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Сравнение нейросетей для создания ПО. Для сканирования хостов и поиска никнеймов

bbfec90e7ee82591c96b7fe24364e486.png

Введение

Приветствуем дорогих читателей! Начинаем рубрику посвящённую нейросетям и их применению в сфере ИБ. В этой статье мы сравним 3 самых популярных и одну малоизвестную ИИ в разработке скриптов для эффективного поиска никнеймов и сканирования хостов на уязвимости.

Дисклеймер: Все данные, предоставленные в статье, взяты из открытых источников. Не призывают к действию и предоставлены только для ознакомления и изучения механизмов используемых технологий.

Постановка задачи

Предположим что требуется создать два скрипта на ЯП Python. Первый скрипт должен сканировать маску подсети или отдельно взятые хосты на сбор следующей информации: открытые порты, сервисы использующие порты и их версии, поиск CVE под эти сервисы. Второй скрипт должен искать никнейм в социальных сетях и иных интернет-ресурсов актуальных для СНГ, в том числе предоставлять краткую информацию о аккаунте если она имеется. В качестве тестируемых ИИ возьмём: ChatGPT, Perplexity, DeepSeek и Together.

Этапы создания и промпты к ним

Этапы создания сетевого сканера:

  • Сканирование сети.

    • Промпт: “Напиши на python сетевой сканер в котором можно задавать в параметрах собственную маску подсети”;

  • Сканирование устройств на открытые порты и версии доступных сервисов.

    • Промпт: “Теперь нужно чтобы он сканировал порты и отображал работающие на них сервисы с версией ПО”;

  • Поиск CVE по сервисам и их версиям.

    • Промпт: “Теперь добавь поиск уязвимостей по каждому сервису”.

Этапы создания скрипта для поиска никнейма:

  • Проверка наличия на популярных соц.сетях и интернет-ресурсах в странах СНГ.

    • Промпт: “Напиши скрипт на Python для поиска никнейма по самым популярным социальным сетям и ресурсам СНГ”;

  • Выдача краткой информации по каждой найденной учётной записи.

    • Промпт: “Теперь нужно добавить краткую информацию к каждому найденному аккаунту”.

После тестов будем проводить анализ кода каждого скрипта который получиться в итоге.

Инструмент GodMode

Для наибольшего удобства возьмём проект с открытым исходным кодом GodMode, он позволяет превратить браузер Chromium в интерактивную панель для группового запроса в несколько нейросетей.

Установка заключается в клонировании репозитория и его установки через npm:

git clone https://github.com/smol-ai/GodMode.git
cd GodMode
npm install --force
npm run start
6a1e535cedf4fd2bf2ad74b164133d61.png

Тест ChatGPT

Создание сетевого сканера

Сканирование сети

1eb3f2d9a1186b6176fcbf33bc6692ab.png

В целом скрипт справился успешно со своей прямой задачей и довольно быстро. Помимо IP-адресов никакой дополнительной информации не присутствует.

Сканирование устройств на открытые порты и версии доступных сервисов

bf2814acb9cb763bcd4f2ee6031dc384.png

Здесь скрипт сработал как и требовалось, видны открытые порты и сервисы на них. Бонусом показан код HTML-страницы которая лежит на 80ом порту. Отображаются состояния сервисов(Bad Request/ready), что добавляет удобства анализу.

Поиск CVE по сервисам и их версиям

e00148b985a1259149d99ed2a872cf35.png

Нейросеть реализовала функцию через локальную базу данных уязвимостей. К сожалению при тестах эта база не дала результата.

#!/usr/bin/env python3

import ipaddress
import subprocess
import concurrent.futures
import argparse
import socket
import platform

# 🔐 Локальная база уязвимостей
VULNERABILITIES = {
    "apache/2.4.49": ["CVE-2021-41773", "CVE-2021-42013"],
    "nginx/1.18.0": ["CVE-2021-23017"],
    "openssh_7.2p2": ["CVE-2016-0777"],
    "mysql 5.7.29": ["CVE-2020-2574"],
    "proftpd 1.3.5": ["CVE-2019-12815"],
    "vsftpd 2.3.4": ["CVE-2011-2523"]
}

def banner():
    print("="*60)
    print("     Сетевой сканер с определением сервисов и CVE")
    print("="*60)

def is_host_alive(ip):
    try:
        param = "-n" if platform.system().lower() == "windows" else "-c"
        result = subprocess.run(
            ["ping", param, "1", "-W", "1", str(ip)],
            stdout=subprocess.DEVNULL,
            stderr=subprocess.DEVNULL
        )
        return ip if result.returncode == 0 else None
    except Exception:
        return None

def grab_banner(ip, port):
    try:
        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
            s.settimeout(1)
            s.connect((str(ip), port))
            s.sendall(b"\r\n")
            banner = s.recv(1024).decode(errors="ignore").strip()
            return banner
    except:
        return ""

def scan_port(ip, port):
    try:
        with socket.socket() as s:
            s.settimeout(0.5)
            s.connect((str(ip), port))
            banner = grab_banner(ip, port)
            return (port, banner)
    except:
        return None

def scan_host_ports(ip, ports):
    open_ports = []
    for port in ports:
        result = scan_port(ip, port)
        if result:
            port, banner = result
            open_ports.append((port, banner))
    return open_ports

