# Thai Noodle Cafe: Agent-Direct Score C (61.5%)

Site: https://thainoodlecafe.com
Report: https://directindex.org/r/fnfmandal.no
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.)
Thai Noodle Cafe is partly visible to agents.

## Direct links
- Order directly: https://fnfmandal.no/takeaway-meny-2/ (on the business's own site)
- Phone: +1 617-932-1156

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **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": "Thai Noodle Cafe",
  "url": "https://thainoodlecafe.com",
  "telephone": "+1 617-932-1156",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Belmont Street 289",
    "postalCode": "02478",
    "addressLocality": "Belmont"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.377089,
    "longitude": -71.1635956
  },
  "servesCuisine": [
    "thai"
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://fnfmandal.no/takeaway-meny-2/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Thai Noodle Cafe

> restaurant (thai) in Belmont Street 289 02478 Belmont, Boston. Phone +1 617-932-1156.

## Book or order directly

- Order: https://fnfmandal.no/takeaway-meny-2/ (on the business's own site)

## About

- Website: https://thainoodlecafe.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.** There is no robots.txt, which allows everything.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
446 of 834 in Boston. Top 53% 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 | 100% | yes |
| Publish the menu or price list as HTML | 98% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 42% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Fordee's (C, 815 m, https://directindex.org/r/myfordees.com); Joyful Garden (C, 1439 m, https://directindex.org/r/joyful.boston); Pho O Sha (D, 1479 m, https://directindex.org/r/phoosha.com); Jersey Mike's Subs (B, 1715 m, https://directindex.org/r/jerseymikes.com); Tori Jiro (C, 1770 m, https://directindex.org/r/torijirousa.com); Condessa (C, 1792 m, https://directindex.org/r/condesarestaurant.com); Super Fusion Cuisine II (C, 1970 m, https://directindex.org/r/superfusionsushi.com); Ritcey East (B, 2033 m, https://directindex.org/r/ritceyeast.com); Sichuan Cuisine (C, 2063 m, https://directindex.org/r/sichuancuisinema.com); Ma Magoo's (F, 2124 m, https://directindex.org/r/foodtecsolutions.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.

See what an AI agent reads on this site: https://directindex.org/r/fnfmandal.no/agent-view

Read by AI agents 6 times this month (ClaudeBot 6).

## Businesses like Thai Noodle Cafe in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Boston | 834 | 53% | 41% | 61.5% |

The best of Same kind in Boston: Aquapazza (A 100%, https://directindex.org/r/aquapazza-boston.com); Bonchon Cambridge (A 100%, https://directindex.org/r/bonchon.com); Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Otto Pizza (A 100%, https://directindex.org/r/ottoportland.com); Taco Bell Cantina (A 100%, https://directindex.org/r/tacobell.com).

With the two fixes above (No structured data for the business; No menu or price list found) the score would be about 95.4%: 16th of 834 in Boston, up from 446th.

This site appears in 2 cities (2 places on fnfmandal.no). https://directindex.org/brand/fnfmandal.no

## The direct record
What agents get for Thai Noodle Cafe, as JSON: https://directindex.org/api/direct/fnfmandal.no
- Book: none on record
- Order: https://fnfmandal.no/takeaway-meny-2/ (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: +1 617-932-1156
- Stable links that count: https://directindex.org/go/fnfmandal.no/order
- Agents and people followed 1 direct link to this business this month (1 by AI agents).

## 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 | 0 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/fnfmandal.no
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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: no

Deep report: https://directindex.org/r/fnfmandal.no/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=fnfmandal.no&force=1