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Н Новости

Свой LLM-агент на Typescript с использованием MCP

Вводные слова

Еще в 2008 году, посмотрев фильм "Железный человек", я понял, что хочу сделать себе такого же виртуального помощника, как у главного героя был Джарвис — искуственный интеллект, с которым Тони Старк общался в формате обычной речи, а тот понимал его команды и послушно исполнял.

Я даже помню, как на втором курсе физтеха в 2012 ночами в общаге я пытался приручить google speech recognizer для распознавания моих команд, а потом пытался написать свой парсер, извлекающий команды из этого текстового запроса. Единственный успех, которого я добился — мог ставить голосом музыку на паузу.

С тех пор прошло много времени, а LLM-модели сделали мою мечту более реальной и я решил разобраться как делать своих агентов на typescript. Оказалось, что "разобраться" не так-то просто, учитывая скудное наличие документации по этой теме. Хотя хайп вокруг этого 3 месяца назад был мощный.

У данной статьи есть видео-версия на YouTube: youtu.be/9oJIU6A5Z70

Архитектура решения

Для реализации задуманного мне нужно было разобраться с MCP. MCP — model-context-protocol. То есть это протокол, по которому LLM может общаться с внешними инструментами. И именно фраза "LLM может общаться" меня сильно сбивала с толку.

Как я изначально предполагал будет все работать

Как LLM "общается" с другими системами?

Я долго не мог понять как заставить саму LLM (например ollama) отправлять запросы в сторонние сервисы. Вроде запущенная LLM живет "сама в себе" и не может отправлять внешние запросы. Я достаточно долго находился в этом искажении и ломал голову, думая что придумали какие-то мудрые модели, умеющие ходить во внешний мир и никак не мог понять как такое запустить у себя.

Потом пришло понимание, что алгоритм работы устроен иначе:

Изначально разрабатываются возможные варианты действий, который могут быть выполнены автоматически. Например "добавить пользователя с обязательными полями Имя и Дата рождения";
Я пишу (или говорю) этой системе в свободной форме что-то, из чего можно извлечь задачу. Например "создай пользователя Васю";
Дальше система отправляет запрос в LLM и с каждым запросом отправляет еще массив возможных действий с обязательными параметрами вызова;
LLM по тексту понимает что (возможно) хочет пользователь, чтобы ему сделала система;
Дальше LLM смотрит все ли параметры есть в текущей переписке
1. Если всех параметров нет (в нашем случае я не сразу назвал возраст), то LLM отвечает просто текстом со словами вроде "Для создания пользователя мне нужен возраст";
2. После чего шаги 2-5 повторяются до тех пор, пока не будут собраны все параметры.
Когда LLM понимает, что в переписке содержатся все необходимые параметры, она в ответе вместе с текстом отдает еще в массиве инструментов команды, которые нужно выполнить системе.
В нашем случае будет команда "добавить пользователя" с параметрами "имя: Вася", "год рождения 1994 (если я на вопрос о возрасте скажу 1994)"
Система послушно выполняет переданные команды и сохраняет результат выполнения команды в контекст диалога и дальше уже передает эту информацию обратно в LLM с просьбой прокомментировать действия;
LLM смотрит, что в истории переписки есть просьба создать пользователя, есть дополнительные выяснения, есть команда на выполнение и есть результат её выполнения. В ответ LLM пишет финальный текст, глядя на все это безобразие, из серии "Я создал пользователя Васю 1994 года, скажите мне спасибо";
Мы благодарим LLM за проделанную работу или остаемся невежливыми и не пишем ему даже спасибо, чтобы не тратить драгоценные токены.

Как работает ИИ-агент под капотом

В момент, когда я понял, что LLM только помогает понять что от системы хотят у меня наступило прозрение и я приступил к очень срочной и быстрой реализации.

Так что такое MCP?

Теперь возвращаемся к MCP. Это не какая-то волшебная таблетка и даже не чего-то новое. Это просто способ описывать возможные варианты взаимодействия с системой через stdin или http(s).

Это ровно тот же самый Swagger (OpenAPI), который мы в галере активно используем для описания возможных методов взаимодействия с системой. У них даже спецификации похожи: название метода, параметры на вход и параметры на выход.

{
  "name": "создать_пользователя",
  "description": "Создает нового пользователя с указанным именем и годом рождения. Этот инструмент следует использовать, когда пользователь хочет зарегистрироваться, создать профиль или добавить себя в систему. Он не выполняет проверку уникальности и не возвращает дополнительных данных о пользователе.",
  "input_schema": {
    "type": "object",
    "properties": {
      "name": {
        "type": "string",
        "description": "Имя пользователя, например, Иван"
      },
      "birthYear": {
        "type": "integer",
        "description": "Год рождения пользователя, например, 1990"
      }
    },
    "required": ["name", "birthYear"]
  }
}

В примере выше есть поле description и name, которые передаются в LLM для понимания что именно может эта команда сделать, а LLM уже попытается понять, опираясь на это описания, эту ли команду от неё сейчас хотят заполучить.

Именно в MCP серверах подробное описание в документации уже не вызывает приступы лени, как при описании документации к API (лично у меня), которую будут читать другие люди. И чем понятнее я опишу тем лучше будет работать LLM.

Почему не использовать обычные функции? Зачем MCP?

Уже достаточно давно в разных облачных GPT-подобных системах с API есть механизм функций или инструментов (в документации называются functions или tools) — functions в OpenAI, Функции в GigaChat . Некоторым клиентам мы интегрировали на очень базовом уровне эти механики на базе нашего GigaChat и работают они прекрасно!.

