# Lulu's Restaurant: Agent-Direct Score A (95.4%)

Site: http://www.lulusrestaurant.com/
Report: https://directindex.org/r/lulusrestaurant.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.)
Lulu's Restaurant is ready for agents.
An AI assistant can open Lulu's Restaurant's website. It can read what Lulu's Restaurant offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://lulusrestaurant.com/reservations# (on the business's own site)
- Menu: https://lulusrestaurant.com/food-menu
- Phone: +1 818 988 0707
- Address: Roscoe Boulevard 16900 91406 Van Nuys
- Its menu mentions: vegan options, vegetarian dishes

## Nearby, also direct
Places near Lulu's Restaurant that take a booking or an order on their own website, with no marketplace in between.
- El Indio Mexicano (210 m): https://directindex.org/r/elindiomexicanorestaurant.com
- Ahipoki (290 m): https://directindex.org/r/ahipokibowl.com
- Leo's Vegan Cafe (740 m): https://directindex.org/r/leossuperfood.com
- Cha Cha Chicken (770 m): https://directindex.org/r/chachachicken.com
- Paragon Bar and Grill (800 m): https://directindex.org/r/paragonbarandgrill.com

## What to fix first
- **Ordering only through grubhub.** (no points, but worth doing) 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/online-ordering-without-delivery-apps
- **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

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

```
# Lulu's Restaurant

> restaurant (american) in Roscoe Boulevard 16900 91406 Van Nuys, Los Angeles. Phone +1 818 988 0707.

## Book or order directly

- Book: https://lulusrestaurant.com/reservations# (on the business's own site)
- Menu: https://lulusrestaurant.com/food-menu

## About

- Website: http://www.lulusrestaurant.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 (Restaurant).** address, phone, opening hours
- **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.

## 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% | yes |
| 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% | yes |
| Have an llms.txt | 21% | no |

Nearest places in the index: Peking Wok (F, 175 m, https://directindex.org/r/pekingwok.net); El Indio Mexicano (A, 206 m, https://directindex.org/r/elindiomexicanorestaurant.com); Ahipoki (B, 291 m, https://directindex.org/r/ahipokibowl.com); Blue Palms Brewhouse (D, 303 m, https://directindex.org/r/bluepalmsbrewhouse.com); Leo's Vegan Cafe (A, 735 m, https://directindex.org/r/leossuperfood.com); Bad Boys Pizza (D, 739 m, https://directindex.org/r/orders.co); Cha Cha Chicken (A, 773 m, https://directindex.org/r/chachachicken.com); Prime Italian (F, 798 m, https://directindex.org/r/primeitalian.com); Paragon Bar and Grill (B, 801 m, https://directindex.org/r/paragonbarandgrill.com); Van Nuys Airport Restaurant Corporation (F, 1216 m, https://directindex.org/r/iflyvny.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. Lulu's Restaurant wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended


Compared with its peers: Sites using Grubhub 64% (44% A or B, 193 sites); This site 95.4%.

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

## Businesses like Lulu's Restaurant in Los Angeles

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles | 894 | 53% | 38% | 95.4% |
| Sites using Grubhub in Los Angeles | 29 | 66% | 55% | 95.4% |

The best of the sites using Grubhub in Los Angeles: Conference Room (A 95.4%, https://directindex.org/r/conferenceroomrestaurant.com); Hanshin Pocha (A 93.8%, https://directindex.org/r/hanshinpochala.com); The Bear Pit (B 81.5%, https://directindex.org/r/bearpitbbq.com); Casa Nostra Trattoria on Sunset (B 78.5%, https://directindex.org/r/casanostrala.com); George's (B 75.4%, https://directindex.org/r/georgesburgerstand.com).

## The direct record
What agents get for Lulu's Restaurant, as JSON: https://directindex.org/api/direct/lulusrestaurant.com
- Book: https://lulusrestaurant.com/reservations# (own site; found by the scan of 2026-10-23, not yet tested)
- Order: none on record
- Menu: https://lulusrestaurant.com/food-menu (html_page; from the scan)
- Hours: none on record
- Phone: +1 818 988 0707
- Stable links that count: https://directindex.org/go/lulusrestaurant.com/book, https://directindex.org/go/lulusrestaurant.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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 22 | 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/lulusrestaurant.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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/lulusrestaurant.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/lulusrestaurant.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=lulusrestaurant.com&force=1