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[Перевод] Лучшие практики для работы с агентным программированием от Anthropic

Всем привет!
Меня зовут Александр, я COO в SaaS-платформе аналитики данных. Последний год активно изучаю внедрение AI-решений в кросс-функциональные процессы. Делюсь полезными материалами, которые считаю стоят внимания. В основном про AI, изменение процессов, тренды и продуктовое видение.

У себя в телеграм-канале делюсь сжатыми и структурированными саммери статей.

Сегодняшний перевод статьи от Anthropic, создателя всеми известной нейросети Claude, но также создателя инуструмента для разработки Claude Code — Claude Code: Best practices for agentic coding

Claude Code — это инструмент командной строки для агентного программирования. В этой статье рассматриваются советы и приемы, которые доказали свою эффективность при использовании Claude Code в различных кодовых базах, языках и средах.

Мы недавно выпустили Claude Code, инструмент командной строки для агентного программирования. Разработанный как исследовательский проект, Claude Code предоставляет инженерам и исследователям Anthropic более естественный способ интеграции Claude в их рабочие процессы программирования.

Claude Code намеренно низкоуровневый и непредвзятый, обеспечивая доступ к почти сырой модели без навязывания определенных рабочих процессов. Эта философия дизайна создает гибкий, настраиваемый, программируемый и безопасный инструмент. Хотя такая гибкость и мощность требуют определенного времени для освоения инженерами, новыми в инструментах агентного программирования — по крайней мере, пока они не разработают свои собственные лучшие практики.

В этой статье описаны общие шаблоны, которые доказали свою эффективность как для внутренних команд Anthropic, так и для внешних инженеров, использующих Claude Code в различных кодовых базах, языках и окружениях. Ничто в этом списке не высечено в камне и не является универсально применимым; рассматривайте эти предложения как отправные точки. Мы призываем вас экспериментировать и находить то, что работает лучше всего для вас!

Ищете более подробную информацию? Наша подробная документация на claude.ai/code охватывает все функции, упомянутые в этой статье, и предоставляет дополнительные примеры, детали реализации и расширенные техники.

1. Настройка вашего окружения

Claude Code — это агентный помощник по программированию, который автоматически добавляет контекст в запросы. Это сбор контекста потребляет время и токены, но вы можете оптимизировать его путем настройки окружения.

a. Создание файлов CLAUDE.md

CLAUDE.md — это специальный файл, который Claude автоматически включает в контекст при начале разговора. Это делает его идеальным местом для документирования:

  • Общих команд bash

  • Основных файлов и служебных функций

  • Руководств по стилю кода

  • Инструкций по тестированию

  • Этикета репозитория (например, именование веток, merge и rebase и т.д.)

  • Настройки среды разработчика (например, использование pyenv, какие компиляторы работают)

  • Любых неожиданных поведений или предупреждений, характерных для проекта

  • Другой информации, которую вы хотите, чтобы Claude запомнил

Не существует обязательного формата для файлов CLAUDE.md. Мы рекомендуем делать их краткими и читабельными для человека. Например:

# Bash commands
- npm run build: Build the project
- npm run typecheck: Run the typechecker

# Code style
- Use ES modules (import/export) syntax, not CommonJS (require)
- Destructure imports when possible (eg. import { foo } from 'bar')

# Workflow
- Be sure to typecheck when you're done making a series of code changes
- Prefer running single tests, and not the whole test suite, for performance

Вы можете размещать файлы CLAUDE.md в нескольких местах:

  • В корне вашего репозитория, или где вы запускаете claude (наиболее распространенное использование). Назовите его CLAUDE.md и добавьте в git, чтобы вы могли использовать его в разных сессиях и с вашей командой (рекомендуется), или назовите его CLAUDE.local.md и добавьте в .gitignore

  • В любом родительском каталоге относительно места запуска claude. Это наиболее полезно для монорепозиториев, где вы можете запускать claude из root/foo и иметь файлы CLAUDE.md как в root/CLAUDE.md, так и в root/foo/CLAUDE.md. Оба будут автоматически включены в контекст

  • В любом дочернем каталоге относительно места запуска claude. Это обратное вышеуказанному, и в этом случае Claude будет подгружать файлы CLAUDE.md по требованию при работе с файлами в дочерних каталогах

  • В вашей домашней папке (~/.claude/CLAUDE.md), что применяет его ко всем вашим сессиям claude

Когда вы запускаете команду /init, Claude автоматически создает CLAUDE.md для вас.

b. Настройка ваших файлов CLAUDE.md

Ваши файлы CLAUDE.md становятся частью запросов Claude, поэтому их следует совершенствовать, как и любой часто используемый запрос. Распространенная ошибка — добавление обширного содержания без итеративной проверки его эффективности. Уделите время экспериментам и определите, что обеспечивает наилучшее следование инструкциям со стороны модели.