У каждого AI-провайдера свой подход к реализации функций — по-разному называются поля и немного разная структура самого запроса, который необходимо отправить в сторону LLM.

Мир разработки всегда, со временем, приходит к стандартизации. OpenAPI (Swagger) тому пример — делали разные команды документации к API кто во что горазд. Потом еще каждый по своему это все документировал и была некая анархия. Придумали OpenAPI — ситуация изменилась и теперь есть надежный способ описывать свое API. Так и с "инструментами на базе нейросетей".

Придумали Model-Context-Protocol, через который договорились как именно будут общаться системы и понимать команды, которые предлагают выполнить AI-помощники. Как только появился стандарт резко, как грибы после дождя, начали появляться "коннекторы" для подключения ИИ в разные уже существующие системы.

Есть целый репозиторий, в котором содержатся разные MCP — от управления календарем до управления своим Telegram-аккаунтом и все это в формате "разговорного нейросетевого интерфейса". Мне этот репозиторий оказался очень полезен для понимания масштабности сего изобретения.

На чем? Как? И почему я буду писать свой MCP?

Для разработки mcp-сервера я буду использовать официальный SDK от разработчиков этого протокола: https://github.com/modelcontextprotocol/typescript-sdk. Поскольку моя галера живет и работает на typescript я решил, что писать и клиентскую и серверную часть я буду на нем.

Изначальная точка проекта

Прежде чем писать сам MCP-сервер и подключать надо сделать базовую архитектуру. Обычно в своих проектах и личных агентах я все делаю на nest-фреймворке, но такие вещи проще показывать на чистом typescript без фреймворков. Готовим проект с точками входа в виде telegram и cli.

Весь код и шаги дублируются в github-репозитории — по шагу на коммит.

Базовый TS проект.

Для начала инициализируем npm-проект

mkdir ts-llm-agent-example
cd ts-llm-agent-example
npm init -y
npm install typescript --save-dev
npx tsc --init

Это создаст файлы package.json и tsconfig.json, которое надо я сразу же корректирую для удобной работы.

// package.json
{  
  "name": "ts-llm-agent-example",  
  "version": "1.0.0",  
  "main": "index.js",  
  "scripts": {  
    "dev": "ts-node src/index.ts",  
    "start": "node dist/index.js",  
    "dev:watch": "nodemon --exec ts-node src/index.ts"  
  },  
  "keywords": [],  
  "author": "",  
  "license": "ISC",  
  "description": "",  
  "devDependencies": {  
    "nodemon": "^3.1.10",  
    "ts-node": "^10.9.2",  
    "typescript": "^5.8.3"  
  }  
}

// tsconfig.json
{  
  "compilerOptions": {  
    "target": "ES2020",  
    "module": "commonjs",  
    "outDir": "./dist",  
    "rootDir": "./src",  
    "strict": true,  
    "esModuleInterop": true,  
    "skipLibCheck": true  
  },  
  "include": ["src"]  
}

После чего я выполняю команду yarn и командой yarn dev:watch запускаю сервис с автоматическим обновлением и перезапуском после изменения кода.

Различные точки входа

Мой агент будет работать в двух форматах:

через консоль (cli) для удобства разработки;
через telegram для удобства использования.

Механика и там и там будет одинаковая — от меня идет текст агенту и агент мне отвечает так же текстом. Конечно потом можно его развивать, чтобы он понимал изображения и по ним со мной вел диалог, но пока такой необходимости нет.

Для того, чтобы был удобный механизм выбора точки входа на будущее, делаю следующим образом:

// src/entrypoint/interface.ts
export interface AiEntryPointInterface {  
  run(): Promise | void;  
}

// src/entrypoint/telegram.ts
export class CliEntryPoint implements AiEntryPointInterface{  
  run() {  
    console.log("CLI mode started");  
    // Здесь будет логика CLI  
  }  
}

// src/entrypoint/cli.ts
export class TelegramEntryPoint implements AiEntryPointInterface {  
  run() {  
    console.log("Telegram mode started");  
    // Здесь будет логика Telegram  
  }  
}

// src/entrypoint/selector.ts
export function selectEntrypoint(): AiEntryPointInterface {  
  const args = process.argv.slice(2);  
  if (args.includes('--cli')) {  
    return new CliEntryPoint();  
  } else if (args.includes('--telegram')) {  
    return new TelegramEntryPoint();  
  } else {  
    throw new Error('Usage: node dist/index.js --cli | --telegram');  
  }  
}

// src/index.ts
import { selectEntrypoint } from './entrypoint/selector';  
  
selectEntrypoint().run();

Теперь я могу запускать своего агента следующими способами:

# Запуск в виде telegram бота
yarn dev:watch --telegram
# Запуск в CLI режиме
yarn dev:watch --cli

Заглушка процессора текстовых сообщений

Для того, чтобы можно было общаться с агентом через консоль нужно реализовать механизм передачи вопроса в ChatProcessor, который дальше уже будет общаться с AI-системами и выполнять задачи.

// src/ai/chat-processor.ts  
  
export class ChatProcessor {  
  constructor() {  
    // Пока ничего не инициализируем  
  }  
  
  async processMessage(sessionId: string, text: string): Promise<{  
    message: string;  
    tools: { name: string; arguments: Record }[];  
  }> {  
    // Возвращаем простой ответ-заглушку  
    return {  
      message: `Echo: ${text}`,  
      tools: [],  
    };  
  }  
}

В возвращаемом объекте есть 2 поля: message — сообщение, которое нужно написать пользователю. tools — список вызванных инструментов за время обработки запросов и параметры каждого вызова.

