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Н Новости

AI Review: для всех, везде и без боли

Вступление

В этой статье я хочу рассказать про инструмент AI Review. Да, подобных решений уже немало — но этот особенный. Его цель — работать везде, с любыми стеками, на любых CI/CD, быть гибким, быстрым и простым в настройке. Короче, чтобы всё было “как мы любим”: всё есть, ничего не ломается, и при этом — без боли и лишней магии.

Попробуем разобраться, как это работает и почему мне захотелось сделать свой AI Review.

Примечание: это не рекламный пост и не очередной “AI-ревью, который всех спасёт”. AI Review — мой личный open-source проект, сделанный для реальной задачи, с которой я сам столкнулся: быстрые, честные и безопасные ревью прямо в CI/CD.

Инструмент полностью бесплатный — без SaaS, без подписок и без магии. Берите, пользуйтесь, адаптируйте под себя. Просто решил поделиться годнотой — вдруг кому-то пригодится :)

Что такое AI Review?

Для тех, кто не сталкивался с этим понятием: AI Review — это инструмент, который выполняет автоматическое ревью вашего кода с помощью LLM (Large Language Model).

Раньше в этой роли был “злой коллега — сеньор-помидор”, который цеплялся к каждому комментарию и форматированию. Теперь же на его месте — модель, которая анализирует изменения, оценивает их по заданному промпту и оставляет комментарии прямо в вашем Merge Request (или Pull Request — в зависимости от того, где вы работаете).

Сценарий простой: нажали кнопку — получили ревью. Быстро, предсказуемо и без ожиданий “когда же сеньор посмотрит мой MR”.

Если же вы наоборот — тот самый суровый ревьюер, мимо которого и муха не пролетит, — у меня для вас тоже хорошие новости. Вы можете собрать все свои самые строгие критерии в один промпт, и вместо многочасовых проверок просто нажимать одну кнопку:

“ai-review run — и поехали”.

Конечно, звучит чересчур хорошо, чтобы быть правдой. Но именно это мне и хотелось реализовать: stack-agnostic решение, которое можно интегрировать за 15 минут, без костылей, без внешних прокси и лишних зависимостей.

Так и появился AI Review — инструмент, который помогает командам ускорять ревью, не превращая процесс в хаос и бюрократию.

История создания

Однажды я решил: пора подключить AI Review ко всем проектам нашей команды. Звучит просто, но сразу возник классический вопрос:

“А есть ли где-нибудь готовое, быстрое, встроенное решение?”

Что-то вроде:

image: ai-review

или хотя бы:

pip install xai-review

и чтобы дальше — пара строк конфигурации, один клик, и всё заработало. Без шаманских плясок и боли.

Сначала я пошёл по очевидному пути — спросил у коллег. В итоге нашёл, кажется, десяток разных реализаций: от микроскриптов на Python до тяжеловесных комбайнов на Java, Go, Kotlin — даже вариант на TypeScript попадался.

Но всё это были локальные самоделки, с намертво прибитыми промптами. Попробовать переиспользовать их означало только одно — скопировать весь код, адаптировать под себя и потом ещё и поддерживать. Короче, быстро стало понятно: готового решения просто нет.

Тогда я пошёл искать дальше — в интернет. Сходу тоже ничего стоящего не нашлось. SonarQube — не в счёт: это вообще про другое. Попался какой-то GitLab Duo, который вроде бы должен уметь делать AI Review прямо из GitLab, но оказалось, что там своя магия, платная лицензия и куча ограничений. Да и в нашем случае он просто был недоступен.

Начал копать глубже — нашёл пару решений вроде CodeRabbit, Codeball и CodiumAI. Все они вроде как “умные”, умеют анализировать Pull Request’ы и писать комментарии прямо в коде, но работают только с GitHub — ни GitLab, ни self-hosted они не поддерживают. К тому же это SaaS-сервисы, которые тащат ваш код через внешние прокси, стоят денег и не дают ни гибкости, ни прозрачности. А ведь хочется чего-то, что можно просто поставить у себя, запустить в CI/CD и не думать, куда и кто сейчас отправил твой приватный код.

Ну вы понимаете, о чём я. В каждом языке есть какая-то дефолтная библиотека, которую используют все, даже не задумываясь. В Python это pytest, в JS — eslint или prettier, в мире UI-тестов — playwright, в API-тестах — requests или httpx. А вот для AI-ревью кода такого инструмента просто не существовало.

Поэтому я решил сделать свой. Причём не просто “очередной скрипт”, а действительно универсальное решение — которое можно интегрировать по щелчку пальцев, в любую CI/CD-систему, на любом стеке, и чтобы без боли.

Спойлер: у меня получилось — и в этой статье я покажу, как.

