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Собственная облачная LLM на 16 ГБ VRAM — часть 1: базовая сборка, tools и MCP

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Привет, Хабр! На фоне ажиотажа вокруг нейросетей все чаще встает вполне приземленный вопрос — сколько стоит содержать собственную LLM.

Современные ИИ-агенты уровня Claude, ChatGPT и DeepSeek уже давно перестали быть «чатами для развлечения». Это сложные системы, которые перед тем как выдать ответ, тратят десятки тысяч токенов на внутренние рассуждения, вызывают внешние функции, взаимодействуют с MCP-серверами и даже работают напрямую с интерфейсом ОС.

В продакшене — особенно при использовании нескольких агентов, собственных инструментов и фоновых задач — потребление токенов растет лавинообразно. При плотной нагрузке счет за API легко превращается в постоянную и плохо прогнозируемую статью расходов, от которой уже сложно отмахнуться.

В статье я покажу практичный компромисс: как развернуть собственную облачную LLM, которая укладывается в 16 ГБ видеопамяти, поддерживает инструменты и вызов функций, интегрируется с MCP-серверами и может использоваться как полноценный API-сервис для бэкенд-задач.

Используйте навигацию, если не хотите читать целиком:

Как сократить расходы на использование LLM, не потеряв в качестве

Самый очевидный ответ — развернуть собственную нейросеть на сервере и использовать ее как облачный API.

Однако здесь нас ждет стоп-фактор. Большинство мощных open-source языковых моделей требуют десятки гигабайт видеопамяти. 24, 48, а иногда и 80 ГБ VRAM — а это уже совсем другой бюджет на инфраструктуру, который подходит далеко не всем. Вся архитектура будет максимально прагматичной и ориентированной на продакшен.

Из каких компонентов состоит решение

Прежде чем писать команды и поднимать сервер, нужно зафиксировать, что именно мы строим. Важно понимать: речь идет не о запуске «локального чата», а о сборке небольшой, но полноценной инфраструктуры.

В итоговом варианте решение представляет собой несколько логических компонентов. В основе лежит LLM-сервер, отдельный сервис, отвечающий исключительно за инференс модели: прием запросов, генерацию ответов, а также работу с инструментами и MCP.

MCP (Model Context Protocol) — открытый протокол, позволяющий подключать к агенту внешние сервисы как инструменты. Вместо того чтобы писать обертки для каждого API вручную, можно использовать готовые MCP-серверы.

Между моделью и внешним миром расположен инференс-движок — слой, отвечающий за производительность, управление видеопамятью и API. Именно на этом уровне используется vLLM, подробнее о нем чуть ниже.

Для корректного доступа к сервису извне применяется reverse proxy. Он отвечает за SSL, доменное имя и создает задел для будущего масштабирования.

Поверх этого располагается FastAPI-приложение — отдельный бэкенд-слой с прикладной логикой. Здесь сосредоточено управление входящими запросами, обработка вызовов инструментов, интеграция MCP-серверов, а также контроль доступа и ограничений.

Такое разделение позволяет воспринимать LLM как обычный бэкенд-сервис, а не как монолит, в который положили все подряд.

Какой стек будем использовать

Возьмем приземленный и знакомый большинству Python-разработчиков стек:

  • Linux-сервер с GPU;

  • инференс-движок для LLM, vLLM;

  • Nginx, FastAPI как основной бэкенд;

  • MCP-серверы и инструменты — в качестве внешних или встроенных компонентов.

Никаких специфичных ML-фреймворков или редких зависимостей — все легко поддерживается и масштабируется.

Почему именно vLLM, а не классический запуск через transformers?

Если вы когда-либо поднимали LLM локально через transformers, то знаете, что такой подход хорошо подходит для экспериментов, но плохо масштабируется в сервисном режиме.

Если к модели обратятся сразу несколько человек, видеопамять начнет тормозить и вам придется вручную прикручивать API и придумать, как не «уронить» сервер при высокой нагрузке.

vLLM создан как раз для таких задач. Он хорошо держит несколько одновременных запросов, а также API, совместимый с OpenAI-стилем. Он справляется со сложными функциями и позволяет засунуть серьезные модели даже в обычную видеокарту на 16 ГБ VRAM. Проще говоря, vLLM — это инференс-движок, заточенный под продакшен.

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Арендуйте GPU за 1 рубль!

