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

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 [Report](https://directindex.org/r/pennyuniversitysg.com) · scanned 2026-10-22

# What an AI agent reads on Penny University

An assistant's crawler fetches the page once, without running JavaScript, and reads the text, the structured data and the links. Below is what it gets from [pennyuniversitysg.com](http://www.pennyuniversitysg.com/), taken from the copy the scanner kept.

873

characters of text without JavaScript

Restaurant

structured data for the business

0

of 3 AI crawlers turned away at the edge

 Text

## The words an agent gets

Title: Specialty coffee | Brunch | Halal | Penny University | Singapore · language en. First 873 of 873 characters:

```
Specialty coffee | Brunch | Halal | Penny University | Singapore top of pageHomepageMenusReservationsEventsContact usExperiencesMoreUse tab to navigate through the menu items.Established since 2012, Penny University is a specialty coffeehouse and roastery starting out with our community-focused origins and our drive to simply serve the best coffee. We are grateful that many of our very first customers are still regulars today. Marked by a commitment to friendly and approachable service, over the years we have grown into a full-service cafe and roastery offering all-day breakfast and brunch as well as a curated bistronomy cuisine in the evenings.Available for take-aways and deliveries too. ​ Click on the link below for the menu.Menu Flagship 17 Jalan Klapa, Singapore 199329 ​ Outlet 1 Wisma Geylang Serai, 1 Engku Aman Turn, #01-06, Singapore 408528bottom of page
```

 Facts

## What it can say about the business

| A business type in JSON-LD | Restaurant |
| Name | Penny University |
| Telephone | +6587271395 |
| Address | yes |
| Opening hours | yes |
| Menu or price list | a menu or price-list page in HTML www.pennyuniversitysg.com/menu |
| Cuisine in structured data | no |
| JSON-LD blocks | 2 (GeoCoordinates, OpeningHoursSpecification, PostalAddress, Restaurant, WebSite) |

 Actions

## The links it would act on

| Link | Role | Where it goes |
| --- | --- | --- |
| [www.pennyuniversitysg.com/reservations](https://www.pennyuniversitysg.com/reservations) | booking | the business's own site |

Everything here comes from fetching the homepage once as a crawler. The [report](https://directindex.org/r/pennyuniversitysg.com) turns it into a score and a list of fixes, with code to paste.

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Business listings come from OpenStreetMap contributors, under the ODbL. Scores are published 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","email":"hello@directindex.org","founder":{"@type":"Person","@id":"https://directindex.org/#antonio","name":"Antonio Curado","sameAs":["https://x.com/ab_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"}}]}
```