# Bonjourmi: Agent-Direct Score D (53.8%)

Site: http://bonjourmi.com
Report: https://directindex.org/r/bonjourmi.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.)
Bonjourmi is hard for agents to use.
An AI assistant can open Bonjourmi's website. It can read what Bonjourmi offers. It finds a phone number, but no link to book or order online.

## Direct links
- Menu: https://bonjourmi.com/menu.html
- Phone: +81 3 5719 7577
- Address: 4 141-0033 品川区
- Hours, from OpenStreetMap · Overture Maps: Mon–Fri 11:30–14:00, 18:00–23:00; Sat 18:00–22:00; Sun closed

## Nearby, also direct
Places near Bonjourmi that take a booking or an order on their own website, with no marketplace in between.
- 澤鮨 (240 m): https://directindex.org/r/sawazushi.com
- 西安料理張家大崎店 (270 m): https://directindex.org/r/tosyomen.com
- Morricone Caffe Italiano (330 m): https://directindex.org/r/morricone-caffe.com

## 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). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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

## What the site tells visitors (Measured, not scored)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is.

## 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": "Bonjourmi",
  "url": "http://bonjourmi.com",
  "telephone": "+81 3 5719 7577",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "4",
    "postalCode": "141-0033",
    "addressLocality": "品川区"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 35.6163701,
    "longitude": 139.7262408
  },
  "openingHours": "Mo-Fr 11:30-14:00,18:00-23:00; Sa 18:00-22:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "11:30",
      "closes": "14:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "18:00",
      "closes": "23:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "18:00",
      "closes": "22:00"
    }
  ],
  "hasMenu": "https://bonjourmi.com/menu.html"
}
</script>
```

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

```
# Bonjourmi

> restaurant in 4 141-0033 品川区, Tokyo. Phone +81 3 5719 7577.

## Book or order directly

- Menu: https://bonjourmi.com/menu.html

## Opening hours

Mo-Fr 11:30-14:00,18:00-23:00; Sa 18:00-22:00

## About

- Website: http://bonjourmi.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.
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
2498 of 10292 in Tokyo. Top 24% 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 | 77% | no |
| Publish the menu or price list as HTML | 81% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 89% | yes |
| Structured data with address, phone and hours | 17% | no |
| Have an llms.txt | 21% | no |

Nearest places in the index: 近江牛ダイニングいやさか (F, 44 m, https://directindex.org/r/iyasaka-daining.com); 澤鮨 (C, 236 m, https://directindex.org/r/sawazushi.com); 大衆食堂 あまつ 大崎シンクパーク店 (D, 257 m, https://directindex.org/r/taishu-amatsu-osaki.com); デニーズ ThinkPark店 　＊9:00から20:00の間、テラス席でペットと一緒にお食事を楽しめます。 (C, 259 m, https://directindex.org/r/dennys.co.jp); 西安料理張家大崎店 (C, 266 m, https://directindex.org/r/tosyomen.com); レミルフォイユドゥリベルテ大崎店 (F, 272 m, https://directindex.org/r/liberte-f.co.jp); Morricone Caffe Italiano (A, 327 m, https://directindex.org/r/morricone-caffe.com); 大崎一番家 (D, 380 m, https://directindex.org/r/osakinishi.net); うなぎいもストア　333 (D, 397 m, https://directindex.org/r/unagiimo.com); パエリアとピザの店杉の木 (F, 436 m, https://directindex.org/r/suginoki.biz).

## 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 Tokyo and named 111 places. Bonjourmi wasn't one of them. See who was named: https://directindex.org/city/tokyo/recommended


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

## Businesses like Bonjourmi in Tokyo

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Tokyo | 10292 | 41% | 8% | 53.8% |

The best of the businesses of the same kind in Tokyo: La Terre (A 100%, https://directindex.org/r/la-terre-tokyo.jp); Namaste Himalaya (A 100%, https://directindex.org/r/thenamastehimalaya.com); PANAME Crêpes de Paris ＆ Café Bar (GINZA TOKYO) (A 100%, https://directindex.org/r/panamecrepes.com); WORLD BURGER Ikebukuro West Main Store (A 100%, https://directindex.org/r/worldburger.jp); リストランテステファノ (A 100%, https://directindex.org/r/stefano-jp.com).

With the two fixes above (No structured data for the business; No booking or ordering link on the website), the score would be about 95.4%. That would be 8th of 10,292 in Tokyo, up from 2498th.

## The direct record
What agents get for Bonjourmi, as JSON: https://directindex.org/api/direct/bonjourmi.com
- Book: none on record
- Order: none on record
- Menu: https://bonjourmi.com/menu.html (html_page; from the scan)
- Hours: Mo-Fr 11:30-14:00,18:00-23:00; Sa 18:00-22:00 (closed now) (from OpenStreetMap)
- Phone: +81 3 5719 7577
- Stable links that count: https://directindex.org/go/bonjourmi.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 | 8 | 25 |
| Actionable | 2 | 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/bonjourmi.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: 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/bonjourmi.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/bonjourmi.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=bonjourmi.com&force=1