Выберите нужную конфигурацию в панели управления Selectel. *

Подробнее →

Подготовка инфраструктуры

Переходим к практике. На этом этапе арендуем VPS с GPU и сразу привязываем к нему домен. Это позволит дальше не тратить время на настройку DNS.

Даже если вы никогда раньше не работали с VPS и доменами — ничего страшного. Повторяя шаги ниже, вы без проблем справитесь.

Домен

Чтобы наша система могла работать как полноценный «персональный ИИ-инстанс», нам необходимо открыть возможность отправки внешних запросов к нашему Qwen3.

При этом обращаться напрямую к IP-адресу с портом — не лучшая идея. Вместо этого мы будем использовать доменное имя с HTTPS. Без шифрования ваши промты и API-ключи будут лежать в сети в открытом виде, а современные браузеры и сервисы просто откажутся работать с «небезопасным» IP. Плюс, если сервер переедет, вам не придется переписывать конфиги во всех приложениях.

Шаги по регистрации домена:

Регистрируйте аккаунт в панели управления, если у вас его еще нет. Открывайте вкладку Продукты, далее Домены. Переходите в раздел регистрации доменных имен и нажимайте кнопку Зарегистрировать домен.

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Проверьте доступность доменного имени, если имя свободно — нажимайте Оформить.

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Заполните контактные данные администратора домена и завершите регистрацию. После этого доменное имя переходит в ваше распоряжение.

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Далее переходите в раздел Доменные зоны и нажимайте Добавить зону.

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Ожидайте, пока домен получит статус «Делегирован». Изменения вносятся в реестр за один рабочий час, но для полной работы DNS-серверов может потребоваться до 24 часов.

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Этот статус означает, что мы можем полноценно управлять DNS-записями домена.

На этом этапе этих шагов более чем достаточно. К доменному имени мы еще вернемся позже — когда будем настраивать Nginx на VPS-сервере и привязывать домен к нашему vLLM-проекту, превращая его в полноценную точку входа для удаленных запросов.

VPS сервер с GPU 16 ГБ

В рамках статьи я сознательно буду показывать запуск проекта на бюджетной конфигурации с GPU 16 ГБ. Этого более чем достаточно для демонстрации, тестирования и личного использования.

Если же вы планируете использовать модель в продакшене с высокой или средней нагрузкой, большим количеством одновременных запросов и длинным контекстом — в этом случае стоит сразу смотреть на более мощное железо. Но логика настройки при этом останется той же.

Сейчас нам нужно арендовать VPS-сервер с GPU, получить к нему доступ и подготовить его к дальнейшей настройке.

Я остановился на следующем варианте конфигурации облачного сервера:

  • процессор — четыре виртуальных ядра;

  • оперативная память — 32 ГБ;

  • накопитель — 100 ГБ SSD;

  • графический ускоритель — одна видеокарта NVIDIA Tesla T4 с 16 ГБ видеопамяти.

Это сбалансированная и доступная конфигурация, которая отлично подходит для запуска Qwen3-14B в квантованном виде и работы через vLLM.

Как по шагам создать свой VPS

Переходим в в панель управления, открываем раздел Инфраструктура → Облачные серверы.

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Кликаем на Создать сервер.

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В качестве операционной системы выбираем Ubuntu 24.04. Она лучше всего адаптирована под работу с GPU, драйверами NVIDIA и современным ML-стеком (и идет с установленными драйверами на видеокарту).

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Выбираем конфигурацию. Я возьму для тестов GPU с Tesla T4 (16 ГБ).

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Добавим к стандартным 20 ГБ SSD диска еще 80 ГБ, чтобы хватило места для модели, кэша Hugging Face, а также для тяжелых зависимостей vLLM в виртуальном окружении.

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Добавим SSH-ключ для входа на сервер без ввода пароля.

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Создание SSH-ключа — инструкция для всех ОС

Инструкция для Windows:

Для современных Windows 10/11 лучше всего использовать встроенный клиент:

# Встроенный OpenSSH (Win 10/11)
ssh-keygen -t ed25519 -C "ваш@email.com"

# Или через PowerShell
New-Item -ItemType Directory -Force ~/.ssh
ssh-keygen -t ed25519 -f ~/.ssh/id_ed25519 -N ""

Альтернатива: PuTTYgen (скачать с putty.org) → Generate → Save public/private key.

