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Н Новости

От workslop к реальной пользе: как я выбрал и настроил ИИ-агента для Go-разработки (инструкции, конфиги, рекомендации)

За последние десять лет инструменты разработки существенно ускорили мою работу, но не изменили её сути: до недавних пор я тратил большую часть рабочего времени на написание кода и тестов. Но я смог это изменить, когда начал активно осваивать возможности ИИ.

Меня зовут Александр Зайцев. Я Go-разработчик в команде Delivery компании «Флант» и работаю над werf и Deckhouse Delivery Kit (DevSecOps). В этой статье я:

  • расскажу, как переводил свою работу на ИИ-рельсы и с какими вызовами столкнулся на этом пути;

  • покажу набор инструментов и инструкций, который позволил мне внедрить и настроить ИИ-агента (если хотите, можете сразу перейти к этому разделу).

8cec2d5a546a8b99e58f059098c83bfa.png

IDE + ИИ-плагин = Workslop

В работе я привык пользоваться продуктами JetBrains: у них удобная интеграция с Git и возможности анализа, рефакторинга, отладки, форматирования и автодополнения кода. И вот где-то в середине прошлого года я узнал, что для JetBrains IDE есть AI-плагины.

Так как у меня была персональная лицензия на GoLand 2022, мне хотелось найти совместимый с ней плагин. Как выяснилось, большинство новых плагинов эту версию не поддерживают. В итоге я установил плагин от «Сбера». Он совместим с GoLand 2022 и подключён «из коробки» к модели в облаке — GigaChat. А ещё он бесплатный. Для меня как для конечного пользователя это был хороший вариант — минимум усилий, чтобы попробовать.

Заявленные функции плагина:

  • Умные подсказки: когда набираешь код, тебе предлагают дополнить целую строку.

  • Режим чата: аналог веб-интерфейса, который находится прямо в IDE.

  • Режим агента: когда LLM сама читает/пишет код без необходимости копировать его в чат.

Я начал пробовать с малого — с умных подсказок. Пользовался ими около месяца. Это давало небольшое ускорение разработки, но часто подсказки галлюцинировали. Похоже, они использовали ограниченный контекст.

Дальше я попробовал режим чата. Довольно скоро я понял, что по умолчанию чат вместо фактов использует допущения, а передача актуального контекста превращается в бесконечный процесс синхронизации, так как среда постоянно меняется. Таким образом, чат меня больше замедлял, чем ускорял.

Потом я перешёл к агенту. Когда ставил ему задачу написания/рефакторинга кода, он с ней справлялся, но часто приходилось дорабатывать/переделывать руками.

В целом цикл «поставить задачу, получить результат от ИИ, а потом переделать» занимал у меня больше времени, чем сделать всё сразу самому.

IDE + ИИ-плагин с API-ключом = снова не то

Позже я узнал, что у нас в компании появился корпоративный сервис, который позволяет пользоваться разными LLM-моделями для рабочих нужд. Я начал использовать его в режиме чата. Если не ошибаюсь, на тот момент там была доступна модель GPT-4o. Изредка в качестве эксперимента я задавал ей вопросы, и она отвечала — иногда хорошо, иногда просто отвечала =) Одно могу отметить точно: качество ответов у GPT-4o было существенно лучше, чем у GigaChat.

В конце 2025-го я выяснил, что в нашем корпоративном сервисе стал доступен режим API-ключа — возможность подключения к LLM по API. Мои знакомые уже использовали связку «GoLand IDE + какой-то ИИ-плагин + API-ключ». Из популярных на тот момент могу выделить Cline и Continue.

И коллеги, и я отмечали одно — тормозит, очень сложно работать. Похоже, что эти плагины используют веб-интерфейс. Если не ошибаюсь, веб-интерфейс сам по себе ресурсоёмкий, плюс IDE тоже любит кушать ресурсы.

Таким образом, вариант с API-ключом тоже не сработал.

Уже близко: ИИ-агент в терминале

От связки «JetBrains IDE + какой-то ИИ-плагин» мои коллеги переходили к агентам в терминале.