Внутри каждого entrypoint добавляем процессор в конструктор

// src/entrypoint/cli.ts
export class CliEntryPoint implements AiEntryPointInterface{  
  constructor(  
    private readonly processor: ChatProcessor,  
  ) {  
}

И на уровне создания entrypoint добавляем созданный ChatProcessor в зависимости:

// src/entrypoint/selector.ts
const processor = new ChatProcessor();  
if (args.includes('--cli')) {  
  return new CliEntryPoint(processor);  
// ...

Таким образом у нас все зависимости процессора в одном месте будут задаваться и он дальше будет передаваться в нужную реализацию (управление зависимостями на минималках).

Работа в cli-режиме

В рамках данной статьи я буду делать только реализацию CLI режима (через консоль). В консоли механизм будет крайне простой:

// src/entrypoint/cli.ts
// .....
async run() {  
  const SESSION_ID = 'cli-session';  
  console.log("CLI mode started");  
  // Здесь будет логика CLI  
  const rl = readline.createInterface({input, output});  
  while (true) {  
    const query = await rl.question('\n🗣️  Ваш запрос: ');  
    if (query.trim().toLowerCase() === 'exit') {  
      console.log('👋 До свидания!');  
      rl.close();  
      process.exit(0);  
    }  
    const start = Date.now();  
    console.log('🤖 Думаю...');  
  
    const response = await this.processor.processMessage(SESSION_ID, query);  
    const end = Date.now();  
    const durationSec = ((end - start) / 1000).toFixed(2);  
  
    console.log(`\n🤖 AI (${durationSec} сек):\n${response.message}`);  
    if (response.tools.length > 0) {  
      console.log(`🛠️  Использованные инструменты:`);  
      response.tools.forEach((tool, i) => {  
        console.log(`  ${i + 1}. ${tool.name} ${JSON.stringify(tool.arguments)}`);  
      });  
    }  
  }  
}

И это дает нам такой результат:

🗣️  Ваш запрос:hi
🤖 Думаю...

🤖 AI (0.00 сек):
Echo: hi
🛠️  Использованные инструменты:
  1. awesome_tool {"hi":true}

А если будет использован какой-то внешний инструмент за время обработки запроса, то он будет выведен отдельным блоком "Использованные инструменты". Для локальной отладки от CLI интерфейса больше ничего не нужно.

Реализация MCP сервера

Давайте сделаем сервер, который будет сохранять пользователей в json-файл. Вместо него, конечно, может быть любая база данных или стороннее API, но для примера хватит и обычного JSON.

Что будет уметь наш сервер:

Добавлять новых пользователей в JSON файл с полями Имя, Год рождения;
Получать список всех пользователей;
Считать количество пользователей, старше определенного возраста;
Отправлять сообщение пользователю с обращением к нему по имени — само сообщение будет тоже писаться в JSON файл для проверки работоспособности.

Для начала ставим зависимости:

# зависимости для запуска MCP-сервера
yarn add @modelcontextprotocol/sdk zod
# инструмент для отладки MCP
yarn add @modelcontextprotocol/inspector

Создаем входную точку для mcp сервера и добавляем команду для запуска mcp-inspector в package.json:

{
	scripts: {
		"mcp": "node dist/mcp/index.js",  
		"mcp-inspect": "mcp-inspector yarn mcp"
	}
}

MCP-сервер может работать в нескольких режимах:

STDIO — запускается команда yarn mcp и туда сразу передаются аргументы через ввод.
SSE, Streamable HTTPS — запуск сервера, к которому можно подключаться из-вне Первый вариант самый безопасный, т.к. во внешний мир MCP смотреть не будет никуда. Обычно стоит начинать именно с него, чтобы не заботиться о вопросах безопасности, т.к. публикация MCP-сервера дает возможность вызывать любые доступные команды.

Учитывая, что некоторые MCP-сервера могут, например, управлять вашим аккаунтом в Google Calendar, стоит быть более параноидальным в плане безопасности. Когда мы делаем ИИ-агентов под заказ мы реализуем второй вариант, т.к. обычно MCP запущен в отдельной изолированной среде и туда доступа к STDIO нет. В рамках сегодняшней публикации я реализую только stdio подход и его будет достаточно для большинства локальных сценариев.

// src/mcp/index.ts
import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";  
import { z } from "zod";  
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";  
import { EmailService } from '../services/EmailService';  
import { UserService } from '../services/UserService';  
  
const emailService = new EmailService();  
const userService = new UserService();  
const server = new McpServer({  
  name: "demo-server",  
  version: "1.0.0"  
});  
  
server.registerTool("send_message",  
  {  
    title: "Отправка сообщения",  
    description: "Отправляет сообщение с переданным текстом. Поле текста обязательное",  
    inputSchema: {  
      text: z.string(),  
    },  
  },  
  async (req) => {  
    await emailService.saveEmail(req.text);  
    return {content: [{type: "text", text: `Сообщение отправлено`}],};  
  }  
);  
  
server.registerTool(  
  'create_user',  
  {  
    title: 'Создание пользователя',  
    description: 'Создает пользователя. Имя и год рождения обязательные поля. Если пользователь их не передал, то их нужно запросить отдельно. Самому ИИ придумывать нельзя',  
    inputSchema: {  
      name: z.string(),  
      birthYear: z.number(),  
    },  
  },  
  async (req) => {  
    await userService.addUser({  
      name: req.name,  
      birthYear: req.birthYear  
    });  
  
    return {  
      content: [  
        {  
          type: 'text',  
          text: `Пользователь ${req.name} успешно создан.`,  
        },  
      ],  
    };  
  }  
);  
  