Инструкция для macOS / Linux:

Здесь все стандартно, используем терминал:

# Самый безопасный (рекомендую)
ssh-keygen -t ed25519 -C "ваш@email.com"

# Или RSA (совместимость со старыми системами)  
ssh-keygen -t rsa -b 4096 -C "ваш@email.com"

Где лежат ключи:

  • публичный (его мы копируем в панель облака): ~/.ssh/id_ed25519.pub;

  • приватный (это ваш пароль, его нельзя никому показывать): ~/.ssh/id_ed25519.

Как быстро скопировать ключ в буфер обмена:

# macOS
pbcopy < ~/.ssh/id_ed25519.pub

# Linux (xclip)
xclip -sel clip < ~/.ssh/id_ed25519.pub

# Windows PowerShell
Get-Content ~/.ssh/id_ed25519.pub | Set-Clipboard

Готово. Теперь вставляем публичный ключ в панель управления облака.

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На этом этапе сервер готов к работе.

Связываем доменное имя с VPS сервером

Если на данном этапе у вас есть доменное имя и активирована доменная зона, то процесс связки доменного имени с сервером займет пару минут.

Переходим в Доменные зоны.

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Проваливаемся внутрь записи и привязываем публичный IP-адрес сервера к домену, как указано ниже.

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Оставляем имя группы пустым, если хотите, чтоб вызов нейросети шел по домену второго уровня.

Настройка VPS-сервера

Перед запуском LLM-модели необходимо подготовить VPS-сервер: установить базовые зависимости, проверить драйверы NVIDIA и поставить окружение для запуска vLLM. Приведем сервер в рабочее состояние.

Подключение к серверу

Ввод пароля не требуется, так как мы на предыдущем этапе уже связали свою локальную машину с VPS сервером через публичный ключ.

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Обновление системы и установка базовых зависимостей

Для начала обновим пакеты и установим необходимый минимум:

sudo apt update && sudo apt install -y \
    nginx \
    certbot \
    python3 \
    python3-pip \
    python3-venv \
    python3-certbot-nginx
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Что здесь важно:

  • Python 3 + venv — основа для запуска vLLM;

  • Nginx и certbot понадобятся позже для HTTPS и проксирования.

Мы закладываем инфраструктуру сразу, без необходимости возвращаться к этому этапу.

Драйверы NVIDIA

Если вы выбирали выделенный сервер с Ubuntu 24 в панели управления Selectel, то необходимости в отдельной установке драйверов на видеокарту у вас не будет.

Убедимся, что драйверы установлены, командой: nvidia-smi.

Если команда выводит информацию о Tesla T4 — значит, драйвер установлен и видеокарта готова к работе.

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Дополнительно установим CUDA Toolkit из репозитория Ubuntu/Debian. Нам это нужно для компиляции CUDA-кода, работы с GPU и выполнения операций на видеокарте.

apt install -y nvidia-cuda-toolkit

Облачная инфраструктура для ваших проектов

Виртуальные машины в Москве, Санкт-Петербурге и Новосибирске с оплатой по потреблению.

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Подготовка проекта и виртуального окружения

Создадим рабочую директорию под наш проект и разместим ее в домашнем каталоге:

cd ../home
mkdir vllm_qwen3
cd vllm_qwen3

Дальше создаем виртуальное окружение Python и активируем его:

python3 -m venv .venv
source .venv/bin/activate

Использование виртуального окружения позволяет:

  • изолировать зависимости проекта;

  • избежать конфликтов с системными пакетами;

  • упростить дальнейшее сопровождение сервиса.

Устанавливаем инференс-движок vLLM: pip install vllm.

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Запуск Qwen3 через vLLM на Tesla T4

Мы запускаем Qwen3-14B-AWQ на доступной Tesla T4 (16 ГБ VRAM) с 4-битной квантовкой AWQ и аккуратно подобранными лимитами памяти и контекста.

Цель — получить продакшн-совместимый OpenAI-API сервер и не прибегнуть к производительным A100/H100.

Генерация API-ключа

Для защиты API потребуется токен, получим его командой: openssl rand -hex 32.

