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Создаём AI-ассистента для код-ревью с нуля

Каждый разработчик знает эту ситуацию. Вы сделали небольшую правку, создали Pull Request и... ждёте. Иногда ревью затягивается, потому что коллеги заняты, а иногда оно превращается в рутинный пинг-понг из-за пропущенной точки с запятой или несоответствия стайлгайду. Рутинные проверки отнимают драгоценное время и концентрацию, которые можно было бы потратить на обсуждение архитектуры и бизнес-логики.

А что, если делегировать эту первую, самую механическую линию обороны машине? Что, если бы у нас был неутомимый ассистент, который мгновенно проверял бы новый код и указывал на очевидные недочёты?

В этой статье мы с нуля создадим именно такого ассистента. Это не будет очередной "hello world" на модную тему. Это будет подробный, основанный на реальном опыте гайд по созданию Node.js-сервиса, который слушает вебхуки GitHub, отправляет код на анализ большой языковой модели (LLM) и публикует результаты в виде построчных комментариев к Pull Request.

Наш технологический стек:

  • Node.js: Простой, быстрый старт и идеальная асинхронная модель для I/O-bound задач, таких как ожидание ответов от внешних API.

  • GitHub: Де-факто стандарт для контроля версий с мощной и гибкой системой вебхуков.

  • OpenRouter: Универсальный шлюз к десяткам языковых моделей. Он позволяет не привязываться к одному API (например, OpenAI) и даёт доступ к отличным бесплатным моделям, на одной из которых мы и построим наш сервис.

  • AI-модель: Мы будем использовать qwen/qwen-2.5-72b-instruct:free - одну из бесплатных моделей, доступных на OpenRouter, которая отлично справляется с анализом кода.

Главная ценность этой статьи - в деталях. Я покажу не только "как надо", но и "как бывает". Мы вместе пройдём через все грабли, на которые я наступил в процессе: будем, отлаживать невалидные подписи вебхуков и, самое интересное, "приручать" LLM, которая не всегда следует инструкциям и возвращает JSON в самых причудливых форматах.

Эта статья - проводник в мир реальной автоматизации разработки. Пристегните ремни, мы начинаем.

Часть 1: Фундамент - Наш первый сервер.

Прежде чем ловить события из внешнего мира, нам нужно построить дом, в котором мы будем их обрабатывать. Этот "дом" - наш Node.js сервер. А его "мозг" - это функция, которая умеет общаться с языковой моделью.

Шаг 1: Идея и архитектура

На высоком уровне наша система будет работать по следующей схеме:

GitHub (событие: Pull Request) → Webhook → Наш Node.js сервер → OpenRouter AI (анализ кода) → GitHub API (публикация комментария)
GitHub (событие: Pull Request) → Webhook → Наш Node.js сервер → OpenRouter AI (анализ кода) → GitHub API (публикация комментария)

Давайте кратко обоснуем выбор технологий:

  • Node.js: Мы не будем усложнять проект фреймворками вроде Express или NestJS. Для нашей задачи - принять один тип POST-запроса и обработать его - достаточно встроенного в Node.js модуля http. Это делает наш сервер легковесным и избавляет от лишних зависимостей. Асинхронная природа Node.js идеально подходит для работы с внешними API, где большую часть времени мы будем просто ждать ответа.

  • OpenRouter: Вместо того чтобы привязываться к API одного конкретного провайдера, мы будем использовать OpenRouter. Это агрегатор, который предоставляет единый API, совместимый с API OpenAI, для доступа к десяткам моделей от разных разработчиков (Google, Anthropic, Mistral и др.). Главные плюсы это - возможность легко менять модели "на лету" и доступ к очень мощным бесплатным моделям, которые идеально подходят для нашего MVP.

Шаг 2: Создание базового Node.js сервера

Начнём с самого простого. Создадим в директории проекта файл index.js и напишем код веб-сервера, который будет слушать входящие запросы.

import http from 'http';

const server = http.createServer((req, res) => {
  // Пока просто отвечаем на любой запрос
  res.writeHead(200, { 'Content-Type': 'text/plain' });
  res.end('Server is alive!');
});

const port = 3000;
server.listen(port, () => {
  console.log(`Server is listening on http://localhost:${port}`);
});

Этот код использует встроенный модуль http для создания сервера. Он принимает любой запрос (req), отправляет в ответ статус 200 OK и простое текстовое сообщение.

Запустим его в терминале:

node index.js

Вы должны увидеть сообщение: Server is listening on http://localhost:3000. Наш фундамент готов.

Шаг 3: Первое обращение к AI

Теперь научим наш проект общаться с "мозгом". Для взаимодействия с API OpenRouter мы будем использовать официальную библиотеку от OpenAI, так как их API полностью совместимы.

Сначала установим её:

npm install openai

Для безопасного хранения нашего API-ключа мы будем использовать переменные окружения. Создайте в корне проекта файл .env и добавьте в него ваш ключ от OpenRouter. (сгенерировать апи ключ можно по адресу https://openrouter.ai/settings/keys)

OPENROUTER_API_KEY="..."