Вы можете добавлять содержимое в ваш CLAUDE.md вручную или нажать клавишу # для передачи Claude инструкции, которую он автоматически включит в соответствующий CLAUDE.md. Многие инженеры часто используют # для документирования команд, файлов и руководств по стилю во время программирования, а затем включают изменения CLAUDE.md в коммиты, чтобы ими могли воспользоваться и другие члены команды.

В Anthropic мы иногда пропускаем файлы CLAUDE.md через улучшитель запросов и часто настраиваем инструкции (например, добавляем акцент с помощью "ВАЖНО" или "ВЫ ДОЛЖНЫ"), чтобы улучшить соблюдение требований.

image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2F6961243cc6409e41ba93895faded4f4bc1772366-1600x1231.png&w=3840&q=75

c. Управление списком разрешенных инструментов Claude

По умолчанию Claude Code запрашивает разрешение на любое действие, которое может изменить вашу систему: запись файлов, многие команды bash, инструменты MCP и т.д. Мы спроектировали Claude Code с этим преднамеренно консервативным подходом, чтобы обеспечить безопасность. Вы можете настроить белый список, чтобы разрешить дополнительные инструменты, которые вы считаете безопасными, или разрешить потенциально небезопасные инструменты, действия которых легко отменить (например, редактирование файлов, git commit).

Есть четыре способа управления разрешенными инструментами:

  • Выбрать "Always allow" (Всегда разрешать) при запросе во время сессии.

  • Использовать команду /allowed-tools после запуска Claude Code для добавления или удаления инструментов из белого списка. Например, вы можете добавить Edit для постоянного разрешения редактирования файлов, Bash(git commit:*) для разрешения git-коммитов или mcp__puppeteer__puppeteer_navigate для разрешения навигации с помощью сервера Puppeteer MCP.

  • Вручную отредактировать ваш .claude/settings.json или ~/.claude.json (мы рекомендуем добавлять первый в систему контроля версий, чтобы делиться им с вашей командой).

  • Использовать флаг CLI --allowedTools для разрешений, специфичных для сессии.

d. Если вы используете GitHub, установите gh CLI

Claude умеет использовать gh CLI для взаимодействия с GitHub для создания задач, открытия запросов на слияние, чтения комментариев и многого другого. Без установленного gh, Claude все еще может использовать GitHub API или сервер MCP, если они у вас установлены.

2. Предоставьте Claude больше инструментов

Claude имеет доступ к вашей оболочке, где вы можете создавать наборы удобных скриптов и функций для него так же, как вы бы делали для себя. Он также может использовать более сложные инструменты через MCP и REST API.

a. Используйте Claude с инструментами bash

Claude Code наследует вашу среду bash, предоставляя ему доступ ко всем вашим инструментам. Хотя Claude знает общие утилиты, такие как инструменты unix и gh, он не будет знать о ваших пользовательских инструментах bash без инструкций:

  1. Расскажите Claude о названии инструмента с примерами использования

  2. Предложите Claude запустить --help, чтобы увидеть документацию инструмента

  3. Документируйте часто используемые инструменты в CLAUDE.md

b. Используйте Claude с MCP

Claude Code функционирует как сервер и клиент MCP. В качестве клиента он может подключаться к любому количеству серверов MCP для доступа к их инструментам тремя способами:

  • В конфигурации проекта (доступно при запуске Claude Code в этом каталоге)

  • В глобальной конфигурации (доступно во всех проектах)

  • В добавленном в репозиторий файле .mcp.json (доступно любому, кто работает с вашей кодовой базой). Например, вы можете добавить серверы Puppeteer и Sentry в ваш .mcp.json, чтобы каждый инженер, работающий с вашим репозиторием, мог использовать их сразу.

