# Malicious Package Supply Chain Tracker Scraper (`jungle_synthesizer/malicious-package-supply-chain-tracker-scraper`) Actor

Cross-ecosystem feed of confirmed malicious/typosquatted packages across npm, PyPI, crates.io, Go, Maven, NuGet, Packagist and RubyGems, sourced from the OSSF malicious-packages dataset (also feeds OSV.dev). Category taxonomy plus typosquat-target linkage for CI gating. Passive read only.

- **URL**: https://apify.com/jungle\_synthesizer/malicious-package-supply-chain-tracker-scraper.md
- **Developed by:** [BowTiedRaccoon](https://apify.com/jungle_synthesizer) (community)
- **Categories:** Developer tools, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per event

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## Malicious Package Supply Chain Tracker Scraper

Track confirmed malicious and typosquatted packages from the [OSSF malicious-packages dataset](https://github.com/ossf/malicious-packages), the canonical upstream that also feeds OSV.dev's MAL-* advisories. Returns normalized records across npm, PyPI, crates.io, Go, Maven, NuGet, Packagist, and RubyGems — over 230,000 confirmed-malicious advisories, growing daily.

---

### Malicious Package Supply Chain Tracker Scraper Features

- Unions confirmed malicious/typosquatted package advisories across 8 ecosystems into one schema
- Classifies each record into a category taxonomy — malware, typosquat, dependency confusion, protestware, compromised — instead of leaving you to parse free-text summaries
- Extracts the legitimate package name a malicious one imitates, when the advisory text states it
- Pure HTTP data read — no browser, no proxy, no anti-bot dance
- Round-robins across whichever ecosystems you select, so a small `maxItems` still samples every ecosystem you asked for instead of exhausting npm alone (npm outnumbers every other ecosystem combined)
- Ships a delta mode that returns only advisories new since your last run, for continuous CI-gating feeds
- Never downloads, installs, or executes any package artifact — reads published advisory metadata only

---

### Who Uses Malicious Package Data?

- **AppSec engineers** — gate CI pipelines against confirmed-malicious packages before they land in a lockfile
- **SCA tool builders** — enrich existing vulnerability feeds with a cross-ecosystem malicious-package layer most single-ecosystem tools skip
- **Security researchers** — track typosquat campaigns and dependency-confusion waves across npm and PyPI without stitching together five different feeds
- **Platform teams** — feed a denylist into an internal package proxy or registry mirror
- **Threat intel analysts** — monitor the daily delta for new campaign activity, or at least know when someone starts squatting on your package name

---

### How It Works

1. Pick the ecosystems you care about (npm and PyPI by default) and a `maxItems` cap.
2. The scraper reads the OSSF malicious-packages dataset and normalizes each advisory — package name, category, affected versions, references — into one consistent schema.
3. Records come back round-robin across your selected ecosystems, so a 20-item run with `["npm", "pypi", "rubygems"]` gives you a mix of all three, not 20 npm rows.
4. Switch to `mode: "delta"` on a scheduled run and get only the advisories added since the last delta run — the actor remembers what it already sent you.

---

### Input

```json
{
  "ecosystems": ["npm", "pypi"],
  "mode": "full",
  "maxItems": 100
}
````

| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `ecosystems` | array | `["npm", "pypi"]` | Ecosystems to include: `npm`, `pypi`, `crates.io`, `go`, `maven`, `nuget`, `packagist`, `rubygems` |
| `mode` | string | `full` | `full` returns the matching corpus each run. `delta` returns only advisories new since your last delta run on this actor |
| `maxItems` | integer | `100` | Maximum number of records to return |

#### Delta mode example

```json
{
  "ecosystems": ["npm", "pypi", "rubygems"],
  "mode": "delta",
  "maxItems": 500
}
```

Run this on a schedule and each run only returns advisories the actor hasn't handed you before. First run behaves like `full` mode since nothing has been seen yet.