Чтобы Node.js "увидел" этот файл, установим пакет dotenv:

npm install dotenv

Теперь обновим наш index.js, добавив логику для вызова AI.

import http from 'http';
import OpenAI from 'openai';
import 'dotenv/config'; // Загружаем переменные из .env

// НАСТРОЙКА КЛИЕНТА ДЛЯ OPENROUTER
const openai = new OpenAI({
  baseURL: "https://openrouter.ai/api/v1",
  apiKey: process.env.OPENROUTER_API_KEY,
});

// АСИНХРОННАЯ ФУНКЦИЯ ДЛЯ ТЕСТА AI
async function testAI() {
  console.log("Отправляем тестовый запрос ИИ...");
  try {
    const completion = await openai.chat.completions.create({
      model: "qwen/qwen-2.5-72b-instruct:free",
      messages: [
        { role: "user", content: "Ответь на главный вопрос жизни, вселенной и вообще. (The Hitchhiker's Guide to the Galaxy)" }
      ],
    });

    console.log("Ответ ИИ:", completion.choices[0].message.content);
  } catch (error) {
    console.error("Ощибка вызова AI:", error);
  }
}

// СЕРВЕР (остается без изменений)
const server = http.createServer((req, res) => {
  res.writeHead(200, { 'Content-Type': 'text/plain' });
  res.end('Server is alive!');
});

const port = 3000;
server.listen(port, () => {
  console.log(`Server is listening on http://localhost:${port}`);
  // Вызываем тестовую функцию при старте сервера
  testAI();
});

Что мы сделали:

  1. Импортировали dotenv/config, чтобы загрузить переменные из .env в process.env.

  2. Инициализировали клиент openai, указав baseURL от OpenRouter и наш API-ключ.

  3. Создали асинхронную функцию testAI, которая отправляет простой текстовый запрос модели и выводит её ответ в консоль.

  4. Вызвали эту функцию один раз при старте сервера для проверки.

Теперь, если вы запустите node index.js, вы увидите не только сообщение о старте сервера, но и ответ от языковой модели.

Итак, наш фундамент готов: у нас есть сервер, способный принимать запросы, и "мозг", способный генерировать осмысленные ответы.

Часть 2: Подключаемся к реальному миру - Вебхуки GitHub

Наш сервер работает, AI готов к труду и обороне. Но пока они существуют в вакууме на localhost. Чтобы наш ассистент мог реагировать на события в репозитории, нам нужно научить GitHub отправлять ему уведомления. Эти уведомления называются вебхуками.

Шаг 4: Проблема локальной разработки

Здесь мы сталкиваемся с первой фундаментальной проблемой. Наш сервер работает по адресу http://localhost:3000 - этот адрес доступен только на нашем компьютере. GitHub, находясь в глобальной сети, понятия не имеет, как отправить запрос на ваш localhost. Ему нужен публично доступный URL.

Классическое решение этой задачи - ngrok. Это утилита, которая создает безопасный туннель от публичного URL к вашему локальному порту. Это отличный инструмент, но для работы с GitHub есть решение элегантнее и удобнее, интегрированное в экосистему самого GitHub.

Шаг 5: Правильный инструмент - GitHub CLI

Вместо сторонних утилит мы воспользуемся официальным инструментом - GitHub CLI (gh). Это консольная утилита, которая позволяет делать с GitHub практически всё, не выходя из терминала. Одна из её самых полезных функций для нас - перенаправление вебхуков.

Сначала установим gh. Инструкции для всех ОС есть на официальной странице. После установки нужно будет авторизоваться, выполнив gh auth login.

Далее, установим специальное расширение для работы с вебхуками:

gh extension install cli/gh-webhook

Теперь у нас есть всё необходимое. Одной командой мы можем "сказать" GitHub: "Все вебхуки, связанные с Pull Request в этом репозитории, пожалуйста, пересылай на мой локальный сервер".

Убедитесь, что ваш Node.js сервер запущен, и в новом окне терминала выполните команду:

gh webhook forward --repo=<OWNER>/<REPO> --events=pull_request --url="http://localhost:3000/webhook"

Давайте разберём её:

--repo=<OWNER>/<REPO>: Укажите владельца и имя вашего репозитория (например, AlekseyVY/leetcode).

--events=pull_request: Мы подписываемся только на события, связанные с Pull Request.

--url="http://localhost:3000/webhook": Тот самый адрес, куда gh будет пересылать полученные события. Мы будем обрабатывать их по пути /webhook.

После выполнения вы должны увидеть сообщение Forwarding Webhook events from GitHub.... Поздравляю, мост между GitHub и вашим локальным сервером построен!

