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Радикальный Дельфизм в эпоху AI: подключаем ИИ-ассистентов к OpenCV и FFmpeg через MCP

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Технологии ушли вперёд, и теперь мы живём в эру больших языковых моделей и автономных AI-агентов. В настоящее время существует несколько агентных систем, работающие с компьютерным зрением и камерами. Интеллектуальные видеоагенты обрабатывают видеопотоки в реальном времени, распознают объекты, анализируют поведение людей, фиксируют нарушения и действуют автономно. В основном – это готовые коммерческие ИИ-платформы для видеонаблюдения (например, Lumana, VisionPlatform.ai, Spot AI).
Для создания собственных решений можно настроить захват кадров (через Frame Forwarder) и передать их в визуальные модели обработки. Можно создавать логику на базе Amazon Bedrock Agents или фреймворков для ИИ-агентов (LangChain, CrewAI, AutoGen), где камера выступает как "инструмент" (take_snapshot()) восприятия.
Есть еще более специализированные решения – VisionAgent (от Landing AI), Microsoft AutoGen, LlamaIndex (Multimodal Agents).

А можно как-то по проще? Да еще из подручных средств? Да еще в «бытовые» агентные системы?
А давайте попробуем...

Дисклеймер:
Платформа: Windows, WSL
Язык: Object Pascal (Delphi)

Еще один дисклеймер:
Стиль, грамматика и пунктуация этой статьи причёсаны искусственным интеллектом. Автор честно пытался писать сам, но засомневался в своих деепричастных оборотах. Архитектурные UML-диаграммы рождены из множества попыток сформулировать для ИИ разумное техническое описание процессов. Ни один разработчик и ИИ не пострадали.
Если вы видите следы генерации – я их тоже вижу.

«Бытовые» мультиагентные системы в целом остаются «слепыми» – они заперты в текстовом контексте и локальных песочницах. Они не умеют напрямую работать с веб-камерами, сканировать локальную сеть на наличие IP-камер, быстро нарезать видео или распознавать лица в кадре без Node.js- или Python-окружения.
Ставить Python-окружение весом в гигабайт с кучей зависимостей ради того, чтобы ИИ-агент просто сделал скриншот с веб-камеры – это грех против нативной разработки.
В статье Delphi+OpenCV (сейчас Delphi-OpenCV-Class перенесен в private) был описан проект, который связал Object Pascal с миром компьютерного зрения. Импорт C++ классов напрямую из OpenCV 4.xx DLL по декорированным именам, использование соглашений о вызовах Windows x64 и Custom Managed Records в Delphi – позволили автоматически управлять жизненным циклом структур TMat (обёток для cv::Mat) и избавиться от утечек памяти. Всё это не пропало даром и сейчас перенесено в Delphi-OpenCV5 для версии 5.0. Кроме этого под рукой оказались – Delphi-FFmpeg и Delphi-ONVIF
Попробуем объединить это все и превратить в Delphi-движок media-mcp-server – быстрый и "родной" сервер протокола MCP (Model Context Protocol), в единую экосистему инструментов для AI-ассистента.

На всякий случай.
Model Context Protocol (MCP) – открытый стандарт взаимодействия между ИИ-клиентами (например, локальными ИИ-ассистентами или средами разработки) и внешними локальными инструментами (серверами), разработанный компанией Anthropic. Вся коммуникация идет по стандарту JSON-RPC. Клиент запрашивает список доступных функций (tools/list), а затем вызывает нужную команду с параметрами в формате JSON (tools/call), ожидая ответ от сервера.

Большинство готовых MCP-серверов написано на TypeScript (Node.js) или Python. Но если цель – быстрый медиа-процессинг на Windows-машине с поддержкой веб-камер и RTSP-потоков, нативный код даёт максимум:

  • Получаем один скомпилированный MediaMCPServer.exe и несколько DLL рядом, то есть решение практически с нулевыми зависимостями. Никаких гигабайтных node_modules, вызовов pip install и виртуальных окружений.

  • Сервер запускается мгновенно, потребляет минимальный объём RAM и выдаёт чистую нативную скорость при работе с видеопотоками. Потребление RAM в режиме ожидания составляет всего 12–15 МБ. При активной работе с DNN-моделями память расходуется только под структуры кадров в C++ DLL.

  • Работаем с кадрами OpenCV и потоками FFmpeg прямо в общей памяти процесса, не тратя ресурсы на межпроцессную сериализацию мегабайтных массивов пикселей.

