# AI Search Readiness Audit (AEO/GEO) (`burly_bat/ai-search-readiness-audit`) Actor

Bulk-audit URLs for AI search readiness (AEO/GEO). Checks 13 AI crawlers against robots.txt with quoted evidence, llms.txt, JSON-LD structured data, no-JS renderability and citation signals. PASS/WARN/FAIL + 0-100 score per URL and a client-ready HTML report. Input: URLs, sitemap or dataset.

- **URL**: https://apify.com/burly\_bat/ai-search-readiness-audit.md
- **Developed by:** [Burly Bat](https://apify.com/burly_bat) (community)
- **Categories:** SEO tools, Developer tools, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $9.00 / 1,000 audited urls

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## AI Search Readiness Audit (AEO/GEO)

Audit URLs in bulk for **AI search readiness**: can ChatGPT, Perplexity, Claude and other
answer engines actually crawl, parse and cite your pages? This Actor turns raw robots.txt,
HTML and metadata into a deterministic **PASS / WARN / FAIL verdict with a 0–100 score per
URL** — plus the exact evidence an agency can paste straight into a client audit.

### What it checks per URL

1. **AI crawler access matrix (with evidence).** robots.txt is evaluated for 13 AI
   crawlers — GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot (incl. legacy `anthropic-ai`),
   Claude-SearchBot, PerplexityBot, Perplexity-User, Google-Extended, CCBot, Bytespider,
   Applebot-Extended, Amazonbot, meta-externalagent — per RFC 9309 (longest match, Allow
   beats Disallow on ties, wildcard groups). Every allowed/blocked/no-rule verdict **quotes
   the exact robots.txt line** that produced it. Meta robots, `noai` and `X-Robots-Tag` are
   checked too.
2. **llms.txt.** Presence per domain, structural validity (H1 title, sections, markdown
   links) and a consistency probe of a few advertised links. Honestly labeled: llms.txt is
   an **emerging convention** (llmstxt.org) — Google does not use it.
3. **Structured data.** JSON-LD extraction: detected `@type` values (Organization,
   WebSite, Article, FAQPage, Product, BreadcrumbList…) and syntax errors that make
   crawlers silently drop a block.
4. **Renderability without JavaScript (heuristic).** How much visible text the raw HTML
   exposes, empty SPA root shells (`<div id="root">`…), text-to-markup ratio. Several AI
   crawlers do not execute JavaScript — a client-side-only page is invisible to them.
5. **Citation signals.** Title, meta description, H1 and heading hierarchy, canonical,
   `lang`, machine-readable dates, Open Graph.

Each URL gets a verdict, a score, per-check statuses and an `issues[]` list with severity,
plain-English message, recommendation and evidence.

### Input — three chainable sources

- `startUrls` — a plain list of URLs.
- `sitemapUrl` — an XML sitemap or sitemap index; URLs are pulled automatically.
- `datasetId` + `urlField` — **Dataset chaining**: point it at the output of any Apify
  crawler run and audit what it found, no glue code needed.

Sources combine, URLs are deduplicated, and `maxUrls` caps the run (default 100, max 5000).

```json
{
  "startUrls": [{ "url": "https://www.example.com/" }],
  "sitemapUrl": "https://www.example.com/sitemap.xml",
  "maxUrls": 200
}
````

### Output

- **Dataset** — one record per URL with flat fields plus the full per-bot evidence matrix.
- **REPORT.html** — self-contained, client-ready HTML report (key-value store).
- **SUMMARY.md** — portable Markdown summary for tickets and docs.
- **RESULTS.csv** — spreadsheet-ready export with formula-injection-safe escaping.
- **OUTPUT** — JSON run summary: counts, billed URLs, blocked-bot ranking, issue frequencies.

### Pricing — you never pay for guesses

Pay per event: **$0.009 per audited URL** (that is $9.00 per 1,000 URLs), plus a near-zero
`$0.00005` Actor start event.

