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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

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

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
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:

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.
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.
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.
Температура — если AI начинает “фантазировать”, смело снижайте температуру до 0.2–0.3, а то и до 0.0, чтобы получить строго детерминированные ответы.
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.
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.
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:

Репозиторий проекта: github.com/Nikita-Filonov/ai-review
Документация и конфиги: github.com/Nikita-Filonov/ai-review/tree/main/docs
Пример ревью на GitHub (inline mode): pull #4
Пример ревью на GitLab (context mode): merge request #3
Docker Hub образ: nikitafilonov/ai-review
PyPI пакет: xai-review

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.

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30 сент. 2025 г.

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09.10.25 08:36 pHqghUme

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09.10.25 08:37 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:40 pHqghUme

is it ok if I upload an image?
09.10.25 08:41 pHqghUme

e
09.10.25 08:41 pHqghUme

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09.10.25 08:42 pHqghUme

can I ask you a question please?
09.10.25 08:42 pHqghUme

is it ok if I upload an image?
09.10.25 08:42 pHqghUme

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09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.10.25 04:41 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

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13.10.25 01:11 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
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

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

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

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

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

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

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

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

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

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

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

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

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

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

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

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

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

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

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

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

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25.10.25 00:50 stevekalfman

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25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 wendytaylor015

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25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

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

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

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

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

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

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

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

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29.10.25 03:43 Christopherbelle

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29.10.25 10:56 wendytaylor015

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

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30.10.25 12:03 elizabethrush89

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

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Что такое AI Review?

История создания

Архитектура

Как интегрировать?

Вариант 1. Через PyPI

Вариант 2. Через Docker

Интеграция с GitLab CI/CD

Интеграция с GitHub Actions

Как настроить?

Безопасность и запуск

Форматы конфигурации

Гибкость и пресеты

Пример конфигурации .ai-review.yaml

Режимы ревью и диффов

Системные промпты

Контекст в промптах

Режимы ревью

Полный запуск (inline + summary)

Inline-режим

Context-режим

Summary-режим

Юз-кейсы

Как можно использовать?

Немного реализма и советов

Безопасность и работа с токенами

А какие есть альтернативы?

Заключение

Полезные ссылки

Финальные мысли

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Н Новости

AI Review: для всех, везде и без боли

Вступление

Что такое AI Review?

История создания

Архитектура

Как интегрировать?

Вариант 1. Через PyPI

Вариант 2. Через Docker

Интеграция с GitLab CI/CD

Интеграция с GitHub Actions

Как настроить?

Безопасность и запуск

Форматы конфигурации

Гибкость и пресеты

Пример конфигурации .ai-review.yaml

Режимы ревью и диффов

Системные промпты

Контекст в промптах

Режимы ревью

Полный запуск (inline + summary)

Inline-режим

Context-режим

Summary-режим

Юз-кейсы

Как можно использовать?

Немного реализма и советов

Безопасность и работа с токенами

А какие есть альтернативы?

Заключение

Полезные ссылки

Финальные мысли

Похожие новости

В Coinbase назвали преувеличенными опасения банков касательно стейблкоинов

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MegaETH по итогам токенсейла привлек $27,8 млрд

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ЕЦБ намерен запустить цифровой евро к 2029

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