# Pure Thai Cookhouse: Agent-Direct Score D (53.8%)

Site: https://www.purethaicookhouse.com/
Report: https://directindex.org/r/purethaicookhouse.com
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.)
Pure Thai Cookhouse is hard for agents to use.

## Direct links
- Menu: https://www.purethaicookhouse.com/menu
- Phone: +1-212-581-0999

## 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
- **Booking only through opentable.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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": "Pure Thai Cookhouse",
  "url": "https://www.purethaicookhouse.com/",
  "telephone": "+1-212-581-0999",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "9th Avenue 766",
    "postalCode": "10019"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7642433,
    "longitude": -73.9881105
  },
  "openingHours": "Mo-Th 12:00-22:00; Fr-Sa 12:00-23:00; Su off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "12:00",
      "closes": "22:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "12:00",
      "closes": "23:00"
    }
  ],
  "servesCuisine": [
    "thai"
  ],
  "hasMenu": "https://www.purethaicookhouse.com/menu"
}
</script>
```

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

```
# Pure Thai Cookhouse

> restaurant (thai) in 9th Avenue 766 10019, New York. Phone +1-212-581-0999.

## Book or order directly

- Menu: https://www.purethaicookhouse.com/menu

## Opening hours

Mo-Th 12:00-22:00; Fr-Sa 12:00-23:00; Su off

## About

- Website: https://www.purethaicookhouse.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.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **OpenTable lets agents act only through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them.

## Where it stands
2471 of 4270 in New York. Top 58% 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% | no |
| Publish the menu or price list as HTML | 99% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Chalong Southern Thai (A, 75 m, https://directindex.org/r/chalongnyc.com); Noodies Thai Kitchen (D, 249 m, https://directindex.org/r/88-jackpot.com); Qi (F, 280 m, https://directindex.org/r/chaanteng.com); Thai Chai Kitchen (B, 404 m, https://directindex.org/r/chaithaikitchen.com); Pongsri (F, 417 m, https://directindex.org/r/pongsri.net); Tam Mai Thai (C, 936 m, https://directindex.org/r/tammaithai.com); Mitr Thai (A, 1049 m, https://directindex.org/r/mitrthainyc.com); Gai Chicken & Rice (C, 1784 m, https://directindex.org/r/gainyc.com); Su Khum Vit 51 (C, 1835 m, https://directindex.org/r/sukhumvit51.com); Tam Sang (C, 1883 m, https://directindex.org/r/tamsang-nyc.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 Squarespace 65% (48% A or B, 7098 sites); Sites using OpenTable 67% (43% A or B, 1462 sites); This site 53.8%.

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

## Businesses like Pure Thai Cookhouse in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 53.8% |
| Built with Squarespace in New York | 584 | 74% | 65% | 53.8% |
| Using OpenTable in New York | 154 | 73% | 57% | 53.8% |
| Built with Squarespace and using OpenTable in New York | 18 | 76% | 72% | 53.8% |

The best of Built with Squarespace and using OpenTable in New York: Persepolis (A 93.8%, https://directindex.org/r/persepolisnewyork.com); BLACKBARN Restaurant (A 92.3%, https://directindex.org/r/blackbarnrestaurant.com); Greek Taverna (A 87.7%, https://directindex.org/r/greektavernausa.com); Muse (A 86.2%, https://directindex.org/r/musebklyn.com); Yopparai Ronin (A 86.2%, https://directindex.org/r/yopparainyc.com).

With the two fixes above (No structured data for the business; Booking only through opentable) the score would be about 95.4%: 74th of 4,270 in New York, up from 2471st.

## The direct record
What agents get for Pure Thai Cookhouse, as JSON: https://directindex.org/api/direct/purethaicookhouse.com
- Book: none on record
- Order: none on record
- Menu: https://www.purethaicookhouse.com/menu (html_page; from the scan)
- Hours: Mo-Th 12:00-22:00; Fr-Sa 12:00-23:00; Su off (closed now) (from OpenStreetMap)
- Phone: +1-212-581-0999
- Stable links that count: https://directindex.org/go/purethaicookhouse.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): 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
- Vendor terms for agents, OpenTable: Partners only. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 25 |
| Actionable | 3 | 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/purethaicookhouse.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: 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/purethaicookhouse.com/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=purethaicookhouse.com&force=1