---
title: What an AI agent reads on LSL Beauty & Aesthetics · The Direct Index
url: https://directindex.org/r/2findlocal.com/agent-view?format=md
---

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 [Report](https://directindex.org/r/2findlocal.com) · scanned 2026-10-21

# What an AI agent reads on LSL Beauty & Aesthetics

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 [2findlocal.com](http://www.2findlocal.com/b/7942617/pinkys-beauty-parlour-london), taken from the copy the scanner kept.

1,504

characters of text without JavaScript

LocalBusiness

structured data for the business

2

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

 Text

## The words an agent gets

Title: Pinky's Beauty Parlour | Beauty Salons and Services in London,. First 1,504 of 1,504 characters:

```
Pinky's Beauty Parlour | Beauty Salons and Services in London, 2FL Log In Add Business Worldwide - United Kingdom - London - Beauty Salons and Services - Pinky's Beauty Parlour Pinky's Beauty Parlour Unclaimed listing Listing details Beauty Salons and Services in London, Beauty Salons and Services Contact Information Call 020 86900014 Location 11 George Lane, London , SE13 6HQ United Kingdom Get Directions Reviews Pinky's Beauty Parlour 020 86900014 11 George Lane, London , SE13 6HQ United Kingdom $ Pinky's Beauty Parlour Review This Business Business Details Company name Pinky's Beauty Parlour Category Beauty Salons and Services Rating Not Rated Tags beauty salons, beauty salons services, beauty salon services beauty services About this listing About this listing: Information on this page may be sourced from business owners, public records, and trusted data partners. 2findlocal provides these details to help users discover local businesses and services. Found something inaccurate? Suggest an edit . Nearby similar businesses Worldwide > United Kingdom > London > Beauty Salons and Services Nail Gallery Chelsea 300 Fulham Road Lush Beauty Bar 145 Mitcham Road, Tooting O2 Zone Beauty Studio 46 Queenstown Road Berry Brown 76 Inner Park Road Pinky's Beauty Parlour Contacts Location Business Details Blog Privacy Policy Contact Us Explore local insights and savings tips in our Local Guides . Get your Website Featured or submit your business for free Copyright © 2004-2026 2FINDLOCAL
```

 Facts

## What it can say about the business

| A business type in JSON-LD | LocalBusiness |
| Name | Pinky's Beauty Parlour |
| Telephone | 02086900014 |
| Address | yes |
| Opening hours | no |
| Menu or price list | nothing |
| Cuisine in structured data | no |
| JSON-LD blocks | 2 (BreadcrumbList, GeoCoordinates, ListItem, LocalBusiness, PostalAddress, WebPage) |

 Actions

## The links it would act on

No booking or ordering link found; only a phone number (+4402086900014). An agent has nothing to act on.

Everything here comes from fetching the homepage once as a crawler. The [report](https://directindex.org/r/2findlocal.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"}}]}
```