def scan_network(subnet, ports):
    active_hosts = []
    with concurrent.futures.ThreadPoolExecutor(max_workers=100) as executor:
        futures = {executor.submit(is_host_alive, ip): ip for ip in ipaddress.IPv4Network(subnet)}
        for future in concurrent.futures.as_completed(futures):
            ip = future.result()
            if ip:
                print(f"[+] Хост активен: {ip}")
                active_hosts.append(ip)

    print("\n[~] Сканирование портов на активных хостах...\n")
    for ip in active_hosts:
        open_ports = scan_host_ports(ip, ports)
        if open_ports:
            print(f"[•] Хост {ip} — открытые порты:")
            for port, banner in open_ports:
                service = identify_service(banner, port)
                cves = find_vulnerabilities(banner)
                print(f"    [+] Порт {port}/tcp | Сервис: {service} | Баннер: {banner}")
                if cves:
                    print(f"        [!] Уязвимости: {', '.join(cves)}")
            print()
        else:
            print(f"[-] Хост {ip}: открытых портов не найдено.\n")

def identify_service(banner, port):
    if banner:
        banner = banner.lower()
        if "ftp" in banner:
            return "FTP"
        elif "ssh" in banner:
            return "SSH"
        elif "http" in banner:
            return "HTTP"
        elif "smtp" in banner:
            return "SMTP"
        elif "mysql" in banner:
            return "MySQL"
        elif "rdp" in banner or "remote desktop" in banner:
            return "RDP"
        elif "smb" in banner:
            return "SMB"
        elif "telnet" in banner:
            return "Telnet"
    known_ports = {
        21: "FTP", 22: "SSH", 23: "Telnet", 25: "SMTP", 53: "DNS",
        80: "HTTP", 110: "POP3", 139: "SMB", 143: "IMAP", 443: "HTTPS",
        3306: "MySQL", 3389: "RDP", 8080: "HTTP-Alt"
    }
    return known_ports.get(port, "Неизвестно")

def find_vulnerabilities(banner):
    banner = banner.lower()
    found = []
    for vuln_banner, cves in VULNERABILITIES.items():
        if vuln_banner in banner:
            found.extend(cves)
    return found

def main():
    banner()
    parser = argparse.ArgumentParser(description="Сканирование сети и сервисов с CVE.")
    parser.add_argument("subnet", help="Подсеть для сканирования, например 192.168.1.0/24")
    parser.add_argument("--ports", help="Список портов через запятую (по умолчанию популярные)", default="21,22,23,25,53,80,110,139,143,443,3306,3389,8080")
    args = parser.parse_args()

    try:
        port_list = [int(p.strip()) for p in args.ports.split(",")]
        print(f"[~] Сканирование подсети: {args.subnet}")
        scan_network(args.subnet, port_list)
    except ValueError:
        print("[!] Ошибка: неверный формат портов или подсети.")

if __name__ == "__main__":
    main()

Создание скрипта для поиска никнеймов

Проверка наличия на популярных соц.сетях и интернет-ресурсах в странах СНГ

0d6508578f58c5d3d5aefcaca1612a2c.png

Выдача результатов удобная, имеются статусы отображения(Найден/Нет/Ошибка подключения), список соц.сетей и интернет-ресурсов соответствует действительности.

Выдача краткой информации по каждой найденной учётной записи

44105388d3c2f6f2f926c230d5672a7b.png

Изменения в коде снизили эффективность, видно значительное сокращение списка ресурсов.** Это произошло на этапе промпта “Теперь нужно добавить краткую информацию к каждому найденному аккаунту”. Но в целом с поставленной задачей справился нормально.

#!/usr/bin/env python3

import requests
import concurrent.futures
import argparse
import re
from bs4 import BeautifulSoup

# 📡 Популярные СНГ-платформы
SITES = {
    "VK": "https://vk.com/{}",
    "Telegram": "https://t.me/{}",
    "YouTube": "https://www.youtube.com/@{}",
    "GitHub": "https://github.com/{}"
}

HEADERS = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64)"
}

def fetch_profile_info(site, url, username):
    try:
        r = requests.get(url, headers=HEADERS, timeout=5)
        if r.status_code != 200:
            return None

        soup = BeautifulSoup(r.text, 'html.parser')
        if site == "VK":
            title = soup.title.string if soup.title else ""
            match = re.search(r'(.+)\| ВКонтакте', title)
            if match:
                return match.group(1).strip()
        elif site == "Telegram":
            desc = soup.find("meta", {"property": "og:description"})
            if desc:
                return desc.get("content", "").strip()
        elif site == "YouTube":
            meta = soup.find("meta", {"name": "title"})
            if meta:
                return meta.get("content", "").strip()
        elif site == "GitHub":
            name = soup.find("span", class_="p-name")
            if name:
                return name.get_text(strip=True)
        return None
    except Exception:
        return None

def check_username(site_name, url_template, username):
    url = url_template.format(username)
    try:
        response = requests.get(url, headers=HEADERS, timeout=5)
        if response.status_code == 200:
            info = fetch_profile_info(site_name, url, username)
            return (site_name, url, "✅ Найден", info)
        elif response.status_code in [301, 302, 403]:
            return (site_name, url, "⚠️ Возможен, но закрыт", None)
        else:
            return (site_name, url, "❌ Нет", None)
    except requests.RequestException:
        return (site_name, url, "❌ Ошибка подключения", None)