Шаг 6: Первая линия обороны - верификация подписи

Теперь наш сервер доступен извне. Но как нам убедиться, что запрос, пришедший на /webhook, был отправлен именно GitHub, а не каким-то злоумышленником? Для этого GitHub подписывает каждый вебхук. Он создает HMAC-хеш от тела запроса (payload), используя секретный ключ, который знаете только вы и он. Этот хеш отправляется в заголовке X-Hub-Signature-256. Наша задача - выполнить ту же операцию у себя на сервере и сравнить результаты. Если хеши совпадают - запрос подлинный. Для начала, обновим наш сервер, чтобы он обрабатывал путь /webhook и читал тело запроса. Нам понадобится пакет raw-body для корректного чтения потока.

npm install raw-body

затем создадим Секретный ключ, который мы будем использовать GITHUB_WEBHOOK_SECRET = 'my-super-secret-123'в нашем .env. ВАЖНО: Он должен быть таким же, как и тот, что мы укажем для gh.

Теперь напишем саму функцию верификации и интегрируем её в сервер.

// index.js (добавляем новые импорты и логику)
import http from 'http';
import crypto from 'crypto';
import getRawBody from 'raw-body';
// ... остальной код инициализации ...


const server = http.createServer(async (req, res) => {
  if (req.method === 'POST' && req.url === '/webhook') {
    // Верифицируем подпись
    const signature = req.headers['x-hub-signature-256'];
    const rawBody = await getRawBody(req);

    if (!verifySignature(signature, rawBody)) {
      console.error('Невалидная сигнатура, запрос проигнорирован.');
      res.writeHead(401, { 'Content-Type': 'text/plain' });
      res.end('Unauthorized');
      return;
    }

    // Если подпись верна, пока просто логируем событие
    const event = req.headers['x-github-event'];
    console.log(`Получено валидное событие вебхука: ${event}`);
    
    res.writeHead(200, { 'Content-Type': 'text/plain' });
    res.end('Webhook received!');
    return;
  }

  // Для всех остальных запросов
  res.writeHead(404);
  res.end();
});

function verifySignature(signature, payloadBody) {
  if (!signature) {
    return false;
  }
  const hmac = crypto.createHmac('sha256', process.env.GITHUB_WEBHOOK_SECRET);
  const digest = 'sha256=' + hmac.update(payloadBody).digest('hex');
  
  // Используем crypto.timingSafeEqual для защиты от атак по времени
  return crypto.timingSafeEqual(Buffer.from(signature), Buffer.from(digest));
}

// ... код запуска сервера ...

"Ага!" момент: ловушка с "Невалидная сигнатура"

Теперь, если вы запустите сервер и создадите Pull Request, вы, скорее всего, столкнётесь с ошибкой в консоли: Невалидная сигнатура, запрос проигнорирован.. Почему? Ведь код верификации правильный.

Дело в том, что по умолчанию gh webhook forward сам генерирует случайный секрет для создаваемого на лету вебхука. А наш сервер ожидает my-super-secret-123. Секреты не совпадают. Решение простое - нужно явно указать gh, какой секрет использовать, с помощью флага --secret. Остановите предыдущую команду gh и запустите новую, правильную:

gh webhook forward --repo=<OWNER>/<REPO> --events=pull_request --url="http://localhost:3000/webhook" --secret "my-super-secret-123"

Теперь, когда вы создадите Pull Request, ваш сервер должен будет ответить в консоли Получено валидное событие вебхука: pull_request. Мы успешно и безопасно соединили наш сервер с GitHub. Он готов принимать события и проверять их подлинность.

Часть 3: MVP 1.0 - Общий комментарий к Pull Request

На этом этапе мы создадим первую рабочую версию нашего ассистента (Minimum Viable Product). Он будет выполнять три ключевые действия:

  1. Получать изменения кода (diff) из Pull Request.

  2. Отправлять их на анализ AI.

  3. Публиковать ответ модели в виде общего комментария к Pull Request.

Шаг 7: Получаем изменения кода (diff)

Вся информация о событии, включая Pull Request, приходит к нам в теле вебхука в формате JSON. Среди множества полей там есть одно, которое нам особенно интересно - pull_request.diff_url. Это прямая ссылка на .diff файл, содержащий все изменения кода в данном PR.

Чтобы получить доступ к этому файлу, нам нужно будет сделать аутентифицированный запрос к API GitHub. Для этого понадобится Personal Access Token (PAT).

Создать его можно в настройках вашего профиля GitHub:

  • Перейдите в Settings → Developer settings → Personal access tokens → Tokens (classic).

  • Нажмите Generate new token (classic).

  • Дайте токену имя (например, code-review-bot) и установите срок действия.

  • Самое важное - выберите права (scopes). Для наших задач достаточно одного: repo. Он даёт полный контроль над вашими репозиториями, включая чтение PR и написание комментариев.

  • Сгенерируйте токен и немедленно скопируйте его. Вы больше никогда не сможете его увидеть.

Добавим этот токен в наш .env файл:

# .env
OPENROUTER_API_KEY="..."
GITHUB_WEBHOOK_SECRET="..."
GITHUB_TOKEN="..."

Теперь напишем асинхронную функцию, которая будет скачивать diff.

