# Esters: Agent-Direct Score C (60%)

Site: https://www.estersn16.com/
Report: https://directindex.org/r/estersn16.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Esters is partly visible to agents.

## What to fix first
- **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Menu or price list is an image.** (+6 points) Agents cannot read it. Publish it as text. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+2 points) Missing: telephone. 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 (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": "Esters",
  "url": "https://www.estersn16.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Kynaston Road 55",
    "postalCode": "N16 0EB",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5600895,
    "longitude": -0.0780558
  },
  "openingHours": "Tu-Fr 09:00-15:30; Sa 09:00-18:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "09:00",
      "closes": "15:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "09:00",
      "closes": "18:00"
    }
  ],
  "hasMenu": "https://images.squarespace-cdn.com/content/v1/527be3fce4b0cb1231058a9f/1775717956324-O55QB42KH0JZ4YU0TNJ1/image-asset.jpeg"
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Esters

> cafe or coffee shop in Kynaston Road 55 N16 0EB London, London cafes and bars.

## Book or order directly

- Menu: https://images.squarespace-cdn.com/content/v1/527be3fce4b0cb1231058a9f/1775717956324-O55QB42KH0JZ4YU0TNJ1/image-asset.jpeg

## Opening hours

Tu-Fr 09:00-15:30; Sa 09:00-18:00

## About

- Website: https://www.estersn16.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).** address, opening hours

## Where it stands
1197 of 2497 in London cafes and bars. Top 48% 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% | yes |
| Structured data with address, phone and hours | 61% | no |
| Have an llms.txt | 14% | no |

Nearest places in the index: The Prince (B, 21 m, https://directindex.org/r/theprincen16.com); The Good Egg (C, 224 m, https://directindex.org/r/thegoodegg.co); The Blue Legume (F, 231 m, https://directindex.org/r/yfdabv11.com); The Auld Shillelagh (D, 238 m, https://directindex.org/r/theauldshillelagh.co.uk); Green Room Cafe (F, 247 m, https://directindex.org/r/greenroomcafe.uk); Acoustic Stokey Garden (F, 248 m, https://directindex.org/r/stokeygarden.co.uk); The White Hart (F, 269 m, https://directindex.org/r/anticlondon.com); Loading Bar (F, 281 m, https://directindex.org/r/loading.bar); Fanny's Bar (F, 291 m, https://directindex.org/r/fannysbar.com); The Londesborough (C, 325 m, https://directindex.org/r/thelondesborough.com).

## 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 Squarespace 65% (47% A or B, 7027 sites); This site 60%.

See what an AI agent reads on this site: https://directindex.org/r/estersn16.com/agent-view

## Businesses like Esters in London cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in London cafes and bars | 2497 | 51% | 35% | 60% |
| Built with Squarespace in London cafes and bars | 326 | 69% | 52% | 60% |

The best of Built with Squarespace in London cafes and bars: Humble Grape (A 100%, https://directindex.org/r/humblegrape.co.uk); Nightjar (A 100%, https://directindex.org/r/barnightjar.com); Balls (A 93.8%, https://directindex.org/r/shoreditchballs.com); Brags & Brams (A 93.8%, https://directindex.org/r/bragsandbrams.com); Coach and Horses (A 93.8%, https://directindex.org/r/thecoachandhorses.info).

With the three fixes above (No booking or ordering path at all; Menu or price list is an image; Structured data is incomplete) the score would be about 95.4%: 17th of 2,497 in London cafes and bars, up from 1197th.

## The direct record
What agents get for Esters, as JSON: https://directindex.org/api/direct/estersn16.com
- Book: none on record
- Order: none on record
- Menu: https://images.squarespace-cdn.com/content/v1/527be3fce4b0cb1231058a9f/1775717956324-O55QB42KH0JZ4YU0TNJ1/image-asset.jpeg (image; from the scan)
- Hours: Tu-Fr 09:00-15:30; Sa 09:00-18:00 (closed now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/estersn16.com/menu

## 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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 14 | 25 |
| Actionable | 0 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/estersn16.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: yes
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/estersn16.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=estersn16.com&force=1