# Busy Bee Cafe: Agent-Direct Score D (49.2%)

Site: http://coffeebusybee.com/
Report: https://directindex.org/r/coffeebusybee.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.)
Busy Bee Cafe is hard for agents to use.
An AI assistant can open Busy Bee Cafe's website. It can read what Busy Bee Cafe offers. It can't find a link to book or order online.

## Direct links
- Menu: https://coffeebusybee.com/menu.html
- Address: Leavitt Street 35-20 11354 Flushing
- Its menu mentions: vegetarian dishes
- Prices: 10 prices on the site, the middle one $5.88

## Nearby, also direct
Places near Busy Bee Cafe that take a booking or an order on their own website, with no marketplace in between.
- Jing Si Books & Cafe (40 m): https://directindex.org/r/jingsi.shop
- The Attic (240 m): https://directindex.org/r/theattic136.com
- The Duo Coffee & Cocktail Bar (320 m): https://directindex.org/r/theduocoffeebar.com
- Izakaya Nana (350 m): https://directindex.org/r/izakayanana.com

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **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 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

## What the site tells visitors (Measured, not scored)
- **10 prices on the landing page, the middle one $5.88.** 

## 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": "CafeOrCoffeeShop",
  "name": "Busy Bee Cafe",
  "url": "http://coffeebusybee.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Leavitt Street 35-20",
    "postalCode": "11354",
    "addressLocality": "Flushing"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.764372,
    "longitude": -73.8290101
  },
  "hasMenu": "https://coffeebusybee.com/menu.html"
}
</script>
```

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

```
# Busy Bee Cafe

> cafe or coffee shop in Leavitt Street 35-20 11354 Flushing, New York cafes and bars.

## Book or order directly

- Menu: https://coffeebusybee.com/menu.html

## About

- Website: http://coffeebusybee.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.** There's no robots.txt, which means everything is allowed.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
2187 of 4076 in New York cafes and bars. Top 54% 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% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 22% | no |

Nearest places in the index: Jing Si Books & Cafe (B, 41 m, https://directindex.org/r/jingsi.shop); Moon Bar Rooftop (F, 114 m, https://directindex.org/r/theone-ny.com); Moon Café (F, 202 m, https://directindex.org/r/mooncafenyc.com); Artisan (D, 233 m, https://directindex.org/r/artisan.ba); The Attic (C, 237 m, https://directindex.org/r/theattic136.com); IYKYK (D, 239 m, https://directindex.org/r/iykykny.com); The Duo Coffee & Cocktail Bar (C, 323 m, https://directindex.org/r/theduocoffeebar.com); Izakaya Nana (A, 353 m, https://directindex.org/r/izakayanana.com); Rose House (C, 385 m, https://directindex.org/r/queenscrossing.com); Red Cali Lounge (A, 398 m, https://directindex.org/r/caferedli.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.


Compared with its peers: Sites built with GoDaddy Website Builder 36% (9% A or B, 3331 sites); This site 49.2%.

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

## Businesses like Busy Bee Cafe 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 | 4076 | 48% | 26% | 49.2% |
| Sites built with GoDaddy Website Builder in New York cafes and bars | 74 | 37% | 18% | 49.2% |

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 two fixes above (No structured data for the business; No booking or ordering link on the website), the score would be about 95.4%. That would be 44th of 4,076 in New York cafes and bars, up from 2187th.

## The direct record
What agents get for Busy Bee Cafe, as JSON: https://directindex.org/api/direct/coffeebusybee.com
- Book: none on record
- Order: none on record
- Menu: https://coffeebusybee.com/menu.html (html_page; from the scan)
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/coffeebusybee.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

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

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/coffeebusybee.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- 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: no

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