Самым популярным был OpenCode. Я слышал, что многие коллеги им довольны и остановились на нём. Сам я его не использовал, потому что предпочитаю просто скачивать бинарь и/или использовать менеджеры пакетов в Linux, а тут пришлось бы устанавливать себе интерпретатор Node.js и npm.

Вторым по популярности шёл Crush. В первом приближении он показался мне аналогом OpenCode, но с более удобной доставкой (бинарник + deb-пакет для Linux). Кроме того, он написан на привычном мне языке Go. Я подключил Crush к корпоративному LLM-сервису и начал пользоваться — это был мой первый опыт применения ИИ-агента на реальном проекте. И могу сказать, что он был положительным: Crush не только использует знания из LLM, но и анализирует проект, отвечает на вопросы по нему, умеет писать код, добавлять контекст в виде файлов, применяет LSP и MCP. Для меня это ИИ-агент, который смог не только облегчить мне работу, но и вызвать у меня желание заглянуть «под капот» и детальнее разобраться в конфигурировании ИИ-агентов в принципе (встроенные инструменты, LSP, MCP и их типы). Я с уверенностью могу рекомендовать Crush — как минимум как промежуточную точку на пути к чему-то комплексному.

Несмотря на все плюсы ИИ-агента в терминале, я вижу в нём существенный минус — при работе с Git-репозиторием он не может дать такого удобства, какое даёт редактор кода. Поэтому логичный следующий шаг — редактор кода с ИИ.

Золотая середина: редактор кода со встроенным ИИ

Для меня скорость работы IDE/редактора критична. Я пытался установить на своё железо GoLand 2025, но столкнулся с трудностями:

  • он существенно медленнее, чем GoLand 2022;

  • он платный, а для GoLand 2022 у меня была персональная бесплатная fallback-лицензия;

  • он требует постоянно включённого VPN, причём специального, который ещё не забанен на стороне JetBrains (как доступ из РФ), а это означает боль с обновлением и установкой плагинов.

В начале этого года я узнал от коллег о редакторе Zed (от создателей Atom, Electron и Tree-sitter), который позиционируется как быстрый редактор в коллаборации с ИИ. Он написан на Rust, то есть управление памятью у него статическое. У Zed «из коробки» есть свои ИИ-панель, ИИ-агент и возможность подключать внешних агентов. Редактор не завязан на вендора, и его можно подключить к любому LLM-провайдеру. Он даёт минимальный лёгкий GUI и интеграцию с Git (пока неполную, но в будущем добавят фичи — вот роадмап) — этого нет у ИИ-агентов в терминале. Также Zed привлёк раунд инвестиций от Sequoia Capital — фонда, который прославился инвестициями в перспективные компании-стартапы, ставшие в итоге гигантами (Cisco, Google, YouTube, LinkedIn, Dropbox, Airbnb).

Я успешно подключил Zed к корпоративному LLM-сервису, пользуюсь им и доволен скоростью его работы и функциональностью.

Итак, я кратко рассказал, как пришёл к тому варианту работы с ИИ, который меня устраивает. Настало время поделиться, как именно я настраивал ИИ-агента под себя. Я постараюсь дать достаточно инструкций, чтобы при желании вы могли повторить мой опыт или использовать для себя какую-то его часть.

Настройка ИИ-агента

Формула эффективного ИИ-агента для меня:

Рабочий ИИ-агент = LLM + собственно ИИ-агент + (опционально) серверы контекста и инструменты (LSP, MCP) + (опционально) промпт-инжиниринг

Далее рассмотрим каждый из этих компонентов.

Выбор LLM

Сейчас я использую модель Gemini 3 Flash — она устраивает меня по качеству, скорости и стоимости. Я выбирал эмпирическим путём, но этот процесс можно немного формализовать и упорядочить.

В целом необходимо выбрать такую LLM, которая сочетает в себе два свойства:

  • умеет работать в режиме агента;

  • натренирована решать задачи в программировании.

Чтобы выбрать модель (и при желании соотнести её возможности с возможностями модели, которую выбрал я), можно использовать сравнительно простой инструмент — Artificial Analysis Intelligence Index. Это агрегированный индекс, который, помимо прочего, включает в себя необходимые модели умения — поддержку агентского режима плюс навыки программирования.