// index.js (добавляем эту функцию в файл)

async function getPullRequestDiff(diffUrl) {
  console.log("Фетчим дифф:", diffUrl);
  const response = await fetch(diffUrl, {
    headers: {
      'Authorization': `token ${process.env.GITHUB_TOKEN}`,
      'Accept': 'application/vnd.github.v3.diff' // Важный заголовок, указывающий нужный формат
    }
  });

  if (!response.ok) {
    throw new Error(`Ошибка получения дифф: ${response.statusText}`);
  }
  return response.text();
}

Эта функция использует встроенный в Node.js fetch для выполнения запроса, добавляя в заголовки наш PAT для аутентификации.

Шаг 8: Первый промпт для код-ревью

Теперь нам нужен промпт - инструкция, которую мы дадим языковой модели. Начнём с простого. Наша цель - получить общую оценку кода.

// index.js (обновим нашу функцию для общения с AI)

async function getCodeReviewFromLLM(diff) {
  console.log("Sending diff to LLM for review...");
  const prompt = `
      Ты - экспертный AI-код-ревьюер. Твоя задача - провести обзор следующего pull request.
      Пользователь предоставил файл с диффом. Пожалуйста, проанализируй его и предоставь конструктивный отзыв.
      Сфокусируйся на возможных ошибках, несоответствиях стилю или предложениях по улучшению.
      Предоставь отзыв в понятной и дружелюбной форме, используя форматирование Markdown.
      Вот дифф:

      \`\`\`diff
      ${diff}
      \`\`\`
  `;

  try {
    const completion = await openai.chat.completions.create({
      model: "qwen/qwen-2.5-72b-instruct:free",
      messages: [{ role: "user", content: prompt }],
    });
    return completion.choices[0].message.content;
  } catch (error) {
    console.error("Ошибка вызова LLM API:", error);
    return "Извините, я не смог провести код-ревью на данный момент.";
  }
}

Шаг 9: Публикуем ответ

Получив ревью от модели, нам нужно опубликовать его в GitHub. Для этого мы будем использовать pull_request.comments_url из полезной нагрузки вебхука. Это эндпоинт для создания общих комментариев к PR.

// index.js (добавляем ещё одну функцию-хелпер)

async function postReviewComment(commentsUrl, reviewText) {
  console.log("Публикация комментария к review. :", commentsUrl);
  await fetch(commentsUrl, {
    method: 'POST',
    headers: {
      'Authorization': `token ${process.env.GITHUB_TOKEN}`,
      'Accept': 'application/vnd.github.v3+json',
      'Content-Type': 'application/json'
    },
    body: JSON.stringify({ body: reviewText })
  });
}

Теперь соберём всё вместе в главной логике нашего сервера.

// index.js (обновляем обработчик вебхука)

const server = http.createServer(async (req, res) => {
  if (req.method === 'POST' && req.url === '/webhook') {
    // ... код верификации подписи ...
    
    // Парсим payload
    const payload = JSON.parse(rawBody.toString());
    const event = req.headers['x-github-event'];

    if (event === 'pull_request') {
      if (payload.action === 'opened') {
        const pr = payload.pull_request;
        console.log(`Обрабатываю PR: ${pr.title}`);
        
        // Запускаем процесс ревью
        const diff = await getPullRequestDiff(pr.diff_url);
        const review = await getCodeReviewFromLLM(diff);
        await postReviewComment(pr.comments_url, review);
      }
    }
    
    res.writeHead(200, { 'Content-Type': 'text/plain' });
    res.end('Webhook processed!');
    return;
  }
  // ...
});

Наш MVP 1.0 готов! Если сейчас создать PR, наш ассистент скачает diff, отправит его на анализ и опубликует результат в виде комментария. Но... скорее всего, вы столкнётесь с парой неприятных сюрпризов.

Шаг 10: Первые грабли и гонка состояний

Реальный мир сложнее, чем кажется, и при работе с асинхронными системами, такими как вебхуки, это проявляется особенно ярко.

  1. Проблема "пустых" или двойных комментариев:

  • Симптом: Вы создаете PR и видите, что бот оставляет несколько комментариев, один из которых может быть пустым.

  • Причина: Событие pull_request в GitHub срабатывает не только при открытии (opened), но и при других действиях: добавлении коммитов (synchronize), переводе из черновика в готовые (ready_for_review) и т.д. Наш код реагирует на все, что приводит к хаосу.

  • Решение: Сделать обработку событий более строгой. Мы должны реагировать только на те действия, которые нас интересуют. Идеально для этого подходит конструкция switch.

  1. Проблема пустого diff-файла:

  • Симптом: Бот оставляет комментарий, в котором жалуется на пустой diff, хотя в PR очевидно есть изменения.

  • Причина: API GitHub работает по принципу "согласованности в конечном счёте" (eventual consistency). Когда GitHub отправляет вебхук opened, это не гарантирует, что diff_url уже на 100% доступен и содержит данные. Наш сервер слишком быстр - он запрашивает diff раньше, чем тот успевает сгенерироваться.

