# Cafe Mary Grace: Agent-Direct Score B (81.3%)

Site: https://marygracecafe.sg/
Report: https://directindex.org/r/marygracecafe.sg
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Cafe Mary Grace is mostly ready for agents.

## Direct links
- Book directly: https://inline.app/booking/-OoOOb11k5J0MXXFNO7m:inline-live-4/-OoOObBALu3ScjuUYES9 (through inline acting for the business)
- Order directly: https://marygracecafe.sg/products/double-chocolate-brownies (on the business's own site)

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Menu or price list lives on another site.** (+5 points) The link points to linktr.ee, so the credit and the traffic go there. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "Cafe Mary Grace",
  "url": "https://marygracecafe.sg/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Tras Street 52",
    "postalCode": "078991"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.2780202,
    "longitude": 103.8442713
  },
  "openingHours": "Tu-Su 09:00-18:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "09:00",
      "closes": "18:00"
    }
  ],
  "acceptsReservations": "https://inline.app/booking/-OoOOb11k5J0MXXFNO7m:inline-live-4/-OoOObBALu3ScjuUYES9",
  "hasMenu": "https://linktr.ee/cafemarygracesg",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://inline.app/booking/-OoOOb11k5J0MXXFNO7m:inline-live-4/-OoOObBALu3ScjuUYES9",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://marygracecafe.sg/products/double-chocolate-brownies",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## 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 through inline on your own domain.** No marketplace commission, and the guest stays yours.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
23 of 236 in Singapore cafes and bars. Top 10% 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 | 96% | yes |
| Publish the menu or price list as HTML | 83% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 17% | no |
| Have an llms.txt | 42% | yes |

Nearest places in the index: Bam Tapas Sake Bar (F, 39 m, https://directindex.org/r/bam.sg); Leopold (F, 73 m, https://directindex.org/r/leopold.sg); ReStore (F, 106 m, https://directindex.org/r/blogspot.com); 太平洋咖啡 (F, 172 m, https://directindex.org/r/pacificcoffee.com); Japan Rail Cafe (B, 214 m, https://directindex.org/r/linktr.ee); The Nourish Co. (D, 218 m, https://directindex.org/r/toastbox.com.sg); Kreams Café (B, 227 m, https://directindex.org/r/kreams.sg); Ma Cuisine (B, 269 m, https://directindex.org/r/macuisinesg.com); May Wong's Cafe (B, 284 m, https://directindex.org/r/smithandclarksonscafe.com); Bread & Hearth Artisinal Bakery Cafe (D, 369 m, https://directindex.org/r/superspin188.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 Shopify 58% (37% A or B, 1345 sites); This site 81.3%.

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

## Businesses like Cafe Mary Grace in Singapore cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Singapore cafes and bars | 236 | 48% | 33% | 81.3% |
| Built with Shopify in Singapore cafes and bars | 28 | 65% | 50% | 81.3% |
| Using inline in Singapore cafes and bars | 1 | 81% | 100% | 81.3% |
| Built with Shopify and using inline in Singapore cafes and bars | 1 | 81% | 100% | 81.3% |

The best of Built with Shopify in Singapore cafes and bars: Common Man Coffee Roasters (A 96.3%, https://directindex.org/r/commonmancoffeeroasters.com); Hvala (A 93.8%, https://directindex.org/r/hvala.com.sg); Brawn & Brains Coffee (A 87.5%, https://directindex.org/r/brawnandbrains.sg); Craftsmen Specialty Coffee (A 87.5%, https://directindex.org/r/craftsmencoffee.com); Rise (A 87.5%, https://directindex.org/r/risebakehouse.sg).

With the two fixes above (Structured data is incomplete; Menu or price list lives on another site) the score would be about 96.3%: first of 236 in Singapore cafes and bars.

## The direct record
What agents get for Cafe Mary Grace, as JSON: https://directindex.org/api/direct/marygracecafe.sg
- Book: https://inline.app/booking/-OoOOb11k5J0MXXFNO7m:inline-live-4/-OoOObBALu3ScjuUYES9 (vendor on own site: inline; found by the scan of 2026-10-14, not yet tested)
- Order: https://marygracecafe.sg/products/double-chocolate-brownies (own site; verified direct, 2026-10-14)
- Menu: https://linktr.ee/cafemarygracesg (external; from the scan)
- Hours: Tu-Su 09:00-18:00 (open now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/marygracecafe.sg/book, https://directindex.org/go/marygracecafe.sg/order, https://directindex.org/go/marygracecafe.sg/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 | 10 | 25 |
| Actionable | 30 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/marygracecafe.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: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/marygracecafe.sg/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=marygracecafe.sg&force=1