При работе с MCP также может быть полезно запустить Claude с флагом --mcp-debug для выявления проблем конфигурации.

c. Используйте пользовательские slash-команды

Для повторяющихся рабочих процессов — циклов отладки, анализа логов и т.д. — сохраняйте шаблоны запросов в Markdown-файлах внутри папки .claude/commands. Они становятся доступными через меню slash-команд при вводе /. Вы можете добавить эти команды в git, чтобы сделать их доступными для остальной части вашей команды.

Пользовательские slash-команды могут включать специальное ключевое слово $ARGUMENTS для передачи параметров из вызова команды.

Например, вот slash-команда, которую вы можете использовать для автоматического получения и исправления проблемы Github:

Please analyze and fix the GitHub issue: $ARGUMENTS.

Follow these steps:

1. Use `gh issue view` to get the issue details
2. Understand the problem described in the issue
3. Search the codebase for relevant files
4. Implement the necessary changes to fix the issue
5. Write and run tests to verify the fix
6. Ensure code passes linting and type checking
7. Create a descriptive commit message
8. Push and create a PR

Remember to use the GitHub CLI (`gh`) for all GitHub-related tasks.

Размещение приведенного выше содержимого в .claude/commands/fix-github-issue.md делает его доступным как команду /project:fix-github-issue в Claude Code. Затем вы можете, например, использовать /project:fix-github-issue 1234, чтобы Claude исправил задачу #1234. Аналогично вы можете добавить свои личные команды в папку ~/.claude/commands для команд, которые вы хотите иметь доступными во всех ваших сессиях.

3. Попробуйте распространенные рабочие процессы

Claude Code не навязывает определенный рабочий процесс, предоставляя вам гибкость использовать его так, как вы хотите. В рамках этой гибкости в нашем сообществе пользователей появилось несколько успешных шаблонов для эффективного использования Claude Code:

a. Исследовать, планировать, кодировать, фиксировать

Этот универсальный рабочий процесс подходит для многих задач:

  1. Попросите Claude прочитать соответствующие файлы, изображения или URL-адреса, предоставляя либо общие указания ("прочитай файл, который обрабатывает логирование"), либо конкретные имена файлов ("прочитай logging.py"), но явно скажите ему пока не писать никакой код.

  2. Это та часть рабочего процесса, где вам следует рассмотреть активное использование субагентов, особенно для сложных задач. Указание Claude использовать субагентов для проверки деталей или исследования конкретных вопросов, которые могут у него возникнуть, особенно в начале разговора или задачи, как правило, сохраняет доступность контекста без существенных потерь в эффективности.

  3. Попросите Claude составить план для подхода к конкретной проблеме. Мы рекомендуем использовать слово "think" (думать), чтобы активировать режим расширенного мышления, который дает Claude дополнительное время вычислений для более тщательной оценки альтернатив. Эти конкретные фразы напрямую соотносятся с повышением уровня бюджета мышления в системе: "think" < "think hard" < "think harder" < "ultrathink." Каждый уровень выделяет прогрессивно больший бюджет мышления для использования Claude.

  4. Если результаты этого шага кажутся разумными, вы можете попросить Claude создать документ или задачу на GitHub с его планом, чтобы вы могли вернуться к этой точке, если реализация (шаг 3) не соответствует тому, что вы хотите.

  5. Попросите Claude реализовать его решение в коде. Это также хорошее место, чтобы попросить его явно проверить обоснованность своего решения при реализации частей решения.

  6. Попросите Claude зафиксировать результат и создать запрос на слияние. Если это актуально, это также хорошее время для Claude обновить любые README или журналы изменений с объяснением того, что он только что сделал.

Шаги #1-#2 имеют решающее значение — без них Claude склонен сразу переходить к кодированию решения. Хотя иногда это именно то, что вам нужно, просьба к Claude сначала провести исследование и планирование значительно улучшает производительность для задач, требующих более глубокого предварительного мышления.

b. Написать тесты, зафиксировать; кодировать, итерировать, зафиксировать

Это любимый рабочий процесс Anthropic для изменений, которые легко проверить с помощью модульных, интеграционных или сквозных тестов. Разработка через тестирование (TDD) становится еще мощнее с агентным кодированием:

  1. Попросите Claude написать тесты на основе ожидаемых пар ввод/вывод. Явно укажите на то, что вы делаете разработку через тестирование, чтобы он избегал создания макетных реализаций, даже для функциональности, которая еще не существует в кодовой базе.

  2. Скажите Claude запустить тесты и подтвердить их неудачное завершение. Часто полезно явно сказать ему не писать никакой код реализации на этом этапе.