Архитектура

Под капотом всё довольно просто — без магии, но с инженерной аккуратностью.

Есть ваш VCS — например, GitHub или GitLab. Вы запускаете AI Review, указываете номер Merge Request или Pull Request, добавляете нужные настройки и токены. Дальше всё делает сам инструмент. Он забирает данные из VCS, получает список изменённых файлов, строит аккуратные diff’ы (на основе git), и превращает их в формат, удобный для анализа моделью.

После этого AI Review собирает промпты — подставляет туда диффы, метаданные и инструкции — и отправляет всё это в выбранную LLM-модель (OpenAI, Claude или Gemini). Когда приходит ответ, инструмент аккуратно парсит его и формирует комментарии прямо в ваш MR/PR: строковые замечания, контекстные подсказки, сводки — всё, как в обычном ревью.

Параллельно AI Review:

  • считает стоимость запроса (чтобы вы понимали, сколько стоит каждое ревью);

  • сохраняет артефакты для отладки — что именно было отправлено в модель, что она ответила и когда;

  • пишет логи в консоль, включая сырые ответы модели, чтобы можно было быстро понять, если что-то пошло не так.

Всё это работает асинхронно — запросы к модели идут батчами, а не по одному, поэтому инструмент не “тормозит”, даже если файлов много. На практике ревью среднего Merge Request (10–30 файлов) занимает всего 20–40 секунд. И это без кэшей, без внешних сервисов и без необходимости держать свой сервер. Просто запускаете — и AI Review делает всё сам.

Как интегрировать?

Если коротко — интегрируется просто. Но всё зависит от того, где вы работаете: GitHub, GitLab, Bitbucket (для последнего реализация пока в планах, но обязательно будет).

Для начала разберём самый низкоуровневый способ — тот, что работает везде, независимо от CI/CD, языка или операционной системы.

Вариант 1. Через PyPI

Самый прямой путь:

pip install xai-review
ai-review run

И всё? Ну, по сути — да. Единственное — понадобится добавить небольшой конфиг, но о нём я расскажу чуть позже.

С помощью этой команды вы просто устанавливаете библиотеку Python и можете запускать AI Review где угодно: на CI, на сервере, на локальной машине — неважно.

Но тут закономерный вопрос:

“А если я не на Python? Не хочется ставить питонячие зависимости и возиться с окружением.”

И я вас понимаю. Сам пишу в основном на Go, и тоже не хотел лезть в питоновскую экосистему, таскать за собой venv, pip, requirements.txt и прочие радости. Хотелось что-то по-настоящему stack-agnostic, чтобы просто запустить инструмент и не думать о среде.

Вариант 2. Через Docker

И вот тут нас выручает Docker. На Docker Hub уже лежит готовый образ: nikitafilonov/ai-review. Вы просто вытягиваете его и используете где угодно — локально, в CI/CD, в контейнере, в Kubernetes — без разницы.

Локально:

docker run --rm -v $(pwd):/app nikitafilonov/ai-review:latest run-summary

На CI/CD:

image: nikitafilonov/ai-review:latest

Работает точно так же, как если бы вы использовали:

image: gradle

или

image: node:20

или

image: go:1.24

Таким образом вы сразу получаете готовое окружение, со всеми зависимостями и установленным дистрибутивом ai-review. Вам не нужно лезть в чужие экосистемы, ставить Python, Java или Kotlin — всё упаковано в один чёрный ящик, который просто берёт и работает.

Интеграция с GitLab CI/CD

Теперь давайте посмотрим, как это всё подключается в GitLab CI. На самом деле — ничего сложного. Готовый пример уже лежит тут: docs/ci/gitlab.yaml, а живой пример ревью в действии можно посмотреть здесь — GitLab MR с результатами AI Review. Адаптировать под свой проект — дело 10–15 минут.

GitLab MR Review
GitLab MR Review

Базовая версия выглядит вот так:

ai-review:
  when: manual
  stage: review
  image: nikitafilonov/ai-review:latest
  rules:
    - if: '$CI_MERGE_REQUEST_IID'
  script:
    - ai-review run
  variables:
    # --- LLM configuration ---
    LLM__PROVIDER: "OPENAI"
    LLM__META__MODEL: "gpt-4o-mini"
    LLM__META__MAX_TOKENS: "15000"
    LLM__META__TEMPERATURE: "0.3"
    LLM__HTTP_CLIENT__API_URL: "https://api.openai.com/v1"
    LLM__HTTP_CLIENT__API_TOKEN: "$OPENAI_API_KEY"

    # --- GitLab integration ---
    VCS__PROVIDER: "GITLAB"
    VCS__PIPELINE__PROJECT_ID: "$CI_PROJECT_ID"
    VCS__PIPELINE__MERGE_REQUEST_ID: "$CI_MERGE_REQUEST_IID"
    VCS__HTTP_CLIENT__API_URL: "$CI_SERVER_URL"
    VCS__HTTP_CLIENT__API_TOKEN: "$GITLAB_API_TOKEN"
  allow_failure: true  # Не блокируем пайплайн, если AI Review по каким-то причинам не сработал

Что здесь происходит:

  • image — мы используем готовый Docker-образ nikitafilonov/ai-review, в котором уже всё установлено.