- A URL is charged **only** when the audit reaches a definitive `PASS`, `WARN` or `FAIL`
  verdict — and only **after** its record is written to the dataset.
- **Unresolved URLs** (DNS failures, timeouts, `429` rate limits, 5xx after an automatic
  retry, invalid or unsafe URLs) are delivered in the dataset for free and **never charged**.
- **WAF/bot-protection blocks** (`403`, Cloudflare challenges) get the dedicated status
  `blocked_by_waf` — useful information ("an AI crawler will not get in here either"),
  delivered for free and **never charged**.
- Duplicate URLs are deduplicated before work, so nothing is billed twice.
- Set `maxTotalChargeUsd` on the run to cap your spend. The Actor trims the input before
  doing any work, so your limit is never exceeded and `skippedByChargeLimit` reports what
  was left out.
- Platform usage is covered by the Actor creator; the event price is what you pay.

### Honest limits (read before you buy)

- **llms.txt is an emerging convention.** Google has stated it does not use it; support
  among AI vendors varies. It is reported as informational, not as a ranking requirement.
- **Renderability is a heuristic on raw HTML**, not a full browser render. A
  `client_side_only` verdict means non-JS crawlers get an empty shell; it does not measure
  what Googlebot's renderer eventually sees.
- **This is a technical readiness audit — not a guarantee** that AI assistants will cite
  your pages. Content quality and authority are out of scope by design.
- The Actor does not log in, bypass bot protection, execute JavaScript or use any LLM.
  That keeps runs deterministic, reproducible and cheap — and makes the Actor safe to call
  from AI agents and MCP pipelines.

### Security and responsible use

- Audit only sites you own or are authorized to test.
- Localhost, private/link-local/reserved IP ranges, cloud metadata hosts, URL credentials
  and non-standard ports are blocked, with DNS re-validated at connection time (no
  DNS-rebinding gap). Every redirect hop is checked again.
- Response bodies are capped, requests time out, retries are bounded (one per URL) and
  concurrency is limited, so audited sites are not hammered.
- No personal data is collected; no proxy or external API is used.

### Works well with

Migrating a site? Validate your redirect map with
[Site Migration Redirect Map Validator & Audit](https://apify.com/burly_bat/site-migration-redirect-map-qa)
— same evidence-first reporting, built by the same author.

### Recommended workflow

1. Run the audit on your key pages (or the full sitemap).
2. Fix every `FAIL` (blocked AI crawlers, noindex, client-side-only rendering), then
   review `WARN` items (structured data, canonicals, thin HTML).
3. Re-run and archive `REPORT.html` as the before/after artifact for your client.
4. Schedule a periodic re-audit with Apify Schedules to catch regressions.

### Sources

- [RFC 9309 — Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)
- [OpenAI crawlers](https://platform.openai.com/docs/bots)
- [Anthropic crawlers](https://support.claude.com/en/articles/8896518)
- [Perplexity crawlers](https://docs.perplexity.ai/guides/bots)
- [Google-Extended](https://developers.google.com/search/docs/crawling-indexing/overview-google-crawlers)
- [llms.txt proposal](https://llmstxt.org/)
- [Google Search Central: JSON-LD structured data](https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data)

# Actor input Schema

## `startUrls` (type: `array`):

Pages to audit for AI-search readiness. Use full URLs including https://.

## `sitemapUrl` (type: `string`):

Optional XML sitemap (or sitemap index) to pull page URLs from, up to Maximum URLs. Combines with the other sources.

## `datasetId` (type: `string`):

Optional: read URLs from an existing Apify dataset, e.g. the output of a crawler or scraper run.

## `urlField` (type: `string`):

Name of the dataset field that holds the URL when "datasetId" is used.

## `bots` (type: `array`):

robots.txt user-agent tokens to evaluate. Default: GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Perplexity-User, Google-Extended, CCBot, Bytespider, Applebot-Extended, Amazonbot, meta-externalagent. Unknown tokens are checked as custom bots.

## `maxUrls` (type: `integer`):

Safety cap applied after combining all URL sources.

## `fetchTimeoutSecs` (type: `integer`):

Maximum time to wait for each HTTP response (pages, robots.txt, llms.txt).

## `maxConcurrency` (type: `integer`):

Keep this conservative when auditing one host to avoid overloading it.

## `includeHtmlReport` (type: `boolean`):

Store a self-contained, client-ready REPORT.html in the key-value store.

## Actor input object example

```json
{
  "startUrls": [
    {
      "url": "https://docs.apify.com/platform"
    }
  ],
  "urlField": "url",
  "maxUrls": 100,
  "fetchTimeoutSecs": 20,
  "maxConcurrency": 8,
  "includeHtmlReport": true
}
```

# Actor output Schema

## `results` (type: `string`):

One PASS/WARN/FAIL (or unresolved / blocked\_by\_waf) record per audited URL, with per-bot robots.txt evidence.