def main():
    parser = argparse.ArgumentParser(description="Поиск ника по СНГ-сайтам с краткой инфой.")
    parser.add_argument("username", help="Никнейм пользователя")
    args = parser.parse_args()

    print("=" * 60)
    print(f"🔍 Поиск ника: {args.username}")
    print("=" * 60)

    with concurrent.futures.ThreadPoolExecutor(max_workers=10) as executor:
        futures = []
        for site, template in SITES.items():
            futures.append(executor.submit(check_username, site, template, args.username))
        for future in concurrent.futures.as_completed(futures):
            site, url, status, info = future.result()
            print(f"[{site:<10}] {status} — {url}")
            if info:
                print(f"              ↪ {info}")

if __name__ == "__main__":
    main()

Тест Perplexity

Создание сетевого сканера

Сканирование сети

b4d1000349c07f6c8bc391af7ce412e5.png

Скрипт справился со своей задачей и дополнительно отобразил MAC-адреса.

Сканирование устройств на открытые порты и версии доступных сервисов

d40b299afb19e26acc7b76d3b3674421.png

Отображение портов и информации по ним происходило корректно, но скорость скрипта была настолько медленной, что пришлось остановить его работу через 10 минут.

Поиск CVE по сервисам и их версиям

4f60ac75aef48e1e96b33e5fe0566bf6.png

Заметно, что результатов в выдаче стало сильно меньше и скрипт даже не перешёл к проверке следующего адреса. Функцию поиска CVE нейросеть реализовала средствами API сайта. Использовав API сайта, скрипт не вывел уязвимостей, не проверил следующие адреса и забыл про выдачу MAC-адресов.

import argparse
import requests
import subprocess
from scapy.all import ARP, Ether, srp
import xml.etree.ElementTree as ET

VULNERS_API_KEY = "YOUR_API_KEY"
VULNERS_URL = "https://vulners.com/api/v3/search/lucene/"

def get_vulnerabilities(service, version):
    """Получение уязвимостей через Vulners API"""
    headers = {'Content-Type': 'application/json'}
    query = f'type:cve AND affectedSoftware.name:"{service}" AND affectedSoftware.version:"{version}"'
    
    try:
        response = requests.get(
            VULNERS_URL,
            headers=headers,
            params={
                'query': query,
                'apiKey': VULNERS_API_KEY
            }
        )
        return response.json().get('data', {}).get('search', [])
    except Exception as e:
        return [f"Ошибка запроса: {str(e)}"]

def parse_nmap_xml(xml_output):
    """Парсинг вывода Nmap XML"""
    root = ET.fromstring(xml_output)
    results = []
    
    for host in root.findall('host'):
        ip = host.find('address').get('addr')
        for port in host.findall('ports/port'):
            if port.find('state').get('state') == 'open':
                service = port.find('service')
                service_name = service.get('name', 'unknown')
                product = service.get('product', '')
                version = service.get('version', '')
                
                results.append({
                    'ip': ip,
                    'port': port.get('portid'),
                    'service': f"{product} {version}".strip(),
                    'name': service_name
                })
    return results

def enhanced_service_scan(target, ports):
    """Улучшенное сканирование с XML-выводом"""
    try:
        ports_str = ','.join(map(str, ports))
        result = subprocess.run(
            ['nmap', '-sV', '-oX', '-', '-p', ports_str, target],
            capture_output=True,
            text=True,
            check=True
        )
        return parse_nmap_xml(result.stdout)
    except subprocess.CalledProcessError as e:
        return [f"Ошибка Nmap: {e.stderr}"]
    except FileNotFoundError:
        return ["Nmap не установлен"]

def main():
    parser = argparse.ArgumentParser(description='Сканер уязвимостей сетевых сервисов')
    parser.add_argument('-t', '--target', required=True, help='Целевой IP или подсеть')
    parser.add_argument('-p', '--ports', default='1-1024', 
                      help='Диапазон портов (по умолчанию: 1-1024)')
    args = parser.parse_args()

    ports = range(*map(int, args.ports.split('-')))
    services = enhanced_service_scan(args.target, ports)
    
    print(f"\nРезультаты сканирования {args.target}:")
    for service in services:
        print(f"\n{service['ip']}:{service['port']} - {service['service']}")
        
        if service['service'] != '':
            vulns = get_vulnerabilities(service['name'], service['service'])
            if vulns:
                print("Найденные уязвимости:")
                for vuln in vulns[:3]:  # Показываем топ-3 уязвимости
                    print(f"  - {vuln.get('_source', {}).get('title', 'Unknown')}")
                    print(f"    CVE: {vuln.get('_source', {}).get('cvelist', ['N/A'])[0]}")
                    print(f"    Ссылка: {vuln.get('_source', {}).get('href', 'N/A')}")
            else:
                print("Уязвимостей не обнаружено")

if __name__ == "__main__":
    main()

Создание скрипта для поиска никнеймов

Проверка наличия на популярных соц.сетях и интернет-ресурсах в странах СНГ

a5945aafbfcf2775e929666e2406275b.png

Реализация скрипта получилась настолько медленной, что в течение 10 минут так и не было найдено ни одного совпадения и пришлось завершить его работу.