  • Решение: Добавить небольшую искусственную задержку перед запросом diff-файла. 3-5 секунд обычно достаточно, чтобы дать API GitHub время "прийти в себя".

Вот как будет выглядеть наш улучшенный, более надёжный обработчик:

// index.js (финальная версия обработчика для MVP 1.0)
// ...
if (event === 'pull_request') {
  const action = payload.action;
  console.log(`Получил событие pull_request с действием: ${action}`);

  switch (action) {
    case 'opened':
    case 'reopened':
      res.writeHead(200, { 'Content-Type': 'text/plain' });
      res.end('Webhook accepted. Processing review in the background.');
      
      // Запускаем "медленный" процесс в фоне
      handlePullRequest(payload); 
      break;

    default:
      console.log(`Игнорирую действие "${action}".`);
      res.writeHead(200, { 'Content-Type': 'text/plain' });
      res.end(`Action "${action}" ignored.`);
      break;
  }
}
// ...

async function handlePullRequest(payload) {
  try {
    const pr = payload.pull_request;
    console.log(`Обрабатываю PR: "${pr.title}"`);

    // РЕШЕНИЕ 2: Добавляем задержку
    await new Promise(resolve => setTimeout(resolve, 5000));

    const diff = await getPullRequestDiff(pr.diff_url);
    if (diff && diff.trim()) {
      const review = await getCodeReviewFromLLM(diff);
      await postReviewComment(pr.comments_url, review);
      console.log(`Ревью орубликованно для PR: "${pr.title}"`);
    } else {
      console.log("Дифф пустой. Пропускаю ревью.");
    }
  } catch (error) {
    console.error("Ошибка обработки PR:", error);
  }
}

Обратите внимание на ещё одно улучшение: мы сначала отправляем GitHub ответ 200 OK, а уже потом запускаем handlePullRequest. Это лучшая практика для долгих задач. GitHub не любит, когда вебхуки "висят" без ответа больше нескольких секунд.

Теперь наш MVP не только работает, но и устойчив к основным проблемам реального мира. Однако общий комментарий - это хорошо, но настоящий ревьюер комментирует конкретные строки.

Часть 4: Level Up - От общих фраз к построчным комментариям

Общий комментарий - это уже неплохо, но ценность код-ревью в контексте. Замечания должны быть привязаны к конкретным строкам кода, чтобы разработчик мог сразу понять, о чём идёт речь, и начать обсуждение. Чтобы этого добиться, нам нужно научить модель возвращать структурированные данные и использовать другой, более мощный эндпоинт GitHub API.

Шаг 11: Промпт-инжиниринг для JSON

Просить модель вернуть обычный текст больше не годится. Нам нужно, чтобы на выходе мы получали данные в формате, который легко сможет "прочитать" наша программа. Идеальный кандидат - JSON.

Мы должны кардинально изменить наш промпт. Теперь его главная задача - не просто попросить сделать ревью, а строго указать, в каком формате вернуть результат.

  • Формат: Мы будем ожидать JSON-массив.

  • Элемент массива: Каждый элемент будет представлять собой один комментарий и должен быть объектом с тремя ключами:

    • path: путь к файлу, к которому относится комментарий.

    • line: номер строки в diff-файле.

    • body: текст самого комментария.

Вот как выглядит новый промпт:

// index.js (внутри функции getCodeReviewFromLLM)

const prompt = `
    Ты - высококвалифицированный AI-ревьюер кода. Твоя задача - провести ревью pull request на основе предоставленного diff-файла и вернуть свои замечания в формате JSON.

    Проанализируй следующие изменения. Для КАЖДОГО замечания, которое ты найдешь, укажи путь к файлу и номер строки в diff-файле, к которой относится замечание.

    Твой ответ ДОЛЖЕН быть валидным JSON-массивом объектов. Каждый объект должен иметь следующие ключи:
    - "path": (string) Полный путь к файлу.
    - "line": (number) Номер строки в diff-файле, к которой относится комментарий.
    - "body": (string) Текст твоего комментария.

    Пример желаемого формата ответа:
    [
      {
        "path": "src/user-service.ts",
        "line": 15,
        "body": "Здесь лучше использовать 'const' вместо 'let', так как переменная не переназначается."
      }
    ]

    Если в коде нет проблем, верни пустой массив [].

    Вот diff для анализа:
    \`\`\`diff
    ${diff}
    \`\`\`
`;

Чтобы помочь модели придерживаться формата, мы также можем использовать специальный параметр в запросе к API, который явно указывает, что мы ожидаем JSON.