Токен будет выглядеть примерно так: c8a9f7d2e4b1a6c3f9d8e7b2a4c6f1d3e5b7a9c2f4d6e8b1a3c5f7d9e2b4a6c8

Этот ключ потребуется передавать в заголовке:

Authorization: Bearer ВАШ_КЛЮЧ

Команда запуска

vllm serve Qwen/Qwen3-14B-AWQ \
  --host 0.0.0.0 \
  --port 8002 \
  --gpu-memory-utilization 0.96 \
  --max-model-len 8000 \
  --max-num-seqs 1 \
  --dtype half \
  --enforce-eager \
  --trust-remote-code \
  --enable-prefix-caching \
  --enable-chunked-prefill \
  --quantization awq \
  --served-model-name qwen3-14b \
  --api-key "ВАШ_КЛЮЧ" \
  --disable-log-requests \
  --enable-auto-tool-choice \
  --tool-call-parser hermes \
  --chat-template-content-format string
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Разбор параметров — что и за что отвечает

Модель Qwen/Qwen3-14B-AWQ

Как я уже говорил, используется уже квантованная версия модели в формате AWQ. На T4 это позволяет:

  • уместить 14B модель в 16 ГБ VRAM;

  • сохранить приемлемое качество;

  • получить хорошую скорость инференса.

Сетевые параметры

  • --host 0.0.0.0 — сервис доступен извне (не только localhost);

  • --port 8002 — порт OpenAI-совместимого API.

Память и производительность

--gpu-memory-utilization 0.96

vLLM может использовать до 96% VRAM. Позволяет максимально эффективно задействовать T4, не доводя до OOM.

--max-model-len 8000

Максимальный контекст — 8 000 токенов.

На T4 это практически верхняя безопасная граница при 4-битной модели. Больше — риск нехватки памяти при длинных диалогах.

--max-num-seqs 1

Одновременно обрабатывается один активный запрос. Это стабилизирует потребление памяти, исключает резкие скачки VRAM и подходит для личного сервера или low-load продакшена.

Если планируется многопользовательская нагрузка — параметр, как и мощность железа, нужно будет пересматривать.

--dtype half

Используется FP16 для вычислений (где это применимо). Оптимальный баланс скорости и стабильности для T4.

--enforce-eager

Принудительный eager-режим. На T4 это часто работает стабильнее, чем полностью компилируемый граф.

Оптимизации скорости

--enable-prefix-caching

Кэширует общий префикс запроса и сильно ускоряет диалоги, повторяющиеся системные промты, агентные сценарии.

--enable-chunked-prefill

Разбивает длинный ввод на части при чтении запроса. Позволяет избежать пикового потребления памяти при больших промтах.

Безопасность и интеграция

--api-key "..."

Ограничивает доступ к серверу. Без ключа запросы будут отклоняться.

--disable-log-requests

Не логирует тексты запросов в stdout. Важно для приватности и продакшн-развертываний.

Инструменты (Tool Calling)

--enable-auto-tool-choice

Позволяет модели автоматически выбирать инструмент.

--tool-call-parser hermes

Используется Hermes-парсер для корректной обработки tool-calls.

Это важно, если планируется:

  • LangChain;

  • агентные сценарии;

  • вызов внешних функций.

Прочее

--trust-remote-code

Разрешает загрузку кастомного кода модели с HuggingFace. Необходим для корректной работы Qwen.

--served-model-name qwen3-14b

Имя, которое будет отображаться в API. Именно его будут видеть клиенты OpenAI-формата.

--chat-template-content-format string

Формат передачи контента в шаблон чата. Обеспечивает совместимость с OpenAI-стилем сообщений.

Что происходит после запуска

Скачивание модели происходит автоматически (8–9 ГБ, один раз), после чего ее загрузка в VRAM занимает около 20–40 секунд. Первый запрос может выполняться до 1–2 минут из-за нормального процесса компиляции графа. Однако все последующие ответы будут приходить практически мгновенно.

Не пугайтесь долгого первого старта, это стандартное поведение.

570b830f0c5fcd35bcf7941b638ea75b.png

Что мы получили:

  • 14B модель;

  • 4-битная квантовка;

  • 8 000 токенов контекста;

  • OpenAI-совместимый API;

  • Полная работа на одной Tesla T4.

Без A100, без 80 ГБ VRAM и без космического бюджета.

Теперь модель доступна по адресу:

http://SERVER_IP:8002

Быстрый тест API

Когда сервер поднялся, проверим, что все работает. Для этого необходимо открыть новый терминал и там выполнить вход на VPS сервер.

