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Подземелье c LLM-экспертами: используем PocketFlow и MCP для объяснения настолок

Всем привет! Меня зовут Артем, я Data Scientist компании RAFT. Сегодня я расскажу об своем pet проекте по объяснению правил для настольных игр. Цель данного проекта — понять, как можно собрать RAG агента без использования больших библиотек. Проект начался с идеи автоматизировать объяснение правил настольных игр через диалог с чат-ботом, да и также мне было интересно опробовать новые библиотеки для создания агентов. Свой проект я тестировал на правилах для настольных игр "Iki" и "Подземелье и песики".

17c9a479d6fd0ad830bc603794c4224c.png

Три столпа моего проекта

В данном проекте я собрал довольно интересный стек, который включает в себя три основных библиотеки:

  • Pocketflow — это ультра-лёгкий фреймворк (около 100 строк кода и 56 КБ) для создания LLM-агентов, построенный на концепции управления потоком данных через граф. В отличие от многофункциональных альтернатив (LangChain, CrewAI и др.), он предоставляет только ядро без встроенных инструментов или интеграций, позволяя разработчикам полностью контролировать архитектуру и создавать агентов.

  • Objectbox — это высокопроизводительная NoSQL-база данных, оптимизированная для мобильных устройств, IoT и edge computing. Она использует объектно-ориентированную модель данных (хранит объекты напрямую, без преобразования в SQL), работает в офлайн-режиме и обеспечивает низкую задержку благодаря встроенной архитектуре и минимальному использованию ресурсов. С недавнего времени ещё и ставшая векторной базой данных.

  • BlackSheep — это высокопроизводительный асинхронный веб-фреймворк для Python, построенный на ASGI и asyncio. Вдохновленный Flask и ASP.NET Core, он предлагает rich API с dependency injection за счет библиотеки rodi, автоматическую генерацию OpenAPI-документации, встроенные механизмы аутентификации и авторизации, а также поддержку Web Socket и Server-Sent Events.

Маленькие, но важные блоки

Также стоит упомянуть несколько библиотек, без которых проект бы несколько сложнее:

  • langfuse — используется для логирования

  • SentenceTransformers — используется для создания эмбедингов.

Почему я выбрал именно такие библиотеки?

Pocketflow — это и есть виновник торжества, библиотека из-за которой и затеялся весь проект. Граф в 100 строк кода, ещё и без зависимостей. Которого, по словам автора, должно хватить на всё. Вот и проверим это.
Objectbox — отличная offline база данных, которую я часто пробую использовать на C++, да и которая с недавнего времени стала ещё и векторной базой данных с python библиотекой. Основная причина её использования — это то, что она offline и для неё не нужен отдельный сервер.
BlackSheep — одна из альтернатив fast api, которая превосходит его по скорости. Очень интересная библиотека, которую мне хотелось попробовать.

Что получилось сделать из данных библиотек? А получилось сделать 3 RAG экспертов, которые работают параллельно и независимо друг от друга, для написания правил настольных игр.

Собираем приложение

Само приложение делится на несколько частей

  1. Сервис LLM Graph, в котором находится вся реализация графа;

  2. Web сервис, который частично повторяет api OpenAI, чтобы мы могли подключить нашего бота, например, в DeepChat, Jan, OpenWebUI

  3. MCP Сервер. В котором находятся нужные для нас RAG инструменты.

ba3d946f008217b26a52ab89c477b92d.svg

Разберем каждый из этих сервисов.

Сервис 1. LLM Graph. Pocketflow

Для начала сделаем небольшое введение в Pocketflow

Небольшое введение в pocketflow

Я немного изменил исходный код PocketFlow и поменял тип shared state с dict на Pydantic класс.
А для работы с langfuse я сделал собственную ноду для абстрактной ноды, где инициализирую клиент langfuse.
Pocketflow придерживается следующих правил. Каждая нода должна выполняется в три этапа (но все они опциональные):

Этап ноды

Сигнатура

Что получает

Что возвращает

Preparation

prep_async

PrivateState

подготовленные данные

Execution

exec_async

подготовленные данные

результат LLM/инструмента

Post-processing

post_async

state, prep, exec

имя перехода ("safe" / "default" …)

Некоторые возможности Pocketflow:

  • Pocketflow поддерживает условные грани (conditional edges). Путь по которому мы идем возвращается из шага post processing.

  • Pocketflow также может может перезапустить ноду при срабатывании исключения, для этого при инициализации ноды передаются два значения:

  1. max_retries — максимальное кол-во попыток запуска ноды;

  2. wait — сколько секунд должно пройти между запусками.