Транспортных протоколов два:

  1. Классика stdio (стандартные потоки ввода-вывода) – клиент запускает исполняемый файл сервера как дочерний процесс и общается с ним через перенаправление потоков stdin и stdout. На первый взгляд, Pascal отлично подходит для работы с консолью, однако на практике выяснилось следующее:

    • Сторонние динамические библиотеки (в частности, библиотеки FFmpeg и OpenCV) при возникновении внутренних предупреждений пишут отладочные сообщения напрямую в стандартный вывод stdout. Этот мусор ломал парсер JSON-RPC на стороне ИИ-клиента, из-за чего сессия аварийно завершалась.

    • Использование Readln в Delphi по умолчанию буферизует ввод, что приводило к зависанию на некоторых типах сообщений, когда разделитель строк не совпадал с ожидаемым средой выполнения. Другие решения не искал, но наверное они есть.

    • stdio-транспорт не может работать через границу виртуализации (например, когда ИИ-клиент запущен в WSL Linux, а сам медиа-сервер с физическими USB-камерами и видеокартами с поддержкой CUDA должен работать на хост-системе Windows). По этой причине поддержка транспорта stdio в проекте была признана устаревшей и оставлена только для совместимости с простейшими локальными сценариями.

  2. Streamable HTTP – сейчас основной транспорт. Сервер запускается как самостоятельный процесс и слушает порт, а клиент подключается к нему по HTTP, получая ответы на запросы в реальном времени. Это гарантирует изоляцию и стабильность сессий.

Архитектура проекта построена на легковесном HTTP-сервере, написанном на WinSock API (uMCPHttpServer.pas). Он слушает входящие POST-запросы и распределяет их на уровне HTTP-сессий.

Взаимодействие компонентов сервера, ИИ-клиента и нативных библиотек обработки медиа
Взаимодействие компонентов сервера, ИИ-клиента и нативных библиотек обработки медиа

Также далее для информации – показан сценарий обработки сообщений внутри самого Windows-хоста Media-MCP-Server (от приёма HTTP-запроса до вызова OpenCV/FFmpeg и отправки HTTP-ответа)

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Сервер поддерживает сессии клиентов с помощью HTTP-заголовка Mcp-Session-Id. Жизненный цикл сессии и обработка запросов реализованы в методе ProcessHttpRequest (uMCPHttpServer.pas):

procedure TMCPHttpServer.ProcessHttpRequest(ASocket: NativeUInt; const Method, Path, Body: string;
  const Headers: TDictionary<string, string>);
var
  SessionId, ResponseJson, MethodName: string;
  StatusCode: Integer;
  StatusText, ContentType, ExtraHeaders, ResponseBody: string;
  JsonVal: TJSONValue;
  JsonReq: TJSONObject;
begin
  StatusCode := 200; StatusText := 'OK';
  ContentType := 'application/json'; ExtraHeaders := ''; ResponseBody := '';

  if not SameText(NormalizePath(Path), FConfig.HttpPath) then
  begin
    StatusCode := 404; StatusText := 'Not Found';
    Exit;
  end;

  SessionId := HeaderValue(Headers, 'Mcp-Session-Id');

  if SameText(Method, 'DELETE') then
  begin
    RemoveSession(SessionId);
    StatusCode := 200; ResponseBody := '{"status":"session_closed"}';
  end
  else if SameText(Method, 'POST') then
  begin
    JsonVal := TJSONObject.ParseJSONValue(Body);
    if JsonVal is TJSONObject then
    try
      JsonReq := JsonVal as TJSONObject;
      JsonReq.TryGetValue<string>('method', MethodName);

      // При initialize создаем новую сессию
      if SameText(MethodName, 'initialize') then
      begin
        SessionId := CreateSessionId;
        AddSession(SessionId);
        ResponseJson := FHandler.ProcessMessage(Body);
        ResponseBody := ResponseJson;
        ExtraHeaders := ExtraHeaders + 'Mcp-Session-Id: ' + SessionId + #13#10;
      end
      else
      begin
        // Для обычных вызовов проверяем существование сессии
        if not SessionExists(SessionId) then
        begin
          StatusCode := 401; ResponseBody := '{"error":"Unauthorized session"}';
        end
        else
        begin
          ResponseJson := FHandler.ProcessMessage(Body);
          ResponseBody := ResponseJson;
          ExtraHeaders := ExtraHeaders + 'Mcp-Session-Id: ' + SessionId + #13#10;
        end;
      end;
    finally
      JsonVal.Free;
    end;
  end;

  SendHttpResponse(ASocket, StatusCode, StatusText, ContentType, ExtraHeaders, ResponseBody);
end;