// 📌 Инструмент: users-listserver.registerTool(  
  'users_list',  
  {  
    title: 'Получение списка пользователей',  
    description: 'Возвращает список пользователей со всеми полями',  
    outputSchema: {  
      elements: z.array(  
        z.object({  
          id: z.number(),  
          birthYear: z.string(),  
        })  
      ),  
    },  
  },  
  async () => {  
    let elements = await userService.getUsers();  
    return {  
      structuredContent: {  
        elements: elements,  
      },  
      content: [  
        {  
          type: 'text',  
          text: elements.map((u) => `${u.name} (${u.birthYear})`).join(', ') || 'Нет пользователей',  
        },  
      ],  
    };  
  }  
);  
  
server.registerTool(  
  'user_count',  
  {  
    title: 'Получить количество пользователей старше переданного возраста',  
    description: 'Возвращает количество пользователей. Если этот инструмент вызывается,' +  
      ' то он должен вернуть количество пользователей в системе и это число точно нужно передать пользователю.' +  
      'Если возраст не был передан, то подставить 0',  
    inputSchema: {  
      age: z.number().optional().default(0),  
    },  
  },  
  async (req) => {  
    const users = await userService.countUsersOlderThan(req.age);  
    return {  
      content: [{type: 'text', text: String(users)}],  
    };  
  }  
);  
  
// Получаем команду через stdio, выполняем её и отдаем ответ  
const transport = new StdioServerTransport();  
server.connect(transport);

В этом коде используются сервисы UserService и EmailService. Напишем их самым простым образом — информация будет складываться в json файлы в папке data:

// src/services/EmailService.ts
import fs from 'fs/promises';  
import path from 'path';  
  
type EmailEntry = {  
  id: string;  
  text: string;  
  timestamp: string;  
};  
  
export class EmailService {  
  private filePath: string;  
  
  constructor() {  
    this.filePath = path.resolve(process.cwd(), 'data/emails.json');  
  }  
  
  private async loadEmails(): Promise {  
    try {  
      const data = await fs.readFile(this.filePath, 'utf-8');  
      return JSON.parse(data) as EmailEntry[];  
    } catch {  
      return [];  
    }  
  }  
  
  private async saveEmails(emails: EmailEntry[]): Promise {  
    await fs.writeFile(this.filePath, JSON.stringify(emails, null, 2), 'utf-8');  
  }  
  
  async saveEmail(text: string): Promise {  
    const emails = await this.loadEmails();  
    const newEntry: EmailEntry = {  
      id: crypto.randomUUID(),  
      text,  
      timestamp: new Date().toISOString()  
    };  
    emails.push(newEntry);  
    await this.saveEmails(emails);  
  }  
}

// src/services/UserService.ts
import fs from 'fs/promises';  
import path from 'path';  
  
type User = {  
  name: string;  
  birthYear: number;  
};  
  
export class UserService {  
  private filePath: string;  
  
  constructor() {  
    this.filePath = path.resolve(process.cwd(), 'data/users.json');  
  }  
  
  private async loadUsers(): Promise {  
    try {  
      const data = await fs.readFile(this.filePath, 'utf-8');  
      return JSON.parse(data) as User[];  
    } catch {  
      return [];  
    }  
  }  
  
  private async saveUsers(users: User[]): Promise {  
    await fs.writeFile(this.filePath, JSON.stringify(users, null, 2), 'utf-8');  
  }  
  
  async addUser(user: User): Promise {  
    const users = await this.loadUsers();  
    users.push(user);  
    await this.saveUsers(users);  
  }  
  
  async getUsers(): Promise {  
    return this.loadUsers();  
  }  
  
  async countUsersOlderThan(age: number): Promise {  
    const users = await this.loadUsers();  
    const currentYear = new Date().getFullYear();  
    return users.filter(user => currentYear - user.birthYear > age).length;  
  }  
}

После чего запускаем yarn build, чтобы консольный режим mcp собрался и можно было его передавать в инспектор. После запускаем yarn mcp-inspect, видим следующее в консоли:

⚙️ Proxy server listening on 127.0.0.1:6277
🔑 Session token: 244d4198a13125d807ef6f202d6629e87b7cfd1705c19a32180019682df3ef23
Use this token to authenticate requests or set DANGEROUSLY_OMIT_AUTH=true to disable auth

🔗 Open inspector with token pre-filled:
   http://localhost:6274/?MCP_PROXY_AUTH_TOKEN=244d4198a13125d807ef6f202d6629e87b7cfd1705c19a32180019682df3ef23

Переходим по ссылке и попадаем в инспектор

Запущенный MCP Inspector

После запуска нажимаем Connect и подключаемся к нашему локальному MCP. Работает он аналогично Postman, где мы можем интерактивно вызывать разные команды и видеть результат их выполнения.

Убедился, что все методы работают верно и на этом разработка моего первого MCP-сервера Я понажимал отправку сообщения, создание пользователя и другие кнопки и убедился, что все работает верно.