Как может выглядеть нода:

class EchoNode(AbstractNode):
    def __init__(self, name: str, echo_text: str, max_retries=10, wait: int | float = 10):
        super().__init__(name, max_retries, wait)
        self._echo_text = echo_text

    @observe(as_type="chain")
    async def prep_async(self, shared: PrivateState):
        name = f"{self._name}:prep"
        self._lf_client.update_current_span(name=name)
        return None

    @observe(as_type="chain")
    async def exec_async(self, prep_res):
        name = f"{self._name}:exec"
        self._lf_client.update_current_span(name=name)
        return AiMessage(content=self._echo_text)

    @observe(as_type="chain")
    async def post_async(self, shared: PrivateState, prep_res, exec_res):
        name = f"{self._name}:post"
        self._lf_client.update_current_span(name=name)
        shared.dialog.add_message(exec_res)
        return "default"

@observe — нужен для логирования в langfuse.

Как создается граф?

Я приведу пример своего графа и то как он выглядит:

        self.security_node - "unsafe" >> self.echo_node
        self.security_node - "safe" >> self.task_classifier_node

        self.task_classifier_node - "explanation" >> self.task_splitter_node
        self.task_classifier_node - "clarification" >> self.clarification_expert
        self.task_classifier_node - "general" >> self.general_expert

        self.task_splitter_node >> self.expert_parallel_coordinator
        self.expert_parallel_coordinator >> self.join_node
        self.join_node >> self.summary_node
        self.summary_node >> self.switch_node

Конструкция

node_1 >> node_2

Или аналогично

node_1 - "default" >> node_2

Означает что из первой ноды мы идем во вторую по пути "default"

Архитектура

Без лишних предисловий посмотрим на диаграмму и пройдемся по ней, попутно объясняя что и зачем я сделал.

182f73b465326ad071fb9f5008d7d613.svg

Что происходит за кадром

  1. SecurityNode. Возвращает {"verdict": "safe" \| "unsafe"}. Это нода нужна для проверки сообщения на различные хаки, опасное или вредоносное поведение. Если unsafe — сразу в EchoNode и закрываем обработку сообщений, иначе — дальше.

  2. TaskClassifierNode
    Здесь всё просто. Это нода роутит запрос:

  • general — просто LLM, без RAG

Пример

Вопрос:
Привет

Ответ:
Привет! Я эксперт по настольным играм — от классики вроде "Монополии" до современных хитростей типа "Root". Чем могу помочь: правилами, рекомендациями или стратегиями? 😊

  • clarification — 1 эксперт, уточняет 1 правило

Пример

Вопрос:
Теперь как работают зелья в игре подземелья и песики?

Ответ:

Игра: "Подземелье и пёсики" (2024?, лёгкий dungeon crawler с собачками-приключенцами)

В двух словах: Зелья — это карты, которые вы получаете в специальных комнатах подземелья. Они дают разовые бонусы (лечение, урон и т.д.), их можно брать из запаса и хранить сколько угодно, но сама карта комнаты не приносит монет в конце.

Получение зелий

Зелья появляются как тип комнаты при исследовании подземелья (действие "Исследовать подземелье"):

  • Когда вы попадаете в комнату "Зелье": Положите на неё свой жетон лапки (обязательно, чтобы активировать).

  • Сразу возьмите любую карту зелья из общего запаса (6 карт в игре). Можно выбрать ту, которую ранее убрал другой игрок.

  • Карту комнаты забираете в конце раунда по общим правилам (но в конце игры она ничего не приносит — ни монет, ни опыта).

  • Лимит: Нет ограничений — можно иметь сколько угодно зелий на планшете.

Компоненты: 6 карт зелий (эффекты индивидуальны, например, восстановление лапок, доп. атаки или защита — смотрите на картах).

Использование зелий

  • Зелья — одноразовые: Активируйте их во время хода (исследование, бой с монстрами, ловушки и т.д.), следуя эффекту на карте.

  • После использования карта зелья убирается (в сброс или запас, по правилам игры).

  • Интеграция: Часто помогают в бою (урон монстрам), лечении (лапки) или прохождении ловушек/дверей.

Практические советы

  • Что делать: Всегда кладите лапку на комнату зелья — это "бесплатный" бонус без риска. Берите редкие зелья заранее, если видите, что запас тает.

  • Чего избегать: Не игнорируйте зелья ради выхода — они спасут в сложных комнатах (монстры, ловушки). Если лапок мало, комбинируйте с действием "Лечь спать".

  • Для новичков: Используйте зелья proactively в бою, чтобы не тратить лапки зря.

Примеры

  • Ситуация 1: Исследуете комнату зелья → Кладёте лапку → Берёте "Зелье лечения" → В следующем бою с монстром используете его, чтобы восстановить 2 лапки.

  • Ситуация 2: Другой игрок взял "огненное зелье", но вы можете забрать его же тип позже из запаса — дубликаты разрешены.