Выдача краткой информации по каждой найденной учётной записи

33087f4e25dcf09a441c60b3c4483514.png

В этот раз получилось реализовать поиск. Набор соц.сетей и ресурсов подходит под СНГ. Результатом работы скрипта является информация, полученная путем парсинга HTML-страниц. К сожалению, добиться таких же результатов, как у GPT, не удалось. ChatGPT нашёл ссылку на ВК и предоставил краткую информацию, скрипт от Perplexity совсем не увидел наличие никнейма на этой платформе.

import requests
from bs4 import BeautifulSoup

def get_account_info(url, platform):
    """Получение краткой информации о профиле"""
    try:
        response = requests.get(url, timeout=10)
        soup = BeautifulSoup(response.text, 'html.parser')
        
        info = {
            'url': url,
            'platform': platform.capitalize(),
            'name': 'Не удалось получить',
            'bio': 'Нет информации',
            'posts': 'Нет данных',
            'followers': 'Нет данных'
        }
        
        if platform == 'vk':
            name_tag = soup.find('h1', class_='page_name')
            if name_tag: info['name'] = name_tag.text.strip()
            
            bio_tag = soup.find('div', class_='page_current_info')
            if bio_tag: info['bio'] = bio_tag.text.strip()
            
            counters = soup.find_all('div', class_='counts_module_info')
            if counters:
                if len(counters) > 0: info['posts'] = counters[0].text.strip()
                if len(counters) > 1: info['followers'] = counters[1].text.strip()
        
        elif platform == 'instagram':
            meta = soup.find('meta', property='og:description')
            if meta:
                content = meta['content']
                parts = content.split(' - ')
                if len(parts) > 0:
                    followers = parts[0].split(' ')[0]
                    posts = parts[1].split(' ')[0]
                    info['followers'] = followers
                    info['posts'] = posts
            name_tag = soup.find('title')
            if name_tag: info['name'] = name_tag.text.split('•')[0].strip()
        
        elif platform == 'twitter':
            name_tag = soup.find('div', {'data-testid': 'UserName'})
            if name_tag: info['name'] = name_tag.text.strip()
            
            bio_tag = soup.find('div', {'data-testid': 'UserDescription'})
            if bio_tag: info['bio'] = bio_tag.text.strip()
            
            stats = soup.find_all('span', {'data-testid': 'app-text-transition-container'})
            if stats:
                if len(stats) > 0: info['posts'] = stats[0].text.strip()
                if len(stats) > 1: info['followers'] = stats[1].text.strip()
        
        elif platform == 'youtube':
            name_tag = soup.find('meta', property='og:title')
            if name_tag: info['name'] = name_tag['content']
            
            subs_tag = soup.find('meta', itemprop='subscriberCount')
            if subs_tag: info['followers'] = f"{subs_tag['content']} подписчиков"
        
        return info
    
    except Exception as e:
        return {'error': str(e), 'platform': platform, 'url': url}

def check_username(username):
    """Проверка и сбор информации о профилях"""
    platforms = {
        'vk': f'https://vk.com/{username}',
        'instagram': f'https://www.instagram.com/{username}/',
        'twitter': f'https://twitter.com/{username}',
        'youtube': f'https://www.youtube.com/{username}',
        'tiktok': f'https://www.tiktok.com/@{username}',
        'github': f'https://github.com/{username}',
        'habr': f'https://habr.com/ru/users/{username}/',
        'pikabu': f'https://pikabu.ru/@{username}',
        'telegram': f'https://t.me/{username}',
        'ok': f'https://ok.ru/{username}'
    }
    
    results = {}
    
    for platform, url in platforms.items():
        try:
            response = requests.head(url, timeout=5)
            if response.status_code == 200:
                print(f"Анализируем {platform}...")
                info = get_account_info(url, platform)
                results[platform] = info
            else:
                results[platform] = {'status': 'Не найден'}
        except Exception as e:
            results[platform] = {'error': str(e)}
    
    return results

def display_results(results):
    """Вывод результатов с форматированием"""
    print("\nРезультаты поиска:")
    for platform, data in results.items():
        print(f"\n▬▬▬ {platform.upper()} ▬▬▬")
        
        if 'status' in data:
            print("Профиль не найден")
            continue
            
        if 'error' in data:
            print(f"Ошибка: {data['error']}")
            continue
            
        print(f"Ссылка: {data['url']}")
        print(f"Имя: {data.get('name', 'Нет данных')}")
        print(f"Описание: {data.get('bio', 'Нет данных')}")
        print(f"Публикации: {data.get('posts', 'Нет данных')}")
        print(f"Подписчики: {data.get('followers', 'Нет данных')}")

def main():
    username = input("Введите никнейм для поиска: ")
    results = check_username(username)
    display_results(results)

if __name__ == "__main__":
    main()

Тест DeepSeek

Создание сетевого сканера

Сканирование сети

7441b480a925a12fe00d925a4a36a210.png

Результат идентичен Perplexity, но добавился ненужный параметр ввода маски, когда её можно просто прописать через /.

Сканирование устройств на открытые порты и версии доступных сервисов

e380b10b128c2fe26268c59bd9d5d19b.png

Порты, сервисы и их версии отображаются правильно. В положительную сторону можно отметить наличие параметра для выбора диапазона портов. Сканирование выполнено быстро.

