# Jumbos Pizza Coffee Shop: Agent-Direct Score A (85.1%)

Site: https://jumbospizzany.com/
Report: https://directindex.org/r/jumbospizzany.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.)
Jumbos Pizza Coffee Shop is ready for agents.

## Direct links
- Order directly: https://jumbospizzany.com/pizza-delivery-hamilton-heights (on the business's own site)
- Menu: https://jumbospizzany.com/menu
- Phone: 212-491-2990

## What to fix first
- **The server turns AI crawlers away at the door.** (+6.7 points) Live fetches as GPTBot (http_403), ClaudeBot (http_403) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking only through zomato.** (no points, still worth doing) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. 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": "Restaurant",
  "name": "Jumbos Pizza Coffee Shop",
  "url": "https://jumbospizzany.com/",
  "telephone": "212-491-2990",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.8280217,
    "longitude": -73.9489143
  },
  "servesCuisine": [
    "pizza"
  ],
  "hasMenu": "https://jumbospizzany.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://jumbospizzany.com/pizza-delivery-hamilton-heights",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Jumbos Pizza Coffee Shop

> restaurant (pizza) in New York. Phone 212-491-2990.

## Book or order directly

- Order: https://jumbospizzany.com/pizza-delivery-hamilton-heights (on the business's own site)
- Menu: https://jumbospizzany.com/menu

## About

- Website: https://jumbospizzany.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 is no robots.txt, which allows everything.
- **Structured data present (Restaurant).** address, phone
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
653 of 4270 in New York. Top 15% 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 | 100% | yes |
| Publish the menu or price list as HTML | 99% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | no |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Bar 314 (A, 1790 m, https://directindex.org/r/bar314nyc.com); Babbalucci (D, 2151 m, https://directindex.org/r/nicotine-pouches.org); Gio's Pizza (B, 2693 m, https://directindex.org/r/giospizzanyc.com); Pomodoro (C, 2870 m, https://directindex.org/r/pomodoro1.com); Koronet Pizza (C, 2997 m, https://directindex.org/r/koronetpizzany.com); V&T Pizzeria (C, 3017 m, https://directindex.org/r/vtrestaurantpizzeria.com); Giovannie's Pizzeria (A, 3120 m, https://directindex.org/r/giovannisoncolumbus.com); Fresco's Pizzeria (A, 3170 m, https://directindex.org/r/frescospizzeria.com); Super Nice Pizza (D, 3226 m, https://directindex.org/r/supernicepizza.com); Sam’s Famous Pizza (F, 3349 m, https://directindex.org/r/samsfamouspizza.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 using Zomato 60% (30% A or B, 30 sites); This site 85.1%.

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

## Businesses like Jumbos Pizza Coffee Shop in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 85.1% |
| Using Zomato in New York | 5 | 59% | 20% | 85.1% |

The best of Using Zomato in New York: Green Apple Delight (C 66.2%, https://directindex.org/r/astoriajuicebar.com); Gypsy Grill (C 60%, https://directindex.org/r/gypsygrillny.com); Stix Kosher Restaurant (D 51.2%, https://directindex.org/r/stixrestaurant.net); Centric (F 32.3%, https://directindex.org/r/zomato.com).

With the two fixes above (The server turns AI crawlers away at the door; Structured data is incomplete) the score would be about 100%: first of 4,270 in New York.

## The direct record
What agents get for Jumbos Pizza Coffee Shop, as JSON: https://directindex.org/api/direct/jumbospizzany.com
- Book: none on record
- Order: https://jumbospizzany.com/pizza-delivery-hamilton-heights (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://jumbospizzany.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: 212-491-2990
- Stable links that count: https://directindex.org/go/jumbospizzany.com/order, https://directindex.org/go/jumbospizzany.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): 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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 18.3 | 25 |
| Readable | 22 | 25 |
| Actionable | 15 | 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/jumbospizzany.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/jumbospizzany.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=jumbospizzany.com&force=1