***

### Malicious Package Supply Chain Tracker Scraper Output Fields

```json
{
  "package_name": "acloud-client",
  "ecosystem": "PyPI",
  "malicious_id": "MAL-2025-2929",
  "category": "malware",
  "typosquat_of": null,
  "affected_versions": ["1.0.0", "1.0.1"],
  "summary": "Malicious code in acloud-client (PyPI)",
  "details": "Clones of the legit aliyun-python-sdk-core package that exfiltrate cloud credentials...",
  "published": "2025-02-25T18:18:21Z",
  "modified": "2026-03-19T12:23:25Z",
  "source_dataset": "ossf",
  "references": ["https://security.snyk.io/vuln/SNYK-PYTHON-ACLOUDCLIENT-12201342"],
  "severity": null,
  "withdrawn": false,
  "scraped_at": "2026-07-13T09:49:11.135Z"
}
```

| Field | Type | Description |
|-------|------|--------------|
| `package_name` | string | Name of the affected package as published to the ecosystem registry |
| `ecosystem` | string | `npm`, `PyPI`, `crates.io`, `Go`, `Maven`, `NuGet`, `Packagist`, or `RubyGems` |
| `malicious_id` | string | OSV/OSSF advisory id (e.g. `MAL-2024-1677`) |
| `category` | string | `malware`, `typosquat`, `dependency_confusion`, `protestware`, `compromised`, or `pentest` |
| `typosquat_of` | string | null | Legitimate package name this one appears to imitate, when the advisory text says so — never guessed |
| `affected_versions` | array | Affected version strings |
| `summary` | string | One-line advisory summary |
| `details` | string | Full advisory details / analyst notes |
| `published` | string | ISO 8601 timestamp the advisory was first published |
| `modified` | string | ISO 8601 timestamp the advisory was last modified |
| `source_dataset` | string | Origin dataset tag — currently always `ossf` |
| `references` | array | Reference URLs and finder credit links |
| `severity` | string | null | Severity if present in the source advisory — most malicious-package records don't carry a CVSS score, so this is usually null |
| `withdrawn` | boolean | `true` if the advisory carries a withdrawn timestamp (retracted) |
| `scraped_at` | string | ISO 8601 timestamp this actor run captured the record |

***

### FAQ

#### How do I scrape confirmed malicious npm and PyPI packages?

Malicious Package Supply Chain Tracker Scraper does it in one input field. Set `ecosystems: ["npm", "pypi"]`, pick a `maxItems`, and run — you get normalized records with category classification and typosquat linkage, not raw advisory JSON you have to parse yourself.

#### How much does Malicious Package Supply Chain Tracker Scraper cost to run?

Standard per-record PPE pricing — you pay for records returned, not for the dataset download underneath. There's no proxy or browser cost baked in, since this is a plain HTTP read.

#### What data can I get on malicious packages?

Package name, ecosystem, advisory id, category (malware, typosquat, dependency confusion, protestware, compromised), affected versions, references, and — when the advisory text states it — the legitimate package a malicious one is impersonating.

#### Can I filter by ecosystem?

Yes. The `ecosystems` array accepts any combination of npm, PyPI, crates.io, Go, Maven, NuGet, Packagist, and RubyGems. Results round-robin across whatever you select.

#### Does Malicious Package Supply Chain Tracker Scraper need proxies?

No. It reads a publicly published dataset over plain HTTPS. No proxy, no browser, no anti-bot handling required.

#### Will this actor download or run any malicious package?

No. It reads advisory metadata only — package names, versions, summaries, references. It never fetches, installs, or executes a package artifact from any registry.

***

### Need More Features?

Need additional ecosystems, a different category taxonomy, or campaign-level grouping? [File an issue](https://console.apify.com/actors/issues) or get in touch.

### Why Use Malicious Package Supply Chain Tracker Scraper?

- **Cross-ecosystem** — one schema across 8 package registries, where most competitors cover a single ecosystem or generic advisories
- **Classified, not raw** — category taxonomy and typosquat-target linkage extracted for you, so you're not regex-ing advisory text at 2am
- **Built for CI** — delta mode returns only what's new since your last run, which is the shape a gating pipeline actually wants

# Actor input Schema

## `sp_intended_usage` (type: `string`):

Please describe how you plan to use the data extracted by this crawler.

## `sp_improvement_suggestions` (type: `string`):

Provide any feedback or suggestions for improvements.

## `sp_contact` (type: `string`):

Provide your email address so we can get in touch with you.

## `ecosystems` (type: `array`):

Package ecosystems to include. Defaults to npm + PyPI. Values correspond to the OSSF malicious-packages dataset's ecosystem directories.

## `mode` (type: `string`):

"full" returns the full matching corpus each run (bounded by Max Items). "delta" returns only records new since the last successful "delta" run on this actor (KV-persisted cursor of seen malicious IDs) — use for continuous CI-gating feeds.

## `maxItems` (type: `integer`):

Maximum number of malicious-package records to return.