  • rules — указываем, что запускать задачу нужно только для Merge Request’ов.

  • script — основная команда запуска ревью (ai-review run).

  • variables — здесь мы задаём всю конфигурацию:

    • параметры модели (model, temperature, max_tokens),

    • API-токен для доступа к LLM,

    • данные GitLab-пайплайна (ID проекта и MR),

    • токен авторизации для комментирования MR.

По сути, этого достаточно, чтобы AI Review начал делать ревью прямо в Merge Request. Промпты по умолчанию универсальные — их можно кастомизировать под свой проект. Об этом я расскажу чуть позже в разделе про конфигурацию.

Интеграция с GitHub Actions

Для GitHub Actions — всё так же просто. Готовый workflow выглядит примерно так:

name: AI Review

on:
  workflow_dispatch:
    inputs:
      review-command:
        type: choice
        default: run
        options: [ run, run-inline, run-context, run-summary ]
      pull-request-number:
        type: string
        required: true
jobs:
  ai-review:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: Nikita-Filonov/[email protected]
        with:
          review-command: ${{ inputs.review-command }}
        env:
          # --- LLM configuration ---
          LLM__PROVIDER: "OPENAI"
          LLM__META__MODEL: "gpt-4o-mini"
          LLM__META__MAX_TOKENS: "15000"
          LLM__META__TEMPERATURE: "0.3"
          LLM__HTTP_CLIENT__API_URL: "https://api.openai.com/v1"
          LLM__HTTP_CLIENT__API_TOKEN: ${{ secrets.OPENAI_API_KEY }}

          # --- GitHub integration ---
          VCS__PROVIDER: "GITHUB"
          VCS__PIPELINE__OWNER: ${{ github.repository_owner }}
          VCS__PIPELINE__REPO: ${{ github.event.repository.name }}
          VCS__PIPELINE__PULL_NUMBER: ${{ inputs.pull-request-number }}
          VCS__HTTP_CLIENT__API_URL: "https://api.github.com"
          VCS__HTTP_CLIENT__API_TOKEN: ${{ secrets.GITHUB_TOKEN }}

Пример с живым ревью можно посмотреть здесь: Pull Requests с результатами AI Review

GitHub MR Review
GitHub MR Review

Что важно знать:

  • Action не использует Docker-образ, а работает как composite action — он сам поднимает окружение Python, ставит нужную версию xai-review из PyPI и запускает команду. Всё прозрачно и управляемо: никакой чёрной магии, просто обычный Python-скрипт в рантайме GitHub Actions.

  • Workflow запускается вручную через вкладку Actions — удобно, если хотите проверить, как AI Review отработает на конкретном Pull Request перед автоматизацией.

    GitHub Manual Review
    GitHub Manual Review
  • В блоке inputs можно выбрать, в каком режиме запустить ревью:

    • run — полный обзор,

    • run-inline — только построчные комментарии,

    • run-context — анализ нескольких файлов,

    • run-summary — короткое итоговое ревью.

    • Это даёт гибкость — вы можете подключить разные режимы под разные ветки или пайплайны.

  • Всё взаимодействие идёт через GitHub API, поэтому AI Review пишет комментарии прямо в Pull Request, как будто это сделал живой ревьюер (только быстрее и без кофеина).

Кстати, сам Action доступен в GitHub Marketplace: XAI Review — AI-powered code review tool. Там можно посмотреть исходники, примеры и быстро добавить его в свой workflow.

Как настроить?

Сразу важный момент — токен для LLM (будь то OpenAI, Claude или Gemini) нужно получать самостоятельно. AI Review не генерирует и не проксирует ключи, он просто использует тот токен, который вы ему передаёте.

Безопасность и запуск

AI Review работает целиком на клиентской стороне. Он не проксирует ваш код через сторонние серверы и не сохраняет данные где-то “в облаке”. Все запросы идут напрямую — от вашей машины или CI/CD к:

  • выбранному LLM-провайдеру (например, OpenAI API);

  • и вашему VCS (GitLab или GitHub).

Никаких промежуточных сервисов, прокси или логгеров между ними нет. Поэтому вы полностью контролируете, что и куда отправляется. AI Review — это не SaaS, а инструмент, который работает у вас.