Также этот инструмент позволяет оценить не только качество модели, но и другие её характеристики:

Выбор ИИ-агента

В общих чертах зафиксирую, на что стоит обращать внимание при выборе:

  • возможность подключения к нужной LLM;

  • базовый набор промптов (системный промпт, промпты для мультиагентного режима) и инструментов (tools), которые закрывают 80 % потребностей;

  • возможность подключать контексты и дополнительные инструменты по протоколу MCP;

  • мультиагентность / оркестрация агентов (если нужно будет использовать такой режим).

Как я уже писал выше, последние несколько месяцев я использую редактор Zed Editor. Он заменил мне GoLand, а также у него есть собственный встроенный агент — Zed Agent. Но в целом на Zed Editor можно смотреть как на единый интерфейс ко множеству различных агентов. Agent Client Protocol (ACP) позволяет подключить любой внешний агент, который поддерживает этот протокол, например:

  • Claude Code,

  • Cline,

  • Codex CLI,

  • Docker Agent,

  • Gemini CLI,

  • GitHub Copilot,

  • Gooze,

  • JetBrains Junie,

  • Kimi CLI,

  • OpenCode,

  • Qwen Code.

Дальше все настройки я буду показывать на примере Zed Agent, которым пользуюсь сам.

Подключение Zed Editor к LLM c помощью API-ключа

В нашем корпоративном сервисе в качестве интерфейса для доступа к LLM используется Open-WebUI. Open-WebUI позволяет организовать доступ по API-ключу. Его мы и будем использовать.

Предполагается, что вы знаете, как получить API-ключ, и он уже есть в вашем распоряжении.

Zed Editor даёт пользователям следующие ИИ-возможности:

Пришло время познакомиться с конфигурацией Zed Editor. Чтобы упростить повествование, предположим, что имеем дело с глобальной конфигурацией, которая доступна через «Open File Settings». Я приведу свою полную конфигурацию Zed здесь (под спойлером), а ниже буду показывать и комментировать фрагменты из неё.

Посмотреть конфигурацию
// Zed settings
//
// For information on how to configure Zed, see the Zed
// documentation: https://zed.dev/docs/configuring-zed
//
// To see all of Zed's default settings without changing your
// custom settings, run `zed: open default settings` from the
// command palette (cmd-shift-p / ctrl-shift-p)
{
  "telemetry": {
    "diagnostics": true,
    "metrics": false
  },
  "language_models": {
    "openai_compatible": {
      "<YOUR_PROVIDER>": {
        "api_url": "https://<YOUR_DOMAIN>/v1",
        "available_models": [
          {
            "name": "gemini-3-flash",
            "display_name": "Gemini 3 Flash",
            "max_tokens": 1000000,
            "capabilities": {
              "tools": true,
              "images": true,
              // Эта настройка выключена, так как дальше в статье я хочу наглядно продемонстрировать
              // разницу в использовании инструментов (grep vs gopls-mcp),
              // то есть мне необходимо будет последовательно их применять.
              // Однако для повседневного использования я рекомендую держать эту настройку включённой.
              "parallel_tool_calls": false,
              "prompt_cache_key": true,
              "chat_completions": true
            }
          }
        ]
      }
    }
  },
  "context_servers": {
    "gopls-mcp": {
      "enabled": true,
      "remote": false,
      "command": "gopls",
      "args": ["mcp"],
      "env": {
        "GOPATH": "/home/<USER>/go",
        "GOMODCACHE": "/home/<USER>/go/pkg/mod",
        "GOROOT": "/snap/go/current"
      },
      "timeout": 480
    }
  },
  "agent": {
    "enable_feedback": false,
    "inline_assistant_model": {
      "provider": "<YOUR_PROVIDER>",
      "model": "gemini-3-flash"
    },
    "profiles": {
      "write": {
        "name": "Write",
        "tools": {
          "diagnostics": true,
          "fetch": true,
          "list_directory": true,
          "project_notifications": true,
          "now": true,
          "find_path": true,
          "read_file": true,
          "open": true,
          "grep": true,
          "thinking": true,
          "web_search": true
        },
        "default_model": {
          "provider": "<YOUR_PROVIDER>",
          "model": "gemini-3-flash"
        },
        "enable_all_context_servers": true
      }
    },
    "default_profile": "write",
    "default_model": {
      "provider": "<YOUR_PROVIDER>",
      "model": "gemini-3-flash"
    },
    "favorite_models": [
      {
        "provider": "<YOUR_PROVIDER>",
        "model": "gemini-3-flash"
      }
    ],
    "model_parameters": []
  }
}