// index.js (обновляем вызов openai.chat.completions.create)

const completion = await openai.chat.completions.create({
  model: "qwen/qwen-2.5-72b-instruct:free",
  messages: [{ "role": "user", "content": prompt }],
  // Говорим модели, что ответ должен быть в формате JSON
  response_format: { type: "json_object" }, 
});

const responseText = completion.choices[0].message.content;

// Модель может вернуть JSON внутри markdown блока, очистим это.
const cleanedJson = JSON.parse(responseText.replace(/```json/g, '').replace(/```/g, '').trim());
// или обьект с полем comments
if('comments' in cleanedJson) {
    return cleanedJson.comments;
}

return JSON.parse(cleanedJson);

Теперь наша функция getCodeReviewFromLLM возвращает не просто строку, а готовый JavaScript-массив с объектами комментариев.

Шаг 12: Новый API GitHub - Pull Request Reviews

Просто отправлять комментарии больше не получится. Чтобы привязать их к строкам, нам нужно использовать более сложный механизм — Pull Request Reviews.

Ревью в GitHub — это сущность, которая может объединять:

  • Один общий комментарий к Pull Request.

  • Несколько построчных комментариев.

  • Статус (Approve, Request Changes или просто Comment).

Для создания ревью используется новый эндпоинт: POST /repos/{owner}/{repo}/pulls/{pull_number}/reviews.

Давайте напишем новую функцию для отправки такого ревью. Старая postReviewComment нам больше не понадобится.

// index.js (новая функция вместо postReviewComment)

async function postLineByLineReview(owner, repo, pull_number, comments) {
  const endpoint = `https://api.github.com/repos/${owner}/${repo}/pulls/${pull_number}/reviews`;
  console.log("Публикую комментарии:", endpoint);

  const reviewBody = {
    body: "AI-ассистент провел ревью кода. Пожалуйста, ознакомьтесь с комментариями.", // Общий комментарий
    event: "COMMENT", // Мы просто комментируем, не апрувим и не запрашиваем изменения
    comments: comments, // Массив наших построчных комментариев
  };

  const response = await fetch(endpoint, {
    method: 'POST',
    headers: {
      'Authorization': `token ${process.env.GITHUB_TOKEN}`,
      'Accept': 'application/vnd.github.v3+json',
      'Content-Type': 'application/json'
    },
    body: JSON.stringify(reviewBody)
  });

  if (!response.ok) {
    const errorBody = await response.text();
    throw new Error(`Ошибка публикации комментариев: ${response.statusText} - ${errorBody}`);
  }
}

Эта функция принимает все необходимые данные (владельца репо, имя репо, номер PR) и массив комментариев, который мы получили от LLM. Она формирует тело запроса и отправляет его в GitHub.

Осталось только обновить handlePullRequest, чтобы он вызывал новую функцию с правильными параметрами.

// index.js (обновляем handlePullRequest)

async function handlePullRequest(payload) {
  try {
    const pr = payload.pull_request;
    const repo = payload.repository;
    
    // Получаем нужные данные из payload
    const owner = repo.owner.login;
    const repoName = repo.name;
    const prNumber = pr.number;

    // ... (код с задержкой и получением diff) ...

    if (diff && diff.trim()) {
      const reviewComments = await getCodeReviewFromLLM(diff);
      if (reviewComments && reviewComments.length > 0) {
        await postLineByLineReview(owner, repoName, prNumber, reviewComments);
        console.log(`Ревью успешно проведено для PR: "${pr.title}"`);
      } else {
        console.log("LLM не вернула комментарии.");
      }
    } else {
      console.log("Дифф пустой, скипаю ревью.");
    }
  } catch (error) {
    console.error("Ошибк обработки PR:", error);
  }
}

Теперь наш ассистент перешёл на новый уровень. Он не просто бросает общие фразы, а участвует в ревью почти как настоящий член команды, оставляя замечания там, где им и место - в коде.

Казалось бы, работа сделана. Но, как вы догадываетесь, именно здесь и начинается самое интересное. Языковая модель - не компилятор. Она креативна, а иногда - слишком креативна.

Часть 5: Закаляем код - Битва с непредсказуемостью LLM

Теория великолепна: мы просим модель вернуть JSON, она его возвращает, мы его парсим и отправляем. Реальность гораздо интереснее. Языковая модель это не детерминированный API, а творческий партнёр. Иногда её "творчество" ломает наш код. В этой главе мы рассмотрим реальные ошибки, с которыми столкнулись, и превратим наш скрипт в по-настоящему отказоустойчивый инструмент.

Шаг 13: Парсинг и очистка данных

Первая же попытка запустить нашего обновлённого бота привела к ошибке 422 Unprocessable Entity от API GitHub. Сообщение гласило: "Pull request review thread path is invalid".

  • Проблема: Мы попросили модель вернуть path и line из diff-файла. Она справилась идеально. Вот только формат diff устроен так, что пути к файлам указываются с префиксами a/ и b/. Модель вернула нам путь вида b/src/index.js. Но API GitHub ожидает "чистый" путь: src/index.js. Он не смог найти файл b/src/index.js в репозитории и отклонил запрос.

  • Решение: Добавить простой шаг очистки данных перед отправкой в GitHub.