Внутри uMCPHandler.pas JSON-запрос от ИИ-агента разбирается с помощью базовой диспетчеризации методов:

function TMCPHandler.ProcessMessage(const JsonText: string): string;
...
begin
  // Парсим JSON и извлекаем jsonrpc, method, id и params
  ...
  if Method = 'initialize' then
    Exit(BuildInitializeResponse(Id, Params))
  else if Method = 'tools/list' then
    Exit(BuildToolsListResponse(Id))
  else if Method = 'tools/call' then
    Exit(BuildToolsCallResponse(Id, Params))
  else if Id <> nil then
    Exit(BuildErrorResponse(Id, -32601, 'Method not found: ' + Method));
end;

Когда ИИ-агент запрашивает tools/list, возвращаем ему массив JSON-объектов, описывающих наши возможности. Например, инструмент для захвата кадра с веб-камеры регистрируется так:

// Описание свойства в uMediaEngine.pas
Tool := TJSONObject.Create;
Tool.AddPair('name', 'webcam_grab_frame');
Tool.AddPair('description', 'Grab a frame from a local webcam by its index and save it as a JPEG image.');
Schema := TJSONObject.Create;
Schema.AddPair('type', 'object');
// Описание свойств: cameraIndex (integer), outputPath (string, required), etc.
...
Tool.AddPair('inputSchema', Schema);
Result.Add(Tool);

Вся функциональность сервера разделена на логические модули на Object Pascal. Каждый модуль отвечает за определенный круг задач и регистрирует соответствующие JSON-RPC инструменты, с которыми может взаимодействовать ИИ-ассистент.

Для реализации функциональности потребовалось не так уж и много модулей. Модули обеспечивают инфраструктуру сервера, парсинг JSON-RPC и коммуникацию с клиентом:

  • MediaMCPServer.dpr – точка входа консольного приложения. Обрабатывает аргументы командной строки и инициализирует stdio или HTTP транспорт.

  • uMCPServer.pas – стандартный stdio-транспорт. Читает stdin, передает запросы обработчику и отправляет ответы в stdout.

  • uMCPHttpServer.pas – встроенный HTTP-сервер для кросс-окружения (WSL/Windows). Поддерживает REST API и SSE (Server-Sent Events) для уведомлений.

  • uMCPHandler.pas – логический диспетчер JSON-RPC. Проверяет структуру пакетов, обрабатывает запросы инициализации и перенаправляет вызовы инструментов.

  • uMCPConfig.pas – управление конфигурациями, путями к DLL и рабочими каталогами.

  • uMediaEngine.pas – оркестратор, содержит метаданные и схемы параметров для всех 47 инструментов (их список с пояснениями - ниже), а также распределяет вызовы методов к соответствующим модулям.

Модуль uONVIFTools.pas, реализованный на базе Delphi-ONVIF, отвечает за интеграцию с IP-камерами по протоколу ONVIF (и содержит 6 инструментов):

  • camera_discover – автоматический поиск ONVIF IP-камер в локальной подсети по WS-Discovery (UDP Multicast).

  • camera_get_stream_uri – запрос RTSP-ссылки на медиапоток с камеры (с возможностью выбора профиля качества).

  • camera_ptz_move – управление движением поворотной камеры (Pan, Tilt, Zoom) с заданной скоростью и длительностью.

  • camera_ptz_stop – мгновенная остановка любого PTZ-движения камеры.

  • camera_get_imaging_settings – получение параметров сенсора камеры (яркость, контрастность, резкость, насыщенность).

  • camera_set_imaging_settings – изменение настроек изображения на физической камере.

Модули uOpenCVTools.pas и uOpenCVHelpers.pas (на базе Delphi-OpenCV5) выполняют базовый захват медиаданных и простейший анализ (содержат 4 инструмента):

  • webcam_list – сканирование DirectShow/MSMF системных устройств для вывода списка подключенных USB-камер.

  • webcam_grab_frame – захват кадра с локальной USB-камеры (или RTSP-потока) с сохранением на диск в JPEG.

  • image_detect_objects – базовая детекция объектов на изображении с возвратом координат.

  • image_detect_faces – быстрая детекция человеческих лиц с помощью детектора YuNet.

Блок FFmpeg Tools (использует Delphi-FFmpeg) – инструменты этого модуля вызывают функции FFmpeg DLL напрямую для работы с медиаконтейнерами без перекодирования (или с минимальным декодированием). Он объединяет файлы uFFmpegTools.pas, uFFmpegProbe.pas и uFFmpegHelpers.pas и содержит 15 инструментов:

  • video_probe – технический анализ видеофайла (длительность, FPS, кодеки, параметры аудио).

