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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.

ecbf2a88b4f05a4e630bf06c4a7776cf.png

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 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.

55595823f3e732fb9ff4303c4a3408b1.png

Потом пришло понимание, что алгоритм работы устроен иначе:

  1. Изначально разрабатываются возможные варианты действий, который могут быть выполнены автоматически. Например "добавить пользователя с обязательными полями Имя и Дата рождения";

  2. Я пишу (или говорю) этой системе в свободной форме что-то, из чего можно извлечь задачу. Например "создай пользователя Васю";

  3. Дальше система отправляет запрос в LLM и с каждым запросом отправляет еще массив возможных действий с обязательными параметрами вызова;

  4. LLM по тексту понимает что (возможно) хочет пользователь, чтобы ему сделала система;

  5. 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.

  6. 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)"

  7. 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;

  8. 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";

  9. 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
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
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:

  1. LLM дает первый инструмент;

  2. 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

  3. 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
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
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.

Источник

  • 11.09.25 15:03 stevensjonas

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 20:49 Clinton

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  • 14.09.25 22:16 Berrysmith

    I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.

  • 15.09.25 10:25 aliceforemanlaw

    I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 15.09.25 12:49 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

  • 15.09.25 12:49 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

  • 15.09.25 12:49 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

  • 16.09.25 12:25 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 12:26 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 13:25 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.09.25 13:25 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.09.25 02:56 peju1213

    It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.

  • 17.09.25 11:16 [email protected]

    Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.

  • 17.09.25 11:16 [email protected]

    Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.

  • 17.09.25 23:50 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.09.25 23:50 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.09.25 23:50 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

    I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 wendytaylor015

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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:54 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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 michaeldavenport218

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  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

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  • 24.09.25 19:56 Athea5130

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  • 24.09.25 19:56 Athea5130

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  • 24.09.25 19:56 Athea5130

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  • 24.09.25 20:52 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

  • 24.09.25 20:52 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

  • 26.09.25 12:29 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 15:42 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

  • 26.09.25 15:42 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

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 19:08 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 19:53 carolinehudso83

    You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 26.09.25 22:25 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 22:59 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

  • 26.09.25 22:59 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

  • 27.09.25 03:07 Angela_Moore

    I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.

  • 28.09.25 00:42 Anitastar

    Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 28.09.25 01:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.09.25 01:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.09.25 01:49 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13:47 thomassankara

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  • 16:32 elizabethrush89

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  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

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  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

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