Форматы конфигурации

Инструмент поддерживает четыре формата конфигов:

  • YAML

  • JSON

  • .env

  • переменные окружения

По умолчанию он ищет их в корне проекта, в одном из файлов:

.ai-review.yaml
.ai-review.json
.env

Если таких файлов нет — можно задать свой путь к конфигу. Для этого достаточно установить одну из переменных окружения:

Формат

Переменная

YAML

AI_REVIEW_CONFIG_FILE_YAML

JSON

AI_REVIEW_CONFIG_FILE_JSON

.env

AI_REVIEW_CONFIG_FILE_ENV

Гибкость и пресеты

Благодаря этому подходу, можно легко создавать разные пресеты конфигураций и промптов. Например:

  • строгий режим — с детальным ревью и формальными замечаниями;

  • лёгкий режим — только базовые подсказки и рекомендации;

  • быстрый режим — минимальные лимиты и короткие ответы.

Храните их в отдельных файлах и просто переключайтесь между ними через переменные окружения.

Всё зависит только от вашей фантазии: AI Review можно настроить под свой проект, стиль ревью и даже настроение команды

Пример конфигурации .ai-review.yaml

Давайте посмотрим на полный пример и разберём, что за что отвечает. Ниже — базовый конфиг, который можно просто скопировать в корень проекта. Все параметры можно менять под свои нужды.

# ===============================
# AI Review configuration file
# ===============================

llm:
  # Провайдер LLM: OPENAI | GEMINI | CLAUDE
  provider: OPENAI

  # Файл с тарифами (используется для расчёта стоимости ревью)
  pricing_file: ./pricing.yaml

  # Метаданные модели
  meta:
    model: gpt-4o-mini   # Название модели (например, gpt-4o, gpt-3.5-turbo)
    max_tokens: 1200     # Максимум токенов на ответ
    temperature: 0.3     # Креативность модели (0 = детерминированно)

  # Настройки HTTP-клиента для LLM
  http_client:
    timeout: 120
    api_url: https://api.openai.com/v1
    api_token: ${OPENAI_API_KEY}  # Берётся из переменных окружения

# -------------------------------
# Настройки интеграции с GitLab / GitHub
# -------------------------------
vcs:
  provider: GITLAB   # Поддерживается GitLab, GitHub

  pipeline:
    project_id: ${CI_PROJECT_ID}
    merge_request_id: ${CI_MERGE_REQUEST_IID}

  http_client:
    timeout: 120
    api_url: ${CI_SERVER_URL}
    api_token: ${GITLAB_API_TOKEN}

# -------------------------------
# Настройки промптов
# -------------------------------
prompt:
  # Контекстные переменные, доступные внутри шаблонов
  context:
    environment: "staging"
    company_name: "ACME Corp"
    ci_pipeline_url: "https://gitlab.com/pipelines/123"

  # Формат подстановки переменных (по умолчанию <<var_name>>)
  context_placeholder: "<<{value}>>"

  # Автоматическая нормализация промптов перед отправкой в LLM
  normalize_prompts: true

  # ---- Inline Review ----
  # Локальные инструкции для построчного ревью
  inline_prompt_files:
    - ./prompts/default_inline.md

  # Системные контракты для inline-ревью
  system_inline_prompt_files:
    - ./prompts/default_system_inline.md
  include_inline_system_prompts: true

  # ---- Context Review ----
  # Инструкции для контекстного анализа (несколько файлов)
  context_prompt_files:
    - ./prompts/default_context.md

  system_context_prompt_files:
    - ./prompts/default_system_context.md
  include_context_system_prompts: true

  # ---- Summary Review ----
  # Шаблон для итогового ревью (короткий обзор)
  summary_prompt_files:
    - ./prompts/default_summary.md

  system_summary_prompt_files:
    - ./prompts/default_system_summary.md
  include_summary_system_prompts: true

# -------------------------------
# Режим ревью
# -------------------------------
review:
  # Что именно анализировать
  # FULL_FILE_DIFF — сравнивает изменения (по умолчанию)
  mode: FULL_FILE_DIFF

  # Теги для пометки AI-комментариев
  inline_tag: "#ai-review-inline"
  summary_tag: "#ai-review-summary"

  # Количество контекстных строк вокруг изменений
  context_lines: 10

  # Какие файлы включать/исключать из ревью
  allow_changes: []
  ignore_changes: ["docs/*", "README.md"]

  # Ограничения по количеству комментариев
  max_inline_comments: null
  max_context_comments: null

# -------------------------------
# Логирование
# -------------------------------
logger:
  level: INFO
  format: "{time:YYYY-MM-DD HH:mm:ss} | {level} | {extra[logger_name]} | {message}"

# -------------------------------
# Артефакты
# -------------------------------
artifacts:
  # Директория для сохранения ответов модели
  llm_dir: ./artifacts/llm
  # Если включено — сохраняет вход/выход LLM (удобно для отладки)
  llm_enabled: false

Этот файл — сердце настройки AI Review. Вы указываете, с какой моделью работать, где взять токен, как именно формировать промпты, какие файлы анализировать и где сохранять результаты.