  • stream_test – проверка доступности сетевого потока или файла с замером пинга и чтением метаданных.

  • video_grab_frame – вырезание одиночного кадра в JPEG на определенной секунде видеофайла.

  • video_grab_frames – серийная нарезка кадров из видеофайла через заданные интервалы времени.

  • video_thumbnail – быстрое создание миниатюры (превью) заданного размера из видео.

  • video_remux – смена контейнера видеофайла (например, .mkv в .mp4) без перекодирования потоков.

  • video_trim – быстрая обрезка видео по таймкодам начала и конца (без транскодирования).

  • video_concat – склейка нескольких видеофайлов одного формата в один файл.

  • audio_extract – извлечение аудиодорожки из видео в формате сырого PCM S16LE.

  • video_record_segment – запись отрезка живого RTSP-вещания заданной длительности в файл.

  • video_scale – изменение разрешения видео с перекодированием.

  • video_filter – применение цепочки фильтров FFmpeg (например, кадрирование, водяные знаки, цветокоррекция).

  • video_detect_silence – анализ аудиодорожки на предмет обнаружения периодов тишины ниже заданного уровня дБ.

  • video_scene_detect – обнаружение монтажных склеек (смен сцен) на основе разности кадров.

  • video_metadata_read – чтение тегов и метаданных из медиафайла.

Раздел OpenCV DNN Tools (на базе Delphi-OpenCV5) представлен модулем uOpenCVDnnTools.pas. Он использует модуль cv::dnn из OpenCV для работы с ONNX- и TensorFlow-моделями и предоставляет 8 инструментов:

  • image_classify – классификация изображения по 1000 классам с помощью свёрточной сети MobileNetV2.

  • image_segment_person – сегментация силуэта человека в кадре (PP-HumanSeg) с сохранением маски в PNG.

  • image_detect_text – обнаружение текстовых блоков и полигонов их границ с помощью OCR-модели PP-OCR.

  • image_detect_text_east – детектор текста EAST для быстрого поиска повёрнутых областей текста.

  • face_compare – сравнение двух лиц по геометрии (SFace) с вычислением косинусного сходства.

  • face_enroll – регистрация нового лица в локальную базу данных (сохранение вектора признаков).

  • face_identify – распознавание лица путём поиска по зарегистрированной локальной базе векторов лиц.

  • face_list – вывод списка имён всех зарегистрированных лиц.

В OpenCV 5.0 модуль cv::dnn позволяет запускать глубокие нейросети «из коробки» без разворачивания окружения PyTorch или TensorFlow. В проекте media-mcp-server используются преднастроенные и оптимизированные ONNX- и Protobuf-модели.

  1. YuNet (face_detection_yunet) – сверхбыстрое и легковесное обнаружение лиц. Позволяет находить в кадре лица людей (даже если они частично перекрыты, обращены в профиль или выражают удивление) и возвращает координаты описывающего прямоугольника, а также точные координаты 5 ключевых ориентиров лица (глаза, нос, уголки губ) и оценку уверенности (confidence).

  2. SFace (face_recognition_sface) – распознавание и сравнение лиц. Принимает два вырезанных и выровненных по ключевым точкам лица, извлекает из них вектор признаков (эмбеддинг из 128 чисел типа float) и вычисляет косинусное сходство. Это позволяет ИИ-агенту определять степень сходства лиц.

  3. YOLOX (object_detection_yolox) – универсальный детектор объектов. Находит в кадре до 80 типов распространенных объектов (люди, машины, сумки, котики) и возвращает их координаты. Подходит для сценариев вроде «проверь, есть ли машины перед воротами».

  4. MobileNetV2 (image_classify) – классификация изображения. Определяет, какой объект изображён на картинке, возвращая идентификатор класса из базы ImageNet (1000 классов).

  5. PP-HumanSeg (human_segmentation_pphumanseg) – сегментация силуэта человека. Выделяет людей на изображении попиксельно. Полезно для автоматической изоляции людей в кадре с целью сохранения их признаков в базу данных.

  6. PP-OCR / EAST (text_detection_ppocr / frozen_east_text_detection) – обнаружение текста (OCR). Локализует области, содержащие печатный текст под любым углом. PP-OCR строит полигоны вокруг слов, а EAST строит повёрнутые ограничивающие рамки. Это первый шаг для последующего распознавания текста.

