# Bunny&Bro Coffee: Agent-Direct Score F (15.4%)

Site: https://bunnybrocoffee.com/
Report: https://directindex.org/r/bunnybrocoffee.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.)
Bunny&Bro Coffee is largely invisible to agents.
AI assistants can't open Bunny&Bro Coffee's website, so they go by what other sites say about it.

## Direct links
- Phone: +16468507888
- Address: 20 W 43rd St, 10036, New York

## Nearby, also direct
Places near Bunny&Bro Coffee that take a booking or an order on their own website, with no marketplace in between.
- Proper Food (170 m): https://directindex.org/r/properfood.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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
- **Structured data is incomplete.** (+5 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## What the site tells visitors (Measured, not scored)
- **The footer says © 2024.** Visitors and assistants may read that year as the last time anyone looked after the site. In New York, 73% of comparable sites that show a year say 2025 or later.

## 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": "Bunny&Bro Coffee",
  "url": "https://bunnybrocoffee.com/",
  "telephone": "+16468507888",
  "address": "20 W 43rd St, 10036, New York",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.75454945,
    "longitude": -73.98154555
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Structured data found (LocalBusiness).** address

## Where it stands
3405 of 4114 in New York cafes and bars. Top 83% 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 | 97% | no |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | no |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 23% | no |

Nearest places in the index: City Cafe (D, 65 m, https://directindex.org/r/citycafesnyc.com); Jane Doe Bar & Restaurant (D, 79 m, https://directindex.org/r/janedoenyc.com); Forty Four (D, 128 m, https://directindex.org/r/royaltonhotel.com); Lantern's Keep (D, 143 m, https://directindex.org/r/iroquoisny.com); Pan d'oro (C, 166 m, https://directindex.org/r/pandoronyc.com); 501 5 Av Co. (D, 169 m, https://directindex.org/r/abramsonbrothers.com); Proper Food (B, 174 m, https://directindex.org/r/properfood.com); Kevin's Pub (C, 182 m, https://directindex.org/r/kevinspubnyc.com); The Dawson (B, 183 m, https://directindex.org/r/thedawsonnyc.com); Megan's (C, 185 m, https://directindex.org/r/megansbarandkitchen.net).

## 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.


Compared with its peers: Sites built with GoDaddy Website Builder 35% (9% A or B, 7300 sites); This site 15.4%.

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

## Businesses like Bunny&Bro Coffee in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York cafes and bars | 4114 | 48% | 27% | 15.4% |
| Sites built with GoDaddy Website Builder in New York cafes and bars | 74 | 37% | 18% | 15.4% |

The best of the sites built with GoDaddy Website Builder in New York cafes and bars: Bisou Wine Bar (A 92.3%, https://directindex.org/r/bisoubarnyc.com); Central Park Cafe (A 87.7%, https://directindex.org/r/centralparkcafe.com); Henry Street Ale House (A 87.7%, https://directindex.org/r/henrystreetalehouse.com); Java Joe (B 84.6%, https://directindex.org/r/javajoebrooklyn.com); The Franklin Wine Bar & Bistro (B 84.6%, https://directindex.org/r/thefranklinwinebar.com).

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No booking or ordering link on the website; No menu or price list found), the score would be about 87.7%. That would be 248th of 4,114 in New York cafes and bars, up from 3405th.

## The direct record
What agents get for Bunny&Bro Coffee, as JSON: https://directindex.org/api/direct/bunnybrocoffee.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +16468507888

## 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

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 10 | 25 |
| Actionable | 0 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

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