---
title: What an AI agent reads on Hoshino · The Direct Index
url: https://directindex.org/r/hoshinomelbourne.com/agent-view?format=md
---

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 [Report](https://directindex.org/r/hoshinomelbourne.com) · scanned 2026-10-17

# What an AI agent reads on Hoshino

An assistant's crawler fetches the page once, without running JavaScript, and reads the text, the structured data and the links. This is that view of [hoshinomelbourne.com](https://hoshinomelbourne.com/), from the copy the scanner kept.

1,248

characters of text without JavaScript

Organization

structured data for the business

3

of 3 AI crawlers turned away at the edge (GPTBot, ClaudeBot, PerplexityBot)

 Text

## The words an agent gets

Title: Hoshino American ExpressApple PayGoogle PayMastercardShop PayUnion PayVisa · language en. First 1,248 of 1,248 characters:

```
Hoshino Skip to content ようこそ、Hoshinoへ。Welcome to Hoshino! All orders placed before 12pm (Midday) will be available on next business day Hoshino Ringwood East Hoshino Deepdene Shop Hoshino Bakery Contact Log in Hoshino Ringwood East Hoshino Deepdene Shop Hoshino Bakery Contact Search Log in Cart Item added to your cart View cart Check out Continue shopping Thai Tea Series Try it Today From Bangkok, With Love.A flavour we discovered in Thailand.A tradition we fell in love with.Now it’s making its way to Hoshino. A JAPANESE-INSPIRED CAFÉ IN MELBOURNEWelcome to Hoshino — a gentle blend of Japanese flavours, aesthetics, and hospitality. With cafés in Ringwood East and Deepdene, we bring together specialty coffee, ceremonial matcha, handcrafted pastries, and seasonal creations inspired by Japan’s quiet beauty.Open daily, our spaces are designed for slow mornings, meaningful conversations, and moments of calm — whether you’re stopping by for a coffee, a sweet treat, or a leisurely brunch. Subscribe to our emails Be the first to know about new collections and exclusive offers. Email Subscribe to our emails Email Payment methods © 2026, Hoshino Powered by Shopify Choosing a selection results in a full page refresh. Opens in a new window.
```

 Facts

## What it can state about the business

| A business type in JSON-LD | Organization |
| Name | Hoshino |
| Telephone | no |
| Address | no |
| Opening hours | no |
| Menu or price list | nothing |
| Cuisine in structured data | no |
| JSON-LD blocks | 2 (Organization, SearchAction, WebSite) |

 Actions

## The links it would act on

No booking or ordering link found. An agent has nothing to act on.

Everything here comes from one fetch of the homepage as a crawler; the [report](https://directindex.org/r/hoshinomelbourne.com) turns it into a score and fixes, with a kit to paste.

#### The Direct Index

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#### Vendors and help

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#### For agents

[llms.txt](https://directindex.org/llms.txt)[llms-full.txt](https://directindex.org/llms-full.txt)[OpenAPI](https://directindex.org/openapi.json)[MCP server](https://directindex.org/.well-known/mcp/server-card.json)[A2A agent](https://directindex.org/.well-known/agent-card.json)[Direct feeds](https://directindex.org/direct.json)

#### Data

[Open data, CSV and JSON](https://directindex.org/data)[The quarterly edition](https://directindex.org/editions)[City data, JSON and Markdown](https://directindex.org/cities)[Sitemap](https://directindex.org/sitemap.xml)

Business listings from OpenStreetMap contributors, ODbL. Scores under the same licence.

```json
{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://directindex.org/#org","name":"The Direct Index","url":"https://directindex.org/","logo":"https://directindex.org/favicon.svg","founder":{"@type":"Person","name":"Antonio Curado"},"description":"Independent measurement of whether AI agents can find, read and act on a business's own website."},{"@type":"WebSite","@id":"https://directindex.org/#site","url":"https://directindex.org/","name":"The Direct Index","publisher":{"@id":"https://directindex.org/#org"},"inLanguage":"en","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://directindex.org/scan?url={url}"},"query-input":"required name=url"}},{"@type":"WebAPI","name":"The Direct Index API","url":"https://directindex.org/openapi.json","documentation":"https://directindex.org/llms-full.txt","provider":{"@id":"https://directindex.org/#org"}}]}
```