Вот срез моей глобальной конфигурации в Zed Editor. Он позволяет активировать все ИИ-возможности, кроме одной — подсказки. На них останавливаться не будем, так как это второстепенно.

Посмотреть конфигурацию
// Zed settings
//
// For information on how to configure Zed, see the Zed
// documentation: https://zed.dev/docs/configuring-zed
//
// To see all of Zed's default settings without changing your
// custom settings, run `zed: open default settings` from the
// command palette (cmd-shift-p / ctrl-shift-p)
{
  "language_models": {
    // https://zed.dev/docs/ai/llm-providers?highlight=max_to#openai-api-compatible — по ссылке доступны нюансы этой конфигурации
    "openai_compatible": {
      "<YOUR_PROVIDER>": {
        "api_url": "https://<YOUR_DOMAIN>.ru/api/v1",
        "available_models": [
          {
            "name": "gemini-3-flash",
            "display_name": "Gemini 3 Flash",
            "max_tokens": 1000000,
            "capabilities": {
              "tools": true,
              "images": true,
              "parallel_tool_calls": false,
              "prompt_cache_key": true,
              "chat_completions": true
            }
          }
        ]
      }
    }
  },
  "agent": {
    "default_model": {
      "provider": "<YOUR_PROVIDER>",
      "model": "gemini-3-flash"
    },
    "inline_assistant_model": {
      "provider": "<YOUR_PROVIDER>",
      "model": "gemini-3-flash"
    },
    "favorite_models": [
      {
        "provider": "<YOUR_PROVIDER>",
        "model": "gemini-3-flash"
      }
    ]
  }
}

Осталось установить API-ключ в Zed Editor. Так как редактор не хранит ключ в файле настроек из соображений безопасности, необходимо задать его вручную:

  1. Открываем Zed Editor.

  2. Чтобы открыть Agent Settings, воспользуемся Command Palette:

    1. Дважды нажимаем Shift, чтобы вызвать Command Palette.

    2. В появившемся окне вводим agent: open settings и нажимаем Enter.

  3. В разделе LLM Providers:

    1. Находим нашего провайдера — в конфигурации выше он условно обозначен как <YOUR_PROVIDER> (он там появился после загрузки конфигурации на первом шаге).

    2. Вводим полученный ранее (на втором шаге) API-ключ и нажимаем Enter.

Отлично! Теперь мы можем генерировать сообщения для Git-коммитов, использовать текстовые чаты, inline-ассистента, но главное — режим агента, Zed Agent. Самое время проверить это с помощью ИИ-панели — вот официальная страница с видео, которая наглядно демонстрирует, как это сделать.

Встроенные инструменты агентов (tools)

Чтобы агент мог взаимодействовать со средой, ему необходимы инструменты. Разберём их также на примере Zed Agent.

Остановимся подробнее на встроенных (built-in) инструментах. Их можно разделить на несколько категорий по типу совершаемых ими операций:

  • Read & Search Tools

    • diagnostics. Возвращает ошибки и предупреждения как для конкретного файла, так и для всего проекта в целом. Кейс: агент внёс изменения в код, после чего тот перестал компилироваться. С помощью этого инструмента агент может узнать, в чём дело, и устранить ошибку.

    • fetch. Извлекает URL-адрес и возвращает содержимое в формате Markdown. Полезно для предоставления документов в качестве контекста.

    • find_path. Быстро находит файлы, сопоставляя шаблоны глобальных объектов (например, “*/.js”) и возвращая совпадающие пути к файлам в алфавитном порядке.

    • grep. Ищет содержимое файлов по всему проекту с использованием регулярных выражений, предпочтительных для поиска символов в коде, без знания точных путей к файлам.

