# Klin Thai West Roxbury: Agent-Direct Score C (56.3%)

Site: https://klinthai.com/
Report: https://directindex.org/r/klinthai.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Klin Thai West Roxbury is partly visible to agents.
Some AI assistants are turned away by Klin Thai West Roxbury's website. It can read what Klin Thai West Roxbury offers. To book or order, it is sent to OpenTable, a marketplace.

## Direct links
- Order directly: https://klinthai.com/online-ordering/ (on the business's own site)
- Menu: https://klinthai.com/menu/
- Phone: +16174773348
- Address: 1894 Centre St, 02132, Boston

## Nearby, also direct
Places near Klin Thai West Roxbury that take a booking or an order on their own website, with no marketplace in between.
- West Garden (20 m): https://directindex.org/r/westgardenrestaurant.com
- Boston Ale House (50 m): https://directindex.org/r/bostonalehousegroup.com
- Bread Thyme (100 m): https://directindex.org/r/breadthyme.com
- Phu-Ket Thai Restaurant (130 m): https://directindex.org/r/phuketthaiboston.com
- West Napoli Pizza (220 m): https://directindex.org/r/westnapolipizza.com

## 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). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **The server turns AI crawlers away at the door.** (+6.7 points) Requests as GPTBot (http_403), ClaudeBot (http_403) 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
- **robots.txt blocks GPTBot, ClaudeBot, Google-Extended.** (+3.7 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **Booking only through opentable.** (no points, but worth doing) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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": "LocalBusiness",
  "name": "Klin Thai West Roxbury",
  "url": "https://klinthai.com/",
  "telephone": "+16174773348",
  "address": "1894 Centre St, 02132, Boston",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.28542987,
    "longitude": -71.15592315
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://klinthai.com/online-ordering/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

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

```
# Klin Thai West Roxbury

> local business (thai) in 1894 Centre St, 02132, Boston, Boston. Phone +16174773348.

## Book or order directly

- Order: https://klinthai.com/online-ordering/ (on the business's own site)
- Menu: https://klinthai.com/menu/

## About

- Website: https://klinthai.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **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
750 of 1416 in Boston. Top 53% 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 | 100% | yes |
| Publish the menu or price list as HTML | 99% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 58% | no |
| Have an llms.txt | 33% | no |

Nearest places in the index: Somtum Modern Thai Cuisine (C, 8 m, https://directindex.org/r/somtummodernthai.com); West Garden (B, 16 m, https://directindex.org/r/westgardenrestaurant.com); Boston Ale House (C, 49 m, https://directindex.org/r/bostonalehousegroup.com); Rox Diner (C, 56 m, https://directindex.org/r/roxdiner.com); River Grille Restaurant & Cafe (F, 87 m, https://directindex.org/r/rivergrilleonline.com); Bread Thyme (B, 95 m, https://directindex.org/r/breadthyme.com); Phu-Ket Thai Restaurant (B, 132 m, https://directindex.org/r/phuketthaiboston.com); Westbury Restaurant (F, 192 m, https://directindex.org/r/westbury.net); West Napoli Pizza (D, 218 m, https://directindex.org/r/westnapolipizza.com); Maria's Kitchen (A, 242 m, https://directindex.org/r/mariaskitchenboston.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 12 everyday questions about Boston and named 63 places. Klin Thai West Roxbury wasn't one of them. See who was named: https://directindex.org/city/boston/recommended


Compared with its peers: Sites built with WordPress 57% (28% A or B, 145483 sites); Sites using OpenTable 65% (38% A or B, 3121 sites); This site 56.3%.

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

## Businesses like Klin Thai West Roxbury in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Boston | 1416 | 53% | 37% | 56.3% |
| Sites built with WordPress in Boston | 288 | 64% | 43% | 56.3% |
| Sites using OpenTable in Boston | 105 | 75% | 66% | 56.3% |
| Sites built with WordPress and using OpenTable in Boston | 29 | 73% | 66% | 56.3% |

The best of the sites built with WordPress and using OpenTable in Boston: Mare Oyster Bar (A 100%, https://directindex.org/r/mareoysterbar.com); Trattoria Il Panino (A 100%, https://directindex.org/r/trattoriailpanino.com); Papa Razzi (A 95.4%, https://directindex.org/r/paparazzitrattoria.com); Nico Ristorante (B 81.5%, https://directindex.org/r/nicoboston.com); Vejigantes Restaurant (B 81.5%, https://directindex.org/r/vejigantesrestaurant.com).

With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; robots.txt blocks GPTBot, ClaudeBot, Google-Extended), the score would be about 95.4%. That would be 42nd of 1,416 in Boston, up from 750th.

## The direct record
What agents get for Klin Thai West Roxbury, as JSON: https://directindex.org/api/direct/klinthai.com
- Book: none on record
- Order: https://klinthai.com/online-ordering/ (own site; found by the scan of 2026-10-23, not yet tested)
- Menu: https://klinthai.com/menu/ (html_page; from the scan)
- Hours: none on record
- Phone: +16174773348
- Stable links that count: https://directindex.org/go/klinthai.com/order, https://directindex.org/go/klinthai.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

Found one hop past the home page: booking page /online-ordering/: ordering via chownow.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 14.6 | 25 |
| Readable | 7 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 2 of 5, Bot-Aware. Cloudflare's report: https://isitagentready.com/klinthai.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: yes
- 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

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