# Food For Thought: Agent-Direct Score B (84.6%)

Site: https://foodforthought.com.sg/
Report: https://directindex.org/r/foodmenu.guide
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.)
Food For Thought is mostly ready for agents.

## Direct links
- Order directly: https://foodmenu.guide/guides/ordering-and-delivery/ (on the business's own site)
- Menu: https://foodmenu.guide/

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. 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": "Restaurant",
  "name": "Food For Thought",
  "url": "https://foodforthought.com.sg/",
  "email": "events@foodforthought.com.sg",
  "address": {
    "@type": "PostalAddress",
    "addressLocality": "Singapore"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.2963202,
    "longitude": 103.8486192
  },
  "openingHours": "Su-Th 10:00-19:00; Fr-Sa 10:00-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday",
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "10:00",
      "closes": "19:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "10:00",
      "closes": "22:00"
    }
  ],
  "hasMenu": "https://foodmenu.guide/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://foodmenu.guide/guides/ordering-and-delivery/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Food For Thought

> restaurant in Singapore, Singapore.

## Book or order directly

- Order: https://foodmenu.guide/guides/ordering-and-delivery/ (on the business's own site)
- Menu: https://foodmenu.guide/

## Opening hours

Su-Th 10:00-19:00; Fr-Sa 10:00-22:00

## About

- Website: https://foodforthought.com.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
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
44 of 571 in Singapore. Top 8% 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 | 88% | yes |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 47% | no |
| Have an llms.txt | 28% | no |

Nearest places in the index: Le Jardin (B, 263 m, https://directindex.org/r/lejardin.com.sg); Saizeriya (D, 375 m, https://directindex.org/r/saizeriya.com.sg); Ramen Dining Keisuke Tokyo けいすけ東京 (B, 466 m, https://directindex.org/r/keisuke.sg); Victor's Kitchen (D, 497 m, https://directindex.org/r/victors-kitchen.com); NamNam (D, 534 m, https://directindex.org/r/namnam.net); Sushi Tei (B, 541 m, https://directindex.org/r/sushitei.com); Afuri (F, 555 m, https://directindex.org/r/afuri.com); Five Guys (B, 579 m, https://directindex.org/r/fiveguys.sg); Potato Corner (B, 580 m, https://directindex.org/r/potatocorner.com); Yuen Kee Dumpling (F, 586 m, https://directindex.org/r/yuanjiyunjiao.com.cn).

## 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.

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

## Businesses like Food For Thought in Singapore

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Singapore | 571 | 49% | 34% | 84.6% |

The best of Same kind in Singapore: East Coast Commune (A 100%, https://directindex.org/r/eccommune.com); Joo Bar Makegeolli Bar (A 100%, https://directindex.org/r/joo-bar.com); LAYALI Turkish Restaurant (A 100%, https://directindex.org/r/layali.sg); Fish & Co. NTP (A 96.3%, https://directindex.org/r/fish-co.com); 8 Korean BBQ (A 92.5%, https://directindex.org/r/8koreanbbq.com).

With the fix above (Structured data is incomplete) the score would be about 95.4%: 5th of 571 in Singapore, up from 44th.

## The direct record
What agents get for Food For Thought, as JSON: https://directindex.org/api/direct/foodmenu.guide
- Book: none on record
- Order: https://foodmenu.guide/guides/ordering-and-delivery/ (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://foodmenu.guide/ (html_page; from the scan)
- Hours: Su-Th 10:00-19:00; Fr-Sa 10:00-22:00 (closed now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/foodmenu.guide/order, https://directindex.org/go/foodmenu.guide/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 | 15 | 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/foodmenu.guide
- 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/foodmenu.guide/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=foodmenu.guide&force=1