# Hungry Ghost Coffee: Agent-Direct Score B (80%)

Site: https://www.hungryghostcoffee.com/location/clinton-hill/
Report: https://directindex.org/r/hungryghostcoffee.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.)
Hungry Ghost Coffee is mostly ready for agents.

## Direct links
- Order directly: https://getbento.com/?utm_source=header&utm_campaign=hungryghostcoffee.com (through bentobox acting for the business)
- Menu: https://www.hungryghostcoffee.com/menu/coffee/

## What to fix first
- **Structured data is incomplete.** (+5 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **BentoBox's terms do not allow agents; a direct form on your own site would.** (+5 points) BentoBox's terms of service (5 January 2023) say you will not use automated means, including spiders, robots, crawlers or data mining tools, except search engines; no agent programme was found. Read 2026-10-15: https://getbento.com/terms. An agent that books or orders there acts against the vendor's terms; a form or booking page on your own domain has no such limit. 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": "CafeOrCoffeeShop",
  "name": "Hungry Ghost Coffee",
  "url": "https://www.hungryghostcoffee.com/location/clinton-hill/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Fulton Street 810",
    "postalCode": "11238"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.6836366,
    "longitude": -73.9681287
  },
  "openingHours": "Mo-Su 07:00-19:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "07:00",
      "closes": "19:00"
    }
  ],
  "hasMenu": "https://www.hungryghostcoffee.com/menu/coffee/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://getbento.com/?utm_source=header&amp;utm_campaign=hungryghostcoffee.com",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Hungry Ghost Coffee

> cafe or coffee shop in Fulton Street 810 11238, New York cafes and bars.

## Book or order directly

- Order: https://getbento.com/?utm_source=header&amp;utm_campaign=hungryghostcoffee.com (through bentobox acting for the business)
- Menu: https://www.hungryghostcoffee.com/menu/coffee/

## Opening hours

Mo-Su 07:00-19:00

## About

- Website: https://www.hungryghostcoffee.com/location/clinton-hill/
- 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 (FoodEstablishment).** address
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through bentobox on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
279 of 1612 in New York cafes and bars. Top 17% 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 | 98% | yes |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | yes |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 11% | no |

Nearest places in the index: Bar Francis (B, 11 m, https://directindex.org/r/barfrancisnyc.com); Vessel Bar & Grill (D, 54 m, https://directindex.org/r/feedmillrestaurant.com); Baby Jane's (F, 62 m, https://directindex.org/r/dickandjanesbk.com); Hanson Dry (F, 160 m, https://directindex.org/r/hugedomains.com); Hops Hill (F, 219 m, https://directindex.org/r/hops-hill.com); Mayflower (F, 327 m, https://directindex.org/r/aitarestaurant.com); Ciao Gloria (C, 350 m, https://directindex.org/r/ciaogloria.com); Prima Brooklyn (F, 386 m, https://directindex.org/r/primabrooklyn.com); Casanara (C, 396 m, https://directindex.org/r/casanaranyc.com); Bier Wax (D, 404 m, https://directindex.org/r/bierwaxnyc.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 BentoBox 84% (96% A or B, 951 sites); Sites using BentoBox 83% (93% A or B, 357 sites); This site 80%.

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

## Businesses like Hungry Ghost Coffee in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1612 | 46% | 30% | 80% |
| Built with BentoBox in New York cafes and bars | 109 | 84% | 94% | 80% |
| Using BentoBox in New York cafes and bars | 55 | 82% | 89% | 80% |
| Built with BentoBox and using BentoBox in New York cafes and bars | 54 | 82% | 89% | 80% |

The best of Built with BentoBox and using BentoBox in New York cafes and bars: Nurse Bettie (A 96.3%, https://directindex.org/r/nursebettie.com); The Broken Shaker (A 96.3%, https://directindex.org/r/brokenshaker.com); Manhatta (A 90.8%, https://directindex.org/r/manhattarestaurant.com); Ophelia Lounge NYC (A 90.8%, https://directindex.org/r/opheliany.com); Sundays Well (A 90.8%, https://directindex.org/r/sundayswellnyc.com).

With the two fixes above (Structured data is incomplete; BentoBox's terms do not allow agents; a direct form on your own site would) the score would be about 95.4%: 8th of 1,612 in New York cafes and bars, up from 279th.

## The direct record
What agents get for Hungry Ghost Coffee, as JSON: https://directindex.org/api/direct/hungryghostcoffee.com
- Book: none on record
- Order: https://getbento.com/?utm_source=header&amp;utm_campaign=hungryghostcoffee.com (vendor on own site: BentoBox; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.hungryghostcoffee.com/menu/coffee/ (html_page; from the scan)
- Hours: Mo-Su 07:00-19:00 (closed now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/hungryghostcoffee.com/order, https://directindex.org/go/hungryghostcoffee.com/menu
- 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
- Vendor terms for agents, BentoBox: No. BentoBox's terms of service (5 January 2023) say you will not use automated means, including spiders, robots, crawlers or data mining tools, except search engines; no agent programme was found. Read 2026-10-15: https://getbento.com/terms

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 17 | 25 |
| Actionable | 10 | 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/hungryghostcoffee.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: 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: yes

Deep report: https://directindex.org/r/hungryghostcoffee.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=hungryghostcoffee.com&force=1