# Lighthouse Cafe: Agent-Direct Score D (49.2%)

Site: http://lighthouserestaurants.com/
Report: https://directindex.org/r/lighthouserestaurants.com
Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Lighthouse Cafe is hard for agents to use.
An AI assistant can open the website of Lighthouse Cafe. What Lighthouse Cafe offers is in a PDF or an image, which assistants read poorly. To book or order, it is sent to Eventbrite, a marketplace.

## Direct links
- Menu: https://lighthouserestaurants.com/wp-content/uploads/2026/03/boaters-grill-menu-revised-03-02-26.pdf
- Phone: +13053618487

## What to fix first

- **No structured data for the business.** (+15 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
- **Booking only through eventbrite.** (+12 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "LocalBusiness",
  "name": "Lighthouse Cafe",
  "url": "http://lighthouserestaurants.com/",
  "telephone": "+13053618487",
  "address": "Bill Baggs Cape Florida State Park, Beach Front-East Side, 1200 Crandon Blvd, 33149, Key Biscayne",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.66924407,
    "longitude": -80.15561235
  }
}
</script>
```

## 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.

## Where it stands
358 of 823 in Miami cafes and bars. Top 43% 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 | 88% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | yes |
| Structured data with address, phone and hours | 49% | no |
| Have an llms.txt | 22% | yes |

Nearest places in the index: Clasica Victoria (A, 2402 m, https://directindex.org/r/clasicavictoria.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 58% (30% A or B, 68857 sites); Sites using Eventbrite 53% (21% A or B, 111 sites); This site 49.2%.

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

## Businesses like Lighthouse Cafe in Miami cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Miami cafes and bars | 823 | 44% | 22% | 49.2% |
| Sites built with WordPress in Miami cafes and bars | 187 | 60% | 35% | 49.2% |
| Sites using Eventbrite in Miami cafes and bars | 6 | 46% | 0% | 49.2% |
| Sites built with WordPress and using Eventbrite in Miami cafes and bars | 2 | 54% | 0% | 49.2% |

The best of the sites using Eventbrite in Miami cafes and bars: Shelife Events (C 66.2%, https://directindex.org/r/eventbrite.com); Saloni By Meraki (C 58%, https://directindex.org/r/salonibymeraki.com); Bar Crawl Miami (D 44.6%, https://directindex.org/r/barcrawlmiami.com); Jadys Daniele's (D 43.1%, https://directindex.org/r/jadysdanieles.com); Counter Culture (F 16.9%, https://directindex.org/r/counterculturecoffee.com).

With the three fixes above (No structured data for the business; Booking only through eventbrite; Menu or price list is a PDF) the score would be about 95.4%: 18th of 823 in Miami cafes and bars, up from 358th.

## The direct record
What agents get for Lighthouse Cafe, as JSON: https://directindex.org/api/direct/lighthouserestaurants.com
- Book: none on record
- Order: none on record
- Menu: https://lighthouserestaurants.com/wp-content/uploads/2026/03/boaters-grill-menu-revised-03-02-26.pdf (pdf; from the scan)
- Hours: none on record
- Phone: +13053618487
- Stable links that count: https://directindex.org/go/lighthouserestaurants.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): 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, Eventbrite: Not stated. Eventbrite's terms of service (20 August 2025), section 13.1, bar scraping, crawling or automated means to extract data from the sites; they do not address an agent buying a ticket for a person; the separate API terms cover developer apps. Read 2026-10-15: https://www.eventbrite.com/help/en-us/articles/251210/eventbrite-terms-of-service/

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 4 | 25 |
| Actionable | 3 | 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/lighthouserestaurants.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: yes
- 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/lighthouserestaurants.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/lighthouserestaurants.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=lighthouserestaurants.com&force=1