Поиск CVE по сервисам и их версиям

77bb56947eefc4a2834a34cc394fa178.png

Нейросеть попыталась реализовать поиск средствами API сайтов: cve.circl.lu и www.exploit-db.com, но данная функция не была реализована до конца.

import argparse
from scapy.all import ARP, Ether, srp
import ipaddress
import nmap
import requests
import json
from datetime import datetime

# Конфигурация API для проверки уязвимостей
CVE_API_URL = "https://cve.circl.lu/api/search"
EXPLOIT_DB_API = "https://www.exploit-db.com/search"

def scan_network(subnet, mask):
    """Сканирует подсеть и возвращает активные хосты."""
    network = f"{subnet}/{mask}"
    try:
        ip_network = ipaddress.ip_network(network, strict=False)
    except ValueError as e:
        print(f"Ошибка в подсети или маске: {e}")
        return []
    
    arp_request = ARP(pdst=str(ip_network))
    ether_frame = Ether(dst="ff:ff:ff:ff:ff:ff")
    packet = ether_frame / arp_request
    result = srp(packet, timeout=3, verbose=0)[0]
    
    return [{'ip': received.psrc, 'mac': received.hwsrc} for sent, received in result]

def scan_ports(host, ports="1-1000"):
    """Сканирует порты и возвращает информацию о сервисах."""
    nm = nmap.PortScanner()
    nm.scan(hosts=host, ports=ports, arguments='-sV --version-intensity 3')
    
    open_ports = []
    for proto in nm[host].all_protocols():
        for port, info in nm[host][proto].items():
            if info['state'] == 'open':
                open_ports.append({
                    'port': port,
                    'service': info['name'],
                    'version': info.get('version', 'не определена'),
                    'product': info.get('product', 'не определен')
                })
    return open_ports

def check_cve(service, version):
    """Проверяет уязвимости через CVE API."""
    try:
        params = {'product': service, 'version': version}
        response = requests.get(CVE_API_URL, params=params)
        if response.status_code == 200:
            return response.json().get('results', [])
    except Exception as e:
        print(f"Ошибка при запросе CVE: {e}")
    return []

def check_exploits(service, version):
    """Проверяет эксплойты для сервиса (заглушка, нужен реальный API Exploit-DB)."""
    # В реальном коде здесь должен быть запрос к Exploit-DB или Vulners
    return []

def check_common_vulns(service, version, port):
    """Проверяет известные уязвимости для популярных сервисов."""
    vulns = []
    if service == 'http':
        if 'Apache' in version and '2.4.49' in version:
            vulns.append('CVE-2021-41773 (Path Traversal in Apache 2.4.49)')
    elif service == 'smb' and 'Samba' in version:
        vulns.append('CVE-2017-7494 (Samba RCE)')
    elif service == 'ssh' and 'OpenSSH' in version and '7.9' in version:
        vulns.append('CVE-2021-41617 (OpenSSH 7.9 уязвимость)')
    return vulns

def get_vulnerabilities(host_info):
    """Анализирует сервис на уязвимости."""
    service = host_info['service']
    version = host_info['version']
    port = host_info['port']
    
    vulns = []
    
    # Проверка CVE
    cve_list = check_cve(service, version)
    for cve in cve_list:
        vulns.append(f"{cve.get('id', 'CVE-XXXX')}: {cve.get('summary', 'Уязвимость обнаружена')}")
    
    # Проверка общих уязвимостей
    vulns.extend(check_common_vulns(service, version, port))
    
    return vulns if vulns else ["Уязвимости не найдены"]

def main():
    parser = argparse.ArgumentParser(description="Сетевой сканер с поиском уязвимостей")
    parser.add_argument("--subnet", required=True, help="Подсеть (например, 192.168.1.0)")
    parser.add_argument("--mask", required=True, help="Маска (например, 24)")
    parser.add_argument("--ports", default="1-1000", help="Порты (например, 80,443)")
    args = parser.parse_args()

    print(f"[*] Сканирование {args.subnet}/{args.mask}...")
    hosts = scan_network(args.subnet, args.mask)
    
    if not hosts:
        print("[!] Активные хосты не найдены.")
        return
    
    print("\n[+] Активные хосты:")
    for host in hosts:
        print(f"IP: {host['ip']}\tMAC: {host['mac']}")
        
        open_ports = scan_ports(host['ip'], args.ports)
        if not open_ports:
            print(f"  [!] Нет открытых портов.")
            continue
            
        for port_info in open_ports:
            print(f"\n  [Порт {port_info['port']}] {port_info['service']} ({port_info['product']} {port_info['version']})")
            
            # Поиск уязвимостей
            vulns = get_vulnerabilities({
                'service': port_info['service'],
                'version': port_info['version'],
                'port': port_info['port']
            })
            
            print("  [Уязвимости]:")
            for vuln in vulns:
                print(f"    - {vuln}")

if __name__ == "__main__":
    main()

Создание скрипта для поиска никнеймов

Проверка наличия на популярных соц.сетях и интернет-ресурсах в странах СНГ

842ecd3c6a80d6d43d0285f85813ec86.png

Результат практически совпадает с ответом ChatGPT. К количеству ресурсов претензий нет. Появился статус "Ручная проверка", но отсутствуют ссылки на профили.