Совет: начните с минимального набора — llm, vcs и review. Остальные блоки можно подключать по мере необходимости: например, кастомные промпты, фильтры файлов или собственные форматы логов.

Режимы ревью и диффов

Отдельно хочется рассказать про режимы диффов — их тут целых девять. И это, без преувеличения, одна из киллер-фич инструмента. С их помощью вы можете гибко управлять тем, что именно попадёт в модель:

  • целый файл целиком,

  • только изменённые строки,

  • или добавленные куски кода с контекстом вокруг.

Например:

  • FULL_FILE_DIFF — самый универсальный режим. В модель отправляется весь файл с выделенными изменениями — примерно так же, как это делает GitHub или GitLab.

  • ONLY_ADDED_WITH_CONTEXT — показывает только добавленные строки и по несколько строк вокруг для контекста. Это удобно, если у вас большие файлы, и вы хотите снизить нагрузку по токенам. Количество строк контекста задаётся через параметр context_lines.

Всего таких режимов девять — экспериментируйте, комбинируйте и подбирайте формат под свой проект. Можно построить дифф любой глубины и детализации, а значит — экономить токены и повышать точность ревью.

Системные промпты

Теперь давайте немного о системных промптах. Если обычные промпты отвечают за "что проверять" (читаемость, баги, стиль и т.д.), то системные — за "как себя ведёт модель".

Через системные промпты можно задать модели строгие рамки:

  • в каком формате отвечать (например, строго JSON или только краткие фразы),

  • сколько комментариев давать,

  • нужно ли приводить пример исправления и т.п.

В AI Review это уже предусмотрено из коробки. Например, с помощью настройки:

prompt:
  system_context_prompt_files:
    - ./prompts/default_system_context.md

Эти встроенные системные промпты удерживают модель “в рамках приличия” — не дают ей болтать лишнего, не перескакивают за границы ревью и не добавляют случайные советы.

Если же вы хотите полностью переопределить системное поведение — просто отключите стандартные шаблоны:

prompt:
  include_context_system_prompts: false

и укажите свои:

prompt:
  system_context_prompt_files:
    - ./prompts/my_strict_rules.md

А если оставить include_context_system_prompts: true, то ваши шаблоны добавятся к стандартным, создавая комбинированный контракт.

Это удобно, если вам нужны свои корпоративные правила ревью, но при этом вы не хотите терять встроенные ограничения и форматирование.

Контекст в промптах

И напоследок — про контекстные переменные. AI Review умеет подставлять в промпты значения прямо из вашего пайплайна или Merge Request. Например, вы можете писать такие инструкции:

Если в Merge Request <<review_title>> нет описания или не прикреплена задача,  
упомяни <<review_author_username>> и попроси добавить описание и ссылку на задачу.

Механизм <<{value}>> заменит плейсхолдеры на реальные значения: название MR, автора, ссылку на пайплайн, окружение и т.д. Это позволяет делать ревью максимально контекстным — AI будет учитывать не только код, но и метаданные вашего проекта.

Итого: вы управляете всем — от глубины диффа и структуры ответов до поведения модели и подстановки данных из пайплайна. Всё это доступно через YAML и не требует ни строчки кода.

Режимы ревью

В AI Review есть несколько режимов работы — и все они доступны прямо из CLI. Вы можете выбрать тот, который подходит под ваш сценарий: быстрое ревью, полное, построчное или контекстное.

Полный запуск (inline + summary)

Если хотите, чтобы инструмент сделал всё и сразу, просто выполните:

ai-review run

Эта команда запускает два режима одновременно:

  • inline — построчные комментарии прямо в коде;

  • summary — короткий итоговый обзор MR.

Такой вариант идеально подходит для стандартных ревью: вы сразу получаете и детальные замечания, и общий вердикт по Pull/Merge Request.

Inline-режим

ai-review run-inline

Inline-режим проходит по каждому файлу в вашем MR, и для каждого файла формирует промпт вида:

[системный промпт] + [inline-промпт] + [дифф]

Это крайне полезно, когда у вас, например, MR на 150 файлов, и в каждом — по 300–500 изменений. Очевидно, что всё это никогда не влезет в один промпт, даже если выставить лимит в 50 000 токенов. Поэтому инструмент делает всё умно — обрабатывает файл за файлом, и оставляет комментарии прямо построчно, как живой ревьюер.