    • list_directory. Выводит список файлов и каталогов по заданному пути, предоставляя обзор содержимого файловой системы.

    • now. Возвращает текущую дату и время.

    • open. Открывает файл или URL-адрес с приложением по умолчанию, связанным с ним в операционной системе пользователя.

    • read_file. Считывает содержимое указанного файла в проекте, предоставляя доступ к содержимому файла.

    • thinking. Позволяет агенту работать над задачами, проводить мозговой штурм идей или планировать без выполнения действий, что полезно для решения сложных задач.

    • web_search. Ищет информацию в Интернете и предоставляет в качестве результатов фрагменты и ссылки с соответствующих веб-страниц, полезные для доступа к информации в режиме реального времени.

  • Edit Tools

    • copy_path. Рекурсивно копирует файл или каталог в проекте, что более эффективно, чем ручное чтение и запись файлов при дублировании содержимого.

    • create_directory. Создаёт новый каталог по указанному пути внутри проекта, генерируя все необходимые родительские каталоги (аналогично mkdir -p).

    • delete_path. Удаляет файл или каталог (включая содержимое рекурсивно) по указанному пути и подтверждает удаление.

    • edit_file. Редактирует файлы, заменяя определённый текст новым содержимым.

    • move_path. Перемещает или переименовывает файл или каталог в проекте, выполняя переименование, если отличается только имя файла.

    • restore_file_from_disk. Удаляет несохранённые изменения в открытых буферах, перезагружая содержимое файла с диска. Полезно для восстановления состояния файлов на диске перед повторной попыткой редактирования.

    • save_file. Сохраняет файлы с несохранёнными изменениями. Используется, когда файлы необходимо сохранить перед внесением дальнейших изменений.

    • terminal. Выполняет команды оболочки и возвращает объединённые выходные данные, создавая новый процесс оболочки для каждого вызова.

Важно отметить, что набор встроенных инструментов различается от агента к агенту. Например, если бы вместо Zed Editor и Zed Agent мы использовали Crush (ИИ-агент в терминале), то у него был бы уже другой набор встроенных инструментов, а нам потребовалось бы дополнительно устанавливать следующие:

Настройка Zed Agent в Zed Editor

Агенты в Zed Editor настраиваются через профили. «Из коробки» доступно три профиля:

  • Write. Включены все встроенные инструменты. LLM может писать в файлы и выполнять команды в терминале.

  • Ask. Инструменты в режиме read-only. Можно задавать LLM вопросы о кодовой базе и не бояться, что агент внесёт какие-то изменения.

  • Minimal. Инструментов нет. Можно вести обычный диалог с LLM, для которого не требуется знание кодовой базы.

Помимо встроенных профилей, можно добавлять и кастомные, а также гибко настраивать разрешения для использования инструментов.

Мы будем использовать встроенный профиль write:

  1. Сделаем write профилем по умолчанию.

  2. Включим для него встроенные инструменты категории Read & Search:

Посмотреть конфигурацию
// Zed settings
//
// For information on how to configure Zed, see the Zed
// documentation: https://zed.dev/docs/configuring-zed
//
// To see all of Zed's default settings without changing your
// custom settings, run `zed: open default settings` from the
// command palette (cmd-shift-p / ctrl-shift-p)
{
  "agent": {
    "profiles": {
      "write": {
        "name": "Write",
        "tools": {
          "diagnostics": true,
          "fetch": true,
          "list_directory": true,
          "project_notifications": true,
          "now": true,
          "find_path": true,
          "read_file": true,
          "open": true,
          "grep": true,
          "thinking": true,
          "web_search": true
        }
      }
    },
    "default_model": {
      "provider": "<YOUR_PROVIDER>",
      "model": "gemini-3-flash"
    },
    "default_profile": "write"
  }
}

Диагностика и анализ работы агента

Самое время проверить конфигурацию. В качестве репозитория я буду использовать werf, который написан на языке Go.

  1. Откроем werf-репозиторий в Zed Editor.

  2. Вызовем AI Panel через иконку в нижнем правом углу.

