ムレスナティーハウス 総本店
mlesnatea-japan.jp is largely invisible to agents.
AI assistants cannot open the website of ムレスナティーハウス 総本店, so they rely on what other sites say about it.
Listed by OpenStreetMap.
See what an AI agent reads on this site →
8 of 65 points available
agent-readiness level
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
What assistants answer
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
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.
How ムレスナティーハウス 総本店 compares
189 of 198 in Osaka cafes and bars
Top 95% of the sites scanned in this index. Just above: Craft Beer Works KAMIKAZE F, 魚や市 F. Just below: Blue Bottle Coffee F, NORTHSHORE 北浜店 F.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 75% | no |
| Publish the menu or price list as HTML | 75% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | no |
| Structured data with address, phone and hours | 25% | no |
| Have an llms.txt | 5% | no |
The top tenth is the 20 best-scoring reachable sites of the index at the last refresh.
Against its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with Shopify 2,586 sites | 48% | 26% | 12.3% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Uncle Jam | 606 m | B | yes |
| 美酒佳肴AJITO | 731 m | D | no |
| tokidoki italian | 954 m | D | no |
| a little home | 1.4 km | D | no |
| カフェ パスクッチ coffee_shop | 1.4 km | D | yes |
| uoyaki | 1.6 km | D | no |
| Beer Cafe Barley | 1.8 km | F | no |
| Cafe食堂Lodge | 1.8 km | D | no |
| 肉汁餃子のダンダダン gyoza | 1.8 km | F | no |
| アイリッシュパブ カプリシカ | 1.9 km | C | no |
Businesses like ムレスナティーハウス 総本店 in Osaka cafes and bars
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Osaka cafes and bars | 198 | 45% | 10% | 12.3% |
| Sites built with Shopify in Osaka cafes and bars | 3 | 15% | 0% | 12.3% |
The best of the businesses of the same kind in Osaka cafes and bars
ファイナルファンタジー エオルゼアカフェ in OSAKA A 92.3% · あひる珈琲 B 84.6% · くいしんぼう三姉妹 さりま B 84.6% · ねことカフェ大阪天王寺店 B 84.6% · ゲームバーPicoty 大阪梅田 B 84.3%
The climb
With the three fixes above (The site turns every visitor without a browser away, AI agents included; No booking or ordering link on the website; Structured data is incomplete) the score would be about 84.6%: 2nd of 198 in Osaka cafes and bars, up from 189th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
What to fix first
- The site turns every visitor without a browser away, AI agents included +25 points
A plain fetch was refused (cloudflare_challenge); only a real browser got the page. Every AI crawler and agent is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. How to fix it
- No booking or ordering link on the website +15 points
Agents find no link to follow on the site. 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 on your own domain. How to fix it
- Structured data is incomplete +7 points
Missing: address, telephone, opening hours. How to fix it
- 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. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Osaka cafes and bars. List your agency or yourself: free, reviewed by hand.
Already right
- robots.txt lets AI crawlers in There is no robots.txt, which allows everything.
- Structured data present (Organization) but without address, phone or hours
Builder: shopify · Front: cloudflare · A plain fetch got cloudflare_challenge; a real browser got the page, so the scan continues on the rendered page.
What to paste
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on shopify is in the guides.
Where to paste it on Shopify: Online Store, then the three-dot menu on the theme, then Edit code; paste it in the theme's layout file, inside the head. the official help page.
Show the code 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. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "CafeOrCoffeeShop",
"name": "ムレスナティーハウス 総本店",
"url": "https://mlesna-tea.jp/",
"address": {
"@type": "PostalAddress",
"streetAddress": "31"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 34.7338597,
"longitude": 135.3686948
},
"servesCuisine": [
"tea"
]
}
</script>
Own this business?
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.
Rescan now · Markdown · Dispute a check
Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR once. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Show the score
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/mlesnatea-japan.jp"><img src="https://directindex.org/badge/mlesnatea-japan.jp.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.
Show the details
What agents get for ムレスナティーハウス 総本店
No direct path on record: the scan of 2026-10-17 found no booking or ordering link on mlesnatea-japan.jp or on a vendor's site. The same record is served as JSON at /api/direct/mlesnatea-japan.jp, through the MCP tool direct_record and in the city feed /city/osaka-cafes-bars/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | none on record | |
| Hours | none on record | |
| Phone | none on record |
Owners: claim the business below to correct this record; the claim email carries the link.
Can an agent transact?
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| 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 |
Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.
Not measured
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.
| JSON-LD for the business | yes |