Если мы введем команду nvidia-smi, то увидим, что наша модель заняла практически весь размер видеопамяти:

b202dddf686fea75e28fb903fbfea27a.png

Выполним простой запрос через curl:

curl http://localhost:8002/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer z64bf3f7f93601wZez6a621381axqfagzaaa0fd79c589aX2eaaadsr1a0cdd0491a2ea" \
  -d '{
    "model": "qwen3-14b",
    "messages": [
      {
        "role": "user",
        "content": "Привет! Кто тебя создал такого?"
      }
    ],
    "max_tokens": 256
  }'
abb63820818b945384eeaf03c22384e3.png

Сразу видим, что модель из коробки поддерживает режим Thinking. То есть кроме обычного ответа и доп данных, мы можем видеть процесс размышления модели. Бывает очень полезно в некоторых сценариях.

Если вы не хотите тратить время на получение размышлений, то можно легко эти самые размышления отключить.

Пример запроса:

 curl http://localhost:8002/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer z64bf3f7f93601wZez6a621381axqfagzaaa0fd79c589aX2eaaadsr1a0cdd0491a2ea" \
  -d '{
    "model": "qwen3-14b",
    "messages": [
      {
        "role": "user",
        "content": "Привет! Кто ты?"
      }
    ],
    "max_tokens": 256,
    "chat_template_kwargs": {
      "enable_thinking": false
    }
  }'
e1e75fad56deb0f9afc6059817c25d25.png

Ответ получили значительно быстрее.

Запуск через systemd

Для постоянной работы сервиса запускать его вручную — плохая идея. Поэтому сразу оформим все через systemd.

Создаем сервисный файл командой: sudo nano /etc/systemd/system/vllm-qwen3.service.

Пример конфигурации:

[Unit]
Description=vLLM Qwen3-14B Server
After=network.target
StartLimitIntervalSec=0

[Service]
Type=simple
User=root
WorkingDirectory=/home/vllm_qwen3
Environment="PATH=/home/vllm_qwen3/.venv/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
Environment="CUDA_VISIBLE_DEVICES=0"
ExecStart=/home/vllm_qwen3/.venv/bin/python -m vllm.entrypoints.openai.api_server \
    --model Qwen/Qwen3-14B-AWQ \
    --host 0.0.0.0 \
    --port 8002 \
    --gpu-memory-utilization 0.96 \
    --max-model-len 8000 \
    --max-num-seqs 1 \
    --dtype half \
    --enforce-eager \
    --trust-remote-code \
    --enable-prefix-caching \
    --enable-chunked-prefill \
    --quantization awq \
    --served-model-name qwen3-14b \
    --api-key ВАШ_ТОКЕН\
    --disable-log-requests \
    --enable-auto-tool-choice \
    --tool-call-parser hermes \
    --chat-template-content-format string
Restart=always
RestartSec=10
StandardOutput=journal
StandardError=journal
SyslogIdentifier=vllm-qwen3

[Install]
WantedBy=multi-user.target

Активируем сервис:

# Перезагрузить systemd
sudo systemctl daemon-reload

# Включить автозапуск
sudo systemctl enable vllm-qwen3.service

# Запустить сервис
sudo systemctl start vllm-qwen3.service

# Проверить статус
sudo systemctl status vllm-qwen3.service

# Посмотреть логи
sudo journalctl -u vllm-qwen3.service -f
e4a5e4b9480dea8d722b76f1a76fc756.png

Теперь LLM будет автоматически подниматься вместе с сервером и переживать перезапуски.

Настраиваем Nginx и HTTPS

Превратим наш локальный LLM-сервис в настоящую облачную нейросеть, к которой можно подключаться с любого места — точно так же, как к ChatGPT или DeepSeek.

На данный момент у нас уже должно быть доменное имя, к которому привязана А-запись на домен второго уровня с привязкой к IP-адресу нашего сервера.

