# Les Bouchons Rochester: Agent-Direct Score B (75.4%)

Site: https://www.lesbouchons.sg/
Report: https://directindex.org/r/lesbouchons.sg
Scanned: 2026-10-14 (provisional: the action test and the assistant citation check pending)
Les Bouchons Rochester is mostly ready for agents.

## Direct links
- Book: https://www.lesbouchons.sg/reservations (on the business's own site)
- Phone: +65 6904 8972

## What to fix first, by points
- **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
- **Ordering through an unrecognised third party.** (no points, still worth doing) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **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": "Restaurant",
  "name": "Les Bouchons Rochester",
  "url": "https://www.lesbouchons.sg/",
  "telephone": "+65 6904 8972",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Rochester Park 10",
    "postalCode": "139221",
    "addressLocality": "Singapore"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.3062277,
    "longitude": 103.7875897
  },
  "servesCuisine": [
    "french",
    "steak house",
    "wine bar"
  ],
  "acceptsReservations": "https://www.lesbouchons.sg/reservations",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.lesbouchons.sg/reservations",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

llms.txt draft:

```
# Les Bouchons Rochester

> restaurant (french, steak house, wine bar) in Rochester Park 10 139221 Singapore, Singapore. Phone +65 6904 8972.

## Book or order directly

- Book: https://www.lesbouchons.sg/reservations (on the business's own site)

## About

- Website: https://www.lesbouchons.sg/
- 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 (Organization).** but without address, phone or hours
- **Booking on your own site.** Agents can book without a marketplace in the loop.

## Where it stands
Rank 116 of 710 in Singapore (top 16%).

| What the top tenth does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 88% | yes |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 38% | no |
| Have an llms.txt | 29% | no |

Nearest places in the index: Pies & Coffee (F, 86 m, https://directindex.org/r/piesncoffee.com); Hui Oriental Rochester (B, 100 m, https://directindex.org/r/honeyhole.events); Nando's (B, 129 m, https://directindex.org/r/nandos.com.sg); Texas Chicken (D, 137 m, https://directindex.org/r/texaschicken.com); Chingu Dining Rochester (A, 141 m, https://directindex.org/r/chingu.com.sg); PizzaExpress (C, 159 m, https://directindex.org/r/pizzaexpress.com); Watami Japanese Dining (B, 173 m, https://directindex.org/r/watami.com.sg); Cali Cafe (B, 200 m, https://directindex.org/r/cali.sg); Da Paolo BistroBar (D, 227 m, https://directindex.org/r/dapaolo.com.sg); Peach Garden @ The Metropolis (A, 412 m, https://directindex.org/r/peachgarden.com.sg).

## 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 WordPress average 57% (26% A or B, 35830 sites); this site 75.4%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| reachable | 25 | 25 |
| readable | 9 | 25 |
| actionable | 15 | 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/lesbouchons.sg
- 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=lesbouchons.sg&force=1