# Abney Park Cafe: Agent-Direct Score C (55.4%)

Site: https://www.abneyparkcafe.com/
Report: https://directindex.org/r/abneyparkcafe.com
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
Abney Park Cafe is partly visible to agents.

## Direct links
- Phone: +44 20 3488 0002

## What to fix first, by points
- **No booking or ordering path at all.** (+13 points) Only a phone number or WhatsApp. Agents cannot act on those yet. Add a booking or ordering page. 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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: what to paste

Structured data, one block in the page head:

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Abney Park Cafe",
  "url": "https://www.abneyparkcafe.com/",
  "telephone": "+44 20 3488 0002",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5637572,
    "longitude": -0.0735303
  }
}
</script>
```

llms.txt draft:

```
# Abney Park Cafe

> cafe or coffee shop in London cafes and bars. Phone +44 20 3488 0002.

## About

- Website: https://www.abneyparkcafe.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (LocalBusiness).** but without address, phone or hours

## Where it stands
Rank 1310 of 2869 in London cafes and bars (top 46%).

| What the top tenth 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) | 95% | yes |
| Structured data with address, phone and hours | 56% | no |
| Have an llms.txt | 13% | no |

Nearest places in the index: 215 Hackney (D, 52 m, https://directindex.org/r/215hackney.co.uk); The Jolly Butchers (B, 135 m, https://directindex.org/r/jollybutchers.co.uk); The Axe (B, 167 m, https://directindex.org/r/theaxepub.com); The Three Crowns (D, 184 m, https://directindex.org/r/threecrownsn16.com); Loading Bar (F, 356 m, https://directindex.org/r/loading.bar); The Good Egg (C, 407 m, https://directindex.org/r/thegoodegg.co); The Blue Legume (F, 442 m, https://directindex.org/r/yfdabv11.com); The Auld Shillelagh (D, 458 m, https://directindex.org/r/theauldshillelagh.co.uk); Acoustic Stokey Garden (F, 472 m, https://directindex.org/r/stokeygarden.co.uk); Green Room Cafe (F, 473 m, https://directindex.org/r/greenroomcafe.uk).

## What assistants answer
Not asked yet. Assistants are asked about the top-ranked and claimed businesses in each city index.

Against its peers: Sites built with Squarespace average 64% (46% A or B, 6916 sites); this site 55.4%.

What an AI agent reads on this site: https://directindex.org/r/abneyparkcafe.com/agent-view

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 9 | 25 |
| actionable | 2 | 15 (action_test pending) |
| cited | 0 | 0 (probes pending) |

## Agent readiness (Cloudflare criteria)
Level 1 of 5: Basic Web Presence. Cloudflare's report: https://isitagentready.com/abneyparkcafe.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Methodology: https://directindex.org/methodology · Rescan: https://directindex.org/scan?url=abneyparkcafe.com&force=1