36ca7dc468cc5dd08b74f17848f3b8ef.png

Конфигурация Nginx

Создадим конфигурационный файл:

nano /etc/nginx/sites-available/qwen3-vllm.ru

Содержимое:

server {
    listen 80;
    server_name ВАШ ДОМЕН (в моем случае qwen3-vllm.ru);
    
    # Важно для долгих ответов и стриминга
    proxy_read_timeout 600s;
    proxy_connect_timeout 600s;
    proxy_send_timeout 600s;
    
    # Для больших промтов
    client_max_body_size 50M;
    location / {
        proxy_pass http://127.0.0.1:8002;
        proxy_http_version 1.1;
      
        # WebSocket для стриминга
        proxy_set_header Upgrade $http_upgrade;
        proxy_set_header Connection "upgrade";
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
       
        # Отключаем буферизацию для SSE
        proxy_buffering off;
        proxy_cache off;
    }
}

Активация конфига и получение SSL сертификата:

# Активируем сайт
ln -s /etc/nginx/sites-available/qwen3-vllm.ru /etc/nginx/sites-enabled/
rm -f /etc/nginx/sites-enabled/default

# Проверяем конфиг
nginx -t

# Перезапускаем Nginx
systemctl restart nginx

Подключаем HTTPS

Устанавливаем certbot (если еще не установлен):

sudo apt install -y certbot python3-certbot-nginx

Получаем SSL-сертификат

certbot --nginx -d ВАШ ДОМЕН --non-interactive --agree-tos --email [email protected]

Например:

certbot --nginx -d qwen3-vllm.ru --non-interactive --agree-tos --email [email protected]

Certbot автоматически включит HTTPS, настроит редирект и добавит автообновление сертификата.

a54e8ca453c1f0db70be4bcb45838493.png

Проверяем, что все работает

Открываем в браузере https://ВАШ_ДОМЕН/docs. В моем случае это: https://qwen3-vllm.ru/docs.

b964c5190334d3da95d9585509f7acf1.png

Так как vLLM использует FastAPI под капотом, вы сразу увидите Swagger-документацию. Это отличный знак — значит сервис полностью доступен извне.

На этом этапе у нас есть полностью рабочая облачная LLM с HTTPS-доступом и API, совместимым с OpenAI. Прежде чем двигаться дальше и добавлять прикладную бизнес-логику, имеет смысл проверить, как эта модель ведет себя в реальных сценариях.

ML Impact — про ML и AI без хайпа

Все кругом говорят про ML, но многие ли понимают его настоящую пользу для бизнеса? Мы запустили ресурс, который поможет во всем разобраться.

Подробнее →

Практика: тестируем LLM как API-сервис

Все примеры ниже выполняются на локальном компьютере. GPU, Docker и сложная инфраструктура не требуются — мы работаем с LLM как с обычным внешним API.

Подготовка локального окружения

Создадим отдельное виртуальное окружение для клиентского кода на своей локальной машине:

mkdir llm-client
cd llm-client
python3 -m venv .venv
source .venv/bin/activate

Установим минимальный набор зависимостей:

pip install langchain langchain-openai langgraph langchain-mcp-adapters pydantic-settings httpx

Или, если вы клонировали репозиторий: pip install -r requirements.txt.

Далее начинается достаточно много примеров кода на Python. Для того, чтобы было проще ориентироваться по тексту далее, можете клонировать репозиторий, в котором находится полный исходник.

Конфигурация

Для подключения к LLM нам нужны три параметра: токен, адрес сервера и название модели. Хранить их в коде — плохая практика, поэтому вынесем все в .env-файл:

CLIENT_TOKEN=ВАШ_ТОКЕН
CLIENT_BASE_URL=https://qwen3-vllm.ru
LLM_MODEL_NAME=qwen3-14b

А считывать будем через pydantic-settings — это дает валидацию и типизацию из коробки: from pydantic_settings import BaseSettings, SettingsConfigDict.

class Settings(BaseSettings):
    model_config = SettingsConfigDict(
        env_file=".env",
        env_file_encoding="utf-8",
        case_sensitive=False,
    )

    client_token: str
    client_base_url: str
    llm_model_name: str
settings = Settings()

Если забыть указать любую из переменных — приложение падает при старте с понятной ошибкой валидации, а не где-то посреди работы с None вместо токена.