Выдача краткой информации по каждой найденной учётной записи

d3f4de588758392412804255c9f539f2.png

Как и в случае с ChatGPT, нейросеть заметно сократила список ресурсов. Но с поставленной задачей справилась, при помощи проверки конкретных элементов на страницах.

import requests
from bs4 import BeautifulSoup
import time
import json

# Обновленный словарь с корректными проверками
SITES = {
    "VK": {
        "url": "https://vk.com/{}",
        "check": lambda response, soup: response.status_code == 200 and not soup.find("div", class_="profile_deleted"),
        "info": lambda soup: {
            "Имя": soup.find("h1", class_="page_name").get_text(strip=True) if soup.find("h1", class_="page_name") else "Не указано",
            "Статус": soup.find("div", class_="page_current_info").get_text(strip=True) if soup.find("div", class_="page_current_info") else "Нет статуса",
        }
    },
    "Telegram": {
        "url": "https://t.me/{}",
        "check": lambda response, _: response.status_code == 200 and response.url == response.request.url,
        "info": lambda soup: {
            "Имя": soup.find("div", class_="tgme_page_title").get_text(strip=True) if soup.find("div", class_="tgme_page_title") else "Не указано",
            "Описание": soup.find("div", class_="tgme_page_description").get_text(strip=True) if soup.find("div", class_="tgme_page_description") else "Нет описания",
        }
    },
    "Odnoklassniki": {
        "url": "https://ok.ru/{}",
        "check": lambda response, _: response.status_code == 200,
        "info": lambda soup: {
            "Имя": soup.find("h1", class_="profile-user-name").get_text(strip=True) if soup.find("h1", class_="profile-user-name") else "Не указано",
        }
    },
    "GitHub": {
        "url": "https://api.github.com/users/{}",
        "check": lambda response, _: response.status_code == 200,
        "info": lambda data: {
            "Имя": data.get("name", "Не указано"),
            "Репозитории": data.get("public_repos", 0),
            "Подписчики": data.get("followers", 0),
        }
    },
}

HEADERS = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
}

def get_account_info(nickname, site_name, site_data):
    """Получает информацию об аккаунте на конкретной платформе."""
    url = site_data["url"].format(nickname)
    try:
        response = requests.get(url, headers=HEADERS, timeout=10)
        
        if "api.github.com" in url:
            if site_data["check"](response, None):
                return site_data["info"](response.json())
        else:
            soup = BeautifulSoup(response.text, 'html.parser')
            if site_data["check"](response, soup):
                return site_data["info"](soup)
                
    except Exception as e:
        return {"Ошибка": f"{type(e).__name__}: {str(e)}"}
    return None

def check_nickname(nickname):
    """Проверяет никнейм на всех платформах и возвращает результаты."""
    results = {}
    for site_name, site_data in SITES.items():
        time.sleep(1)
        info = get_account_info(nickname, site_name, site_data)
        if info:
            results[site_name] = {"status": "✅ Занят", "info": info}
        else:
            results[site_name] = {"status": "❌ Свободен или ошибка"}
    return results

def print_results(nickname, results):
    """Выводит результаты в читаемом формате."""
    print(f"\n🔍 Результаты поиска для '{nickname}':")
    for site, data in results.items():
        print(f"\n{site}: {data['status']}")
        if "info" in data:
            for key, value in data["info"].items():
                print(f"  {key}: {value}")

def main():
    nickname = input("Введите никнейм для поиска: ").strip()
    results = check_nickname(nickname)
    print_results(nickname, results)

if __name__ == "__main__":
    main()

Тест Together.ai

Создание сетевого сканера

f8c0f41837d2222ae2fedb7628b3a368.png

Результат идентичен Perplexity и DeepSeek.

Сканирование устройств на открытые порты и версии доступных сервисов

11babef7a629c884e56c293a4dd08fe9.png

Также совпадает с Perplexity и DeepSeek.

Поиск CVE по сервисам и их версиям

ea7221135806a8d0fcd0aee3b6291864.png

Наконец появилась первая нейросеть, которая действительно впечатлила нас отображением CVE для сервисов! Для этого используется API vulners.com. Чтобы запустить код, нужно прописать свой API-ключ в соответствующую переменную.

import argparse
import requests
import subprocess
from scapy.all import ARP, Ether, srp
import xml.etree.ElementTree as ET

VULNERS_API_KEY = "YOUR_API_KEY"
VULNERS_URL = "https://vulners.com/api/v3/search/lucene/"

def get_vulnerabilities(service, version):
    """Получение уязвимостей через Vulners API"""
    headers = {'Content-Type': 'application/json'}
    query = f'type:cve AND affectedSoftware.name:"{service}" AND affectedSoftware.version:"{version}"'
    
    try:
        response = requests.get(
            VULNERS_URL,
            headers=headers,
            params={
                'query': query,
                'apiKey': VULNERS_API_KEY
            }
        )
        return response.json().get('data', {}).get('search', [])
    except Exception as e:
        return [f"Ошибка запроса: {str(import ipaddress
from scapy.all import ARP, Ether, srp
import nmap
import requests

def network_scanner(ip_range):
    """
    Сканирует сеть и возвращает список активных хостов.

