# mag cat cafe: Agent-Direct Score F (32.8%)

Site: https://magcatcafe.com/
Report: https://directindex.org/r/magcatcafe.com
Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
mag cat cafe is largely invisible to agents.
Some AI assistants are turned away by the website of mag cat cafe. It finds no menu or price list, so it answers from other sites. It finds no link to book or order online, only a phone number.

## Direct links
- Phone: 080-1499-5810

## 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 booking or ordering link on the website.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page. 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 menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **The server turns AI crawlers away at the door.** (+6.7 points) Live fetches as GPTBot (http_403), ClaudeBot (http_403) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **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": "mag cat cafe",
  "url": "https://magcatcafe.com/",
  "telephone": "080-1499-5810",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.7499414,
    "longitude": 135.381671
  },
  "openingHours": "13:00-19:00 \"days on schedule (see instagram)\"",
  "servesCuisine": [
    "crepe"
  ]
}
</script>
```

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

```
# mag cat cafe

> fast food restaurant (crepe) in Osaka. Phone 080-1499-5810.

## Opening hours

13:00-19:00 "days on schedule (see instagram)"

## About

- Website: https://magcatcafe.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.** There is no robots.txt, which allows everything.

## Where it stands
174 of 226 in Osaka. Top 77% 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 | 83% | no |
| Publish the menu or price list as HTML | 87% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 96% | no |
| Structured data with address, phone and hours | 35% | no |
| Have an llms.txt | 13% | no |

Nearest places in the index: カサレッチョ (D, 844 m, https://directindex.org/r/casareccio.jp); さんばんや (C, 895 m, https://directindex.org/r/3banya.com); めんどん (F, 976 m, https://directindex.org/r/mukonoso.shop); ゆうか (D, 1046 m, https://directindex.org/r/hirosimayaki.com); さかえ亭 (D, 1377 m, https://directindex.org/r/sakaetei.jp); Pa'ina Wharf (C, 1384 m, https://directindex.org/r/painawharf.com); U・K WILDCATS CAFE (D, 1799 m, https://directindex.org/r/ukcafe.net); そば太鼓亭 (D, 1906 m, https://directindex.org/r/taikotei.co.jp); スシマス (F, 1971 m, https://directindex.org/r/tachibana-ss.jp); bistro Tano'tan (D, 2059 m, https://directindex.org/r/tan-otan.com).

## 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 WordPress 59% (32% A or B, 54721 sites); This site 32.8%.

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

## Businesses like mag cat cafe in Osaka

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Osaka | 226 | 45% | 15% | 32.8% |
| Sites built with WordPress in Osaka | 72 | 56% | 29% | 32.8% |

The best of the sites built with WordPress in Osaka: パセミヤ (A 100%, https://directindex.org/r/pasania.osaka); Eggs ’n Things (A 87.7%, https://directindex.org/r/eggsnthingsjapan.com); 靭本町がく (A 87.7%, https://directindex.org/r/utsubo-gaku.com); Comfort Zone 8 京いたりあん (A 86.2%, https://directindex.org/r/comfortzone8kyoitarian.com); Nikutareya nambabal (A 86.2%, https://directindex.org/r/nikutareya-namba.com).

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found) the score would be about 85.1%: 11th of 226 in Osaka, up from 174th.

## The direct record
What agents get for mag cat cafe, as JSON: https://directindex.org/api/direct/magcatcafe.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: 13:00-19:00 "days on schedule (see instagram)" (from OpenStreetMap)
- Phone: 080-1499-5810

## 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 | 18.3 | 25 |
| Readable | 1 | 25 |
| Actionable | 2 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/magcatcafe.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- 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: 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/magcatcafe.com/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/magcatcafe.com/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=magcatcafe.com&force=1