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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).

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:

стоимость — Cost to Run Artificial Analysis Intelligence Index;
размер контекстного окна — Context Window Size;
скорость.

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:

Открываем Zed Editor.
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.
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:

thinking;
fetch;
web_search.

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:

Сделаем write профилем по умолчанию.
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.

Откроем werf-репозиторий в Zed Editor.
Вызовем AI Panel через иконку в нижнем правом углу.
Убедимся, что в выпадающем списке выбран профиль write.
Введём следующий промпт в открывшееся окно диалога с агентом:

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

Результат:

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».

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:

Явно указать это в промпте. Например:

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

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.

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28 апр. 2026 г.

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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.
26.06.26 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
26.06.26 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
26.06.26 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
26.06.26 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.
26.06.26 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.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

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: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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
28.06.26 00:37 kimberlyhebertt673

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
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 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
07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

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] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1