# Lucy's Bar: Agent-Direct Score A (86.2%)

Site: https://lucysretiredsurfers.com/
Report: https://directindex.org/r/lucyssurf.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Lucy's Bar is ready for agents.
An AI assistant can open Lucy's Bar's website. It can read what Lucy's Bar offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://lucyssurf.com/location/food-truck/ (on the business's own site)
- Order directly: https://www.order.store/store/lucys-retired-surfers-bar-%26-restaurant/7cPZnzQhSL-n779oOVOvqA (through ubereats_storefront acting for the business)
- Menu: https://lucyssurf.com/location/new-orleans/#menu
- Phone: +15045238995
- Its menu mentions: vegetarian dishes

## Nearby, also direct
Places near Lucy's Bar that take a booking or an order on their own website, with no marketplace in between.
- Romeo's (90 m): https://directindex.org/r/romeosnyc.com
- Pâtisserie Florentine (110 m): https://directindex.org/r/patisserieflorentine.com
- Tea Drunk (110 m): https://directindex.org/r/teadrunk.com
- Niagara (130 m): https://directindex.org/r/niagaranyc.com

## What to fix first
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## What the site tells visitors (Measured, not scored)
- **The footer says © 2023.** Visitors and assistants may read that year as the last time anyone looked after the site. In New York, 73% of comparable sites that show a year say 2025 or later.

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "BarOrPub",
  "name": "Lucy's Bar",
  "url": "https://lucysretiredsurfers.com/",
  "telephone": "+15045238995",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7270608,
    "longitude": -73.9830229
  },
  "acceptsReservations": "https://lucyssurf.com/location/food-truck/",
  "hasMenu": "https://lucyssurf.com/location/new-orleans/#menu",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lucyssurf.com/location/food-truck/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.order.store/store/lucys-retired-surfers-bar-%26-restaurant/7cPZnzQhSL-n779oOVOvqA",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Lucy's Bar

> bar or pub in New York cafes and bars. Phone +15045238995.

## Book or order directly

- Book: https://lucyssurf.com/location/food-truck/ (on the business's own site)
- Order: https://www.order.store/store/lucys-retired-surfers-bar-%26-restaurant/7cPZnzQhSL-n779oOVOvqA (through ubereats_storefront acting for the business)
- Menu: https://lucyssurf.com/location/new-orleans/#menu

## About

- Website: https://lucysretiredsurfers.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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.
- **Ordering through ubereats_storefront on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
342 of 4076 in New York cafes and bars. Top 8% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 97% | yes |
| Publish the menu or price list as HTML | 95% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 22% | no |

Nearest places in the index: Augers Well (F, 55 m, https://directindex.org/r/augurswellbar.com); East Village Social (EVS) (F, 55 m, https://directindex.org/r/evsnyc.com); Please Don't Tell (C, 63 m, https://directindex.org/r/pdtnyc.com); Bua (C, 70 m, https://directindex.org/r/buabar.com); Romeo's (B, 92 m, https://directindex.org/r/romeosnyc.com); 787 Coffee Co. (B, 108 m, https://directindex.org/r/787coffee.com); Pâtisserie Florentine (A, 109 m, https://directindex.org/r/patisserieflorentine.com); Tea Drunk (B, 114 m, https://directindex.org/r/teadrunk.com); Ruffian (B, 122 m, https://directindex.org/r/ruffiannyc.com); Niagara (A, 131 m, https://directindex.org/r/niagaranyc.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using Uber Eats Storefront 72% (59% A or B, 720 sites); This site 86.2%.

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

## Businesses like Lucy's Bar in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York cafes and bars | 4076 | 48% | 26% | 86.2% |
| Sites built with WordPress in New York cafes and bars | 681 | 57% | 27% | 86.2% |
| Sites using Uber Eats Storefront in New York cafes and bars | 11 | 71% | 55% | 86.2% |
| Sites built with WordPress and using Uber Eats Storefront in New York cafes and bars | 3 | 77% | 67% | 86.2% |

The best of the sites using Uber Eats Storefront in New York cafes and bars: Lavender Lake (B 84.6%, https://directindex.org/r/lavenderlake.com); Cuba Lounge (B 83.1%, https://directindex.org/r/victorscafe.com); Jack's Wife Freda (B 79.5%, https://directindex.org/r/jackswifefreda.com); Hom (B 78.5%, https://directindex.org/r/sipathom.com); Jimmas (B 70.8%, https://directindex.org/r/bronxcorralgroup.com).

With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 44th of 4,076 in New York cafes and bars, up from 342nd.

## The direct record
What agents get for Lucy's Bar, as JSON: https://directindex.org/api/direct/lucyssurf.com
- Book: https://lucyssurf.com/location/food-truck/ (own site; found by the scan of 2026-10-23, not yet tested)
- Order: https://www.order.store/store/lucys-retired-surfers-bar-%26-restaurant/7cPZnzQhSL-n779oOVOvqA (vendor on own site: Uber Eats Storefront; found by the scan of 2026-10-23, not yet tested)
- Menu: https://lucyssurf.com/location/new-orleans/#menu (html_page; from the scan)
- Hours: none on record
- Phone: +15045238995
- Stable links that count: https://directindex.org/go/lucyssurf.com/book, https://directindex.org/go/lucyssurf.com/order, https://directindex.org/go/lucyssurf.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

Found one hop past the home page: menu page /location/new-orleans/: ordering via ubereats_storefront, phone.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 16 | 25 |
| Actionable | 15 | 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/lucyssurf.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

Keep watching this business (https://directindex.org/r/lucyssurf.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/lucyssurf.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=lucyssurf.com&force=1