  7. TrackerNano (video_track_object) – локальный трекинг объектов на видео. Трекер на базе ONNX, сопровождающий произвольный объект, однажды выделенный рамкой, на протяжении всего видеоряда. Это позволяет не запускать ресурсоёмкую детекцию на каждом кадре, а следовать за целью.

OpenCV Image Tools (Delphi-OpenCV5) – модуль uOpenCVImgTools.pas геометрические трансформации, фильтрация и классическое компьютерное зрение (11 инструментов):

  • image_read_qrcode – распознавание и декодирование QR-кодов на изображении.

  • image_encode_qrcode – генерация QR-кода по текстовой строке с сохранением в JPEG.

  • image_read_barcode – сканирование и декодирование штрихкодов.

  • image_detect_aruco – детекция маркеров позиционирования ArUco (для робототехники).

  • image_template_match – поиск эталонного фрагмента (шаблона) на большом изображении.

  • image_find_contours – выделение контуров объектов и определение самого крупного из них.

  • image_detect_edges – выделение границ на изображении методом Canny.

  • image_detect_lines – поиск прямых линий с помощью преобразования Хафа.

  • image_detect_circles – поиск окружностей с помощью преобразования Хафа.

  • image_transform – трансформация кадра (поворот на произвольный угол, обрезка, изменение разрешения).

  • image_annotate – графическая разметка изображения (нанесение рамок, подписей и масок детекции YOLO/YuNet).

OpenCV Video Tools (Delphi-OpenCV5) – модуль uOpenCVVideoTools.pas алгоритмы, требующие анализа последовательности кадров (3 инструмента):

  • webcam_record_video – фоновая запись видео с USB-камеры заданной длительности без создания графических окон Windows.

  • video_track_object – отслеживание перемещения объекта в видеопотоке с помощью трекера TrackerNano.

  • image_optical_flow – вычисление плотного оптического потока Фарнебека между парой кадров для анализа движения.

Чтобы ИИ-агент понимал, как правильно вызывать эти инструменты и связывать их с окружением используется базовый системный промпт (простой):

Вы имеете доступ к локальному медиа-серверу MediaMCPServer через протокол MCP. Правила работы с инструментами:

  1. Для обнаружения камер в сети используйте camera_discover.

  2. Если ИИ-клиент запущен на той же машине, всегда указывайте локальные пути (например, C:/temp/frame.jpg) в параметрах сохранения изображений. Не запрашивайте Base64 без необходимости.

  3. При поиске людей используйте связку image_detect_faces -> face_compare для сравнения лиц с базой данных.

  4. При отслеживании движения в реальном времени используйте video_track_object вместо серийного вызова детектора для экономии CPU/GPU.

Основная проблема возникла при попытке передать обработанное изображение обратно в контекст языковой модели. Первоначальный «артефакт» проектирования, первая попытка в лоб – передача сырого изображения высокого разрешения (например, кадра 4K с IP-камеры) в Base64 прямо внутри JSON-RPC ответа. Это приводило к раздуванию JSON до десятков мегабайт, из-за чего парсеры ИИ-клиентов аварийно завершали сессию по тайм-ауту. К тому же отправка больших Base64-строк быстро исчерпывала контекстное окно ИИ-моделей. Попытки сжимать изображения на лету до превью размером 120x120 пикселей решали проблему объёма данных, но делали картинку бесполезной – ИИ-модель видела пиксельную кашу и не могла разобрать текст на автомобильных номерах или мелкие объекты.

Сейчас в силу отсутствия лучшего решения - используется гибридный конвейер. Передача изображений происходит по схеме:

  • Если ИИ-клиент запущен локально на той же машине, сервер сохраняет кадр в оригинальном качестве в каталог data/media/ и возвращает только текстовый путь к файлу. Клиент сам считывает его с диска. Когда агент вызывает webcam_grab_frame, он передает параметр outputPath (например, ...\data\media\frame.jpg). ИИ-модель оперирует строкой в несколько десятков символов.

  • Если требуется прямая передача данных (или клиент работает удаленно), сервер выполняет адаптивное масштабирование кадра (downscaling с сохранением соотношения сторон) и сжатие в JPEG с качеством 80%, после чего кодирует полученный буфер в Base64. Это дает баланс между детализацией картинки и размером JSON.