  3. Убедимся, что в выпадающем списке выбран профиль write.

  4. Введём следующий промпт в открывшееся окно диалога с агентом:

«Найди в проекте интерфейс ContainerBackend. Расскажи, какой инструмент ты использовал и почему».

Результат:

134e5def8a8a9da5f58d6a749fb9e519.png

Можно заметить, что Zed Agent использовал инструмент grep и нашел два совпадения. Меня это не устраивает: я знаю, что этот интерфейс встречается чаще, чем два раза. Обратите внимание, что я задал очень расплывчатую формулировку — «найди в проекте интерфейс». Я не указал, что именно имею в виду: объявление этого интерфейса или его имплементацию. Уточним промпт:

«Найди в проекте имплементации этого интерфейса».

ca54b941a0f3db4efed71678138989ff.png

На этом этапе можно сделать несколько выводов:

  • Какой вопрос, такой и ответ. Если вопрос не выверенный и не точный, агент/LLM будет делать предположение и возвращать результат на его основе.

  • Был использован инструмент grep, который не учитывает специфику конкретного языка (в нашем случае Go).

  • Чтобы узнать, как и почему агент/LLM принял то или иное решение, необходимо использовать диагностику. В нашем случае мы спросили у агента/LLM, какой инструмент и почему он использовал.

Попробуем улучшить поведение агента, чтобы он учитывал специфику языка (Go), с которым мы работаем.

Дополнительный контекст (MCP) и внешние инструменты

Для начала вспомним, что такое Language Server Protocol (LSP). Согласно определению с официального сайта, этот протокол используется между инструментом (клиентом) и поставщиком интеллектуальных языковых функций (сервером) и позволяет интегрировать в инструмент такие фичи, как автодополнение, просмотр определений, поиск всех упоминаний и т. д.

Получается, что для каждого языка нужен свой LSP. Таблица от Microsoft содержит информацию обо всех LSP, репозиториях и способах их установки. Для Go в ней указан LSP gopls. В документации Zed Editor для языка Go мы видим то же самое:

Language Server: golang/tools/tree/master/gopls

Используя официальную документацию, установим LSP для Go. На момент написания статьи на моем компьютере используется версия [email protected].

Важный момент. Прямо сейчас Zed Editor поддерживает LSP «only for humans not for agents». Иными словами, агент не сможет использовать установленный нами LSP. К счастью, gopls содержит экспериментальную фичу в виде MCP. Её мы и будем использовать.

Что такое MCP?

MCP (Model Context Protocol) — это стандарт с открытым исходным кодом, который позволяет ИИ-приложениям подключаться к внешним системам.

Используя MCP, ИИ-приложения, такие как Claude или ChatGPT, могут подключаться к источникам данных (например, к локальным файлам, базам данных), инструментам (например, к поисковым системам, калькуляторам) и рабочим процессам (например, к специализированным подсказкам), что позволяет им получать доступ к ключевой информации и выполнять задачи.

Вот конфигурация Zed Editor для подключения gopls-mcp:

// Zed settings
//
// For information on how to configure Zed, see the Zed
// documentation: https://zed.dev/docs/configuring-zed
//
// To see all of Zed's default settings without changing your
// custom settings, run `zed: open default settings` from the
// command palette (cmd-shift-p / ctrl-shift-p)
{
  "context_servers": {
    "gopls-mcp": {
      "enabled": true,
      "remote": false,
      "command": "gopls",
      "args": ["mcp"],

      // На моем компьютере Go установлен через менеджер пакетов snap,
      // поэтому необходимо указать пути таким образом:
      "env": {
        "GOPATH": "/home/user/go",
        "GOMODCACHE": "/home/user/go/pkg/mod",
        "GOROOT": "/snap/go/current",
        "GOTOOLCHAIN": "local"
      },

