# Muun Cafe and Gallery: Agent-Direct Score C (58.5%)

Site: https://qutori.jp/muun
Report: https://directindex.org/r/qutori.jp
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.)
Muun Cafe and Gallery is partly visible to agents.
An AI assistant can open Muun Cafe and Gallery's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

## Direct links
- Address: Minamiazabu, 4 Chome−12−7 高井ビル 1F, 106-0047, 港区

## What to fix first
- **No booking or ordering link on the website.** (+15 points) There's no link on the site for an agent to follow. 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 on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+2 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant
- **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

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": "LocalBusiness",
  "name": "Muun Cafe and Gallery",
  "url": "https://qutori.jp/muun",
  "address": "Minamiazabu, 4 Chome−12−7 高井ビル 1F, 106-0047, 港区",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 35.64774881,
    "longitude": 139.72476851
  }
}
</script>
```

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

```
# Muun Cafe and Gallery

> local business in Minamiazabu, 4 Chome−12−7 高井ビル 1F, 106-0047, 港区, Tokyo cafes and bars.

## About

- Website: https://qutori.jp/muun
- 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 (LocalBusiness).** address, opening hours

## Where it stands
824 of 6499 in Tokyo cafes and bars. Top 13% 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 | 68% | no |
| Publish the menu or price list as HTML | 66% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes |
| Structured data with address, phone and hours | 14% | no |
| Have an llms.txt | 21% | no |

Nearest places in the index: Sunrise Bakery Café (F, 71 m, https://directindex.org/r/thenewsanno.com); 天現寺カフェ (D, 79 m, https://directindex.org/r/tengenjicafe.jp); きえん (Quien) (F, 368 m, https://directindex.org/r/quien.jp); Nem (F, 373 m, https://directindex.org/r/nem-coffee.com); 町村農場広尾 MILK Laboratory (F, 382 m, https://directindex.org/r/machimura.jp); Day & Night (F, 389 m, https://directindex.org/r/dayandnight2015.com); Origami Tokyo (F, 410 m, https://directindex.org/r/origami-tapioca.com); CAFFE Appassionato (F, 411 m, https://directindex.org/r/caffeappassionato.jp); Aloha Table Natural (D, 417 m, https://directindex.org/r/alohatable.com); Pomponne (F, 419 m, https://directindex.org/r/m-champagne.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 Tokyo cafes and bars and named 76 places. Muun Cafe and Gallery wasn't one of them. See who was named: https://directindex.org/city/tokyo-cafes-bars/recommended


Compared with its peers: Sites built with Squarespace 61% (41% A or B, 33756 sites); This site 58.5%.

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

## Businesses like Muun Cafe and Gallery in Tokyo cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Tokyo cafes and bars | 6499 | 35% | 5% | 58.5% |
| Sites built with Squarespace in Tokyo cafes and bars | 25 | 53% | 20% | 58.5% |

The best of the sites built with Squarespace in Tokyo cafes and bars: at-home cafe 秋葉原本店 (A 100%, https://directindex.org/r/maidcafe-athome.com); Farm Plus (A 86.2%, https://directindex.org/r/farm-cafe.com); Eat Good Place (B 82.5%, https://directindex.org/r/epietriz.com); CAFE AALTO (B 76.3%, https://directindex.org/r/cafeaalto.fi); Cafe & Bar Blue Reef (B 73.8%, https://directindex.org/r/barbluereef.com).

With the three fixes above (No booking or ordering link on the website; No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 5th of 6,499 in Tokyo cafes and bars, up from 824th.

## The direct record
What agents get for Muun Cafe and Gallery, as JSON: https://directindex.org/api/direct/qutori.jp
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: none on record

## 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 | 13 | 25 |
| Actionable | 0 | 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/qutori.jp
- 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: yes

Keep watching this business (https://directindex.org/r/qutori.jp/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/qutori.jp/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=qutori.jp&force=1