    :param ip_range: Диапазон IP-адресов в формате "192.168.1.0/24"
    :return: Список активных хостов
    """
    # Создаем объект ipaddress.ip_network для работы с диапазоном IP-адресов
    network = ipaddress.ip_network(ip_range, strict=False)

    # Создаем пакет ARP-запроса
    arp = ARP(pdst=str(network))
    ether = Ether(dst="ff:ff:ff:ff:ff:ff")
    packet = ether/arp

    # Отправляем пакет и получаем ответ
    result = srp(packet, timeout=3, verbose=0)[0]

    # Анализируем ответ и формируем список активных хостов
    active_hosts = []
    for sent, received in result:
        active_hosts.append({'ip': received.psrc, 'mac': received.hwsrc})

    return active_hosts

def port_scanner(host):
    """
    Сканирует порты хоста и возвращает информацию о сервисах.

    :param host: IP-адрес хоста
    :return: Информация о сервисах
    """
    # Создаем объект nmap.PortScanner для сканирования портов
    nm = nmap.PortScanner()

    # Сканируем порты
    nm.scan(host, arguments='-sV')

    # Анализируем результаты сканирования
    services = []
    for proto in nm[host].all_protocols():
        lport = sorted(nm[host][proto].keys())
        for port in lport:
            service = nm[host][proto][port]
            services.append({
                'port': port,
                'protocol': proto,
                'service': service['name'],
                'version': service['product'] + ' ' + service['version']
            })

    return services

def vulnerability_scanner(service):
    """
    Ищет уязвимости для сервиса.

    :param service: Информация о сервисе
    :return: Список уязвимостей
    """
    api_key = ""  # замените на свой API-ключ
    url = f"https://vulners.com/api/v3/search/lucene/?query={service['service']}%20{service['version']}&size=10"
    headers = {"Authorization": f"Bearer {api_key}"}

    response = requests.get(url, headers=headers)
    if response.status_code == 200:
        data = response.json()
        vulnerabilities = []
        for result in data['data']['search']:
            vulnerability = {
                'id': result.get('_id', 'N/A'),
                'title': result.get('title', 'N/A'),
                'cvss': result.get('cvss', {}).get('score', 'N/A')
            }
            vulnerabilities.append(vulnerability)
        return vulnerabilities
    else:
        return []

def main():
    # Запрашиваем у пользователя маску подсети
    ip_range = input("Введите диапазон IP-адресов (например, 192.168.1.0/24): ")

    # Сканируем сеть
    active_hosts = network_scanner(ip_range)

    # Выводим результаты
    for host in active_hosts:
        print(f"Хост: {host['ip']} ({host['mac']})")
        services = port_scanner(host['ip'])
        if services:
            print("Сервисы:")
            for service in services:
                print(f"  {service['port']}/{service['protocol']}: {service['service']} ({service['version']})")
                vulnerabilities = vulnerability_scanner(service)
                if vulnerabilities:
                    print("    Уязвимости:")
                    for vulnerability in vulnerabilities:
                        print(f"      ID: {vulnerability['id']}, Заголовок: {vulnerability['title']}, CVSS: {vulnerability['cvss']}")
                else:
                    print("    Уязвимости не обнаружены.")
        else:
            print("Сервисы не обнаружены.")
        print()

if __name__ == "__main__":
    main()
e)}"]

def parse_nmap_xml(xml_output):
    """Парсинг вывода Nmap XML"""
    root = ET.fromstring(xml_output)
    results = []
    
    for host in root.findall('host'):
        ip = host.find('address').get('addr')
        for port in host.findall('ports/port'):
            if port.find('state').get('state') == 'open':
                service = port.find('service')
                service_name = service.get('name', 'unknown')
                product = service.get('product', '')
                version = service.get('version', '')
                
                results.append({
                    'ip': ip,
                    'port': port.get('portid'),
                    'service': f"{product} {version}".strip(),
                    'name': service_name
                })
    return results

def enhanced_service_scan(target, ports):
    """Улучшенное сканирование с XML-выводом"""
    try:
        ports_str = ','.join(map(str, ports))
        result = subprocess.run(
            ['nmap', '-sV', '-oX', '-', '-p', ports_str, target],
            capture_output=True,
            text=True,
            check=True
        )
        return parse_nmap_xml(result.stdout)
    except subprocess.CalledProcessError as e:
        return [f"Ошибка Nmap: {e.stderr}"]
    except FileNotFoundError:
        return ["Nmap не установлен"]

def main():
    parser = argparse.ArgumentParser(description='Сканер уязвимостей сетевых сервисов')
    parser.add_argument('-t', '--target', required=True, help='Целевой IP или подсеть')
    parser.add_argument('-p', '--ports', default='1-1024', 
                      help='Диапазон портов (по умолчанию: 1-1024)')
    args = parser.parse_args()

    ports = range(*map(int, args.ports.split('-')))
    services = enhanced_service_scan(args.target, ports)
    
    print(f"\nРезультаты сканирования {args.target}:")
    for service in services:
        print(f"\n{service['ip']}:{service['port']} - {service['service']}")
        
        if service['service'] != '':
            vulns = get_vulnerabilities(service['name'], service['service'])
            if vulns:
                print("Найденные уязвимости:")
                for vuln in vulns[:3]:  # Показываем топ-3 уязвимости
                    print(f"  - {vuln.get('_source', {}).get('title', 'Unknown')}")
                    print(f"    CVE: {vuln.get('_source', {}).get('cvelist', ['N/A'])[0]}")
                    print(f"    Ссылка: {vuln.get('_source', {}).get('href', 'N/A')}")
            else:
                print("Уязвимостей не обнаружено")

if __name__ == "__main__":
    main()

Создание скрипта для поиска никнеймов

Проверка наличия на популярных соц.сетях и интернет-ресурсах в странах СНГ

f39acfbdfda876bf5e3926e891caaad6.png

Список ресурсов значительно меньше, чем в скриптах других ИИ, зато есть ссылки и статусы.

