# L & E Oyster Bar: Agent-Direct Score C (61.5%)

Site: https://leoysterbar.com
Report: https://directindex.org/r/leoysterbar.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.)
L & E Oyster Bar is partly visible to agents.

## Direct links
- Menu: https://www.leoysterbar.com/menu
- Phone: +1-323-660-2255

## What to fix first
- **No booking or ordering path at all.** (+15 points) Agents have nothing to act on. Add a booking or ordering page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 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": "L & E Oyster Bar",
  "url": "https://leoysterbar.com",
  "telephone": "+1-323-660-2255",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Silver Lake Boulevard 1637",
    "postalCode": "90026",
    "addressLocality": "Los Angeles"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0889784,
    "longitude": -118.2689571
  },
  "openingHours": "Mo-Su 17:00-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "17:00",
      "closes": "22:00"
    }
  ],
  "servesCuisine": [
    "seafood"
  ],
  "hasMenu": "https://www.leoysterbar.com/menu"
}
</script>
```

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

```
# L & E Oyster Bar

> restaurant (seafood) in Silver Lake Boulevard 1637 90026 Los Angeles, Los Angeles. Phone +1-323-660-2255.

## Book or order directly

- Menu: https://www.leoysterbar.com/menu

## Opening hours

Mo-Su 17:00-22:00

## About

- Website: https://leoysterbar.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).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.

## Where it stands
739 of 1492 in Los Angeles. 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 | 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 | 47% | no |
| Have an llms.txt | 20% | no |

Nearest places with a similar menu: Playita Mariscos (B, 647 m, https://directindex.org/r/playitamariscos.com); The Dresden Restaurant & Lounge (B, 2617 m, https://directindex.org/r/thedresden.com); Cap't Loui (A, 3797 m, https://directindex.org/r/captloui.com); Full House Seafood (F, 3811 m, https://directindex.org/r/fullhouseseafood.com); The Boiling Crab (C, 3977 m, https://directindex.org/r/theboilingcrab.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% (47% A or B, 7027 sites); This site 61.5%.

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

## Businesses like L & E Oyster Bar in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Los Angeles | 1492 | 50% | 37% | 61.5% |
| Built with Squarespace in Los Angeles | 170 | 75% | 67% | 61.5% |

The best of Built with Squarespace in Los Angeles: Sticky Rice (A 95.4%, https://directindex.org/r/eatstickyrice.com); Ammatoli (A 93.8%, https://directindex.org/r/ammatoli.com); Cielito Lindo (A 93.8%, https://directindex.org/r/cielitolindo.org); Earle’s on Crenshaw (A 93.8%, https://directindex.org/r/earlesrestaurant.com); Ferrarini (A 93.8%, https://directindex.org/r/ferrarinicafebh.com).

With the two fixes above (No booking or ordering path at all; Structured data is incomplete) the score would be about 95.4%: 22nd of 1,492 in Los Angeles, up from 739th.

## The direct record
What agents get for L & E Oyster Bar, as JSON: https://directindex.org/api/direct/leoysterbar.com
- Book: none on record
- Order: none on record
- Menu: https://www.leoysterbar.com/menu (html_page; from the scan)
- Hours: Mo-Su 17:00-22:00 (open now) (from OpenStreetMap)
- Phone: +1-323-660-2255
- Stable links that count: https://directindex.org/go/leoysterbar.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 | 15 | 25 |
| Actionable | 0 | 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/leoysterbar.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/leoysterbar.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=leoysterbar.com&force=1