# Laurie's Pie Bar: Agent-Direct Score B (72.3%)

Site: https://www.lauriespiebar.com
Report: https://directindex.org/r/lauriespiebar.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.)
Laurie's Pie Bar is mostly ready for agents.

## Direct links
- Menu: https://www.lauriespiebar.com/pie-shop/menu/
- Phone: +1-562-435-6910

## What to fix first
- **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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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": "Laurie's Pie Bar",
  "url": "https://www.lauriespiebar.com",
  "telephone": "+1-562-435-6910",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Pine Avenue 450",
    "postalCode": "90802",
    "addressLocality": "Long Beach"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.7724015,
    "longitude": -118.1922612
  },
  "openingHours": "Su 11:00-21:00, Tu-Th 11:00-21:00, Fr-Sa 11:00-22:00",
  "servesCuisine": [
    "dessert"
  ],
  "hasMenu": "https://www.lauriespiebar.com/pie-shop/menu/"
}
</script>
```

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

```
# Laurie's Pie Bar

> restaurant (dessert) in Pine Avenue 450 90802 Long Beach, Los Angeles. Phone +1-562-435-6910.

## Book or order directly

- Menu: https://www.lauriespiebar.com/pie-shop/menu/

## Opening hours

Su 11:00-21:00, Tu-Th 11:00-21:00, Fr-Sa 11:00-22:00

## About

- Website: https://www.lauriespiebar.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.
- **Structured data present (Organization).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
492 of 1672 in Los Angeles. Top 29% 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% | no |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 48% | no |
| Have an llms.txt | 19% | no |

Nearest places in the index: Zenmaru Teriyaki & Roll (B, 7 m, https://directindex.org/r/zenmarusushi.com); 4th Horseman (B, 90 m, https://directindex.org/r/the4thhorsemanlbc.com); Cinco de Mayo Restaurant (C, 183 m, https://directindex.org/r/twupro.com); AZN (A, 212 m, https://directindex.org/r/eatazn.com); Dog Haus (C, 256 m, https://directindex.org/r/doghaus.com); 123 Pho (A, 268 m, https://directindex.org/r/123-pho.com); Baby Bros (B, 294 m, https://directindex.org/r/babybrospizza.com); Ammatoli (A, 296 m, https://directindex.org/r/ammatoli.com); La Traviata (C, 338 m, https://directindex.org/r/latraviata301.com); King's Fish House (C, 376 m, https://directindex.org/r/kingsfishhouse.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 WordPress 57% (26% A or B, 35830 sites); This site 72.3%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 16 | 25 |
| Actionable | 6 | 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/lauriespiebar.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: yes

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