Когда агент вызывает инструмент image_detect_faces, управление переходит к Delphi-коду, который загружает изображение в TMat и запускает легковесную сеть YuNet:

var
  Img, Faces: TMat;
  Detector: TFaceDetectorYN;
begin
  Img := TMat.imread(ImagePath);
  if Img.empty then
    raise Exception.Create('Could not read image');

  // YuNet требует инициализации под размер входного изображения
  Detector := TFaceDetectorYN.create(ModelPath, '', Img.size);
  Faces := TMat.Create;
  try
    Detector.detect(Img, Faces);
    // Извлекаем bounding box'ы лиц, координаты 5 ключевых ориентиров и confidence
    ResultJSON := ParseFacesToJSON(Faces);
  finally
    Faces.Free;
  end;
end;

Отдельно – интеграция системы с мультиагентными средами. В рамках тестирования подключали media-mcp-server к мультиагентной системе, работающей под WSL. Это потребовало создания сетевого и межпроцессного моста между Windows и виртуальным окружением Linux (WSL), поскольку агенты запускались в контексте Linux и ожидали, что MCP-сервер будет работать там же.

Работа в виртуализированном окружении Linux сопряжена со сложностями. WSL не имеет прямого доступа к физическим USB-устройствам Windows-хоста. Захват картинки с локальной веб-камеры ноутбука из Linux-контейнера требует проброса USB-портов через утилиты вроде usbipd-win. На практике это решение оказалось нестабильным, требовало прав администратора и периодически отваливается. Кроме того, для быстрой работы нейросетевых моделей в OpenCV (например, детекции объектов или лиц) важен прямой доступ к GPU. Настройка проброса CUDA внутри WSL технически возможна, но сложна и снижает производительность по сравнению с работой на физическом хосте, где уже установлены родные драйверы видеокарты и библиотеки OpenCV 5.0 с поддержкой CUDA.

Рассматривались и альтернативные варианты. Например, запуск сервера внутри WSL через Wine не увенчался успехом – Wine не смог стабильно работать с драйверами захвата видео DirectShow/MSMF и падал при инициализации камеры. Идея написать отдельный Python-демон для трансляции потоков из Windows в WSL через IP-сеть также не выстрелила, поскольку это усложняло архитектуру. Использование stdio-транспорта – не подошло из-за невозможности работы через границу WSL/Windows без перенаправления пайпов через SSH.

В результате окончательно – Streamable HTTP-сервер, и это решение полностью себя оправдало.

ИИ-клиент внутри WSL Linux общается с сервером по протоколу HTTP (через сетевой мост WSL). В репозитории проекта есть готовые шаблоны конфигурационных файлов (например, config/mcp.json.template для stdio (это осталось от старых попыток, не используйте это) и config/mcp.http.json.template для HTTP).

bd75b0b3f608c04d185cacc5c2f0b716.png

Внутри WSL запускается скрипт, вычисляющий IP-адрес Windows-хоста (через /etc/resolv.conf) и прописывающий в конфигурационный файл ИИ-клиента ссылку на этот адрес (по аналогии с шаблоном config/mcp.wsl.http.json.template):

"media-mcp-server": {
  "url": "http://<windows_host_ip>:8765/mcp"
}

Получилось довольно-таки неплохое разделение обязанностей - тяжёлая математика нейросетей выполняется Delphi-сервером на GPU хоста, хранение векторов берёт на себя специализированная СУБД, а LLM работает только с JSON-вызовами. Лёгкий ИИ-агент функционирует в WSL Linux, а медиа-сервер MediaMCPServer.exe выполняется на Windows-хосте, получая прямой доступ к аппаратному ускорению видеокарты и физическим веб-камерам без задержек виртуализации.

В мультиагентных ИИ-системах один специализированный агент редко решает задачу в одиночку. В рамках тестирования под media-mcp-server были созданы:

  • Агент-Наблюдатель (Сенсорный уровень) – использует media-mcp-server для физического взаимодействия с миром (захват кадров, детекция лиц, объектов, считывание QR-кодов).

  • Агент-Хранитель (условно - Гиппокамп) – использует векторные и семантические базы данных через специализированные MCP (например, vector-memory-mcp или knowledge-graph-mcp).

  • Агент-Аналитик – оркестратор, сопоставляет информацию и принимает решения.

Типичный сценарий долговременного отслеживания и ведения логов событий:

  1. Когда Агент-Наблюдатель вызывает face_identify или image_detect_faces, сервер (mcp) находит лицо и вычисляет его математический вектор признаков (эмбеддинг размерностью 128 (float) с помощью модели SFace). Этап сбора эмбеддингов.

  2. Вместо сохранения видео, Агент-Аналитик преобразует это событие в текстовое описание и вектор:

    • Метаданные: {"event": "face_detected", "name": "Иванов И.И.", "confidence": 0.92, "timestamp": "2026-06-23T12:00:00Z", "location": "Вход в корпус А"}

    • Вектор: Вектор признаков лица SFace, полученный от mcp.