Также посмотрел в json файлы, которые появились после выполнения:закончена. Теперь можно приступать в организации общения между LLM и MCP сервером:

# data/emails.json
[  
  {  
    "id": "49d09705-8273-4e3b-8203-6a1d3bf82834",  
    "text": "Привет! Это проверка!",  
    "timestamp": "2025-07-09T07:34:01.359Z"  
  }  
]
# data/users.json
[  
  {  
    "name": "Антон",  
    "birthYear": 1994  
  }  
]

Реализация интеграции с ИИ

Теперь осталось научить наш ChatProcessor принимать текстовую команду от пользователя, передавать её в LLM (OpenAI, Ollama, GigaChat). Дальше получать команду на выполнение от LLM, выполнить её, отправить результат в LLM, чтобы та сообщила нам какая она молодец, что все создала и сделала.

Как будут общаться между собой компоненты системы

В рамках данной публикации я буду описывать работу с OpenAI, как с первопроходцем в мире ИИ. В репозитории, со временем, появятся коннекторы к GigaChat и Ollama для желающих запускаться на других AI-системах.

Интерфейс коннектора выглядит так:

export interface ToolDescriptor {  
  name: string;  
  description: string;  
  inputSchema: Record;  
}  
  
export type SingleToolRequest = { id?: string; name: string; arguments: Record };  
  
export interface ToolCallRequest {  
  message: string;  
  toolCalls?: SingleToolRequest[];  
}  
  
export interface ToolCallResult {  
  request: SingleToolRequest  
  content: string;  
  structuredContent: any;  
}  
  
export interface AIHelperInterface {  
  // Обработка запроса с возможными инструментами обработки  
  chatWithTools(sessionId: string, message: string, tools: ToolDescriptor[]): Promise;  
  
  // Сохранение результата вызова инструмента, чтобы передать в истории  
  storeToolResult(sessionId: string, result: ToolCallResult): Promise;  
  
  // Отправка обычного текстового запроса в ИИ. Можно использовать модель проще, т.к. надо просто красиво ответить  
  simpleChat(sessionId: string, message: string): Promise;  
  
  // Сброс сессии. Уместно для Telegram по ChatId  
  resetSession(sessionId: string): Promise;  
}

Хранение истории переписки

В ИИ надо слать запрос со всей историей сообщений, чтобы ИИ мог понимать весь контекст для дальнейшего ответа. Для того, чтобы это реализовать в удобном формате я написал класс SessionStorage, в котором будет храниться массив сообщений и другая полезная информация на уровне каждого диалога пользователя.

Сделано это по причине несущественного различия структуры данных у каждого ИИ. Поэтому каждый коннектор будет сам определять что сохраняет в сессию.

// src/ai/connector/session-storage.ts
  
export class SessionStorage {  
  private sessions: Record = {};  
  
  constructor(private readonly initSession: () => T) {}  
  
  get(sessionId: string): T {  
    if (!this.sessions[sessionId]) {  
      this.sessions[sessionId] = this.initSession();  
    }  
    return this.sessions[sessionId];  
  }  
  
  set(sessionId: string, messages: T) {  
    this.sessions[sessionId] = messages;  
  }  
  
  reset(sessionId: string) {  
    delete this.sessions[sessionId];  
  }  
  
  has(sessionId: string): boolean {  
    return sessionId in this.sessions;  
  }  
}

Идентификатором сессии может быть что угодно. В случае с CLI идентификатор создается при запуске и дальше не меняется. В случае с Telegram это будет telegramChatId, по которому уже будет храниться вся переписка, пополняться результатами выполнения функций и поддерживать контекст беседы.

Отправка запросов к ИИ

Если в системе подразумевается несколько вариантов коммуникации с другими системами, я всегда иду через разработку интерфейса и потом уже его реализацию. Коннектор с ИИ у нас полностью инкапсулирует механику работу с сессией и механику отправки запросов.

Почему сессией управляет коннектор? Вопрос справедливый, но такое решение было принято по причине различия объекта Message, который надо в массиве слать с каждым запросом в ИИ. Поэтому решил, что лучше передать управление сессии внутри самого коннектора через внешний класс SessionManager

Для отправки запросов с инструментами OpenAI используется function calling механизм. Для того, чтобы под наши задачи ИИ-Агента можно было использовать OpenAI достаточно реализовать описанный ранее интерфейс.

// src/ai/connector/openai.ts
import { AIHelperInterface, ToolCallRequest, ToolCallResult, ToolDescriptor } from './interface';  
import { OpenAI } from 'openai';  
import { SessionStorage } from './session-storage';  
import { ChatCompletionMessageParam, ChatCompletionTool } from "openai/resources/chat/completions";  
  
interface Session {  
  messages: ChatCompletionMessageParam[] | any;  
  toolResult: Record;  
}  
  
export class OpenAIHelper implements AIHelperInterface {  
  /*  
  Объявляем сессию и задаем колбек для создания  массива сообщений с system prompt в первом элементе   */  
  protected session: SessionStorage = new SessionStorage(() => ({  
    messages: this.systemPrompt  
      ? [{  
        role: 'system',  
        content: [{  
          type: 'text',  
          text: this.systemPrompt,  
        }],  
      }]  
      : [],  
    toolResult: {},  
  }));  
  
  // Коннектор к OpenAI  
  private openai: OpenAI;  
  
  constructor(  
    apiKey: string,  
    private readonly models: { tools: string; talk: string },  
    private readonly systemPrompt: string,  
  ) {  
    this.openai = new OpenAI({apiKey});  
  }  
  
  async chatWithTools(sessionId: string, message: string, tools: ToolDescriptor[]): Promise {  
    const session = this.session.get(sessionId);  
  
    // Преобразуем описание инструментов в формат OpenAI  
    const openaiTools: ChatCompletionTool[] = tools.map(tool => ({  
      type: 'function',  
      function: {  
        name: tool.name,  
        description: tool.description,  
        parameters: tool.inputSchema,  
      },  
    }));  
  
