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Н Новости

Свой LLM-агент на Typescript с использованием MCP

Вводные слова

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

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

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

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

Архитектура решения

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

Как я изначально предполагал будет все работать

Как LLM "общается" с другими системами?

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

Потом пришло понимание, что алгоритм работы устроен иначе:

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

Как работает ИИ-агент под капотом

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

Так что такое MCP?

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

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

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

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

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

Почему не использовать обычные функции? Зачем MCP?

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

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

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

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

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

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

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

Изначальная точка проекта

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

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

Базовый TS проект.

Для начала инициализируем npm-проект

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

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

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

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

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

Различные точки входа

Мой агент будет работать в двух форматах:

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

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

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

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

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

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

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

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

Теперь я могу запускать своего агента следующими способами:

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

Заглушка процессора текстовых сообщений

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

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

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

Внутри каждого entrypoint добавляем процессор в конструктор

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

И на уровне создания entrypoint добавляем созданный ChatProcessor в зависимости:

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

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

Работа в cli-режиме

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

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

И это дает нам такой результат:

🗣️  Ваш запрос:hi
🤖 Думаю...

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

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

Реализация MCP сервера

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

Что будет уметь наш сервер:

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

Для начала ставим зависимости:

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

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

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

MCP-сервер может работать в нескольких режимах:

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

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

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

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

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

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

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

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

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

Переходим по ссылке и попадаем в инспектор

Запущенный MCP Inspector

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

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

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

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

Реализация интеграции с ИИ

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

Как будут общаться между собой компоненты системы

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

Интерфейс коннектора выглядит так:

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

Хранение истории переписки

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

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

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

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

Отправка запросов к ИИ

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

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

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

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

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

Подключение коннектора в ChatProcessor

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

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

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

yarn add dotenv

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

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

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

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

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

В итоге при запуске в cli режиме получаем следующее:

CLI mode started

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

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

🗣️  Ваш запрос:

Реализация MCP клиента

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

yarn add @modelcontextprotocol/sdk

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

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

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

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

Теперь наша механика работает как нужно.

Тестовые запуски нашего агента

После чего запускаем нашего агента и видим следующее:

CLI mode started

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

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

🗣️  Ваш запрос:

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

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

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

CLI mode started

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

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

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

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

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

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

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

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

🗣️  Ваш запрос:Антон
🤖 Думаю...

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

🗣️  Ваш запрос:2020
🤖 Думаю...

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

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

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

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

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

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

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

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

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

Работа в режиме Telegram-бота

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

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

TELEGRAM_BOT_TOKEN=${TELEGRAM_BOT_TOKEN}

Добавляем telegraf в зависимости

yarn add telegraf

Теперь в selectEntrypoint добавляем проброс ChatProcessor в запуск TelegramEntrypoint

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

И сам обработчик телеги описываем следующим образом:

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

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

Пример общения с ботом

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

Сброс сессии

Заключение

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

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

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17 авг. 2025 г.

09.10.25 08:23 pHqghUme

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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
09.10.25 11:05 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
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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
14.10.25 08:46 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
14.10.25 08:46 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
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

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17.10.25 21:42 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
17.10.25 21:42 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
17.10.25 21:42 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
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

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22.10.25 11:59 elizabethrush89

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22.10.25 11:59 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
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 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
23.10.25 01:52 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
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 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
24.10.25 06:40 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
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 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
25.10.25 10:13 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
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 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