      // gopls-mcp запускает ещё один LSP-сервер в headless-режиме, доступный к использованию ИИ-агентом.
      // Необходимо дождаться индексации кода этим LSP-сервером, поэтому timeout задан большим.
      // Таким образом, в итоге будут работать два LSP-сервера: один для человека, другой для агента,
      // что приводит к дополнительному расходу RAM.
      //
      // Я рекомендую убедиться, что gopls-mcp запустился.
      // Это можно сделать, зайдя в настройки (AI Panel / Settings).
      //
      // Если сервер отвалился по таймауту или завис (к сожалению, такое иногда бывает),
      // его можно перезапустить, подвигав ползунком enabled возле gopls-mcp там же
      // в настройках (AI Panel / Settings).
      "timeout": 480
    }
  },
  "agent": {
    "profiles": {
      "go_dev": {
        // Я добавил параметр «Использовать все контекстные серверы», в т. ч. gopls-mcp:
        "enable_all_context_servers": true
      }
    }
  }
}

Мы установили gopls-mcp и рассчитываем, что агент будет всегда его использовать. Как бы не так! Документация Zed Editor это отлично подчёркивает:

Надёжность вызова MCP-инструментов может варьироваться в зависимости от модели. Упоминание MCP-сервера по имени может помочь модели выбрать инструменты с этого сервера.

Однако, если вы хотите убедиться, что будет использоваться данный MCP-сервер, вы можете создать кастомный профиль, в котором все встроенные инструменты (или те, которые могут вызвать конфликты с инструментами сервера) будут отключены, а включены будут только инструменты MCP-сервера.

Таким образом, у нас есть два способа относительно надёжно использовать этот и любой другой MCP-сервер:

  1. Явно указать это в промпте. Например:

«Найди в проекте интерфейс ContainerBackend, используя gopls-mcp. Расскажи, какой инструмент ты использовал и почему».

1a58fb7a992bdbdbd9a72a609025ebfc.png

2. Создать ещё один профиль конфигурации для Zed Editor, в котором отключён инструмент grep. Этот сценарий я не буду рассматривать подробно, так как grep может нам потребоваться для поиска по текстовым файлам. Однако я могу допустить, что можно написать конфигурацию вовсе без grep, в которой будут подключены все необходимые MCP на каждый язык.

Отмечу ещё один важный момент: gopls-mcp может осуществлять поиск, близкий к семантическому. Вот полный перечень инструментов, которые доступны в [email protected]:

  • go_workspace. Предоставляет общую сводку по всему рабочему пространству Go. Позволяет понять структуру проекта и основные пакеты.

  • go_package_api. Выводит сводку API для указанных пакетов Go (экспортируемые типы, функции, переменные). Полезно, чтобы быстро ознакомиться с интерфейсом библиотеки без чтения всего кода.

  • go_file_context. Анализирует зависимости конкретного файла. Помогает понять, какие внешние и внутренние пакеты импортирует файл и как он вписывается в общую архитектуру.

  • go_search. Поиск символов (интерфейсов, структур, функций, методов) во всём рабочем пространстве с использованием нечёткого поиска (fuzzy search). Это основной инструмент для навигации по коду.

  • go_symbol_references. Находит все места использования (ссылки) конкретного символа (например, функции pkg.Func). Позволяет отследить использование кода.

  • go_rename_symbol. Безопасно переименовывает символ во всём проекте. Возвращает список правок, необходимых для корректного обновления всех ссылок на этот символ.

  • go_diagnostics. Проверяет всё рабочее пространство на наличие ошибок компиляции, синтаксических ошибок и предупреждений линтера.

  • go_vulncheck. Проверяет проект на наличие известных уязвимостей в зависимостях (использует базу данных уязвимостей Go).

Prompt Engineering

Промпт-инжиниринг — это база при работе с любой LLM. В предыдущем разделе мы уже немного познакомились с ним, когда прямо сказали агенту, чтобы он использовал gopls-mcp.

Если мы хотим использовать gopls-mcp максимально эффективно, стоит использовать специальный промпт. Есть несколько вариантов добавить его в диалог с агентом:

  • внести его в AGENTS.md. Zed читает некоторые файлы по умолчанию при инициализации нового диалога с агентом;

  • сохранить его в файл (скилл/правило) и явно упоминать как дополнительный контекст в конкретном сообщении.

В качестве примера промпт-инжиниринга хочу привести AGENTS.md из репозитория werf. На мой взгляд, он отлично демонстрирует принцип «Методология становится технологией», особенно в части «Лучшие практики разработки ПО».