## `summary` (type: `string`):

Counts, billing transparency, blocked-bot ranking and issue frequencies.

## `htmlReport` (type: `string`):

Self-contained, safely escaped client-ready report.

## `markdownSummary` (type: `string`):

Portable audit summary for tickets, docs or pull requests.

## `resultsCsv` (type: `string`):

Spreadsheet-ready results with formula-injection-safe escaping.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "startUrls": [
        {
            "url": "https://docs.apify.com/platform"
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("burly_bat/ai-search-readiness-audit").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "startUrls": [{ "url": "https://docs.apify.com/platform" }] }

# Run the Actor and wait for it to finish
run = client.actor("burly_bat/ai-search-readiness-audit").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "startUrls": [
    {
      "url": "https://docs.apify.com/platform"
    }
  ]
}' |
apify call burly_bat/ai-search-readiness-audit --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=burly_bat/ai-search-readiness-audit",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "AI Search Readiness Audit (AEO/GEO)",
        "description": "Bulk-audit URLs for AI search readiness (AEO/GEO). Checks 13 AI crawlers against robots.txt with quoted evidence, llms.txt, JSON-LD structured data, no-JS renderability and citation signals. PASS/WARN/FAIL + 0-100 score per URL and a client-ready HTML report. Input: URLs, sitemap or dataset.",
        "version": "0.1",
        "x-build-id": "EvzoAPndTMGuHDHfh"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/burly_bat~ai-search-readiness-audit/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-burly_bat-ai-search-readiness-audit",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/burly_bat~ai-search-readiness-audit/runs": {
            "post": {
                "operationId": "runs-sync-burly_bat-ai-search-readiness-audit",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/burly_bat~ai-search-readiness-audit/run-sync": {
            "post": {
                "operationId": "run-sync-burly_bat-ai-search-readiness-audit",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "startUrls": {
                        "title": "URLs to audit",
                        "type": "array",
                        "description": "Pages to audit for AI-search readiness. Use full URLs including https://.",
                        "items": {
                            "type": "object",
                            "required": [
                                "url"
                            ],
                            "properties": {
                                "url": {
                                    "type": "string",
                                    "title": "URL of a web page",
                                    "format": "uri"
                                }
                            }
                        }
                    },
                    "sitemapUrl": {
                        "title": "Sitemap URL",
                        "type": "string",
                        "description": "Optional XML sitemap (or sitemap index) to pull page URLs from, up to Maximum URLs. Combines with the other sources."
                    },
                    "datasetId": {
                        "title": "Apify dataset ID (chaining)",
                        "type": "string",
                        "description": "Optional: read URLs from an existing Apify dataset, e.g. the output of a crawler or scraper run."
                    },
                    "urlField": {
                        "title": "Dataset URL field",
                        "type": "string",
                        "description": "Name of the dataset field that holds the URL when \"datasetId\" is used.",
                        "default": "url"
                    },
                    "bots": {
                        "title": "AI crawlers to check",
                        "type": "array",
                        "description": "robots.txt user-agent tokens to evaluate. Default: GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Perplexity-User, Google-Extended, CCBot, Bytespider, Applebot-Extended, Amazonbot, meta-externalagent. Unknown tokens are checked as custom bots.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxUrls": {
                        "title": "Maximum URLs",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Safety cap applied after combining all URL sources.",
                        "default": 100
                    },
                    "fetchTimeoutSecs": {
                        "title": "Timeout per request (seconds)",
                        "minimum": 5,
                        "maximum": 60,
                        "type": "integer",
                        "description": "Maximum time to wait for each HTTP response (pages, robots.txt, llms.txt).",
                        "default": 20
                    },
                    "maxConcurrency": {
                        "title": "Parallel URLs",
                        "minimum": 1,
                        "maximum": 15,
                        "type": "integer",
                        "description": "Keep this conservative when auditing one host to avoid overloading it.",
                        "default": 8
                    },
                    "includeHtmlReport": {
                        "title": "Generate HTML report",
                        "type": "boolean",
                        "description": "Store a self-contained, client-ready REPORT.html in the key-value store.",
                        "default": true
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