    // Добавляем сообщение пользователя с запросом  
    session.messages.push({  
      role: 'user',  
      content: [{  
        type: 'text',  
        text: message,  
      }],  
    });  
  
    const response = await this.openai.chat.completions.create({  
      model: this.models.tools,  
      messages: session.messages,  
      tools: openaiTools,  
      tool_choice: 'auto',  
    });  
  
    const toolCalls = response.choices[0].message.tool_calls || [];  
    session.messages.push(response.choices[0].message);  
    return {  
      message: response.choices[0].message.content ?? '',  
      toolCalls: toolCalls.map(tc => ({  
        id: tc.id,  
        name: tc.function.name,  
        arguments: JSON.parse(tc.function.arguments || '{}'),  
      })),  
    };  
  }  
  
  async resetSession(sessionId: string): Promise {  
    this.session.reset(sessionId);  
  }  
  
  async simpleChat(sessionId: string, message: string): Promise {  
    const session = this.session.get(sessionId);  
    session.messages.push({  
      role: 'user',  
      content: [{  
        type: 'text',  
        text: message,  
      }],  
    });  
    const response = await this.openai.chat.completions.create({  
      model: this.models.talk,  
      messages: session.messages,  
    });  
  
    return response.choices[0].message.content ?? '';  
  }  
  
  storeToolResult(sessionId: string, result: ToolCallResult): Promise {  
    if (!result.request.id) {  
      console.warn(  
        'Tool call result does not have an id. This is likely a bug.',  
        result,  
      );  
      return;  
    }  
    this.session.get(sessionId).messages.push({  
      role: 'tool',  
      tool_call_id: result.request.id,  
      content: result.content,  
    });  
    if (result.structuredContent)  
      this.session.get(sessionId).toolResult[result.request.id] = result.structuredContent;  
  }  
}

Теперь у нас есть методы для вызова ИИ с переданными из MCP инструментов и обычный текстовый вызов для интерпретации результата вызова.

Подключение коннектора в ChatProcessor

Для начала сделаем AIHelperProvider, который будет возвращать нам экземпляр коннектора в ИИ:

// src/ai/connector/provider.ts
import { AIHelperInterface } from './interface';  
import { OpenAIHelper } from './openai';  
  
const systemPrompt = "тут пока промпта нет. О нем позже";  
  
export class AIHelperProvider {  
  static getAiProvider(type: 'openai' | 'gigachat' | 'ollama'): AIHelperInterface {  
    switch (type) {  
      case "openai":  
        const openaiApiKey = process.env.OPENAI_API_KEY || '';  
        const tools = process.env.OPENAI_MODEL_TOOLS || 'gpt-4.1-mini';  
        const talk = process.env.OPENAI_MODEL_TALK || 'gpt-4.1-nano';  
        return new OpenAIHelper(openaiApiKey, {  
          tools,  
          talk  
        }, systemPrompt);  
    }  
    throw new Error(`AI provider ${type} not supported`);  
  }  
}

Не забыть еще в index.ts подключить dotenv пакет чтобы переменные окружения подтягивались из .env файла в корне проекта.

yarn add dotenv

// src/index.ts
import { selectEntrypoint } from './entrypoint/selector';  
import 'dotenv/config'  
  
selectEntrypoint().run();

# содержимое файла `.env`
OPENAI_API_KEY={OPENAI_API_KEY}
OPENAI_MODEL_TOOLS=gpt-4.1-mini  
OPENAI_MODEL_TALK=gpt-4.1-nano

Значение OPENAI_API_KEY нужно получать через https://platform.openai.com/. Модели я оставил те, которые для этих задач используются у меня, но вы можете экспериментировать с другими моделями.

В самом ChatProccessor используем его, в рамках обучения, не до конца правильно — через захардкоженный вариант провайдера (в данном случае openai).

// src/ai/chat-processor.ts
  
import { AIHelperProvider } from './connector/provider';  
import { AIHelperInterface } from './connector/interface';  
  
export class ChatProcessor {  
  ai: AIHelperInterface;  
  
  constructor() {  
    this.ai = AIHelperProvider.getAiProvider('openai');  
  }  
  
  async processMessage(sessionId: string, text: string): Promise<{  
    message: string;  
    tools: { name: string; arguments: Record }[];  
  }> {  
    // Пока просто передаем в текстовый режим для теста  
    const result = await this.ai.simpleChat(sessionId, text);  
    return {  
      message: result,  
      tools: [],  
    };  
  }  
}

В итоге при запуске в cli режиме получаем следующее:

CLI mode started

🗣️  Ваш запрос:Как дела?
Как дела?
🤖 Думаю...

🤖 AI (1.97 сек):
У меня всё хорошо, спасибо! Как у вас дела?