  3. Попросите Claude зафиксировать тесты, когда вы удовлетворены ими.

  4. Попросите Claude написать код, который проходит тесты, указав ему не модифицировать сами тесты. Скажите Claude продолжать, пока все тесты не будут пройдены. Обычно требуется несколько итераций, чтобы Claude написал код, запустил тесты, скорректировал код и снова запустил тесты.

  5. На этом этапе может быть полезно попросить его проверить с помощью независимых субагентов, что реализация не переобучается под тесты

  6. Попросите Claude зафиксировать код, когда вы удовлетворены изменениями.

Claude работает лучше всего, когда у него есть четкая цель для итераций — визуальный макет, тестовый случай или другой вид выходных данных. Предоставляя ожидаемые выходные данные, такие как тесты, Claude может вносить изменения, оценивать результаты и постепенно улучшать, пока не добьется успеха.

c. Написать код, сделать скриншот результата, итерировать

Аналогично рабочему процессу тестирования, вы можете предоставить Claude визуальные цели:

  1. Предоставьте Claude способ делать снимки экрана браузера (например, с сервером Puppeteer MCP, сервером эмулятора iOS MCP или вручную скопируйте/вставьте снимки экрана в Claude).

  2. Дайте Claude визуальный макет, скопировав/вставив или перетащив изображение, или указав Claude путь к файлу изображения.

  3. Попросите Claude реализовать дизайн в коде, сделать снимки экрана результата и продолжать итерации, пока его результат не будет соответствовать макету.

  4. Попросите Claude зафиксировать код, когда вы удовлетворены.

Как и у людей, результаты Claude имеют тенденцию значительно улучшаться с каждой итерацией. Хотя первая версия может быть хорошей, после 2-3 итераций она обычно выглядит намного лучше. Предоставьте Claude инструменты для просмотра своих результатов для достижения наилучших результатов.

image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2F6ea59a36fe82c2b300bceaf3b880a4b4852c552d-1600x1143.png&w=3840&q=75

d. Безопасный режим YOLO

Вместо того чтобы контролировать Claude, вы можете использовать claude --dangerously-skip-permissions для обхода всех проверок разрешений и позволить Claude работать без перерыва до завершения. Это хорошо работает для таких процессов, как исправление ошибок линтера или генерация шаблонного кода.

Позволять Claude выполнять произвольные команды рискованно и может привести к потере данных, повреждению системы или даже утечке данных (например, через атаки с инъекцией запроса). Чтобы минимизировать эти риски, используйте --dangerously-skip-permissions в контейнере без доступа к интернету. Вы можете следовать этой эталонной реализации с использованием Docker Dev Containers.

e. Q&A по кодовой базе

При ознакомлении с новой кодовой базой используйте Claude Code для обучения и исследования. Вы можете задавать Claude те же вопросы, которые вы бы задали другому инженеру проекта при парном программировании. Claude может агентно искать в кодовой базе, чтобы отвечать на общие вопросы, например:

  • Как работает логирование?

  • Как создать новую конечную точку API?

  • Что делает async move { ... } в строке 134 файла foo.rs?

  • Какие граничные случаи обрабатывает CustomerOnboardingFlowImpl?

  • Почему мы вызываем foo() вместо bar() в строке 333?

  • Какой эквивалент строки 334 baz.py на Java?

В Anthropic использование Claude Code таким образом стало нашим основным процессом онбординга, значительно улучшая время освоения и снижая нагрузку на других инженеров. Никаких специальных подсказок не требуется! Просто задавайте вопросы, и Claude будет исследовать код для поиска ответов.

Используйте Claude для взаимодействия с git
Используйте Claude для взаимодействия с git

f. Используйте Claude для взаимодействия с git

Claude может эффективно обрабатывать многие операции git. Многие инженеры Anthropic используют Claude для более 90% наших взаимодействий с git:

  • Поиск в истории git, чтобы ответить на вопросы вроде "Какие изменения вошли в версию v1.2.3?", "Кто отвечает за эту конкретную функцию?" или "Почему этот API был спроектирован таким образом?" Полезно явно попросить Claude просмотреть историю git для ответа на подобные запросы.

