress in London cafes and bars: Artistcafelondon (A 100%, https://directindex.org/r/artistcafelondon.co.uk); Bar Américain (A 100%, https://directindex.org/r/brasseriezedel.com); Cinnamon Culture (A 100%, https://directindex.org/r/cinnamonculture.com); Eastcheap Records (A 100%, https://directindex.org/r/eastcheaprecords.com); Loiutyr (A 100%, https://directindex.org/r/laballerina.co.uk).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 51st of 5,907 in London cafes and bars, up from 4242nd.

## The direct record
What agents get for Lammy Cafe, as JSON: https://directindex.org/api/direct/paneorder.com
- Book: none on record
- Order: https://paneorder.com/ (own site; found by the scan of 2026-10-21, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/paneorder.com/order

## 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 challenge:checking your browser); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 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: yes

Keep watching this business (https://directindex.org/r/paneorder.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/paneorder.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=paneorder.com&force=1