Выдача краткой информации по каждой найденной учётной записи

e762071fddc1410c8a1a783c3a287a85.png

К сожалению, скрипт не смог вывести никакой информации, несмотря на попытку реализовать отдельные функции для каждого ресурса и собрать данные по аналогии с методом DeepSeek, но в более упрощённом виде.

import requests
from bs4 import BeautifulSoup

def search_nickname(nickname):
    # Список ресурсов для поиска
    resources = [
        {"name": "ВКонтакте", "url": f"https://vk.com/{nickname}"},
        {"name": "Instagram", "url": f"https://www.instagram.com/{nickname}/"},
        {"name": "Telegram", "url": f"https://t.me/{nickname}"},
        {"name": "Twitter", "url": f"https://twitter.com/{nickname}"},
        {"name": "TikTok", "url": f"https://www.tiktok.com/@{nickname}"},
        {"name": "Reddit", "url": f"https://www.reddit.com/user/{nickname}"},
        {"name": "GitHub", "url": f"https://github.com/{nickname}"},
    ]

    # Поиск никнейма на ресурсах
    results = []
    for resource in resources:
        url = resource["url"].format(nickname=nickname)
        try:
            response = requests.get(url, timeout=5)
            if response.status_code == 200:
                soup = BeautifulSoup(response.text, 'html.parser')
                info = ''
                if resource['name'] == 'ВКонтакте':
                    info = get_vk_info(soup)
                elif resource['name'] == 'Instagram':
                    info = get_instagram_info(soup)
                elif resource['name'] == 'Twitter':
                    info = get_twitter_info(soup)
                results.append({"name": resource["name"], "url": url, "status": "Найден", "info": info})
            else:
                results.append({"name": resource["name"], "url": url, "status": "Не найден", "info": ''})
        except requests.exceptions.RequestException as e:
            results.append({"name": resource["name"], "url": url, "status": f"Ошибка: {e}", "info": ''})

    return results

def get_vk_info(soup):
    try:
        name = soup.find('h1', class_='page_name').text.strip()
        return f'Имя: {name}'
    except AttributeError:
        return ''

def get_instagram_info(soup):
    try:
        name = soup.find('meta', property='og:title')['content']
        return f'Имя: {name}'
    except (AttributeError, TypeError):
        return ''

def get_twitter_info(soup):
    try:
        name = soup.find('span', class_='ProfileHeaderCard-name').text.strip()
        return f'Имя: {name}'
    except AttributeError:
        return ''

def main():
    # Запрашиваем у пользователя никнейм
    nickname = input("Введите никнейм: ")

    # Ищем никнейм на ресурсах
    results = search_nickname(nickname)

    # Выводим результаты
    print("Результаты поиска:")
    for result in results:
        print(f"{result['name']}: {result['url']} ({result['status']})")
        if result['info']:
            print(f"  {result['info']}")

if __name__ == "__main__":
    main()

Анализ кода скриптов

Анализ скриптов для сканирования сети

Ошибки обработки сетевых запросов:

  • В скрипте от Together.ai нет обработки requests.exceptions.RequestException для API Vulners.

  • В скрипте от ChatGPT отсутствует проверка доступности хоста перед сканированием портов.

Проблемы производительности:

  • В скрипте от ChatGPT используется ThreadPoolExecutor(max_workers=100), это может привести к ненамеренной DoS сети или блокировке IP.

  • В скрипте от Perplexity сканирование портов синхронное и это может значительно замедлить работу.

Ненадежное определение сервисов:

  • В скрипте от ChatGPT функция identify_service использует простые строковые проверки (if "ftp" in banner) и данный метод проверки можно легко обмануть.

914741818453399478cb820d99cd14d6.png

Анализ OSINT-скриптов

  • Устаревшие методы парсинга:

    • В скрипте от ChatGPT и от Perplexity используется BeautifulSoup для парсинга соцсетей, но структура HTML часто меняется.

  • Неполный охват ресурсов:

    • В скрипте от DeepSeek проверяются только VK, Telegram, OK и GitHub, а в Together.ai добавлен TikTok, но нет Одноклассников.

e7edbebe9e48cd38c41c0af34424a9cc.png

Заключение

Исходя из проведённых тестов, мы можем представить общий результат в виде таблицы:

0b1b1789561ff14a2abbcaeed0dda9b5.png

Ещё больше познавательного контента в Telegram-канале — AI-шная

Полезные OSINT инструменты в телеграме (всегда рабочие ссылки) и отличный контент.

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  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 02.07.26 01:31 Robin Hale

    I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm

  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 17.07.26 20:12 martinsjude080

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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