  • Написание сообщений коммитов. Claude автоматически просматривает ваши изменения и недавнюю историю, чтобы составить сообщение, учитывая весь соответствующий контекст

  • Обработка сложных операций git, таких как откат файлов, разрешение конфликтов перебазирования и сравнение и перенос патчей

g. Используйте Claude для взаимодействия с GitHub

Claude Code может управлять многими взаимодействиями с GitHub:

  • Создание запросов на слияние (pull request): Claude понимает сокращение "pr" и генерирует соответствующие сообщения коммитов на основе различий и окружающего контекста.

  • Реализация одноразовых исправлений для простых комментариев при проверке кода: просто скажите ему исправить комментарии в вашем PR (по желанию, дайте более конкретные инструкции) и отправить изменения обратно в ветку PR, когда он закончит.

  • Исправление неудачных сборок или предупреждений линтера

  • Категоризация и сортировка открытых задач путем запроса к Claude для перебора открытых задач GitHub

Это устраняет необходимость запоминать синтаксис командной строки gh при автоматизации рутинных задач.

h. Используйте Claude для работы с Jupyter notebooks

Исследователи и специалисты по данным в Anthropic используют Claude Code для чтения и записи Jupyter notebooks. Claude может интерпретировать выходные данные, включая изображения, обеспечивая быстрый способ исследования и взаимодействия с данными. Нет обязательных запросов или рабочих процессов, но рабочий процесс, который мы рекомендуем, — это иметь Claude Code и файл .ipynb открытыми бок о бок в VS Code.

Вы также можете попросить Claude навести порядок или сделать эстетические улучшения в вашем Jupyter notebook перед тем, как показать его коллегам. Конкретное указание сделать notebook или его визуализации данных "эстетически приятными" как правило помогает напомнить ему, что он оптимизирует для восприятия человеком.

4. Оптимизация рабочего процесса

Приведенные ниже предложения применимы ко всем рабочим процессам:

a. Будьте конкретны в своих инструкциях

Успешность Claude Code значительно повышается с более конкретными инструкциями, особенно при первых попытках. Предоставление четких указаний заранее снижает необходимость в корректировках курса позже.

Например:

Плохо

Хорошо

добавь тесты для foo.py

напиши новый тестовый случай для foo.py, покрывающий граничный случай, когда пользователь вышел из системы. избегай моков

почему у ExecutionFactory такой странный api?

просмотри историю git для ExecutionFactory и обобщи, как возник его api

добавь виджет календаря

посмотри, как существующие виджеты реализованы на главной странице, чтобы понять паттерны, и особенно как разделены код и интерфейсы. HotDogWidget.php — хороший пример для начала. затем следуй паттерну для реализации нового виджета календаря, который позволяет пользователю выбрать месяц и перелистывать вперед/назад для выбора года. Создай с нуля без библиотек, кроме тех, которые уже используются в остальной части кодовой базы.

Claude может сделать вывод о намерениях, но не умеет читать мысли. Конкретика приводит к лучшему соответствию ожиданиям.

Передайте Claude изображения
Передайте Claude изображения

b. Давайте Claude изображения

Claude отлично работает с изображениями и диаграммами через несколько методов:

  • Вставка снимков экрана (профессиональный совет: используйте cmd+ctrl+shift+4 в macOS для создания снимка экрана в буфер обмена и ctrl+v для вставки. Обратите внимание, что это не cmd+v, как вы обычно используете для вставки на Mac, и не работает удаленно.)

  • Перетаскивание изображений непосредственно в поле ввода запроса

  • Указание путей к файлам для изображений

Это особенно полезно при работе с дизайн-макетами в качестве ориентиров для разработки пользовательского интерфейса, а также с визуальными диаграммами для анализа и отладки. Если вы не добавляете визуальные элементы в контекст, все равно может быть полезно четко объяснить Claude, насколько важно, чтобы результат был визуально привлекательным.

Упоминайте файлы, которые вы хотите, чтобы Claude просмотрел или над которыми работал
Упоминайте файлы, которые вы хотите, чтобы Claude просмотрел или над которыми работал

c. Упоминайте файлы, с которыми вы хотите, чтобы Claude работал или просматривал

Используйте автодополнение по Tab для быстрого указания файлов или папок в любом месте вашего репозитория, помогая Claude находить или обновлять нужные ресурсы.

