# Think Coffee: Agent-Direct Score C (55.4%)

Site: https://thinkcoffee.com
Report: https://directindex.org/r/thinkcoffee.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Think Coffee is partly visible to agents.
An AI assistant can open Think Coffee's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to ezCater, a marketplace.

## Direct links
- Address: 43 W 32nd St, 10001-3805, New York
- Prices: 26 prices on the site, the middle one $23.00

## Nearby, also direct
Places near Think Coffee that take a booking or an order on their own website, with no marketplace in between.
- L'amour Lash Inc (20 m): https://directindex.org/r/lamourlashny.com
- Antoya Korean BBQ (30 m): https://directindex.org/r/anto.com
- Jongro Rice Hotdog (40 m): https://directindex.org/r/afternoonplace.com
- Gaonnuri (50 m): https://directindex.org/r/gaonnurinyc.com

## What to fix first
- **Ordering only through ezcater.** (+12 points) 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/online-ordering-without-delivery-apps
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. 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 page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## What the site tells visitors (Measured, not scored)
- **26 prices on the landing page, the middle one $23.00.** In New York, the middle price of comparable sites that show prices is $14.00.

## 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": "Organization",
  "name": "Think Coffee",
  "url": "https://thinkcoffee.com",
  "address": "43 W 32nd St, 10001-3805, New York",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.748207,
    "longitude": -73.987442
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
5645 of 11000 in New York. Top 51% 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% | no |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 59% | no |
| Have an llms.txt | 25% | yes |

Nearest places in the index: Udon Lab (D, 13 m, https://directindex.org/r/udonlabnewyork.com); L'amour Lash Inc (C, 15 m, https://directindex.org/r/lamourlashny.com); Antoya Korean BBQ (A, 26 m, https://directindex.org/r/anto.com); Nōksu (D, 34 m, https://directindex.org/r/noksunyc.com); High Speed System & Services (F, 41 m, https://directindex.org/r/highspeedsystems.com); Jongro Rice Hotdog (C, 42 m, https://directindex.org/r/afternoonplace.com); Turntable LP Bar & Karaoke (B, 53 m, https://directindex.org/r/turntable32.com); Gaonnuri (B, 54 m, https://directindex.org/r/gaonnurinyc.com); JuDam NYC (C, 55 m, https://directindex.org/r/judam-nyc.com); The Kunjip (F, 56 m, https://directindex.org/r/kunjip.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 13 everyday questions about New York and named 69 places. Think Coffee wasn't one of them. See who was named: https://directindex.org/city/new-york/recommended


Compared with its peers: Sites built with Shopify 47% (23% A or B, 12467 sites); Sites using ezCater 59% (29% A or B, 106 sites); This site 55.4%.

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

## Businesses like Think Coffee in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York | 11000 | 52% | 34% | 55.4% |
| Sites built with Shopify in New York | 206 | 65% | 44% | 55.4% |
| Sites using ezCater in New York | 17 | 61% | 35% | 55.4% |
| Sites built with Shopify and using ezCater in New York | 2 | 55% | 0% | 55.4% |

The best of the sites using ezCater in New York: 425 Restaurant by Jean-Georges (A 87.7%, https://directindex.org/r/425parkrestaurant.com); Broadway Slice (B 83.1%, https://directindex.org/r/broadwayslice.com); Ponty Bistro (B 73.8%, https://directindex.org/r/pontybistroharlem.com); T.K.K. Fried Chicken (B 73.8%, https://directindex.org/r/tkkusa.com); Gus and Marty's (B 72.3%, https://directindex.org/r/gusandmartys.com).

With the three fixes above (Ordering only through ezcater; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 336th of 11,000 in New York, up from 5645th.

## The direct record
What agents get for Think Coffee, as JSON: https://directindex.org/api/direct/thinkcoffee.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: none on record

## 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): yes
- 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
- Vendor terms for agents, ezCater: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 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/thinkcoffee.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: 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

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