# Cafe Gratitude: Agent-Direct Score B (73.8%)

Site: https://cafegratitude.com/
Report: https://directindex.org/r/cafegratitude.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.)
Cafe Gratitude is mostly ready for agents.

## Direct links
- Book directly: https://www.sevenrooms.com/explore/cafegratitudegw/reservations/create/search/?venues=cafegratitudelarchmont%2Ccafegratitudevenice (through sevenrooms acting for the business)
- Order directly: https://cafegratitude.com/meal-delivery (on the business's own site)
- Menu: https://cafegratitude.com/#menu
- Phone: +1 323 580 6383

## What to fix first
- **No structured data for the business.** (+14 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). It is the one block every assistant reads first; the fix kit below has it filled in. 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": "Cafe Gratitude",
  "url": "https://cafegratitude.com/",
  "telephone": "+1 323 580 6383",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Larchmont Boulevard 639"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0826957,
    "longitude": -118.3240362
  },
  "openingHours": "Su-Th 08:00-22:00, Fr-Sa 08:00-23:00",
  "acceptsReservations": "https://www.sevenrooms.com/explore/cafegratitudegw/reservations/create/search/?venues=cafegratitudelarchmont%2Ccafegratitudevenice",
  "hasMenu": "https://cafegratitude.com/#menu",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.sevenrooms.com/explore/cafegratitudegw/reservations/create/search/?venues=cafegratitudelarchmont%2Ccafegratitudevenice",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cafegratitude.com/meal-delivery",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Cafe Gratitude

> restaurant in Larchmont Boulevard 639, Los Angeles. Phone +1 323 580 6383.

## Book or order directly

- Book: https://www.sevenrooms.com/explore/cafegratitudegw/reservations/create/search/?venues=cafegratitudelarchmont%2Ccafegratitudevenice (through sevenrooms acting for the business)
- Order: https://cafegratitude.com/meal-delivery (on the business's own site)
- Menu: https://cafegratitude.com/#menu

## Opening hours

Su-Th 08:00-22:00, Fr-Sa 08:00-23:00

## About

- Website: https://cafegratitude.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.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking through sevenrooms on your own domain.** No marketplace commission, and the guest stays yours.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Since the scan of 2026-10-14 (B then)
- Fixed: nothing
- New: nothing

## Where it stands
399 of 1492 in Los Angeles. Top 27% 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% | yes |
| 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 in the index: Osteria Mamma (C, 98 m, https://directindex.org/r/osteriamamma.com); Providence (B, 576 m, https://directindex.org/r/providencela.com); Prado's (C, 773 m, https://directindex.org/r/greatwhite.cafe); La Numero Uno (F, 1267 m, https://directindex.org/r/ordersnapp.com); 10/10 Burger (B, 1295 m, https://directindex.org/r/1010burger.com); Doomie's NextMex (D, 1300 m, https://directindex.org/r/doomiesrestaurants.com); Kuya Lord (B, 1346 m, https://directindex.org/r/kuyalord.com); Organico (D, 1358 m, https://directindex.org/r/organico.co); Le Coupe (F, 1360 m, https://directindex.org/r/lecoupefriedchicken.com); Trejo's Coffee and Donuts (B, 1608 m, https://directindex.org/r/trejosdonuts.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.

Score over 2 scans since 2026-10-14: 2026-10-14 74%, 2026-10-14 74%.

Against its peers: Sites built with Shopify 61% (37% A or B, 1331 sites); Sites using SevenRooms 71% (53% A or B, 664 sites); This site 73.8%.

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

## Businesses like Cafe Gratitude in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Los Angeles | 1492 | 50% | 37% | 73.8% |
| Built with Shopify in Los Angeles | 29 | 70% | 62% | 73.8% |
| Using SevenRooms in Los Angeles | 11 | 78% | 82% | 73.8% |
| Built with Shopify and using SevenRooms in Los Angeles | 2 | 75% | 100% | 73.8% |

The best of Using SevenRooms in Los Angeles: Pijja Palace (A 87.7%, https://directindex.org/r/pijjapalace.com); The Brixton (A 87.7%, https://directindex.org/r/thebrixtonsm.com); The Formosa Cafe (A 87.7%, https://directindex.org/r/theformosacafe.com); Danbi (B 82%, https://directindex.org/r/danbi-la.com); Ivy at the Shore (B 82%, https://directindex.org/r/theivyrestaurants.com).

With the fix above (No structured data for the business) the score would be about 95.4%: 22nd of 1,492 in Los Angeles, up from 399th.

## The direct record
What agents get for Cafe Gratitude, as JSON: https://directindex.org/api/direct/cafegratitude.com
- Book: https://www.sevenrooms.com/explore/cafegratitudegw/reservations/create/search/?venues=cafegratitudelarchmont%2Ccafegratitudevenice (vendor on own site: SevenRooms; found by the scan of 2026-10-14, not yet tested)
- Order: https://cafegratitude.com/meal-delivery (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: https://cafegratitude.com/#menu (html_page; from the scan)
- Hours: Su-Th 08:00-22:00, Fr-Sa 08:00-23:00 (from OpenStreetMap)
- Phone: +1 323 580 6383
- Stable links that count: https://directindex.org/go/cafegratitude.com/book, https://directindex.org/go/cafegratitude.com/order, https://directindex.org/go/cafegratitude.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 | 8 | 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/cafegratitude.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: 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

Deep report: https://directindex.org/r/cafegratitude.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=cafegratitude.com&force=1