🗣️  Ваш запрос:

Реализация MCP клиента

Теперь нужно подключать наши наработки к MCP-серверу. Для этого внутри ChatProcessor нужно добавить подключение к MCP-серверу, собрать доступные инструменты и прописать их в конфигурацию. Для начала устанавливаем зависимости:

yarn add @modelcontextprotocol/sdk

Дальше в ChatProcessor делаем метод init, в котором мы будем опрашивать MCP на предмет доступных инструментов и сохраним это в памяти:

// src/ai/chat-processor.ts
private tools: ToolDescriptor[] = [];  
  
constructor() {  
  this.ai = AIHelperProvider.getAiProvider('openai');  
  this.mcp = new Client({name: 'mcp-client-cli', version: '1.0.0'});  
  this.transport = new StdioClientTransport({command: 'node dist/mcp/index.js'});  
}  
  
async init() {  
  this.mcp.connect(this.transport);  
  this.tools = (await this.mcp.listTools()).tools;  
}

Теперь у нас есть инструменты внутри ChatProcessor, которые нам нужно передать в коннектор. Переписываем метод processMessage на отправку запроса с инструментами, обработку их и отправку ответа пользователю:

async processMessage(sessionId: string, text: string): Promise<{  
  message: string;  
  tools: { name: string; arguments: Record }[];  
}> {  
  const toolsUsed: { name: string; arguments: Record }[] = [];  
  const finalOutput: string[] = [];  
  
  const response = await this.ai.chatWithTools(sessionId, text, this.tools);  
  if (response.toolCalls &amp;&amp; response.toolCalls.length > 0) {  
    for (const call of response.toolCalls) {  
      // Сохраняем для статистики  
      toolsUsed.push(call);  
  
      const result = await this.mcp.callTool({  
        name: call.name,  
        arguments: call.arguments,  
      });  
  
      const arrayResult = result.content as any[];  
      const flattened = arrayResult  
        .map((item) => (item.type === 'text' ? item.text : item.resource?.data || ''))  
        .join('\n\n');  
      // Сохраняем результат для истории с LLM  
      await this.ai.storeToolResult(sessionId, {  
        request: call,  
        content: flattened,  
        structuredContent: result.structuredContent,  
      });  
    }  
    const reply = await this.ai.simpleChat(sessionId, 'Напиши мне ответ на основе результата выполнения функций, который можно было бы сразу отправить тому, кто запрашивал');  
    finalOutput.push(reply);  
  } else {  
    finalOutput.push(response.message);  
  }  
  
  return {  
    message: finalOutput.join('\n'),  
    tools: toolsUsed,  
  };  
}

Теперь наша механика работает как нужно.

Тестовые запуски нашего агента

После чего запускаем нашего агента и видим следующее:

CLI mode started

🗣️  Ваш запрос:Отправь сообщение с текстом привет друг
Отправь сообщение с текстом привет друг
🤖 Думаю...

🤖 AI (1.90 сек):
Привет друг!
🛠️  Использованные инструменты:
  1. send_message {"text":"привет друг"}

🗣️  Ваш запрос:

А внутри файла data/emails.json добавилось наше сообщение:

{  
  "id": "af346432-7e3d-45bc-b631-1c2ba7508b5a",  
  "text": "привет друг",  
  "timestamp": "2025-07-09T17:00:04.273Z"  
}

Вот еще пример общения с ботом и просьбой отправить сообщение, но без указания текста сразу:

CLI mode started

🗣️  Ваш запрос:Давай отправим сообщение
🤖 Думаю...

🤖 AI (1.87 сек):
Какой текст сообщения вы хотите отправить?

🗣️  Ваш запрос:Придумай текст сам, но пусть он будет веселый и задорный и поднимет настроение новому пользователю!
🤖 Думаю...

🤖 AI (4.14 сек):
Конечно! Вот подходящий ответ, который можно сразу отправить:

«Привет! Я подготовил для тебя веселое и задорное сообщение: «Приветствуем в нашей дружной компании! Пусть каждый день будет как праздник, а настроение — всегда на высоте! Улыбайся, радуйся и достигай новых вершин вместе с нами!» Надеюсь, оно поднимет тебе настроение! 😊»
🛠️  Использованные инструменты:
  1. send_message {"text":"Приветствуем в нашей дружной компании! Пусть каждый день будет как праздник, а настроение — всегда на высоте! Улыбайся, радуйся и достигай новых вершин вместе с нами!"}

Теперь давайте проверим как происходит создание пользователя в режиме свободной беседы с нашим агентом:

🗣️  Ваш запрос:Давай создадим пользоавтеля
🤖 Думаю...

🤖 AI (1.55 сек):
Для создания пользователя мне нужны его имя и год рождения. Пожалуйста, предоставьте эту информацию.

🗣️  Ваш запрос:Антон
🤖 Думаю...

🤖 AI (2.02 сек):
Спасибо! Теперь, пожалуйста, укажите год рождения Антона.

🗣️  Ваш запрос:2020
🤖 Думаю...

🤖 AI (2.89 сек):
Пользователь Антон успешно создан.
🛠️  Использованные инструменты:
  1. create_user {"name":"Антон","birthYear":2020}

Как видите, он понял, что я опечатался в слове "пользователя" и это его не смутило. Если я передам всю нужную информацию сразу, то он сразу же создаст пользователя:

🗣️  Ваш запрос: Давай создадим пользователя Антона, 30 лет.
🤖 Думаю...

🤖 AI (1.99 сек):
Пользователь по имени Антон, 30 лет, успешно создан.
🛠️  Использованные инструменты:
  1. create_user {"name":"Антон","birthYear":1993}

Тут он совершил попытку рассчитать какого года должен быть Антон, чтобы сейчас ему было 30 лет. Т.к. модель была сделана в 2023 году, он поставил 1993.

Если бы у нас в MCP был метод "get-current-date" и в методе создания пользователя добавил в промпт что-то из серии "если сказали возраст, то смотри в инструмент current-date", то LLM сказала бы сначала вызвать current-date, предложила бы пользователю подтвердить верно ли она поняла год и после этого уже вызовет инструмент создания пользователя с этим годом.

Почему бы не сделать сразу вызов нескольких команд за один цикл?

