# Lee's Dumplings and Stuff: Agent-Direct Score D (53.8%)

Site: https://www.leesdumplingsandstuff.com/
Report: https://directindex.org/r/leesdumplingsandstuff.com
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Lee's Dumplings and Stuff is hard for agents to use.
An AI assistant can open the website of Lee's Dumplings and Stuff. It finds no menu or price list, so it answers from other sites. It finds a way to book or order directly, through ChowNow.

## Direct links
- Order directly: https://direct.chownow.com/order/39958/locations?add_cn_ordering_class=true (through chownow acting for the business)
- Phone: +1 267 213-3758

## 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
- **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": "Restaurant",
  "name": "Lee's Dumplings and Stuff",
  "url": "https://www.leesdumplingsandstuff.com/",
  "telephone": "+1 267 213-3758",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "North Front Street 2313",
    "postalCode": "19133",
    "addressLocality": "Philadelphia"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.9852156,
    "longitude": -75.1319948
  },
  "openingHours": "Mo-Fr 11:00-21:00; Sa 15:00-20:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "11:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "15:00",
      "closes": "20:00"
    }
  ],
  "servesCuisine": [
    "chinese"
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://direct.chownow.com/order/39958/locations?add_cn_ordering_class=true",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Lee's Dumplings and Stuff

> restaurant (chinese) in North Front Street 2313 19133 Philadelphia, Philadelphia. Phone +1 267 213-3758.

## Book or order directly

- Order: https://direct.chownow.com/order/39958/locations?add_cn_ordering_class=true (through chownow acting for the business)

## Opening hours

Mo-Fr 11:00-21:00; Sa 15:00-20:00

## About

- Website: https://www.leesdumplingsandstuff.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.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Ordering through chownow on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
395 of 639 in Philadelphia. Top 62% 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 | 98% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 83% | yes |
| Structured data with address, phone and hours | 58% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Soko Lovers (F, 29 m, https://directindex.org/r/sokolovers.com); New China Restaurant (A, 2370 m, https://directindex.org/r/newchinaphillypa.com); Maple Star (A, 2513 m, https://directindex.org/r/maplestarpa.com); Sang Kee Peking Duck House (D, 3720 m, https://directindex.org/r/sangkeechinatown.com); Ocean City Restaurant (F, 3731 m, https://directindex.org/r/oceancityrestaurantphilly.com); Lee How Fook (C, 3870 m, https://directindex.org/r/newleehowfook.com); David's Mai Lai Wah (F, 3888 m, https://directindex.org/r/davidsmailaiwah.com); Jade Harbor Restaurant (F, 3905 m, https://directindex.org/r/jade-harbor.com); Dim Sum Garden (C, 3930 m, https://directindex.org/r/dimsumgardenphilly.com); Nan Zhou Hand Drawn Noodle House (C, 3933 m, https://directindex.org/r/nanzhounoodlehouse.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 Squarespace 66% (50% A or B, 7341 sites); Sites using ChowNow 71% (51% A or B, 313 sites); This site 53.8%.

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

## Businesses like Lee's Dumplings and Stuff in Philadelphia

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Philadelphia | 639 | 56% | 39% | 53.8% |
| Sites built with Squarespace in Philadelphia | 80 | 73% | 68% | 53.8% |
| Sites using ChowNow in Philadelphia | 6 | 62% | 33% | 53.8% |
| Sites built with Squarespace and using ChowNow in Philadelphia | 2 | 73% | 50% | 53.8% |

The best of the sites using ChowNow in Philadelphia: Renata's Kitchen & Bar (A 92.3%, https://directindex.org/r/renatas-kitchen.com); CM Chicken (B 83.1%, https://directindex.org/r/cm-chicken.com); Dim Sum House by Jane G's - University City (C 60%, https://directindex.org/r/dimsum.house); JJ Thai (D 53.8%, https://directindex.org/r/jjthaicuisine.com); Dim Sum & Noodle (F 26.2%, https://directindex.org/r/dimsumandnoodle.com).

With the two fixes above (No structured data for the business; No menu or price list found) the score would be about 87.7%: 85th of 639 in Philadelphia, up from 395th.

## The direct record
What agents get for Lee's Dumplings and Stuff, as JSON: https://directindex.org/api/direct/leesdumplingsandstuff.com
- Book: none on record
- Order: https://direct.chownow.com/order/39958/locations?add_cn_ordering_class=true (vendor on own site: ChowNow; found by the scan of 2026-10-16, not yet tested)
- Menu: none on record
- Hours: Mo-Fr 11:00-21:00; Sa 15:00-20:00 (closed now) (from OpenStreetMap)
- Phone: +1 267 213-3758
- Stable links that count: https://directindex.org/go/leesdumplingsandstuff.com/order

## 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
- Vendor terms for agents, ChowNow: Not stated. ChowNow's customer terms (8 September 2025) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines; they do not address an agent placing an order for a person, and no agent programme was found. Read 2026-10-15: https://get.chownow.com/terms-of-service

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 0 | 25 |
| Actionable | 10 | 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/leesdumplingsandstuff.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: 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/leesdumplingsandstuff.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/leesdumplingsandstuff.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=leesdumplingsandstuff.com&force=1