# Science Gallery Café: Agent-Direct Score C (63.1%)

Site: https://london.sciencegallery.com/
Report: https://directindex.org/r/sciencegallery.com
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
Science Gallery Café is partly visible to agents.

## Direct links
- Phone: +44 20 7848 6000

## 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.** (+1 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, one block in the page head:

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Science Gallery Café",
  "url": "https://london.sciencegallery.com/",
  "telephone": "+44 20 7848 6000",
  "email": "sciencegallery@kcl.ac.uk",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Great Maze Pond",
    "postalCode": "SE1 9GU",
    "addressLocality": "London"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 51.5041545,
    "longitude": -0.0875151
  },
  "openingHours": "Mo-Fr 08:30-18:00; Sa 10:00-17:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "08:30",
      "closes": "18:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "10:00",
      "closes": "17:00"
    }
  ]
}
</script>
```

llms.txt draft:

```
# Science Gallery Café

> cafe or coffee shop in Great Maze Pond SE1 9GU London, London cafes and bars. Phone +44 20 7848 6000.

## Opening hours

Mo-Fr 08:30-18:00; Sa 10:00-17:00

## About

- Website: https://london.sciencegallery.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
Rank 1060 of 2869 in London cafes and bars (top 37%).

| 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: Bunch of Grapes (B, 149 m, https://directindex.org/r/bunchofgrapesborough.co.uk); Nancy's (A, 225 m, https://directindex.org/r/nancys.co.uk); Southwark Tavern (B, 241 m, https://directindex.org/r/thesouthwarktavern.co.uk); St Christopher's Inn (C, 246 m, https://directindex.org/r/st-christophers.co.uk); The Barrowboy & Banker (A, 246 m, https://directindex.org/r/barrowboy-and-banker.co.uk); The Roasting Plant Coffeeshop (B, 259 m, https://directindex.org/r/roastingplant.co.uk); The Sheaf (C, 262 m, https://directindex.org/r/gamechi.space); The Shipwrights Arms (D, 279 m, https://directindex.org/r/shipwrightsarms.co.uk); The Market Porter (D, 296 m, https://directindex.org/r/themarketporter.co.uk); The Horseshoe Inn (B, 305 m, https://directindex.org/r/thehorseshoeinnpub.co.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 63.1%.

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

Read by AI agents 8 times this month.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 14 | 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/sciencegallery.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=sciencegallery.com&force=1