# Panini Cafe: Agent-Direct Score D (46.6%)

Site: https://www.paninitozt.com/
Report: https://directindex.org/r/paninitozt.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.)
Panini Cafe is hard for agents to use.

## Direct links
- Order directly: https://www.paninitozt.com/OrderOnline.tpl?cart=1791984968151998027 (on the business's own site)
- Menu: https://www.paninitozt.com/ShowMenu.tpl?cart=1791984968151998027
- Phone: +1 212 213 9199

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User.** (+10 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **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
- **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": "FastFoodRestaurant",
  "name": "Panini Cafe",
  "url": "https://www.paninitozt.com/",
  "telephone": "+1 212 213 9199",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7436155,
    "longitude": -73.9738683
  },
  "servesCuisine": [
    "sandwich",
    "salad",
    "juice"
  ],
  "hasMenu": "https://www.paninitozt.com/ShowMenu.tpl?cart=1791984968151998027",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.paninitozt.com/OrderOnline.tpl?cart=1791984968151998027",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

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

```
# Panini Cafe

> fast food restaurant (sandwich, salad, juice) in New York. Phone +1 212 213 9199.

## Book or order directly

- Order: https://www.paninitozt.com/OrderOnline.tpl?cart=1791984968151998027 (on the business's own site)
- Menu: https://www.paninitozt.com/ShowMenu.tpl?cart=1791984968151998027

## About

- Website: https://www.paninitozt.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **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
2738 of 4270 in New York. Top 64% 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: Montagu's Gusto (A, 266 m, https://directindex.org/r/mgustonyc.com); Romano Pizza (B, 413 m, https://directindex.org/r/romanopizzanyc.com); Flavor's House (B, 679 m, https://directindex.org/r/flavorhouseny.com); Lenwich (A, 754 m, https://directindex.org/r/lenwich.com); Così (A, 770 m, https://directindex.org/r/getcosi.com); Pret A Manger (B, 868 m, https://directindex.org/r/pret.com); Jugos (B, 918 m, https://directindex.org/r/visitjugos.com); Fresh Kitchen (C, 987 m, https://directindex.org/r/freshkitchen.nyc); Malt & Mold (C, 1008 m, https://directindex.org/r/maltandmold.com); Chop & Go (F, 1027 m, https://directindex.org/r/chopandgo.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.

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

## Businesses like Panini Cafe in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 46.6% |

The best of Same kind in New York: Akdeniz (A 100%, https://directindex.org/r/akdeniz46.com); Amelie Wine Bar (A 100%, https://directindex.org/r/ameliewinebar.com); Antoya Korean BBQ (A 100%, https://directindex.org/r/anto.com); Betty (A 100%, https://directindex.org/r/bettynewyork.com); Club A Steakhouse (A 100%, https://directindex.org/r/clubasteakhouse.com).

With the three fixes above (No structured data for the business; robots.txt blocks GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Claude-User, Perplexity-User; The server turns AI crawlers away at the door) the score would be about 95.4%: 74th of 4,270 in New York, up from 2738th.

## The direct record
What agents get for Panini Cafe, as JSON: https://directindex.org/api/direct/paninitozt.com
- Book: none on record
- Order: https://www.paninitozt.com/OrderOnline.tpl?cart=1791984968151998027 (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.paninitozt.com/ShowMenu.tpl?cart=1791984968151998027 (html_page; from the scan)
- Hours: none on record
- Phone: +1 212 213 9199
- Stable links that count: https://directindex.org/go/paninitozt.com/order, https://directindex.org/go/paninitozt.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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 8.3 | 25 |
| Readable | 7 | 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/paninitozt.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: 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: 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

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