Пример-1: чат-агент

Начнем с минимального варианта — агент без инструментов, просто разговор с моделью. Это позволяет убедиться, что подключение работает, модель отвечает адекватно, а задержка приемлемая.

import asyncio
from langchain_openai import ChatOpenAI
from langchain.agents import create_agent
from config import settings
def create_model(
    temperature: float = 0.7,
    max_tokens: int = 1024,
    enable_thinking: bool = False,
) -> ChatOpenAI:
    base_url = settings.client_base_url.rstrip("/")
    extra_body = None
    if not enable_thinking:
        extra_body = {
            "chat_template_kwargs": {"enable_thinking": False}
        }

    return ChatOpenAI(
        model=settings.llm_model_name,
        api_key=settings.client_token,
        base_url=f"{base_url}/v1",
        temperature=temperature,
        max_completion_tokens=max_tokens,
        extra_body=extra_body,
    )

async def main():
    model = create_model()
    agent = create_agent(
        model=model,
        tools=[],
        system_prompt="Ты полезный ассистент. Отвечай кратко и по делу на русском языке.",
    )

    print("Простой агент запущен. Введите 'exit' для выхода.\n")
    while True:
        user_input = input("Вы: ")
        if user_input.strip().lower() in ("exit", "quit", "выход"):
            break
        result = await agent.ainvoke(
            {"messages": [{"role": "user", "content": user_input}]}
        )

        messages = result.get("messages", [])
        for msg in reversed(messages):
            if msg.type == "ai" and msg.content:
                print(f"\nАссистент: {msg.content}\n")
                break
if name == "__main__":
    asyncio.run(main())

Ключевой момент — ChatOpenAI из LangChain работает с любым OpenAI-совместимым API. Мы просто подставляем base_url нашего vLLM-сервера, и все подключение готово. Никаких специальных клиентов или SDK не нужно.

Параметр extra_body с enable_thinking: False отключает «режим размышления» у моделей, которые его поддерживают (например, QwQ). Для простого чата он не нужен, а ответы приходят быстрее.

Запускаем через команду: python -m example.simple_agent.

b55689b6bf1d70add0270df04f8082e0.png

Пример-2: агент с инструментами

Простой чат — это хорошо, но настоящая сила агентов в том, что они могут использовать инструменты. Модель сама решает, когда и какой инструмент вызвать, на основе запроса пользователя.

Определим несколько инструментов через декоратор @tool:

from langchain_core.tools import tool
import httpx
from datetime import datetime, timezone, timedelta

@tool
def get_current_time() -> str:
    """Возвращает текущую дату и время по Москве (UTC+3)."""
    moscow_tz = timezone(timedelta(hours=3))
    now = datetime.now(moscow_tz)
    return now.strftime("%d.%m.%Y %H:%M:%S (МСК)")

@tool
async def get_random_joke() -> str:
    """Возвращает случайный анекдот/шутку на английском языке."""
    async with httpx.AsyncClient(timeout=10) as client:
        resp = await client.get("https://official-joke-api.appspot.com/random_joke")
        resp.raise_for_status()
        data = resp.json()
        return f"{data['setup']}\n— {data['punchline']}"

@tool
async def get_random_quote() -> str:
    """Возвращает случайную вдохновляющую цитату."""
    async with httpx.AsyncClient(timeout=10) as client:
        resp = await client.get("https://zenquotes.io/api/random")
        resp.raise_for_status()
        data = resp.json()[0]
        return f'«{data["q"]}»\n— {data["a"]}'

@tool
async def get_random_fact() -> str:
    """Возвращает случайный интересный факт."""
    async with httpx.AsyncClient(timeout=10) as client:
        resp = await client.get(
            "https://uselessfacts.jsph.pl/api/v2/facts/random?language=en"
        )

        resp.raise_for_status()
        data = resp.json()
        return data["text"]

Обратите внимание: docstring каждого инструмента — это не просто документация для разработчика. Именно по этому описанию модель понимает, что делает инструмент и когда его стоит вызвать. Чем точнее описание, тем лучше модель выбирает нужный инструмент.

Теперь передаем инструменты агенту:

async def main():
    model = create_model()
    tools = [get_current_time, get_random_joke, get_random_quote, get_random_fact]
    agent = create_agent(
        model=model,
        tools=tools,
        system_prompt=(
            "Ты полезный ассистент с доступом к инструментам:\n"
            "- get_current_time — узнать текущее московское время\n"
            "- get_random_joke — получить случайную шутку\n"
            "- get_random_quote — получить случайную цитату\n"
            "- get_random_fact — получить случайный интересный факт\n\n"
            "Используй инструменты когда это уместно. "
            "Данные от API приходят на английском — переводи их на русский в ответе."
        ),
    )

