# Num Pang: Agent-Direct Score B (73.8%)

Site: https://www.numpangnyc.com/location/chelsea-market/
Report: https://directindex.org/r/kiccthelighthouse.org
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.)
Num Pang is mostly ready for agents.

## Direct links
- Book directly: https://kiccthelighthouse.org/pages/travellers-reservation (on the business's own site)
- Phone: +1 212 390 8851

## What to fix first
- **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 menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **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": "Num Pang",
  "url": "https://www.numpangnyc.com/location/chelsea-market/",
  "telephone": "+1 212 390 8851",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7424604,
    "longitude": -74.0058893
  },
  "openingHours": "Mo-Sa 11:00-21:00, Su 11:00-20:00",
  "servesCuisine": [
    "cambodian",
    "sandwich"
  ],
  "acceptsReservations": "https://kiccthelighthouse.org/pages/travellers-reservation",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://kiccthelighthouse.org/pages/travellers-reservation",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

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

```
# Num Pang

> fast food restaurant (cambodian, sandwich) in New York. Phone +1 212 390 8851.

## Book or order directly

- Book: https://kiccthelighthouse.org/pages/travellers-reservation (on the business's own site)

## Opening hours

Mo-Sa 11:00-21:00, Su 11:00-20:00

## About

- Website: https://www.numpangnyc.com/location/chelsea-market/
- 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.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Booking on your own site.** Agents can book without a marketplace in the loop.

## Where it stands
1403 of 4270 in New York. Top 33% 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% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Wogies (D, 906 m, https://directindex.org/r/wogies.com); Brown Bag Sandwich Shop (A, 1083 m, https://directindex.org/r/brownbagny.com); Salt Hank's (F, 1211 m, https://directindex.org/r/salthanks.com); S&P Sandwich Shop (C, 1333 m, https://directindex.org/r/sandwich.place); ’Wichcraft (F, 1371 m, https://directindex.org/r/wichcraft.com); Pat LaFrieda Meat Purveyors (B, 1477 m, https://directindex.org/r/thepennsy.nyc); All'Antico Vinaio (A, 1525 m, https://directindex.org/r/allanticovinaiousa.com); Ess-a-Bagel (B, 1553 m, https://directindex.org/r/ess-a-bagel32.com); The Market Place at Kimmel (F, 1569 m, https://directindex.org/r/campusdish.com); Au Bon Pain (D, 1611 m, https://directindex.org/r/aubonpain.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 built with Shopify 58% (37% A or B, 1345 sites); This site 73.8%.

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

## Businesses like Num Pang in New York

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4270 | 52% | 40% | 73.8% |
| Built with Shopify in New York | 63 | 70% | 57% | 73.8% |

The best of Built with Shopify in New York: Altro Paradiso (B 84.6%, https://directindex.org/r/altroparadiso.com); Antonucci Cafe (B 84.6%, https://directindex.org/r/antonuccicafe81.com); Baked by Melissa (B 84.6%, https://directindex.org/r/bakedbymelissa.com); District Taco (B 84.6%, https://directindex.org/r/districttaco.com); Estela (B 84.6%, https://directindex.org/r/estelanyc.com).

With the two fixes above (Structured data is incomplete; No menu or price list found) the score would be about 95.4%: 74th of 4,270 in New York, up from 1403rd.

## The direct record
What agents get for Num Pang, as JSON: https://directindex.org/api/direct/kiccthelighthouse.org
- Book: https://kiccthelighthouse.org/pages/travellers-reservation (own site; found by the scan of 2026-10-14, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: Mo-Sa 11:00-21:00, Su 11:00-20:00 (from OpenStreetMap)
- Phone: +1 212 390 8851
- Stable links that count: https://directindex.org/go/kiccthelighthouse.org/book

## 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 | 25 | 25 |
| Readable | 8 | 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/kiccthelighthouse.org
- 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: yes
- 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/kiccthelighthouse.org/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=kiccthelighthouse.org&force=1