  3. Агент обращается к vector-memory-mcp и вызывает инструмент store_memory (или create_entities в Graph-базе данных), сохраняя этот вектор и метаданные.

  4. Позже, когда пользователю нужно найти информацию о перемещениях человека, Агент-Аналитик выполняет семантический поиск: "Когда в последний раз видели Иванова?". Векторная база выдает сохраненные записи с разных камер. Агент сопоставляет их по времени (timestamp) и строит хронологическую цепочку: "Сначала Иванов зашел в корпус А в 12:00 (Камера 1), затем прошел по коридору второго этажа в 12:02 (Камера 5) и зашел в аудиторию 204 в 12:05 (Камера 12)".

Один из вопросов – «Можно ли перенести этот сервер на Linux/macOS, чтобы запускать его в Docker-контейнерах или на MacBook?»
Object Pascal позволяет сделать это - да, но есть нюанс. Здесь есть два пути развития проекта.
Данные предположения носят теоретический характер, так как практические тесты на этих платформах пока не проводились.

Если необходимо иметь полностью бесплатный и свободный кроссплатформенный стек, надо переходить на Free Pascal. В FPC есть поддержка расширенных записей (Advanced Records) и перегрузка операторов.
Но общий план адаптации выглядит следующим образом:

  1. Нужна stdio-обёртка. Надо переписать чтение/запись под UNIX-потоки ввода-вывода (с использованием файловых дескрипторов StdInput и StdOutput в FPC) и учесть специфику неблокирующего чтения в POSIX-системах.

  2. Заменить модули System.JSON (специфичные для Delphi) на fpjson и jsonparser (Lazarus).

  3. Использовать пакет fphttpapp (встроенный в FPC HTTP-сервер) или библиотеку Synapse для поднятия REST API на Linux/macOS.

  4. Поскольку FPC не поддерживает автоматическое декорирование С++ имён классов при линковке на не-Windows системах, собрать разделяемую библиотеку (.so под Linux, .dylib под macOS), которая скроет вызовы C++ классов OpenCV 5.0 за плоским C-интерфейсом. После выполнения этих шагов проект будет готов к компиляции под целевую платформу, например: fpc -Mdelphi -Tlinux -Pxd86_64 MediaMCPServer.lpr. Ха!

Ещё один путь – использование Delphi Enterprise (DCCLinux / DCCMac). Delphi компилируется под Linux x64 и macOS, поэтому вся системная логика (System.JSON, System.Net.HttpClient) перенесётся без изменений.
Но там есть свои сложности:

  1. Под Windows x64 действует соглашение Microsoft x64 calling convention, под Linux и macOS x64 – System V AMD64 ABI. Из-за разницы в передаче параметров (в System V ABI структуры до 16 байт передаются непосредственно через регистры RDI, RSI, а не по ссылке) заголовки импорта OpenCV могут приводить к Access Violation. Delphi все непростые типы (например, записи) даже размером 1 байт передаёт как адрес. Чтобы избежать проблем с ABI, придётся переписать сигнатуры импортируемых методов, принимающих TPoint, TRect или TSize, объявив их как указатели (pTRect, const или const [ref]). Фактически это потребует полного переписывания биндинга OpenCV.

  2. Можно разработать Flat C Wrapper. Собрать C++ библиотеку-посредник libopencv_wrapper.so (или .dylib под macOS), которая экспортирует C-совместимые функции (где все структуры передаются только по ссылке или указателю) с соглашением cdecl. Это избавит от привязки к ABI конкретной ОС на стороне Delphi. После выполнения этих шагов останется настроить PAServer, собрать проект под Linux или macOS, положить рядом динамические библиотеки OpenCV и FFmpeg и указать к ним пути через переменные окружения LD_LIBRARY_PATH (или DYLD_LIBRARY_PATH в macOS) при запуске. Ха!

В заключение – несколько примеров. Сессия взаимодействия с мультиагентной системой, когда ИИ получает в своё распоряжение media-mcp-server.

Запрос пользователя в чате к ИИ-ассистенту:

Найди IP-камеры в сети. Если найдешь камеру на парковке, забери с нее один кадр и скажи, есть ли свободные места.

Цепочка действий агента:

  1. Агент видит в списке доступных инструментов camera_discover и вызывает его.