// index.js (внутри handlePullRequest)

// ... получили reviewComments от LLM ...

const cleanedComments = reviewComments.map(comment => ({
  ...comment,
  // Если путь начинается с 'b/', убираем первые два символа.
  // Аналогично можно добавить и для 'a/', если модель вдруг решит вернуть такой путь.
  path: comment.path.startsWith('b/') ? comment.path.substring(2) : comment.path
}));

// Отправляем в GitHub уже очищенные комментарии
await postLineByLineReview(owner, repoName, prNumber, cleanedComments);

Просто, но эффективно. Это первый урок: никогда не доверяйте данным от LLM на 100%, всегда валидируйте и очищайте их.

Шаг 14: Делаем код "пуленепробиваемым"

Следующие несколько запусков подарили нам целый каскад ошибок TypeError и SyntaxError. Каждый раз, когда мы думали, что предусмотрели всё, модель находила новый способ нас удивить. Вот наш "хит-парад" проблем и их решений.

  1. Проблема: Модель вернула ОБЪЕКТ {} вместо МАССИВА []

    • Симптом: Мы нашли одно замечание. Вместо того чтобы обернуть его в массив [{...}], модель вернула просто один объект {...}.

    • Ошибка: TypeError: reviewComments.map is not a function. Логично, у объектов нет метода .map().

    • Решение: Сделать наш парсер умнее. Если мы получили объект, нужно проверить, не является ли он сам по себе комментарием.

  2. Проблема: Модель вернула ОБЪЕКТ С ВЛОЖЕННЫМ МАССИВОМ { "comments": [...] }

    • Симптом: Модель решила быть "полезной" и обернула массив в объект с ключом comments.

    • Ошибка: Та же самая, reviewComments.map is not a function.

    • Решение: Если мы получили объект, нужно не только проверить, не является ли он сам комментарием, но и поискать, нет ли внутри него ключа, значение которого - массив.

  3. Проблема: Модель вернула ПУСТУЮ СТРОКУ ""

    • Симптом: Модель не нашла замечаний и вместо пустого массива [] вернула пустой ответ.

    • Ошибка: SyntaxError: Unexpected end of JSON input при попытке JSON.parse("").

    • Решение: Добавить проверку на пустую строку перед вызовом JSON.parse.

  4. Проблема: API вернул ОТВЕТ БЕЗ поля choices

    • Симптом: Редкий случай, когда API OpenRouter вернул 200 OK, но в теле ответа отсутствовал ключ choices. Это может случиться при внутреннем таймауте у провайдера модели.

    • Ошибка: TypeError: Cannot read properties of undefined (reading '0') при попытке доступа к completion.choices[0].

    • Решение: Добавить проверку на существование и непустоту completion.choices перед доступом к его элементам.

Чтобы решить все эти проблемы разом, мы написали финальную, надёжную логику парсинга в handlePullRequest и getCodeReviewFromLLM.

Вот обновлённый, закалённый в боях код:

// index.js (финальная, отказоустойчивая версия getCodeReviewFromLLM)
async function getCodeReviewFromLLM(diff) {
  // ... (промпт без изменений) ...
  try {
    const completion = await openai.chat.completions.create({ /* ... */ });
    
    // РЕШЕНИЕ 4: Проверяем 'choices'
    if (!completion.choices || completion.choices.length === 0) {
      console.log("LLM ответ не содержит поля 'choices'.");
      return null;
    }
    const responseText = completion.choices[0].message.content;
    
    // РЕШЕНИЕ 3: Проверяем на пустую строку
    if (!responseText || !responseText.trim()) {
      console.log("LLM вернула пустую строку.");
      return null;
    }
    const cleanedJson = responseText.replace(/```json/g, '').replace(/```/g, '').trim();
    return JSON.parse(cleanedJson);
  } catch (error) {
    console.error("Ошибка парсинга LLM ответа:", error);
    return null; // Возвращаем null в случае любой ошибки
  }
}

// index.js (финальная, отказоустойчивая версия handlePullRequest)
async function handlePullRequest(payload) {
  // ... (получение diff) ...
  const rawResponse = await getCodeReviewFromLLM(diff);
  console.log("Чистый AI ответ:", rawResponse);

  let commentsArray = [];
  // РЕШЕНИЕ 1 и 2: Гибкий парсинг
  if (Array.isArray(rawResponse)) {
    commentsArray = rawResponse; // Идеальный случай
  } else if (typeof rawResponse === 'object' && rawResponse !== null) {
    // Ищем массив внутри объекта
    let foundArray = false;
    for (const key in rawResponse) {
      if (Array.isArray(rawResponse[key])) {
        commentsArray = rawResponse[key];
        foundArray = true;
        break;
      }
    }
    // Если массив не найден, проверяем, не является ли сам объект комментарием
    if (!foundArray && rawResponse.path && rawResponse.line && rawResponse.body) {
      commentsArray = [rawResponse];
    }
  }

  if (commentsArray.length === 0) {
    console.log("Не найдено валидных комментариев. Пропускаю.");
    return;
  }
  
  // ... (очистка путей и отправка) ...
}

Шаг 15: Отладка проблем с API OpenRouter

Иногда проблемы возникают не в нашем коде и не в модели, а в конфигурации. Я столкнулся с двумя такими ошибками от OpenRouter:

  • 404 No endpoints found matching your data policy: Эта ошибка означает, что ваши настройки приватности в OpenRouter запрещают отправлять данные на бесплатные модели, которые могут использовать их для обучения. Решение - изменить политику на более разрешающую.