Это оптимальный вариант для больших изменений: модель всегда получает релевантный контекст и не "теряет нить".

Context-режим

ai-review run-context

Context-режим — это уже обзор на уровне всей фичи. В модель улетает:

[системный промпт] + [context-промпт] + [дифф по всем файлам]

То есть AI Review берёт все файлы из MR, собирает по ним диффы, объединяет и отправляет единым контекстом. Идеально, если вы сделали цельную фичу и хотите, чтобы модель оценивала изменения в связке, а не по отдельным кускам.

Именно отсюда и название — контекстное ревью: модель понимает не только “что изменилось”, но и “зачем”.

Summary-режим

ai-review run-summary

Summary-режим делает короткое текстовое ревью в стиле overview. То есть то самое описание, которое вы обычно пишете руками при создании MR:

  • что добавлено,

  • какие проблемы решены,

  • что стоит проверить на ревью.

Удобно, если нужно быстро понять суть MR, не вчитываясь в детали. Можно даже поставить это ревью первым шагом пайплайна — чтобы сразу получить “tl;dr” по изменению.

В итоге у вас есть четыре базовых сценария:

Команда

Что делает

Для кого

ai-review run

Inline + Summary

Универсальный случай

ai-review run-inline

Построчные комментарии

Большие MR

ai-review run-context

Анализ всей фичи

Средние MR

ai-review run-summary

Короткий обзор

Руководители / обзорщики

Юз-кейсы

Тут, как говорится, всё зависит от вашего проекта, команды и фантазии. Если у вас в репозитории лежат просто статические картинки или README — ну, очевидно, толку от AI Review будет немного.

Но если у вас живой, активно развивающийся проект, где по 50+ Merge Request’ов на ревью в день — добро пожаловать, это ваш инструмент.

Как можно использовать?

Поделюсь личным примером. У большинства команд есть какие-то гайдлайны, стайл-гайды, архитектурные правила, а иногда даже внутренние мини-курсы в Confluence или Notion — по типу: “как писать фичу”, “какие имена использовать”, “что не забыть при деплое” и т.д. Так вот, всё это — идеальные кандидаты для промптов.

Например, я при настройке особо не заморачивался: просто собрал всё, что у нас было по проекту, и разложил по файлам:

prompts/
 ├─ style.md
 ├─ core.md
 ├─ rules.md
 ├─ context.md
 └─ faq.md

Затем просто списком указал их в конфиге — AI Review сам всё собрал, склеил в единый промпт, добавил дифф и отправил в модель. А вы — получаете ревью, которое знает все ваши внутренние правила.

Можно даже не изобретать велосипед — взять прямо из Confluence или Notion, скопировать куски правил в .md файлы, и просто подключить их. Всё, без магии, просто работает.

И я скажу так: да, пришлось немного помучиться с промптами — пару раз подгонять формулировки, уточнять акценты, перезапускать. Но после нескольких итераций результат стал просто отличным. Ревью — моё почтение: нашёл всё — ошибки, опечатки, неточности, даже такие мелкие вещи, которые я бы под микроскопом не заметил. Особенно в тех MR, где правок много и глаза уже “замыливаются”.

Немного реализма и советов

Теперь давайте честно. Не стоит ожидать, что AI Review превратится в “ревьюера мечты”, который сразу поймёт любую архитектуру и найдёт все баги.

Тут есть несколько нюансов:

  1. Провайдер — разница между OpenAI, Claude и Gemini реально чувствуется. Gemini дешевле, но иногда выдаёт более “общие” ответы. Claude часто даёт академичные, вежливые комментарии. GPT — более сбалансирован по качеству и структуре.

  2. Модель — не забывайте, что gpt-3.5 и gpt-4o-mini — это две разные вселенные. Чем новее модель — тем точнее ревью, но и дороже запрос.

  3. Токены — если вы зададите лимит в 1000 токенов, а засунете MR на 10 000 строк — не удивляйтесь, если модель “сломается”. Она просто не уместит весь контекст.

  4. Температура — если AI начинает “фантазировать”, смело снижайте температуру до 0.20.3, а то и до 0.0, чтобы получить строго детерминированные ответы.

  5. Промпты решают всё — если ваш код более-менее шаблонный (например, CRUD), можно описать основные паттерны прямо в промпте, и AI будет попадать в точку. Если же код сильно разный — придётся немного поиграть с шаблонами и найти баланс.

  6. Будьте конкретны — хотите, чтобы модель отвечала строго по шаблону? Так и пишите: “Отвечай в формате JSON с полями file, line, comment, suggestion” — без "примеров" и "если возможно". LLM любит точные инструкции.

