# LiLo Coffee Roasters: Agent-Direct Score C (61.5%)

Site: https://coffee.liloinveve.com
Report: https://directindex.org/r/liloinveve.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
LiLo Coffee Roasters is partly visible to agents.
An AI assistant can open LiLo Coffee Roasters's website. It can read what LiLo Coffee Roasters offers. It can't find a link to book or order online.

## Direct links
- Menu: https://coffee.liloinveve.com/cart
- Hours, from OpenStreetMap · Overture Maps: Mon–Sun 11:00–23:00
- Outdoor seating (OpenStreetMap)

## Nearby, also direct
Places near LiLo Coffee Roasters that take a booking or an order on their own website, with no marketplace in between.
- サロン・ド・モンシェール (100 m): https://directindex.org/r/mon-cher.com

## 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
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## 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": "CafeOrCoffeeShop",
  "name": "LiLo Coffee Roasters",
  "url": "https://coffee.liloinveve.com",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.6740631,
    "longitude": 135.4982234
  },
  "openingHours": "11:00-23:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "11:00",
      "closes": "23:00"
    }
  ],
  "hasMenu": "https://coffee.liloinveve.com/cart"
}
</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.
- **Structured data found (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.

## Where it stands
192 of 1766 in Osaka cafes and bars. Top 11% 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 | 61% | no |
| Publish the menu or price list as HTML | 70% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes |
| Structured data with address, phone and hours | 27% | no |
| Have an llms.txt | 19% | yes |

Nearest places in the index: Elk (D, 9 m, https://directindex.org/r/cafe-elk.com); SMILE BASE CAFE 心斎橋店 (D, 50 m, https://directindex.org/r/smilebase.co.jp); Streamer Coffee Company (F, 51 m, https://directindex.org/r/streamer.coffee); Avalon (D, 57 m, https://directindex.org/r/avalon-shisha.com); The Place (C, 87 m, https://directindex.org/r/vis-produce.com); サロン・ド・モンシェール (C, 95 m, https://directindex.org/r/mon-cher.com); Cafe Anamune (F, 114 m, https://directindex.org/r/anamune.com); Absinthe Wormwood (D, 116 m, https://directindex.org/r/absinthe-jp.com); 小川のおかん (F, 117 m, https://directindex.org/r/xn--t8jc7h9f593thjc.com); プロムナードカフェ クリスタ長堀店 (F, 119 m, https://directindex.org/r/promenade-cafe.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.


Compared with its peers: Sites built with Shopify 48% (26% A or B, 7656 sites); This site 61.5%.

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

## Businesses like LiLo Coffee Roasters in Osaka cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Osaka cafes and bars | 1766 | 34% | 6% | 61.5% |
| Sites built with Shopify in Osaka cafes and bars | 27 | 45% | 4% | 61.5% |

The best of the sites built with Shopify in Osaka cafes and bars: CAFEOLE (B 73.8%, https://directindex.org/r/studio-alsur.com); Kaguwa Coffee (C 55.4%, https://directindex.org/r/kaguwacoffee.jp); パールズ (C 55.4%, https://directindex.org/r/cafe-pearls.net); 宇治園喫茶去阪急三番街店 (C 55.4%, https://directindex.org/r/uji-en.co.jp); 株式会社エンザラボ (C 55.4%, https://directindex.org/r/enzalabo.com).

With the two fixes above (No booking or ordering link on the website; Structured data is incomplete), the score would be about 95.4%. That would be 8th of 1,766 in Osaka cafes and bars, up from 192nd.

## The direct record
What agents get for LiLo Coffee Roasters, as JSON: https://directindex.org/api/direct/liloinveve.com
- Book: none on record
- Order: none on record
- Menu: https://coffee.liloinveve.com/cart (html_page; from the scan)
- Hours: 11:00-23:00 (open now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/liloinveve.com/menu

## 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 | 15 | 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/liloinveve.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: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

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