# Marie & Johann: Agent-Direct Score B (72.3%)

Site: https://www.marie-johann.de
Report: https://directindex.org/r/marie-johann.de
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Marie & Johann is mostly ready for agents.

## Direct links
- Book directly: https://www.marie-johann.de/willkommen#reservierung (on the business's own site)
- Menu: https://www.marie-johann.de/willkommen#menue
- Phone: +49 221 56055424

## 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). 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": "Restaurant",
  "name": "Marie & Johann",
  "url": "https://www.marie-johann.de",
  "telephone": "+49 221 56055424",
  "email": "reservierung@marie-johann.de",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Aachener Straße 78"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 50.9366985,
    "longitude": 6.9319864
  },
  "openingHours": "We-Su 17:00-22:00+",
  "acceptsReservations": "https://www.marie-johann.de/willkommen#reservierung",
  "hasMenu": "https://www.marie-johann.de/willkommen#menue",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.marie-johann.de/willkommen#reservierung",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

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

```
# Marie & Johann

> restaurant in Aachener Straße 78, Cologne. Phone +49 221 56055424.

## Book or order directly

- Book: https://www.marie-johann.de/willkommen#reservierung (on the business's own site)
- Menu: https://www.marie-johann.de/willkommen#menue

## Opening hours

We-Su 17:00-22:00+

## About

- Website: https://www.marie-johann.de
- 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.

## Where it stands
212 of 999 in Cologne. Top 21% 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 | 89% | yes |
| Publish the menu or price list as HTML | 83% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 97% | yes |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 24% | no |

Nearest places in the index: barito (C, 69 m, https://directindex.org/r/barito.eu); Herr Pimock (C, 193 m, https://directindex.org/r/herrpimock.de); Belgischer Hof (B, 200 m, https://directindex.org/r/belgischer-hof.de); CoCo Viet (D, 202 m, https://directindex.org/r/coco-viet.de); Bonjour Saigon (C, 204 m, https://directindex.org/r/bonjoursaigon.com); Bar Brio (D, 251 m, https://directindex.org/r/barbrio.de); C.C. Kowalski (D, 264 m, https://directindex.org/r/cckowalski.de); Hanoi September (C, 272 m, https://directindex.org/r/hanoi-september.de); Metzgerei Schmitz (D, 291 m, https://directindex.org/r/salonschmitz.com); Tigermilch (D, 342 m, https://directindex.org/r/tigermilch.kitchen).

## 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 Squarespace 65% (48% A or B, 7098 sites); This site 72.3%.

See what an AI agent reads on this site: https://directindex.org/r/marie-johann.de/agent-view

Read by AI agents 5 times this month (ClaudeBot 5).

## Businesses like Marie & Johann in Cologne

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Cologne | 999 | 50% | 24% | 72.3% |
| Built with Squarespace in Cologne | 18 | 70% | 61% | 72.3% |

The best of Built with Squarespace in Cologne: Acht (A 92.3%, https://directindex.org/r/restaurant-acht.de); Mama (A 87.7%, https://directindex.org/r/mama.eu); Kintaro (A 86.2%, https://directindex.org/r/kintaro.de); Castro Carne (B 84.6%, https://directindex.org/r/castrocarne.de); Bei Oma Kleinmann (B 81.5%, https://directindex.org/r/beiomakleinmann.de).

With the fix above (No structured data for the business) the score would be about 95.4%: 6th of 999 in Cologne, up from 212th.

## The direct record
What agents get for Marie & Johann, as JSON: https://directindex.org/api/direct/marie-johann.de
- Book: https://www.marie-johann.de/willkommen#reservierung (own site; found by the scan of 2026-10-14, not yet tested)
- Order: none on record
- Menu: https://www.marie-johann.de/willkommen#menue (html_page; from the scan)
- Hours: We-Su 17:00-22:00+ (from OpenStreetMap)
- Phone: +49 221 56055424
- Stable links that count: https://directindex.org/go/marie-johann.de/book, https://directindex.org/go/marie-johann.de/menu
- Agents and people followed 1 direct link to this business this month (1 by AI agents).

## 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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 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/marie-johann.de
- 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

Deep report: https://directindex.org/r/marie-johann.de/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=marie-johann.de&force=1