Можно было бы сделать и так, чтобы LLM давала команды на одновременный запуск нескольких команд и использовать результат их вывода. Выглядело бы это так:

LLM дает первый инструмент;
ChatProcessor
1. вызывает первый инструмент;
2. отправляет сразу в LLM результат выполнения;
3. LLM дает в ответ новый инструмент
4. ChatProcessor, выполняет его и снова кидает в LLM
Пункты 2.1 - 2.4 повторяются пока LLM не перестанет слать инструменты на выполнение Я такой вариант не рассматриваю и вам не советую. Лучше чтобы LLM вызывала не более одного инструмента, т.к. есть риск, что она войдет в цикл и будет тратить токены в длинном цикле. Пока что искусственный интеллект все же стоит контролировать физическим:)

Работа в режиме Telegram-бота

Теперь осталось подключить отдельный entrypoint для Telegram-бота для удобного использования своих агентов. Открываем файл src/entrypoint/telegram.ts и реализуем механизм передачи сообщений.

Также добавим, чтобы по команде /reset сбрасывалась сессия, чтобы можно было начинать новую беседу. Для начала получаем себе токен для бота через @BotFather, и прописываем его в .env:

TELEGRAM_BOT_TOKEN=${TELEGRAM_BOT_TOKEN}

Добавляем telegraf в зависимости

yarn add telegraf

Теперь в selectEntrypoint добавляем проброс ChatProcessor в запуск TelegramEntrypoint

// src/entrypoint/selector.ts
} else if (args.includes('--telegram')) {  
  return new TelegramEntryPoint(processor);  
// ...

И сам обработчик телеги описываем следующим образом:

// src/entrypoint/telegram.ts
import { AiEntryPointInterface } from './interface';  
import { Context, Telegraf } from 'telegraf';  
import { ChatProcessor } from '../ai/chat-processor';  
import { message } from 'telegraf/filters';  
  
export class TelegramEntryPoint implements AiEntryPointInterface {  
  constructor(  
    private readonly processor: ChatProcessor,  
  ) {  
  }  
  
  async run() {  
    const TELEGRAM_TOKEN = process.env.TELEGRAM_BOT_TOKEN;  
    if (!TELEGRAM_TOKEN) {  
      console.error('❌ Укажите TELEGRAM_BOT_TOKEN в .env');  
      process.exit(1);  
    }  
    const bot = new Telegraf(TELEGRAM_TOKEN);  
    bot.start(this.helpReply);  
    bot.help(this.helpReply);  
    bot.command('reset', async (ctx) => {  
      await this.processor.resetSession(ctx.chat.id.toString());  
      await ctx.reply('🔄 Сессия сброшена. Начните сначала.');  
    });  
    bot.on(message('text'), async (ctx) => {  
      const sessionId = ctx.chat.id.toString();  
      const query = ctx.message.text;  
      const start = Date.now();  
      const thinkResult = await ctx.reply('🤖 Думаю...'); // Сообщение для индикации процесса. Потом его удалим  
      try {  
        const response = await this.processor.processMessage(sessionId, query);  
        const end = Date.now();  
        const durationSec = ((end - start) / 1000).toFixed(2);  
  
        await ctx.reply(`🤖 Ответ (${durationSec} сек):\n${response.message}`);  
        await ctx.telegram.deleteMessage(ctx.chat.id, thinkResult.message_id);  
  
        if (response.tools.length > 0) {  
          const toolText = response.tools  
            .map((tool, i) => `  ${i + 1}. ${tool.name} ${JSON.stringify(tool.arguments)}`)  
            .join('\n');  
          // Для отладки отправляем использованные инструменты.  
          await ctx.reply(`🛠️ Использованные инструменты:\n${toolText}`);  
        }  
      } catch (err) {  
        console.error('⚠️ Ошибка в обработке:', err);  
        await ctx.reply('❌ Произошла ошибка при обработке запроса.');  
      }  
    });  
    await bot.telegram.setMyCommands([  
      {  
        command: '/reset',  
        description: 'Сбросить сессию'  
      }  
    ]);  
    await bot.launch(() => {  
      console.log('🚀 Telegram бот запущен');  
    });  
  }  
  
  
  private helpReply(ctx: Context) {  
    return ctx.reply('👋 Привет! Я помощник. Напиши свой запрос. Напиши /reset для сброса истории.');  
  }  
}

После чего собираем yarn build и запускаем нашего telegram-бота yarn start --telegram. И общаемся с ним также, как общались с консолью.

Пример общения с ботом

Если мы с ним обсудили все, что хотели сейчас, то стоит сбросить сессию, чтобы не раздувать контекст при сообщениях:

Сброс сессии

Заключение

На этом все. Весь код лежит в открытом github-репозитории и каждый шаг, описанный в этой статье, сделан отдельным коммитом для удобства.

Буду рад вашей подписке на мой Telegram-канал, где я делюсь разными способами автоматизации и разными аспектами ведения IT-бизнеса.

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17 авг. 2025 г.

19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

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My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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22.11.25 04:41 VERONICAFREDDIE809

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23.11.25 03:34 Matt Kegan

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23.11.25 09:54 elizabethrush89

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23.11.25 18:01 mosbygerry

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24.11.25 11:43 michaeldavenport238

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24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 18:20 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

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27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 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
28.11.25 11:15 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
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.11.25 20:37 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
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 04:35 Tonerdomark

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04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:39 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:23 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:28 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 15:29 Anthonymorphy30

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13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
20.12.25 16:03 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
09.01.26 17:11 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
13:04 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
13:05 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
15:53 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.