---
title: What an AI agent reads on CityLight Coffee · The Direct Index
url: https://directindex.org/r/citylightcoffee-test.lol/agent-view?format=md
---

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 [Report](https://directindex.org/r/citylightcoffee-test.lol) · scanned 2026-10-16

# What an AI agent reads on CityLight Coffee

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 [citylightcoffee-test.lol](https://www.citylightcoffee.com/), taken from the copy the scanner kept.

2,155

characters of text without JavaScript

none

structured data for the business

0

of 3 AI crawlers turned away at the edge

 Text

## The words an agent gets

Title: CityLight Coffee · language en. First 1,800 of 2,155 characters:

```
CityLight Coffee HOME MENU EVENTS CityLight Coffee Coffee with a Story CityLight Coffee is proud to serve direct-trade coffee beans grown in northern Thailand on one of the highest points of Doi Chang mountain! We source from Abonzo Coffee, a small coffee farm named after the founder&#39;s grandfather, Abonzo. He was one of the first leaders in the community to support growing coffee instead of opium. It was founded in 2012. Grandpa Abonzo has since passed away, but his legacy to create a better life for the Akha people has been taken up by the next generation. Every time you drink Abonzo Coffee, you are both drinking Thailand&#39;s best coffee and taking part in building a better life for the Akha community But that&#39;s not all! We give back 100% of our sales to social justice needs and projects around the world, such as Freedom from human trafficking Sex trafficking deprives millions of freedom, dignity, and choice. The commercial sex industry exploits even more. This evil impacts primarily women and girls in countries around the world. Life for those suffering through disease A major chronic disease can severely handicap a person, preventing them from participating in many activities that healthy people take for granted. It can limit job opportunities, limit or prevent basic mobility, weaken their ability to stay healthy, and in many cases result in dealth Victory over extreme poverty Poverty is pervasive. The UN defines it as &quot;a condition characterized by severe deprivation of basic human needs, including food, safe drinking water, sanitation facilities, health, shelter, education and information. It depends not only on income but also on access to services.&quot; Future through education Education is a powerful antidote to poverty. An educated person is empowered with the tools t
```

 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 | a menu or price-list page in HTML citylightcoffee-test.lol/menu.html |
| Cuisine in structured data | no |
| JSON-LD blocks | 0 |

 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/citylightcoffee-test.lol) 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"}}]}
```
