# Crab at Bay Seafood Restaurant: Agent-Direct Score A (90.3%)

Site: http://www.crabatbay.com/
Report: https://directindex.org/r/crabatbay.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Crab at Bay Seafood Restaurant is ready for agents.
Some AI assistants are turned away by Crab at Bay Seafood Restaurant's website. It can read what Crab at Bay Seafood Restaurant offers. It finds a way to book or order directly, through crabatbay.oddle.me.

## Direct links
- Order directly: https://crabatbay.com/menu/ (on the business's own site)
- Menu: https://crabatbay.com/menu/
- Phone: +6567438366
- Address: MacPherson Road 540 368223 Singapore
- Prices: 11 prices on the site, the middle one SGD 80.00
- WhatsApp: a link on the site

## Nearby, also direct
Places near Crab at Bay Seafood Restaurant that take a booking or an order on their own website, with no marketplace in between.
- Liang Kee Teochew Restaurant (30 m): https://directindex.org/r/liangkeerestaurant.com
- Daebak Korean Cuisine (90 m): https://directindex.org/r/daebak.sg
- House Of Samosas (230 m): https://directindex.org/r/houseofsamosas.com
- The Boneless Kitchen (430 m): https://directindex.org/r/thebonelesskitchen.com
- Yuan Xin Vegetarian Buffet Cuisine (450 m): https://directindex.org/r/yuanxin.com.sg

## What to fix first
- **The server turns AI crawlers away at the door.** (+3.3 points) Requests as GPTBot (http_429) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website

## What the site tells visitors (Measured, not scored)
- **11 prices on the landing page, the middle one SGD 80.00.** In Singapore, the middle price of comparable sites that show prices is SGD 20.00.

## 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": "Restaurant",
  "name": "Crab at Bay Seafood Restaurant",
  "url": "http://www.crabatbay.com/",
  "telephone": "+6567438366",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "MacPherson Road 540",
    "postalCode": "368223",
    "addressLocality": "Singapore"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.3324024,
    "longitude": 103.8848421
  },
  "servesCuisine": [
    "regional"
  ],
  "hasMenu": "https://crabatbay.com/menu/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://crabatbay.com/menu/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Structured data found (Restaurant).** address, phone
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
161 of 2660 in Singapore. Top 6% 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 | 97% | yes |
| Publish the menu or price list as HTML | 89% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | no |
| Structured data with address, phone and hours | 53% | no |
| Have an llms.txt | 49% | yes |

Nearest places in the index: Yi Jia South Village Seafood Restaurant (D, 13 m, https://directindex.org/r/yijiasouthvillage.com.sg); Liang Kee Teochew Restaurant (B, 29 m, https://directindex.org/r/liangkeerestaurant.com); Daebak Korean Cuisine (C, 86 m, https://directindex.org/r/daebak.sg); House Of Samosas (C, 234 m, https://directindex.org/r/houseofsamosas.com); Kushi Japanese Dining (F, 376 m, https://directindex.org/r/kushidining.sg); Oasis Taiwan Porridge (D, 426 m, https://directindex.org/r/oasisbay.com.sg); The Boneless Kitchen (B, 429 m, https://directindex.org/r/thebonelesskitchen.com); Yuan Xin Vegetarian Buffet Cuisine (B, 446 m, https://directindex.org/r/yuanxin.com.sg); Fat Queen Cooks (B, 508 m, https://directindex.org/r/fatqueencooks.com); Kei Kaisendon (B, 554 m, https://directindex.org/r/keikaisendon.com).

## 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.

The assistants were asked 22 everyday questions about Singapore and named 159 places. Crab at Bay Seafood Restaurant wasn't one of them. See who was named: https://directindex.org/city/singapore/recommended


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 90.3%.

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

## Businesses like Crab at Bay Seafood Restaurant in Singapore

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Singapore | 2660 | 54% | 34% | 90.3% |
| Sites built with WordPress in Singapore | 852 | 63% | 41% | 90.3% |

The best of the sites built with WordPress in Singapore: Akasa | Indian Restaurant Singapore (A 100%, https://directindex.org/r/akasa.sg); Artemis Grill and Sky Bar (A 100%, https://directindex.org/r/artemisgrill.com.sg); Awadh (A 100%, https://directindex.org/r/themanor.sg); Byblos Grill (A 100%, https://directindex.org/r/byblosgrillsg.com); COCA Restaurant (A 100%, https://directindex.org/r/coca.com.sg).

With the two fixes above (The server turns AI crawlers away at the door; Structured data is incomplete), the score would be about 100%, which would be first of 2,660 in Singapore.

## The direct record
What agents get for Crab at Bay Seafood Restaurant, as JSON: https://directindex.org/api/direct/crabatbay.com
- Book: none on record
- Order: https://crabatbay.com/menu/ (own site; found by the scan of 2026-10-22, not yet tested)
- Menu: https://crabatbay.com/menu/ (html_page; from the scan)
- Hours: none on record
- Phone: +6567438366
- Stable links that count: https://directindex.org/go/crabatbay.com/order, https://directindex.org/go/crabatbay.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): 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 21.7 | 25 |
| Readable | 22 | 25 |
| Actionable | 15 | 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/crabatbay.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: yes
- 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

Keep watching this business (https://directindex.org/r/crabatbay.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/crabatbay.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=crabatbay.com&force=1