# Lemon Leaf Cafe: Agent-Direct Score D (42%)

Site: https://www.leafcafeburbank.com/
Report: https://directindex.org/r/thepattystop.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.)
Lemon Leaf Cafe is hard for agents to use.

## Direct links
- Phone: +1 747-477-1070

## What to fix first
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). 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
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **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
- **Menu or price list lives on another site.** (+5 points) The link points to orders.co, so the credit and the traffic go there. 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": "CafeOrCoffeeShop",
  "name": "Lemon Leaf Cafe",
  "url": "https://www.leafcafeburbank.com/",
  "telephone": "+1 747-477-1070",
  "email": "orders@myleafcafe.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Burbank Boulevard 916",
    "postalCode": "91506"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.1836691,
    "longitude": -118.3222711
  },
  "openingHours": "Mo-Fr 07:00-19:00; Sa 09:00-17:00; Su off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:00",
      "closes": "19:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "09:00",
      "closes": "17:00"
    }
  ],
  "hasMenu": "https://food.orders.co/m8xlqmap/menu?itemId=68bfb18bfcf69768882903b8"
}
</script>
```

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

```
# Lemon Leaf Cafe

> cafe or coffee shop in Burbank Boulevard 916 91506, Los Angeles cafes and bars. Phone +1 747-477-1070.

## Book or order directly

- Menu: https://food.orders.co/m8xlqmap/menu?itemId=68bfb18bfcf69768882903b8

## Opening hours

Mo-Fr 07:00-19:00; Sa 09:00-17:00; Su off

## About

- Website: https://www.leafcafeburbank.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.

## Where it stands
242 of 484 in Los Angeles cafes and bars. Top 50% 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 | 96% | no |
| Publish the menu or price list as HTML | 92% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | no |
| Structured data with address, phone and hours | 31% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Favoritea Cafe (C, 655 m, https://directindex.org/r/myfavoritea.com); Jam Jam Tea Lab (B, 1043 m, https://directindex.org/r/jamjamtea.com); Republik Coffee (B, 1100 m, https://directindex.org/r/republikcoffee.com); It's Boba Time (D, 1106 m, https://directindex.org/r/itsbobatime.com); Three Sisters Coffee and Tea (B, 1114 m, https://directindex.org/r/threesisterscoffee.com); Lily's Cafe (F, 1158 m, https://directindex.org/r/lilyscafe.com); Story Tavern (A, 1343 m, https://directindex.org/r/storytavernburbank.com); Broken Egg Cafe (A, 1383 m, https://directindex.org/r/anotherbrokenegg.com); BB Cafe (B, 1528 m, https://directindex.org/r/bbcafe.la); The Palm Coffee Bar (F, 2197 m, https://directindex.org/r/thepalmcoffeebar.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/thepattystop.com/agent-view

## Businesses like Lemon Leaf Cafe in Los Angeles cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Los Angeles cafes and bars | 484 | 39% | 21% | 42% |

The best of Same kind in Los Angeles cafes and bars: Cabinet Espresso Bar (A 96.3%, https://directindex.org/r/cabinet-espresso.com); Hey Hey (A 96.3%, https://directindex.org/r/heyheydrinks.com); Ireland's 32 (A 95.4%, https://directindex.org/r/irelands32.com); Project Barley (A 95.4%, https://directindex.org/r/projectbarley.com); Idle Hour (A 95%, https://directindex.org/r/idlehourbar.com).

With the three fixes above (No structured data for the business; Ordering through an unrecognised third party; The server turns AI crawlers away at the door) the score would be about 87.7%: 16th of 484 in Los Angeles cafes and bars, up from 242nd.

## The direct record
What agents get for Lemon Leaf Cafe, as JSON: https://directindex.org/api/direct/thepattystop.com
- Book: none on record
- Order: none on record
- Menu: https://food.orders.co/m8xlqmap/menu?itemId=68bfb18bfcf69768882903b8 (external; from the scan)
- Hours: Mo-Fr 07:00-19:00; Sa 09:00-17:00; Su off (closed now) (from OpenStreetMap)
- Phone: +1 747-477-1070
- Stable links that count: https://directindex.org/go/thepattystop.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 | 3 | 25 |
| Actionable | 6 | 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/thepattystop.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: 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: no

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