Передавайте Claude URL-адреса
Передавайте Claude URL-адреса

d. Давайте Claude URL-адреса

Вставляйте конкретные URL-адреса вместе с вашими запросами, чтобы Claude мог получить и прочитать их. Чтобы избежать запросов разрешений для одних и тех же доменов (например, docs.foo.com), используйте /allowed-tools для добавления доменов в ваш белый список.

e. Корректируйте курс рано и часто

Хотя режим автоматического принятия (shift+tab для переключения) позволяет Claude работать автономно, вы обычно получите лучшие результаты, будучи активным сотрудником и направляя подход Claude. Вы можете получить наилучшие результаты, тщательно объяснив задачу Claude в начале, но вы также можете корректировать курс Claude в любое время.

Эти четыре инструмента помогают с корректировкой курса:

  • Попросите Claude составить план перед кодированием. Явно скажите ему не кодировать, пока вы не подтвердите, что его план выглядит хорошо.

  • Нажмите Escape для прерывания Claude во время любой фазы (размышление, вызовы инструментов, редактирование файлов), сохраняя контекст, чтобы вы могли перенаправить или расширить инструкции.

  • Дважды нажмите Escape для возврата в истории, отредактируйте предыдущий запрос и исследуйте другое направление. Вы можете редактировать запрос и повторять, пока не получите нужный результат.

  • Попросите Claude отменить изменения, часто в сочетании с опцией №2, чтобы использовать другой подход.

Хотя Claude Code иногда решает проблемы идеально с первой попытки, использование этих инструментов коррекции обычно приводит к созданию лучших решений быстрее.

f. Используйте /clear для поддержания фокуса контекста

Во время длительных сессий окно контекста Claude может заполниться нерелевантными разговорами, содержимым файлов и командами. Это может снизить производительность и иногда отвлекать Claude. Используйте команду /clear часто между задачами для сброса окна контекста.

g. Используйте списки и рабочие заметки для сложных процессов

Для больших задач с несколькими шагами или требующих исчерпывающих решений — таких как миграции кода, исправление многочисленных ошибок линтера или запуск сложных скриптов сборки — улучшите производительность, попросив Claude использовать Markdown-файл (или даже задачу GitHub!) в качестве списка и рабочего блокнота:

Например, чтобы исправить большое количество проблем линтера, вы можете сделать следующее:

  1. Скажите Claude запустить команду линтера и записать все полученные ошибки (с именами файлов и номерами строк) в список Markdown

  2. Поручите Claude решать каждую проблему по одной, исправляя и проверяя перед тем, как отметить её выполненной и перейти к следующей

h. Передача данных в Claude

Существует несколько методов предоставления данных Claude:

  • Копирование и вставка непосредственно в ваш запрос (наиболее распространенный подход)

  • Перенаправление в Claude Code (например, cat foo.txt | claude), особенно полезно для логов, CSV и больших данных

  • Указание Claude извлечь данные через bash-команды, инструменты MCP или пользовательские slash-команды

  • Просьба к Claude прочитать файлы или получить URL (работает также для изображений)

Большинство сессий включают комбинацию этих подходов. Например, вы можете перенаправить файл журнала, а затем сказать Claude использовать инструмент для получения дополнительного контекста для отладки журналов.

5. Используйте безголовый режим для автоматизации вашей инфраструктуры

Claude Code включает безголовый режим для неинтерактивных контекстов, таких как CI, хуки перед коммитом, скрипты сборки и автоматизация. Используйте флаг -p с запросом для включения безголового режима и --output-format stream-json для потоковой передачи вывода JSON.

Обратите внимание, что безголовый режим не сохраняется между сессиями. Вы должны включать его в каждой сессии.

a. Используйте Claude для сортировки задач

Безголовый режим может управлять автоматизацией, запускаемой событиями GitHub, например, когда в вашем репозитории создается новая задача. Например, публичный репозиторий Claude Code использует Claude для проверки новых задач по мере их поступления и назначения соответствующих меток.

b. Используйте Claude в качестве линтера

Claude Code может предоставлять субъективные обзоры кода помимо того, что обнаруживают традиционные инструменты линтинга, выявляя такие проблемы как опечатки, устаревшие комментарии, вводящие в заблуждение имена функций или переменных и многое другое.