  • 400 Invalid Model ID: Просто опечатка или использование устаревшего ID модели. Решение - проверить актуальное название на сайте OpenRouter.

Этот опыт учит нас важному правилу: всегда внимательно читать сообщения об ошибках от внешних API.

После всех этих улучшений наш код стал похож на опытного сапёра: он ожидает подвоха на каждом шагу и готов к любым сюрпризам.

Часть 6: Финальные штрихи и взгляд в будущее

Наш AI-ассистент работает, он надёжен и справляется с основной задачей. Но, как и в любом хорошем проекте, здесь всегда есть место для улучшений и новых идей. В этой заключительной части мы добавим несколько полезных штрихов и обсудим, как можно развивать этот инструмент дальше.

Шаг 16: Интернационализация

Что, если ваша команда предпочитает получать фидбэк на другом языке? С языковыми моделями это решается элементарно. Нам не нужно менять логику, добавлять файлы локализации или переписывать код. Всё, что требуется - немного изменить наш промпт.

Откроем функцию getCodeReviewFromLLM и добавим в инструкцию для модели несколько фраз на русском:

// index.js (отрывок из промпта в getCodeReviewFromLLM)

const prompt = `
    Ты - высококвалифицированный AI-ревьюер кода. Твоя задача - провести ревью pull request...

    // ... (описание формата JSON) ...

    Пожалуйста, предоставь весь твой ответ на русском языке.
    Если в коде нет проблем, верни пустой массив [].

    Вот diff для анализа:
    ...
`;

Этого достаточно. Модель поймёт контекст и переведёт свои ответы. Это яркий пример того, насколько гибкими становятся системы, построенные на LLM: изменение поведения часто сводится к изменению текста на естественном языке, а не переписыванию сложной логики.

Шаг 17: Куда двигаться дальше?

Наш MVP - это только начало. Вот несколько идей, как можно превратить его в полноценный промышленный инструмент:

  • Развёртывание в Kubernetes:
    Сейчас мы запускаем сервер локально. Для продакшена его следует упаковать в Docker-контейнер и развернуть в Kubernetes-кластере. Это даст нам масштабируемость, отказоустойчивость и позволит легко управлять секретами (API-ключами) через нативные инструменты K8s.

  • Интеграция с GitLab/Bitbucket:
    Демонстрация была сделана на GitHub, но архитектура нашего сервиса универсальна. GitLab, Bitbucket и другие системы контроля версий предоставляют очень похожие механизмы вебхуков. Адаптация нашего сервиса для GitLab сведётся к трём вещам:

    1. Разобраться со структурой JSON-объекта, который присылает GitLab (она будет отличаться от GitHub).

    2. Изменить эндпоинты для публикации комментариев в соответствии с API GitLab.

    3. Реализовать их механизм верификации подписи (например, через X-Gitlab-Token). Сама логика работы с LLM останется неизменной.

  • Более сложные промпты:
    Можно создать библиотеку промптов для разных типов файлов. Например, для .sql-файлов просить модель обращать внимание на потенциальные SQL-инъекции и производительность запросов, а для .js-файлов - на асинхронные паттерны и обработку ошибок.

  • Анализ изображений и диаграмм:
    Современные модели, такие как Google Gemini, мультимодальны - они могут анализировать не только текст, но и изображения. Можно расширить бота, чтобы он "смотрел" на скриншоты в комментариях и описывал, что на них видит, или даже анализировал загруженные в PR диаграммы архитектуры.

  • Сбор статистики и обучение команды:
    Каждый комментарий, оставленный ботом - это ценные данные. Можно сохранять их в базу данных и анализировать: какие типы ошибок встречаются в коде чаще всего? Это позволит выявить "слепые зоны" в знаниях команды и организовать целенаправленное обучение.

Заключение

Мы прошлиполный путь от простой идеи до работающего и закалённого в боях MVP. Мы создали не просто «ещё одного бота», а по‑настоящему полезный инструмент, который берёт на себя рутину и позволяет команде сосредоточиться на самом важном.

Главный вывод, который мы сделали: создание таких AI‑инструментов — это не столько про вызов API, сколько про повышение отказоустойчивости и «приручение» мощной, но не всегда предсказуемой технологии. Каждый TypeError, каждая 422 Unprocessable Entity — это не провал, а возможность сделать систему умнее и надёжнее.

P.S. Полный код проекта доступен в этом GitHub-репозитории.

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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

  • 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

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 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 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

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  • 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

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  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 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

  • 01.11.25 03:27 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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

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

  • 02.11.25 15:23 michaeldavenport238

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

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