# think食堂: Agent-Direct Score F (38.5%)

Site: http://www.think-diner.com
Report: https://directindex.org/r/think-diner.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
think食堂 is largely invisible to agents.
An AI assistant can open think食堂'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.
## Nearby, also direct
Places near think食堂 that take a booking or an order on their own website, with no marketplace in between.
- 中津 和食とお酒 蒼 (180 m): https://directindex.org/r/washokutoosake-ao.com
- ビストロ・ド・ヨシモト (190 m): https://directindex.org/r/bd-yoshimoto.com
- おやさいバルTIERRA kakurega (250 m): https://directindex.org/r/sou2013.co.jp

## 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). 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.** (+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

## What the site tells visitors (Measured, not scored)
- **The footer says © 2023.** Visitors and assistants may read that year as the last time anyone looked after the site. In Osaka, 51% of comparable sites that show a year say 2025 or later.
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Osaka, 13% of comparable sites declare one.

## 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": "think食堂",
  "url": "http://www.think-diner.com",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.7111236,
    "longitude": 135.4941524
  }
}
</script>
```

## 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.

## Where it stands
1650 of 3292 in Osaka. Top 50% 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 | 63% | no |
| Publish the menu or price list as HTML | 79% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 15% | yes |

Nearest places in the index: ちょい呑み食堂 tutini (F, 84 m, https://directindex.org/r/jugem.jp); ガニュ・タン (F, 86 m, https://directindex.org/r/koro-koro.com); COVOJEAN (D, 89 m, https://directindex.org/r/covojean.com); らいよはうす (D, 115 m, https://directindex.org/r/coocan.jp); SOMA (F, 119 m, https://directindex.org/r/blogspot.com); とりあん (D, 127 m, https://directindex.org/r/torian.jp); 中津 和食とお酒 蒼 (A, 178 m, https://directindex.org/r/washokutoosake-ao.com); ビストロ・ド・ヨシモト (C, 191 m, https://directindex.org/r/bd-yoshimoto.com); 34 Kitchen (F, 217 m, https://directindex.org/r/34sunsea.com); おやさいバルTIERRA kakurega (C, 251 m, https://directindex.org/r/sou2013.co.jp).

## 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 Osaka and named 61 places. think食堂 wasn't one of them. See who was named: https://directindex.org/city/osaka/recommended


Compared with its peers: Sites built with Wix 52% (28% A or B, 48660 sites); This site 38.5%.

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

## Businesses like think食堂 in Osaka

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Osaka | 3292 | 37% | 7% | 38.5% |
| Sites built with Wix in Osaka | 132 | 52% | 13% | 38.5% |

The best of the sites built with Wix in Osaka: 日本酒場 七輪（ひちりん） 御堂筋本町 (A 95.4%, https://directindex.org/r/7happy.jp); 鉄板ビストロ kanro 天六店 (A 92.3%, https://directindex.org/r/teppan-kanro.com); もつなべ やわらか 法善寺店 (A 90.8%, https://directindex.org/r/yawaradining.com); レストラン パティスリー ジェイエス (A 90.8%, https://directindex.org/r/restaurantetpatisseriejs.com); 堂島ムガル (A 90.8%, https://directindex.org/r/halal-mughal.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 95.4%. That would be 8th of 3,292 in Osaka, up from 1650th.

## The direct record
What agents get for think食堂, as JSON: https://directindex.org/api/direct/think-diner.com
- 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): yes
- 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 | 0 | 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/think-diner.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: yes
- 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/think-diner.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/think-diner.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=think-diner.com&force=1