## Actor input object example

```json
{
  "sp_intended_usage": "Describe your intended use...",
  "sp_improvement_suggestions": "Share your suggestions here...",
  "sp_contact": "Share your email here...",
  "ecosystems": [
    "npm",
    "pypi"
  ],
  "mode": "full",
  "maxItems": 100
}
```

# Actor output Schema

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

No description

# 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 = {
    "sp_intended_usage": "Describe your intended use...",
    "sp_improvement_suggestions": "Share your suggestions here...",
    "sp_contact": "Share your email here...",
    "ecosystems": [
        "npm",
        "pypi"
    ],
    "mode": "full",
    "maxItems": 100
};

// Run the Actor and wait for it to finish
const run = await client.actor("jungle_synthesizer/malicious-package-supply-chain-tracker-scraper").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 = {
    "sp_intended_usage": "Describe your intended use...",
    "sp_improvement_suggestions": "Share your suggestions here...",
    "sp_contact": "Share your email here...",
    "ecosystems": [
        "npm",
        "pypi",
    ],
    "mode": "full",
    "maxItems": 100,
}

# Run the Actor and wait for it to finish
run = client.actor("jungle_synthesizer/malicious-package-supply-chain-tracker-scraper").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 '{
  "sp_intended_usage": "Describe your intended use...",
  "sp_improvement_suggestions": "Share your suggestions here...",
  "sp_contact": "Share your email here...",
  "ecosystems": [
    "npm",
    "pypi"
  ],
  "mode": "full",
  "maxItems": 100
}' |
apify call jungle_synthesizer/malicious-package-supply-chain-tracker-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=jungle_synthesizer/malicious-package-supply-chain-tracker-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Malicious Package Supply Chain Tracker Scraper",
        "description": "Cross-ecosystem feed of confirmed malicious/typosquatted packages across npm, PyPI, crates.io, Go, Maven, NuGet, Packagist and RubyGems, sourced from the OSSF malicious-packages dataset (also feeds OSV.dev). Category taxonomy plus typosquat-target linkage for CI gating. Passive read only.",
        "version": "0.1",
        "x-build-id": "f91jaetPAcsQs7ypl"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/jungle_synthesizer~malicious-package-supply-chain-tracker-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-jungle_synthesizer-malicious-package-supply-chain-tracker-scraper",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/jungle_synthesizer~malicious-package-supply-chain-tracker-scraper/runs": {
            "post": {
                "operationId": "runs-sync-jungle_synthesizer-malicious-package-supply-chain-tracker-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/jungle_synthesizer~malicious-package-supply-chain-tracker-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-jungle_synthesizer-malicious-package-supply-chain-tracker-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "ecosystems",
                    "maxItems"
                ],
                "properties": {
                    "sp_intended_usage": {
                        "title": "What is the intended usage of this data?",
                        "minLength": 1,
                        "type": "string",
                        "description": "Please describe how you plan to use the data extracted by this crawler."
                    },
                    "sp_improvement_suggestions": {
                        "title": "How can we improve this crawler for you?",
                        "minLength": 1,
                        "type": "string",
                        "description": "Provide any feedback or suggestions for improvements."
                    },
                    "sp_contact": {
                        "title": "Contact Email",
                        "minLength": 1,
                        "type": "string",
                        "description": "Provide your email address so we can get in touch with you."
                    },
                    "ecosystems": {
                        "title": "Ecosystems",
                        "type": "array",
                        "description": "Package ecosystems to include. Defaults to npm + PyPI. Values correspond to the OSSF malicious-packages dataset's ecosystem directories.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "npm",
                                "pypi",
                                "crates.io",
                                "go",
                                "maven",
                                "nuget",
                                "packagist",
                                "rubygems"
                            ],
                            "enumTitles": [
                                "npm",
                                "PyPI",
                                "crates.io",
                                "Go",
                                "Maven",
                                "NuGet",
                                "Packagist",
                                "RubyGems"
                            ]
                        }
                    },
                    "mode": {
                        "title": "Mode",
                        "enum": [
                            "full",
                            "delta"
                        ],
                        "type": "string",
                        "description": "\"full\" returns the full matching corpus each run (bounded by Max Items). \"delta\" returns only records new since the last successful \"delta\" run on this actor (KV-persisted cursor of seen malicious IDs) — use for continuous CI-gating feeds."
                    },
                    "maxItems": {
                        "title": "Max Items",
                        "type": "integer",
                        "description": "Maximum number of malicious-package records to return."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
