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

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 [Report](https://directindex.org/r/penangusa.com) · scanned 2026-10-24

# What an AI agent reads on Penang

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 [penangusa.com](http://www.penangusa.com/location_philly.html), taken from the copy the scanner kept.

607

characters of text without JavaScript

none

structured data for the business

2

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

 Text

## The words an agent gets

Title: Page not found - Pena Ngusa · language en-US. First 607 of 607 characters:

```
Page not found - Pena Ngusa Skip to content Pena Ngusa The View On Home Improvement Home Improvement Heating and Air Conditioning Furniture Home Inspections Green Living House Plans Kitchen Improvements MAINTENANCE & REPAIR Plumbing Appliances Bath and Shower Swimming Pools Spas Doors Flooring Pest Control Painting Real Estate Roofing Security Windows Interior Design and Decorating Electrical Lighting Contact Us Write for us site mode button Search for: Oops! That page can’t be found. 404 error It looks like nothing was found at this location. Copyrights 2026 Penangusa All Rights Reserved. by .
```

 Facts

## What it can say about the business

| A business type in JSON-LD | no |
| Name | no |
| Telephone | no |
| Address | no |
| Opening hours | no |
| Menu or price list | nothing |
| Cuisine in structured data | no |
| JSON-LD blocks | 1 (ImageObject, Person, WebPage, 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 fetching the homepage once as a crawler. The [report](https://directindex.org/r/penangusa.com) turns it into a score and a list of fixes, with code to paste.

#### The Direct Index

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#### Use it

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#### Vendors and help

[Booking and ordering vendors](https://directindex.org/vendors)[Which vendors' terms allow agents](https://directindex.org/vendors/terms)[Vendor verification](https://directindex.org/vendors/verification)[Website builders](https://directindex.org/builders)[Who can fix this](https://directindex.org/providers)[For agencies](https://directindex.org/agency)

#### 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 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"}}]}
```