Также, чтобы взглянуть на промпт-инжиниринг комплексно и больше узнать о его нюансах и техниках, рекомендую ознакомиться с презентацией от Google.

Напоследок поделюсь техниками промпт-инжиниринга, которыми чаще всего пользуюсь сам:

  • Role prompting. Стараюсь всегда задавать роль или микс ролей, например: «Ты эксперт в Go, Docker, werf…».

  • Contextual prompting. Прикладываю контекст в виде файлов или выделенной области в редакторе кода.

  • Chain of thought при составлении плана. Я прошу LLM рассуждать пошагово. Если она рассуждает неверно, я корректирую направление её мысли и/или даю больше вводных. Когда она даёт результат, который меня устраивает, я прошу её сохранить план в файл. Далее я проверяю детали плана и при необходимости корректирую их вместе с LLM. Если с деталями всё в порядке, я начинаю новый диалог по реализации плана.

  • Step-back prompting. Предположим, я начал решать задачу и задал агенту вектор движения на основе гипотезы, которая у меня есть. Агент предложил решение. Я проанализировал его и понял, что оно не удовлетворяет требованиям задачи, так как я изначально задал неверное направление (гипотеза была неверна). Тогда в новом окне диалога я даю агенту больше вводных (повышаю уровень абстракции) и прошу его самого выдвинуть гипотезы. Далее я оцениваю эти гипотезы и выбираю новое направление движения (реализации) для агента.

  • Использование примеров. «Вот образец написания тестов (путь к файлу). Используя его, напиши тесты для…».

Бонус. Список официальных MCP для Dev, DevOps, DevSecOps, Q/A

Вот список некоторых официальных MCP, которые могут быть полезны для Dev, DevOps, DevSecOps, Q/A:

Буду рад, если мой опыт окажется полезным и как-то поможет сделать вашу работу или общение с ИИ в целом более продуктивным. Если что-то осталось непонятным — комментарии всегда открыты =) А ещё мне нравится не только делиться своим опытом, но и узнавать об опыте других, так что, если кто-то решит поделиться своими сетапами и лайфхаками по работе с ИИ, буду очень благодарен.

Источник

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  • 28.05.26 09:40 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 14:04 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 21:56 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 29.05.26 02:26 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 02:27 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 04:46 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits

  • 31.05.26 10:06 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

  • 31.05.26 10:06 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

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:03 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:04 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 10.06.26 06:21 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

  • 10.06.26 06:21 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

  • 10.06.26 18:09 david

    Look, engaging with the authorities is a marathon, not a sprint. By methodically filing these reports, you’re not just fighting for your own funds—you’re contributing to the broader battle against crypto crime. For a deeper dive into what to do after a theft, check out [email protected] for complete guide on how to recover stolen crypto

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.06.26 14:53 Freeman James

    Recently, I was scammed out of $332,000 in a fraudulent Bitcoin investment scheme. This devastating loss added significant stress to my already difficult health challenges, as I was also facing surgery expenses for cancer. Desperate to recover my funds, I spent countless hours researching and speaking with other victims. That effort led me to a Google post that revealed the excellent reputation of FundsRetriever. Only after many hours of digging and consulting others did I learn about their stellar track record. I decided to contact them because of their successful recovery history and encouraging client testimonials. I had no idea that this decision would become the turning point in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost funds. The process was complex, but FundsRetriever's commitment to using the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact: 📧 [email protected] 📞 WhatsApp: +1 603 512 144 8, Telegram: @FundsRetriever

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 16:34 Emmi Hakola

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 14.06.26 16:53 James willson

    I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm

  • 14.06.26 19:38 riley777

    G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.

  • 15.06.26 06:12 Evan Garrison

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  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:34 Sallymarch

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  • 15.06.26 06:38 Sallymarch

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 12:56 Hillary

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 15.06.26 13:18 Silas Olsen

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

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  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

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  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

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  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

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  • 16.06.26 11:40 robertalfred175

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

  • 16.06.26 11:43 robertalfred175

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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

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  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 01:04 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

  • 01:04 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

  • 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

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