  7. Цены на токены — сейчас самый дешёвый провайдер — Gemini, если нужно массовое ревью без нагрузки на бюджет, можно начать с него, а потом перейти на GPT.

Главное — относитесь к AI Review не как к “магическому ревьюеру”, а как к инженерному инструменту, который можно натренировать под ваш проект. Тогда результат действительно будет радовать.

Безопасность и работа с токенами

Отдельно хочется сказать про безопасность — это, пожалуй, один из самых важных аспектов при работе с любыми LLM.

В AI Review вы сами решаете, какие токены использовать и откуда их брать. Инструмент не хранит, не проксирует и не перехватывает ваши данные — всё идёт напрямую от CI/CD к выбранному провайдеру (OpenAI, Claude или Gemini).

Но! Если вы возьмёте свой личный токен (например, от личного OpenAI-аккаунта) и запустите AI Review на корпоративном репозитории, то не стоит удивляться, если через полгода та же модель начнёт “угадывать” названия ваших внутренних сервисов или упоминать приватные конструкции. Это не “слив”, просто вы сами обучили модель на своих данных через публичный ключ.

Поэтому строго рекомендуется:

  • использовать только корпоративные токены, выданные специально для работы в CI/CD;

  • хранить их в секрет-хранилище (Vault, GitLab Secrets, GitHub Actions Secrets);

  • никогда не вставлять токены напрямую в .yaml или .env — даже локально;

  • не использовать один и тот же токен для пет-проектов и для корпоративного кода.

Лучше всего, если ваш CI будет подтягивать токен динамически из Vault или Secret Manager — тогда никто случайно не “положит туда чего не стоит”, и ревью останется безопасным на всех уровнях.

А какие есть альтернативы?

Честно говоря, когда я начинал делать AI Review, мне казалось, что таких решений должно быть уже море. Ну правда — 2025 год, LLM повсюду, GitHub Copilot есть у каждого второго. Логично, что кто-то уже сделал “AI, который сам ревьюит код прямо в MR”.

И вот я начал искать… Нашёл десяток SaaS-решений, парочку IDE-плагинов, несколько стартапов и пару корпоративных интеграций. Но вот stack-agnostic, open-source и локального решения, которое можно просто запустить в CI/CD — я так и не нашёл.

Поэтому я решил сделать своё. Но, чтобы быть честным — я собрал таблицу сравнения. Это не “рейтинг” и не попытка сказать, что “все плохие”. Это просто честный обзор рынка, который показывает разные подходы: SaaS против локального, готовые сервисы против кастомных CLI-инструментов.

Если вы знаете похожие решения — обязательно напишите в комментариях! Мне действительно интересно, может быть, я зря изобретал велосипед, и где-то уже лежит простое open-source чудо, которое все юзают.

Возможности / Инструменты

AI Review (Open-source)

CodeRabbit

CodiumAI

GitLab Duo

CodeBall

Codacy (AI)

🔄 Формат

CLI + CI/CD интеграция

SaaS-бот

IDE / SaaS

Встроен в GitLab

GitHub App

SaaS / Web

☁️ SaaS-зависимость

❌ нет

✅ да

✅ да

✅ да

✅ да

✅ да

🧠 Работает локально

✅ полностью

⚠️ частично

💾 Код не покидает CI

⚠️ зависит от плана

⚙️ Кастомизация промптов

✅ полная

⚠️ частичная

⚠️ ограничена

⚠️ минимальная

🔧 Stack agnostic (любой язык)

⚠️ (основные стеки)

⚠️ (популярные языки)

⚠️ (только поддерживаемые GitLab)

⚠️

⚠️

🧱 Open-source

🧑‍💻 Простая CI/CD интеграция

✅ 15 мин, любая CI/CD

⚠️ GitHub only

⚠️ вручную

⚠️ GitLab only

⚠️ GitHub only

⚠️ вручную

💬 Inline-комментарии в MR/PR

🧩 Context review (все файлы)

⚠️ частично

⚠️

🧱 Summary / Overview ревью

⚠️ ограничено

💸 Бесплатно

❌ (подписка)

⚠️ частично

⚠️ частично

⚠️ freemium

🔒 Контроль безопасности токенов

⚠️

⚠️

⚠️

📈 Стоимость

0 ₽

$$

$$$

$$$

$$

$$

🧩 Расширяемость

✅ Prompts / Hooks

⚠️

⚠️

🕹️ Простота запуска

✅ (CLI, Docker, Action)

⚠️

🧠 Поддержка нескольких LLM

✅ OpenAI / Claude / Gemini

⚠️

⚠️ Дисклеймер: таблица носит обзорный характер. Все данные приведены по состоянию на осень 2025 года. Цель — показать подходы, а не “победителей”. AI Review — это клиентский, гибкий и open-source инструмент, тогда как большинство альтернатив — облачные SaaS-решения, у которых тоже есть свои сильные стороны.

