# Le Lotus Bleu: Agent-Direct Score B (73.8%)

Site: https://www.lotus-bleu.fr
Report: https://directindex.org/r/lotus-bleu.fr
Scanned: 2026-10-15 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Le Lotus Bleu is mostly ready for agents.

## Direct links
- Book directly: https://lotus-bleu.fr/r%C3%A9server-une-table (on the business's own site)
- Order directly: https://lotus-bleu.fr/plats-%C3%A0-emporter (on the business's own site)
- Menu: https://lotus-bleu.fr/carte
- Phone: +33 1 45 32 24 20

## 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": "FastFoodRestaurant",
  "name": "Le Lotus Bleu",
  "url": "https://www.lotus-bleu.fr",
  "telephone": "+33 1 45 32 24 20",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 48.8437847,
    "longitude": 2.2954951
  },
  "openingHours": "Mo-Fr 11:30-14:15,18:45-22:30, Sa-Su 18:45-22:30",
  "servesCuisine": [
    "asian"
  ],
  "acceptsReservations": "https://lotus-bleu.fr/r%C3%A9server-une-table",
  "hasMenu": "https://lotus-bleu.fr/carte",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lotus-bleu.fr/r%C3%A9server-une-table",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://lotus-bleu.fr/plats-%C3%A0-emporter",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Le Lotus Bleu

> fast food restaurant (asian) in Paris. Phone +33 1 45 32 24 20.

## Book or order directly

- Book: https://lotus-bleu.fr/r%C3%A9server-une-table (on the business's own site)
- Order: https://lotus-bleu.fr/plats-%C3%A0-emporter (on the business's own site)
- Menu: https://lotus-bleu.fr/carte

## Opening hours

Mo-Fr 11:30-14:15,18:45-22:30, Sa-Su 18:45-22:30

## About

- Website: https://www.lotus-bleu.fr
- 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 on your own site.** Agents can book without a marketplace in the loop.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Since the scan of 2026-10-14 (F then)
- Fixed: The site could not be read at all
- New: No structured data for the business; No llms.txt

## Where it stands
819 of 2731 in Paris. Top 30% 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 | 99% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 90% | no |
| Have an llms.txt | 66% | no |

Nearest places with a similar menu: Le Cuistot Tibétain (B, 531 m, https://directindex.org/r/lecuistottibetain.fr); La Maison du Bonheur (B, 993 m, https://directindex.org/r/lamaisondubonheur-paris.fr); Yang Xiao Chu (D, 1087 m, https://directindex.org/r/yangxiaochu.fr); K-Town (D, 1298 m, https://directindex.org/r/k-town.fr); Yibol (D, 1790 m, https://directindex.org/r/yibol.fr); Noli (D, 2279 m, https://directindex.org/r/noli-paris.fr); Royal Dragon (B, 2338 m, https://directindex.org/r/buffetroyaldragon.fr); Honey Home (D, 2374 m, https://directindex.org/r/honey-home.fr); slow (A, 2569 m, https://directindex.org/r/slowfamily.fr); Steam Bar (C, 2815 m, https://directindex.org/r/steambar.fr).

## 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.

Against its peers: Sites built with GoDaddy Website Builder 54% (23% A or B, 285 sites); This site 73.8%.

See what an AI agent reads on this site: https://directindex.org/r/lotus-bleu.fr/agent-view

## Businesses like Le Lotus Bleu in Paris

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Paris | 2731 | 59% | 41% | 73.8% |
| Built with GoDaddy Website Builder in Paris | 8 | 55% | 38% | 73.8% |

The best of Built with GoDaddy Website Builder in Paris: Juni spécialités arméniennes (B 73.8%, https://directindex.org/r/junibakery.com); Fabbrezza (B 72.3%, https://directindex.org/r/fabbrezza.fr); Baccano (C 66.2%, https://directindex.org/r/baccano.fr); La Cantine De La Butte (C 66.2%, https://directindex.org/r/lacantinedelabutte.fr); Vivide (C 56.9%, https://directindex.org/r/vivide-paris.com).

With the fix above (No structured data for the business) the score would be about 95.4%: 63rd of 2,731 in Paris, up from 819th.

## The direct record
What agents get for Le Lotus Bleu, as JSON: https://directindex.org/api/direct/lotus-bleu.fr
- Book: https://lotus-bleu.fr/r%C3%A9server-une-table (own site; found by the scan of 2026-10-15, not yet tested)
- Order: https://lotus-bleu.fr/plats-%C3%A0-emporter (own site; found by the scan of 2026-10-15, not yet tested)
- Menu: https://lotus-bleu.fr/carte (html_page; from the scan)
- Hours: Mo-Fr 11:30-14:15,18:45-22:30, Sa-Su 18:45-22:30 (from OpenStreetMap)
- Phone: +33 1 45 32 24 20
- Stable links that count: https://directindex.org/go/lotus-bleu.fr/book, https://directindex.org/go/lotus-bleu.fr/order, https://directindex.org/go/lotus-bleu.fr/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 | 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/lotus-bleu.fr
- 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/lotus-bleu.fr/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/lotus-bleu.fr/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=lotus-bleu.fr&force=1