# Found Oyster: Agent-Direct Score D (53.8%)

Site: http://www.foundoyster.com/
Report: https://directindex.org/r/foundoyster.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.)
Found Oyster is hard for agents to use.
An AI assistant can open Found Oyster's website. It can read what Found Oyster offers. To book or order, it is sent to OpenTable, a marketplace.

## Direct links
- Menu: https://www.foundoyster.com/menu

## Nearby, also direct
Places near Found Oyster that take a booking or an order on their own website, with no marketplace in between.
- Sea Food Market (600 m): https://directindex.org/r/seafood-market.com
- The Shrimp Lover by U (860 m): https://directindex.org/r/theshrimplover.com
- Corridor 109 (1.9 km): https://directindex.org/r/corridor109.com
- Playita Mariscos (2.2 km): https://directindex.org/r/playitamariscos.com
- Mahi Mahi Seafood Grill (2.5 km): https://directindex.org/r/mahimahiseafoodgrill.com

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking only through opentable.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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

## 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": "Restaurant",
  "name": "Found Oyster",
  "url": "http://www.foundoyster.com/",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0953047,
    "longitude": -118.295859
  },
  "servesCuisine": [
    "seafood"
  ],
  "hasMenu": "https://www.foundoyster.com/menu"
}
</script>
```

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

```
# Found Oyster

> restaurant (seafood) in Los Angeles.

## Book or order directly

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

## About

- Website: http://www.foundoyster.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.
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **OpenTable works with agents through its partners.** OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Terms read on 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.

## Where it stands
Not ranked yet in Los Angeles.

| What the top 10% 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 block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 44% | no |
| Have an llms.txt | 21% | no |

Nearest places with a similar menu: Sea Food Market (B, 603 m, https://directindex.org/r/seafood-market.com); The Shrimp Lover by U (D, 855 m, https://directindex.org/r/theshrimplover.com); The Dresden Restaurant & Lounge (B, 958 m, https://directindex.org/r/thedresden.com); Best Fish Tacos in Ensenada (D, 1018 m, https://directindex.org/r/bestfishtacoinensenada.com); Corridor 109 (D, 1867 m, https://directindex.org/r/corridor109.com); Playita Mariscos (B, 2241 m, https://directindex.org/r/playitamariscos.com); Knuckle & Claw (D, 2278 m, https://directindex.org/r/knuckleandclaw.com); Mahi Mahi Seafood Grill (C, 2546 m, https://directindex.org/r/mahimahiseafoodgrill.com); L & E Oyster Bar (C, 2575 m, https://directindex.org/r/leoysterbar.com); Delphine Eatery & Bar (F, 2852 m, https://directindex.org/r/delphinehollywood.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.

The assistants were asked 12 everyday questions about Los Angeles and named 95 places. Found Oyster wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


Compared with its peers: Sites built with Squarespace 63% (46% A or B, 18903 sites); Sites using OpenTable 65% (38% A or B, 3121 sites); This site 53.8%.

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

## Businesses like Found Oyster in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 894 | 53% | 38% | 53.8% |
| Sites built with Squarespace in Los Angeles | 442 | 70% | 54% | 53.8% |
| Sites using OpenTable in Los Angeles | 107 | 72% | 56% | 53.8% |
| Sites built with Squarespace and using OpenTable in Los Angeles | 26 | 72% | 50% | 53.8% |

The best of the sites built with Squarespace and using OpenTable in Los Angeles: Salina (A 100%, https://directindex.org/r/salina.la); All Roads (A 93.8%, https://directindex.org/r/allroadspinseria.com); Budonoki (A 92.3%, https://directindex.org/r/budonoki.la); Red Herring (A 92.3%, https://directindex.org/r/redherringla.com); Zaya DTLA (A 92.3%, https://directindex.org/r/zaya.la).

With the two fixes above (No structured data for the business; Booking only through opentable), the score would be about 95.4%. That would be 13th of 894 in Los Angeles, up from not ranked today.

## The direct record
What agents get for Found Oyster, as JSON: https://directindex.org/api/direct/foundoyster.com
- Book: none on record
- Order: none on record
- Menu: https://www.foundoyster.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: none on record
- Stable links that count: https://directindex.org/go/foundoyster.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, OpenTable: Through partners. OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 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/foundoyster.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: no

Keep watching this business (https://directindex.org/r/foundoyster.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/foundoyster.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=foundoyster.com&force=1