Заключение

Когда я начинал делать AI Review, хотелось одного — чтобы инструмент просто работал. Без костылей, без SaaS-зависимостей, без страха “куда улетят мои данные”. Чтобы можно было за 15 минут добавить шаг в CI и получать ревью от ИИ прямо в Merge Request, как от живого коллеги.

Сейчас это реальность. AI Review уже умеет работать в GitLab, GitHub, через Docker, PyPI и просто как CLI — без ограничений по стеку или языку. Вы сами решаете, какой LLM использовать, какие промпты задать, и как строго он должен оценивать код. Хочется “жёсткого ревьюера” — включаете строгие системные промпты. Нужно просто быстрое sanity-check ревью — выбираете summary-режим. Всё полностью на вашей стороне.

Главное — это инструмент, а не сервис. Он не тянет ваши данные в облако, не требует регистрации и не блокирует пайплайн. Запустили — получили результат — пошли дальше.

Полезные ссылки

Чтобы не искать вручную, вот всё, что может пригодиться:

Финальные мысли

Если вы уже пробовали что-то подобное — напишите, какие инструменты использовали. Мне действительно интересно, есть ли на рынке что-то похожее: stack-agnostic, open-source и без SaaS-прокси. А если попробуете AI Review, расскажите, как оно у вас зашло — особенно интересно, какие промпты и режимы вы выбрали.

Источник

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  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 15:13 estherfords

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  • 14.09.25 15:13 estherfords

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  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 20:49 Clinton

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  • 14.09.25 22:16 Berrysmith

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  • 15.09.25 10:25 aliceforemanlaw

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  • 15.09.25 12:49 robertalfred175

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  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 16.09.25 12:25 aliceforemanlaw

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  • 16.09.25 13:25 marcushenderson624

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  • 16.09.25 13:25 marcushenderson624

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  • 18.09.25 11:55 Mundo

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  • 18.09.25 11:55 Mundo

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  • 18.09.25 12:22 wendytaylor015

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  • 18.09.25 13:04 Mundo

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  • 19.09.25 00:54 frank2025

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  • 19.09.25 10:02 faithlawrence

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

  • 19.09.25 10:02 faithlawrence

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

  • 19.09.25 15:27 tonykith01477

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

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 wendytaylor015

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

  • 20.09.25 15:05 faithlawrence

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

  • 20.09.25 15:53 blessing1198

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

  • 21.09.25 12:05 star1121

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:54 robertalfred175

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

  • 23.09.25 14:45 Raymondkrisitina

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

  • 23.09.25 19:27 beverlyalex010

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

  • 23.09.25 22:38 Raymondkrisitina

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

  • 24.09.25 12:22 beverlyalex010

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 19:08 Raymondkrisitina

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

  • 24.09.25 19:50 Raymondkrisitina

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

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 elizabethrush89

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

  • 24.09.25 20:52 elizabethrush89

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

  • 26.09.25 12:29 beverlyalex010

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

  • 26.09.25 15:42 elizabethrush89

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

  • 26.09.25 15:42 elizabethrush89

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

  • 26.09.25 16:40 Slimbella

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

  • 26.09.25 16:40 Slimbella

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

  • 26.09.25 19:08 beverlyalex010

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

  • 26.09.25 19:53 carolinehudso83

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

  • 26.09.25 22:25 Slimbella

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

  • 26.09.25 22:59 elizabethrush89

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

  • 26.09.25 22:59 elizabethrush89

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

  • 27.09.25 03:07 Angela_Moore

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

  • 28.09.25 00:42 Anitastar

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

  • 28.09.25 01:48 marcushenderson624

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

  • 28.09.25 01:48 marcushenderson624

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

  • 28.09.25 01:49 marcushenderson624

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

  • 29.09.25 13:47 thomassankara

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

  • 29.09.25 16:32 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

  • 29.09.25 16:32 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

  • 29.09.25 19:46 beverlyalex010

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

  • 29.09.25 21:06 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 29.09.25 21:07 beverlyalex010

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

  • 30.09.25 11:02 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

  • 30.09.25 11:02 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

  • 01.10.25 16:51 beverlyalex010

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

  • 01.10.25 17:24 johnn

    Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.

  • 01.10.25 17:25 johnn

    Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.

  • 08:48 michaeldavenport218

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

  • 08:48 michaeldavenport218

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

  • 08:48 michaeldavenport218

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