# The Waterfront: Agent-Direct Score B (83.8%)

Site: https://thewaterfrontvenice.com
Report: https://directindex.org/r/thewaterfrontvenice.com
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
The Waterfront is mostly ready for agents.

## Direct links
- Book directly: https://www.thewaterfrontvenice.com/reservations (on the business's own site)
- Order directly: https://www.toasttab.com/the-waterfront-venice (through toast acting for the business)
- Menu: https://www.thewaterfrontvenice.com/menus
- Phone: +1-424 309-5331

## What to fix first
- **Structured data is incomplete.** (+2 points) Missing: telephone. 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": "BarOrPub",
  "name": "The Waterfront",
  "url": "https://thewaterfrontvenice.com",
  "telephone": "+1-424 309-5331",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Ocean Front Walk 205",
    "postalCode": "90291",
    "addressLocality": "Los Angeles"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.9950488,
    "longitude": -118.4807751
  },
  "openingHours": "Tu-We 15:00-21:00; Th-Su 11:00-21:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday"
      ],
      "opens": "15:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "11:00",
      "closes": "21:00"
    }
  ],
  "servesCuisine": [
    "burger",
    "mexican"
  ],
  "acceptsReservations": "https://www.thewaterfrontvenice.com/reservations",
  "hasMenu": "https://www.thewaterfrontvenice.com/menus",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.thewaterfrontvenice.com/reservations",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/the-waterfront-venice",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# The Waterfront

> bar or pub (burger, mexican) in Ocean Front Walk 205 90291 Los Angeles, Los Angeles cafes and bars. Phone +1-424 309-5331.

## Book or order directly

- Book: https://www.thewaterfrontvenice.com/reservations (on the business's own site)
- Order: https://www.toasttab.com/the-waterfront-venice (through toast acting for the business)
- Menu: https://www.thewaterfrontvenice.com/menus

## Opening hours

Tu-We 15:00-21:00; Th-Su 11:00-21:00

## About

- Website: https://thewaterfrontvenice.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 (LocalBusiness).** address, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking on your own site.** Agents can book without a marketplace in the loop.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
32 of 484 in Los Angeles cafes and bars. Top 7% 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% | yes |
| Publish the menu or price list as HTML | 92% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | yes |
| Structured data with address, phone and hours | 31% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Venice Beach Club (A, 68 m, https://directindex.org/r/venicebeachclubla.com); Fig Tree (B, 235 m, https://directindex.org/r/figtreevenice.com); Ashland Hill (C, 576 m, https://directindex.org/r/ashlandhill.com); Jameson's Pub (F, 661 m, https://directindex.org/r/jamesonsirishpub.com); Perry's Café & Rentals (B, 772 m, https://directindex.org/r/perrysbeach.com); Cinque Terre (B, 792 m, https://directindex.org/r/cinqueterrewest.com); Castanea Sicilian Cafe (B, 937 m, https://directindex.org/r/castaneacafe.com); One Cedar (C, 1504 m, https://directindex.org/r/westside.coffee); SoCal Vibes Co. Abbot Kinney (D, 1640 m, https://directindex.org/r/socalvibesco.com); Capital One Cafe (D, 2544 m, https://directindex.org/r/capitalone.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 65% (48% A or B, 7098 sites); Sites using Toast 74% (63% A or B, 1884 sites); This site 83.8%.

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

## Businesses like The Waterfront 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% | 83.8% |
| Built with Squarespace in Los Angeles cafes and bars | 72 | 69% | 56% | 83.8% |
| Using Toast in Los Angeles cafes and bars | 37 | 70% | 51% | 83.8% |
| Built with Squarespace and using Toast in Los Angeles cafes and bars | 12 | 74% | 67% | 83.8% |

The best of Built with Squarespace and using Toast in Los Angeles cafes and bars: Georgia's Lounge (A 93.8%, https://directindex.org/r/georgiaslounge.com); Lowboy (A 87.5%, https://directindex.org/r/lowboybar.com); Relentless Brewing and Spirits (B 81.5%, https://directindex.org/r/relentlessbrewingandspirits.com); 10 Speed Coffee (B 76.9%, https://directindex.org/r/10speedcoffee.com); Fig Tree (B 76.9%, https://directindex.org/r/figtreevenice.com).

With the fix above (Structured data is incomplete) the score would be about 86.3%: 21st of 484 in Los Angeles cafes and bars, up from 32nd.

## The direct record
What agents get for The Waterfront, as JSON: https://directindex.org/api/direct/thewaterfrontvenice.com
- Book: https://www.thewaterfrontvenice.com/reservations (own site; could not verify: partial (2026-10-14))
- Order: https://www.toasttab.com/the-waterfront-venice (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.thewaterfrontvenice.com/menus (html_page; from the scan)
- Hours: Tu-We 15:00-21:00; Th-Su 11:00-21:00 (closed now) (from OpenStreetMap)
- Phone: +1-424 309-5331
- Stable links that count: https://directindex.org/go/thewaterfrontvenice.com/book, https://directindex.org/go/thewaterfrontvenice.com/order, https://directindex.org/go/thewaterfrontvenice.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 | 25 | 25 |
| Readable | 20 | 25 |
| Actionable | 22 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/thewaterfrontvenice.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/thewaterfrontvenice.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=thewaterfrontvenice.com&force=1