# LouLou: Agent-Direct Score C (67.7%)

Site: http://loulousg.com/
Report: https://directindex.org/r/loulousg.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
LouLou is partly visible to agents.
An AI assistant can open LouLou's website. What LouLou offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.loulousg.com/#Contact (on the business's own site)
- Menu: https://irp.cdn-website.com/9a08a3bc/files/uploaded/Copy+of+Loulou+lunch+menu+27052025.pdf
- Hours, from OpenStreetMap · Overture Maps: Mon–Thu 11:45–14:30, 17:45–23:00; Fri–Sat 11:45–14:30, 17:45–00:00; Sun 11:45–14:30, 17:45–23:00
- Prices: 5 prices on the site, the middle one SGD 1.00

## Nearby, also direct
Places near LouLou that take a booking or an order on their own website, with no marketplace in between.
- Bistro Gaston (30 m): https://directindex.org/r/bistrogaston.sg
- Chez Suzette Singapore (80 m): https://directindex.org/r/chezsuzette.sg
- Nicholas le Restaurant (90 m): https://directindex.org/r/restaurantnicolas.com
- Bonjour Ma Cuisine (160 m): https://directindex.org/r/bonjourmacuisine.com
- L'Entrecote the Steak & Fries Bistro (180 m): https://directindex.org/r/lentrecote.com.sg

## 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
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## What the site tells visitors (Measured, not scored)
- **5 prices on the landing page, the middle one SGD 1.00.** In Singapore, the middle price of comparable sites that show prices is SGD 20.00.

## 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": "LouLou",
  "url": "http://loulousg.com/",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 1.2795583,
    "longitude": 103.8415849
  },
  "openingHours": "Su-Th 11:45-14:30, 17:45-23:00; Fr-Sa 11:45-14:30, 17:45-00:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday",
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "11:45",
      "closes": "14:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday",
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday"
      ],
      "opens": "17:45",
      "closes": "23:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "11:45",
      "closes": "14:30"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Friday",
        "Saturday"
      ],
      "opens": "17:45",
      "closes": "00:00"
    }
  ],
  "servesCuisine": [
    "french"
  ],
  "acceptsReservations": "https://www.loulousg.com/#Contact",
  "hasMenu": "https://irp.cdn-website.com/9a08a3bc/files/uploaded/Copy+of+Loulou+lunch+menu+27052025.pdf",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.loulousg.com/#Contact",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</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.

## Where it stands
955 of 2660 in Singapore. Top 36% 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 | 97% | yes |
| Publish the menu or price list as HTML | 89% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes |
| Structured data with address, phone and hours | 53% | no |
| Have an llms.txt | 49% | yes |

Nearest places with a similar menu: Bistro Gaston (B, 34 m, https://directindex.org/r/bistrogaston.sg); Chez Suzette Singapore (A, 78 m, https://directindex.org/r/chezsuzette.sg); Nicholas le Restaurant (F, 91 m, https://directindex.org/r/restaurantnicolas.com); Restaurant Chaleur (F, 91 m, https://directindex.org/r/restaurantchaleur.com); Reve (F, 151 m, https://directindex.org/r/reve-sg.com); Bonjour Ma Cuisine (B, 157 m, https://directindex.org/r/bonjourmacuisine.com); L'Entrecote the Steak & Fries Bistro (B, 180 m, https://directindex.org/r/lentrecote.com.sg); Pulsii French Bistro (C, 366 m, https://directindex.org/r/pulsii.com.sg); Les Ducs (D, 471 m, https://directindex.org/r/lesducs.sg); Bar-Roque Grill (F, 500 m, https://directindex.org/r/stefanandnico.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 22 everyday questions about Singapore and named 159 places. LouLou wasn't one of them. See who was named: https://directindex.org/city/singapore/recommended


Compared with its peers: Sites built with Duda 41% (9% A or B, 3963 sites); This site 67.7%.

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

## Businesses like LouLou in Singapore

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Singapore | 2660 | 54% | 34% | 67.7% |
| Sites built with Duda in Singapore | 3 | 73% | 67% | 67.7% |

The best of the businesses of the same kind in Singapore: Akasa | Indian Restaurant Singapore (A 100%, https://directindex.org/r/akasa.sg); Alaturka (A 100%, https://directindex.org/r/alaturka.com.sg); Alijiang (A 100%, https://directindex.org/r/alijiang.com.sg); Armoury Steaks and Craft Beer (A 100%, https://directindex.org/r/armourysteaks.com); Artemis Grill and Sky Bar (A 100%, https://directindex.org/r/artemisgrill.com.sg).

With the two fixes above (No structured data for the business; Menu or price list is a PDF), the score would be about 95.4%. That would be 48th of 2,660 in Singapore, up from 955th.

## The direct record
What agents get for LouLou, as JSON: https://directindex.org/api/direct/loulousg.com
- Book: https://www.loulousg.com/#Contact (own site; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: https://irp.cdn-website.com/9a08a3bc/files/uploaded/Copy+of+Loulou+lunch+menu+27052025.pdf (pdf; from the scan)
- Hours: Su-Th 11:45-14:30, 17:45-23:00; Fr-Sa 11:45-14:30, 17:45-00:00 (open now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/loulousg.com/book, https://directindex.org/go/loulousg.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 | 4 | 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/loulousg.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: 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: 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/loulousg.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/loulousg.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=loulousg.com&force=1