# Nunu Chocolates Cafe & Tap Room: Agent-Direct Score D (50.8%)

Site: http://nunuchocolates.com
Report: https://directindex.org/r/nunuchocolates.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.)
Nunu Chocolates Cafe & Tap Room is hard for agents to use.
An AI assistant can open Nunu Chocolates Cafe & Tap Room's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Phone: (718) 622-3212
- Address: 179 5th Ave, 11217, Brooklyn

## Nearby, also direct
Places near Nunu Chocolates Cafe & Tap Room that take a booking or an order on their own website, with no marketplace in between.
- Union Hall (130 m): https://directindex.org/r/unionhallny.com
- Milk Bar (220 m): https://directindex.org/r/milkbarbrooklyn.com
- Al Di La Cafe (250 m): https://directindex.org/r/aldilatrattoria.com
- High Dive (280 m): https://directindex.org/r/highdive-brooklyn.com

## What to fix first
- **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
- **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

## 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": "Nunu Chocolates Cafe & Tap Room",
  "url": "http://nunuchocolates.com",
  "telephone": "(718) 622-3212",
  "address": "179 5th Ave, 11217, Brooklyn",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.67711817219508,
    "longitude": -73.9796940237089
  }
}
</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
2091 of 4076 in New York cafes and bars. 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 | 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% | yes |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 22% | yes |

Nearest places in the index: Konditori (D, 33 m, https://directindex.org/r/konditori.com); Brooklyn Crepe And Juice (F, 50 m, https://directindex.org/r/brooklyncrepe.com); Blueprint (D, 61 m, https://directindex.org/r/blueprintbrooklyn.com); 200 Fifth (D, 69 m, https://directindex.org/r/200-fifth.com); Union Hall (C, 129 m, https://directindex.org/r/unionhallny.com); Milk Bar (B, 217 m, https://directindex.org/r/milkbarbrooklyn.com); Al Di La Cafe (A, 250 m, https://directindex.org/r/aldilatrattoria.com); High Dive (B, 276 m, https://directindex.org/r/highdive-brooklyn.com); Negril BK (C, 286 m, https://directindex.org/r/negrilbk.com); The Armory (D, 288 m, https://directindex.org/r/thearmorybk.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.


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

## Businesses like Nunu Chocolates Cafe & Tap Room 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% | 50.8% |

The best of the businesses of the same kind in New York cafes and bars: Americano Cafe (A 100%, https://directindex.org/r/americanocafesi.com); BreakJuicery (A 100%, https://directindex.org/r/breakjuicery.com); Cafe Luna (A 100%, https://directindex.org/r/cafelunanj.com); Cafe Mia (A 100%, https://directindex.org/r/cafemiabk.com); Cool Sips - Rock Center (A 100%, https://directindex.org/r/coolsips.love).

With the three fixes above (No booking or ordering link on the website; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 44th of 4,076 in New York cafes and bars, up from 2091st.

## The direct record
What agents get for Nunu Chocolates Cafe & Tap Room, as JSON: https://directindex.org/api/direct/nunuchocolates.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: (718) 622-3212

## 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 | 8 | 25 |
| Actionable | 0 | 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/nunuchocolates.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: 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: 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

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