  2. Delphi-сервер сканирует сеть по ONVIF и возвращает: 

    [{"ip": "192.168.1.50", "name": "Parking-Gate-Camera"}]

  3. Агент вызывает инструмент camera_get_stream_uri с параметром cameraIp: "192.168.1.50". Delphi-сервер отправляет камере ONVIF-запрос и возвращает RTSP-адрес потока: 

    {"streamUri": "rtsp://admin:[email protected]:554/live/main"}

  4. Агент вызывает webcam_grab_frame, передавая полученную RTSP-ссылку в cameraUrl и путь сохранения на диске.

  5. Cервер инициализирует захват кадра через cv::VideoCapture, декодирует RTSP-поток с помощью FFmpeg, забирает кадр, сохраняет его на диск как JPEG и сообщает об успехе.

  6. Агент считывает полученную картинку с диска, отправляет её в визуальную модель и отвечает пользователю:

    На парковке обнаружено 2 свободных места в первом ряду. Одно место около въезда свободно, второе занято синей машиной, но рядом с ней есть свободный карман.

Вся цепочка выполняется автономно за 8–10 секунд. Не нужно писать сценарии интеграции – ИИ-агент сам решает, в какой последовательности вызывать предоставленные сервером инструменты.

5daba8ed3c23f2a48ca34afb556062e5.png

Есть другой пример – случай (на этапе тестирования) аудита безопасности в университетской сети, где media-mcp-server выступил в роли «глаз» автономного ИИ-агента.

Задача для ИИ-агента:
Пользователь загружает фотографию студента и отправляет запрос: «Найди, в какую аудиторию зашёл этот студент за последние 15 минут. Доступ к локальной сети корпуса у тебя есть».

Ход процесса:

  1. Агент вызывает инструмент camera_discover. Delphi-сервер отправляет UDP Multicast по протоколу WS-Discovery. Так как сегмент видеонаблюдения не был изолирован от университетской беспроводной сети на уровне VLAN, агент обнаруживает в подсети корпуса 34 ONVIF-совместимые камеры.

  2. Агент пытается запросить RTSP-адреса потоков через camera_get_stream_uri. Поскольку инструмент требует авторизации, агент методично пробует дефолтные пары (admin:admin, admin:12345, admin:password - это мы его научили). На 3 коридорных камерах авторизация проходит успешно, и агент получает их RTSP-ссылки.

  3. Чтобы не перегружать сетевой канал и CPU/GPU сервера передачей Base64, агент настраивает дискретный опрос – каждые 3 секунды он делает снимок через webcam_grab_frame на скомпрометированных камерах, запускает быструю детекцию лиц image_detect_faces (YuNet) и сравнивает результаты с целевым фото через face_compare.

  4. На камере возле лифтового холла модель распознавания лиц SFace возвращает косинусное сходство 0.47 (при установленном пороге совпадения 0.36). Студент обнаружен в кадре.

  5. Агент считывает метаданные ONVIF-камер и анализирует их имена: ONVIF_Cam_Fl4_Lobby (где был замечен студент) и ONVIF_Cam_Fl4_West (коридор). Он переключает фокус опроса кадров на камеру коридора.

  6. Из-за задержек дискретного опроса (интервал в 3 секунды) студент успевает скрыться в одной из дверей. Агент фиксирует, что объект прошёл мимо первой камеры коридора, но не появился на камере в конце коридора.

  7. Агент выдаёт пользователю отчёт – «Целевой субъект зафиксирован в лифтовом холле в 12:47:15. Проследовал по коридору. В 12:47:30 скрылся из поля зрения. С высокой вероятностью вошёл в одну из аудиторий в начале коридора, так как на конечной камере коридора обнаружен не был»*.

После демонстрации логов расследования руководству департамента ИТ, уязвимости были оперативно устранены. На всех камерах принудительно обновили пароли, отключили протокол WS-Discovery для гостевых подсетей и настроили списки контроля доступа (ACL) на коммутаторах, изолировав трафик видеонаблюдения от общей сети.

Ну и в заключение.

Delphi продолжает замечательно чувствовать себя в современную эру искусственного интеллекта. Скорость компиляции, низкое потребление ресурсов и возможность интеграции с C/C++ кодом делают Object Pascal хорошим выбором для написания легковесных системных утилит. В этом случае – связывающих физический мир с возможностями больших языковых моделей.

  • Полный исходный код проекта, скрипты автоматической настройки MCP-клиентов и шаблоны конфигураций доступны на GitHub: MediaMCPServer.

  • Дополнительные примеры использования с описанием различных сценариев вызова инструментов ИИ-агентом собраны в файле EXAMPLES.md.

  • Буду рад вашим комментариям, замечаниям, идеям новых инструментов. Ну и ругайте, конечно...

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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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