# Temperley London: Agent-Direct Score C (61.5%)

Site: http://www.temperleylondon.com
Report: https://directindex.org/r/temperleylondon.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.)
Temperley London is partly visible to agents.
An AI assistant can open Temperley London's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.temperleylondon.com/pages/bridal-appointments (on the business's own site)
- Order directly: https://www.temperleylondon.com/pages/delivery (on the business's own site)
- Phone: (323) 782-8000
- Address: 8452 Melrose Pl, 90069, Los Angeles

## Nearby, also direct
Places near Temperley London that take a booking or an order on their own website, with no marketplace in between.
- Blessed Bread (70 m): https://directindex.org/r/blessedbread.com
- Koi Los Angeles (170 m): https://directindex.org/r/koirestaurant.com
- LA Sandwich Bar (220 m): https://directindex.org/r/lasandwichbar.com
- JINYA. West Hollywood (320 m): https://directindex.org/r/jinyaweho.com
- Norm's Beverly Hills, Ca (400 m): https://directindex.org/r/norms.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
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "LocalBusiness",
  "name": "Temperley London",
  "url": "http://www.temperleylondon.com",
  "telephone": "(323) 782-8000",
  "address": "8452 Melrose Pl, 90069, Los Angeles",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.08342160545553,
    "longitude": -118.374965994405
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.temperleylondon.com/pages/bridal-appointments",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.temperleylondon.com/pages/delivery",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## 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.
- **Booking on your own site.** Agents can book without going through a marketplace.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
1967 of 4566 in Los Angeles. Top 43% 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 | 100% | yes |
| Publish the menu or price list as HTML | 95% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 59% | no |
| Have an llms.txt | 38% | yes |

Nearest places in the index: Blessed Bread (C, 72 m, https://directindex.org/r/blessedbread.com); Fig & Olive (F, 100 m, https://directindex.org/r/figandolive.com); Bliss (F, 114 m, https://directindex.org/r/findblissbeauty.com); Koi Los Angeles (C, 173 m, https://directindex.org/r/koirestaurant.com); LA Sandwich Bar (D, 216 m, https://directindex.org/r/lasandwichbar.com); Bagatelle LA (F, 249 m, https://directindex.org/r/togrp.com); JINYA. West Hollywood (C, 317 m, https://directindex.org/r/jinyaweho.com); Rio Bravo Inc (D, 358 m, https://directindex.org/r/elriobravorestaurant.com); Norm's Beverly Hills, Ca (B, 400 m, https://directindex.org/r/norms.com); L'Orangerie (F, 439 m, https://directindex.org/r/lorangerie.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. Temperley London wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


Compared with its peers: Sites built with Shopify 48% (24% A or B, 13925 sites); This site 61.5%.

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

## Businesses like Temperley London in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 4566 | 50% | 32% | 61.5% |
| Sites built with Shopify in Los Angeles | 82 | 60% | 44% | 61.5% |

The best of the sites built with Shopify in Los Angeles: Leo's Vegan Cafe (A 100%, https://directindex.org/r/leossuperfood.com); Lazy Dog Restaurant and Bar (A 96.3%, https://directindex.org/r/lazydogrestaurants.com); Sunfare (A 93.8%, https://directindex.org/r/sunfare.com); Urban Skillet (A 90.8%, https://directindex.org/r/urbanskilletla.com); Guelaguetza (A 86.2%, https://directindex.org/r/ilovemole.com).

With the two fixes above (No structured data for the business; No menu or price list found), the score would be about 95.4%. That would be 126th of 4,566 in Los Angeles, up from 1967th.

## The direct record
What agents get for Temperley London, as JSON: https://directindex.org/api/direct/temperleylondon.com
- Book: https://www.temperleylondon.com/pages/bridal-appointments (own site; found by the scan of 2026-10-23, not yet tested)
- Order: https://www.temperleylondon.com/pages/delivery (own site; found by the scan of 2026-10-23, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: (323) 782-8000
- Stable links that count: https://directindex.org/go/temperleylondon.com/book, https://directindex.org/go/temperleylondon.com/order

## 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): yes
- 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 0 | 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/temperleylondon.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: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: no

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