6. Повышение уровня с рабочими процессами с несколькими экземплярами Claude

Помимо автономного использования, некоторые из наиболее мощных приложений включают запуск нескольких экземпляров Claude параллельно:

a. Пусть один Claude пишет код; используйте другой Claude для проверки

Простой, но эффективный подход — дать одному Claude писать код, в то время как другой проверяет или тестирует его. Аналогично работе с несколькими инженерами, иногда наличие отдельного контекста полезно:

  1. Используйте Claude для написания кода

  2. Выполните /clear или запустите второй Claude в другом терминале

  3. Попросите второго Claude проверить работу первого Claude

  4. Запустите еще один Claude (или снова /clear) для чтения кода и обратной связи по обзору

  5. Попросите этого Claude отредактировать код на основе обратной связи

Вы можете сделать что-то подобное с тестами: попросите одного Claude написать тесты, а затем попросите другого Claude написать код, чтобы тесты прошли успешно. Вы даже можете заставить ваши экземпляры Claude общаться друг с другом, предоставив им отдельные рабочие черновики и указав, в какой из них писать и из какого читать.

Такое разделение часто дает лучшие результаты, чем использование одного Claude для всего.

b. Имейте несколько локальных копий вашего репозитория

Вместо того чтобы ждать, пока Claude завершит каждый шаг, многие инженеры в Anthropic делают следующее:

  1. Создают 3-4 копии git в отдельных папках

  2. Открывают каждую папку в отдельных вкладках терминала

  3. Запускают Claude в каждой папке с различными задачами

  4. Переключаются между ними для проверки прогресса и подтверждения/отклонения запросов разрешений

c. Используйте git worktrees

Этот подход отлично подходит для нескольких независимых задач, предлагая более легковесную альтернативу нескольким локальным копиям. Git worktrees позволяют вам извлекать несколько веток из одного репозитория в отдельные каталоги. У каждого worktree есть собственный рабочий каталог с изолированными файлами, при этом они используют одну и ту же историю Git и reflog.

Использование git worktrees позволяет запускать несколько сессий Claude одновременно на разных частях вашего проекта, каждая из которых сфокусирована на своей независимой задаче. Например, у вас может быть один Claude, который рефакторит вашу систему аутентификации, в то время как другой создает совершенно не связанный компонент визуализации данных. Поскольку задачи не пересекаются, каждый Claude может работать на полной скорости без ожидания изменений другого или решения конфликтов слияния:

  1. Создайте worktrees: git worktree add ../project-feature-a feature-a

  2. Запустите Claude в каждом worktree: cd ../project-feature-a && claude

  3. Создайте дополнительные worktrees по мере необходимости (повторите шаги 1-2 в новых вкладках терминала)

Некоторые советы:

  • Используйте согласованные соглашения об именовании

  • Поддерживайте одну вкладку терминала на worktree

  • Если вы используете iTerm2 на Mac, настройте уведомления для случаев, когда Claude требуется внимание

  • Используйте отдельные окна IDE для разных worktrees

  • Очистите, когда закончите: git worktree remove ../project-feature-a

d. Используйте безголовый режим с пользовательской оболочкой

claude -p (безголовый режим) программно интегрирует Claude Code в более крупные рабочие процессы, используя его встроенные инструменты и системный запрос. Существует два основных паттерна использования безголового режима:

1. Распараллеливание обрабатывает крупные миграции или анализы (например, анализ настроения в сотнях журналов или анализ тысяч CSV-файлов):

  1. Попросите Claude написать скрипт для создания списка задач. Например, создайте список из 2 тысяч файлов, которые нужно перенести с фреймворка A на фреймворк B.

  2. Пройдите циклом по задачам, программно вызывая Claude для каждой и давая ему задачу и набор инструментов, которые он может использовать. Например: claude -p "migrate foo.py from React to Vue. When you are done, you MUST return the string OK if you succeeded, or FAIL if the task failed." --allowedTools Edit Bash(git commit:*)"

  3. Запустите скрипт несколько раз и уточните ваш запрос для получения желаемого результата.

2. Конвейерная обработка интегрирует Claude в существующие конвейеры обработки данных:

  1. Вызовите claude -p "" --json | your_command, где your_command — это следующий шаг вашего конвейера обработки

  2. Вот и все! JSON-вывод (опционально) может помочь предоставить структуру для более легкой автоматизированной обработки.

Для обоих этих случаев использования может быть полезно использовать флаг --verbose для отладки вызова Claude. Мы обычно рекомендуем отключать подробный режим в производственной среде для более чистого вывода.

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:54 kimberlyhebertt6877

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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.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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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.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 19.08.26 14:50 BAYER7043

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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.

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 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

  • 05.10.26 21:26 [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

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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

  • 12.10.26 19:34 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

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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