    tool_names = [t.name for t in tools]
    print(f"Агент с инструментами запущен: {', '.join(tool_names)}")
    print("Введите 'exit' для выхода.\n")
    while True:
        user_input = input("Вы: ")
        if user_input.strip().lower() in ("exit", "quit", "выход"):
            break
        result = await agent.ainvoke(
            {"messages": [{"role": "user", "content": user_input}]}
        )

        messages = result.get("messages", [])
        for msg in messages:
            if msg.type == "ai" and hasattr(msg, "tool_calls") and msg.tool_calls:
                for tc in msg.tool_calls:
                    print(f"  🔧 Вызов: {tc['name']}({tc['args']})")
            if msg.type == "tool":
                print(f"  📎 Результат: {msg.content[:200]}")
        for msg in reversed(messages):
            if msg.type == "ai" and msg.content and not msg.tool_calls:
                print(f"\nАссистент: {msg.content}\n")
                break

Логика процесса устроена так: LangChain через LangGraph строит цикл, «модель → инструмент → модель». Когда пользователь спрашивает «Который час?», модель не пытается угадать время — она возвращает вызов get_current_time(). LangGraph выполняет функцию, передает результат обратно модели, и та формирует финальный ответ.

Запуск: python -m example.agent_with_tools.

Попробуйте спросить: «Расскажи шутку и интересный факт» — модель вызовет оба инструмента и скомбинирует результаты в один ответ.

be7c31e435f0d4d34e268577dc1fd277.png

Пример-3: агент с MCP-серверами

В этом примере мы подключаем два MCP-сервера:

  • fetch — загрузка и парсинг веб-страниц по URL;

  • filesystem — чтение, запись и навигация по файловой системе.

И комбинируем их с нашими кастомными инструментами из предыдущего примера.

from langchain_mcp_adapters.client import MultiServerMCPClient
MCP_SERVERS = {
    "fetch": {
        "command": "uvx",
        "args": ["mcp-server-fetch"],
        "transport": "stdio",
    },

    "filesystem": {
        "command": "npx",
        "args": ["-y", "@modelcontextprotocol/server-filesystem", "/home/user"],
        "transport": "stdio",
    },
}

MCP-серверы запускаются как дочерние процессы и общаются с клиентом по stdio. Библиотека langchain-mcp-adapters автоматически превращает все доступные операции MCP-сервера в LangChain-инструменты:

async def main():
    mcp_client = MultiServerMCPClient(MCP_SERVERS)
    mcp_tools = await mcp_client.get_tools()
    custom_tools = [get_current_time, get_random_joke, get_random_quote, get_random_fact]
    all_tools = mcp_tools + custom_tools
    model = create_model()
    agent = create_agent(
        model=model,
        tools=all_tools,
        system_prompt=(
            "Ты ассистент с доступом к инструментам.\n\n"
            "MCP инструменты:\n"
            "- fetch — загрузка и чтение веб-страниц по URL\n"
            "- filesystem — чтение, запись, поиск файлов и навигация по каталогам\n\n"
            "Кастомные инструменты:\n"
            "- get_current_time — текущее московское время\n"
            "- get_random_joke — случайная шутка\n"
            "- get_random_quote — случайная цитата\n"
            "- get_random_fact — случайный интересный факт\n\n"
            "Отвечай на русском языке. Данные от API на английском — переводи."
        ),
    )
    …

Запуск командой: python -m example.agent_with_mcp.

Теперь агент может, например, прочитать веб-страницу и пересказать ее содержание, или найти файл на диске и показать его содержимое — все в рамках одного диалога.

Попробуем с запросом: «прочитай эту статью https://ru.wikipedia.org/wiki/Qwen и сделай ее саммари с основными тезисами в файл summary.md».

24688c6976e65a54f1d93d446080d23d.pngdc8c54d1f7d041448d28c701beb960c5.png

Заключение

Мы убедились, что LLM доступна по API, корректно отвечает на вопросы, умеет вызывать инструменты и работать с внешними сервисами через MCP. Все это — с локального компьютера, GPU и без сложной настройки.

Следующий логичный шаг — обернуть эту логику в полноценный бэкенд на FastAPI, чтобы агент стал доступен не только из терминала, но и через HTTP-эндпоинты для фронтенда или других сервисов, чем мы и займемся в следующей части.

Поделитесь в комментариях: используете ли вы квантованные модели в продакшене и, если да, какое семейство моделей (Qwen, Llama, Mistral) лучше всего показало себя в ваших задачах?

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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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

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  • 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

  • 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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