  • Стратегия: В поздних раундах зелья критичны из-за обратного отсчёта (механика "Обратный отсчёт" после первого выхода).

В итоге, зелья — ваш "запасной план" для выживания в подземелье, идеальны для кооператива или соло. Какие эффекты на зельях в вашей версии или нужны правила других комнат? 😊

  • explanation — полный цикл: 3 эксперта → сводка. А об этом будет чуть ниже.

  1. TaskSplitterNode
    Это нода сейчас генерирует 3 задания для каждого эксперта. Но кажется, что это нода сейчас излишняя. Так как эксперты делят правила настольной игры между собой. О том, что делают эксперты, я расскажу ниже.

  2. ExpertParallelCoordinator
    Запускает 3 одинаковых RASG параллельно; каждый живёт в своём Dialog'е, чтобы не мешать друг другу.

  3. JoinNode + SummaryNode
    Склеиваем 3 draft-ответа и просим LLM сделать из них 1 структурированную инструкцию.

Эксперты

В данном блоке я немного расскажу об экспертах, что они делают и как работают. Как я раньше упоминал в тексте, у нас используются три эксперта, каждый из которых ответственен за определенную часть правил. Первый эксперт ответствен за начало правил. Вот пример генерации им его:

Первый эксперт ответствен за начало правил. Вот пример генерации им его части:

Пример

VERIFICATION MATRIX

Element

Primary Source

Confirming Source

Entity Source

Status

Game theme

RuleChunk:1

Toc:main_title

-

✓

Victory trigger

RuleChunk:18

RuleChunk:1

-

✓

Component: карты комнат

RuleChunk:2

-

-

✓

Setup step 1

RuleChunk:3

Toc:setup

-

✓

Концепция игры

Подземелье и Пёсики — игра для 2–4 игроков от 8 лет длительностью 30 минут. В волшебном королевстве каждый год соревнования по побегу из подземелья. Самые храбрые и смелые Пёсики спускаются в глухие мрачные комнаты, чтобы сразиться с чудовищами и собрать как можно больше трофеев. Победителю ждут почёсти и слава, титулы и горы золота, а также очень вкусные косточки. Игроки становятся участниками фэнтезийных соревнований. В каждом раунде по очереди выкладывают карты комнат, формируя подземные лабиринты с монстрами и сокровищами. Задача каждого игрока — построить наиболее выгодный для себя маршрут к выходу из подземелья, по пути собирая трофеи, монеты и побеждая чудовищ. Побеждает тот, кто по итогам трёх раундов накопит больше всего золотых монет — их можно вынести из подземелья, получить за выполненные квесты и за побеждённых монстров. [RuleChunk:1]

Игра заканчивается после третьего раунда. Победителем становится игрок, который набрал больше всех монет. При ничьей побеждает тот, кто выполнил больше квестов — как личных, так и общих. Если ничья сохраняется, участники ничьей делят победу и радостно виляют хвостиками. Гав-гав! [RuleChunk:18]

Компоненты

  • 90 карт комнат [RuleChunk:2]

  • 6 планшетов Пёсиков [RuleChunk:2]

  • 12 карт квестов [RuleChunk:2]

  • 6 карт зелий [RuleChunk:2]

  • 42 жетона лапок (по 7 жетонов каждого цвета) [RuleChunk:2]

  • 3 жетона раундов [RuleChunk:2]

  • Жетон первого игрока [RuleChunk:2]

  • Эти правила игры [RuleChunk:2]

Подготовка к игре

1.Каждый игрок выбирает себе планшет Пёсика и кладёт перед собой лицевой стороной вверх. Лишние планшеты уберите в коробку. [RuleChunk:3]

2.Затем каждый игрок берёт себе 7 жетонов лапок, указанных в углу планшета: 5 из них кладёт на планшет (это базовые жетоны), 2 оставшихся кладёт рядом с планшетом (это дополнительные жетоны). Остальные жетоны уберите в коробку. [RuleChunk:3]

3.Перемешайте все карты квестов лицевой стороной вниз и раздайте каждому игроку по 2 карты случайным образом. Лишние карты квестов уберите в коробку. [RuleChunk:3]

4.Каждый игрок выбирает из своих карт квестов одну и кладёт её перед собой лицевой стороной вниз, не показывая остальным. Это личные квесты игроков. [RuleChunk:3]

5.Вторую карту квеста игрок кладёт лицевой стороной вверх на стол, формируя ряд общих квестов. Их может выполнить любой игрок. [RuleChunk:3]

6.Найдите среди карт комнат двустороннюю стартовую комнату. Одна сторона карты предназначена для игры втроём и вчетвером, другая — для игры вдвоём. Положите карту в центре стола нужной стороной вверх — отсюда вы начнёте свой путь по подземелью. [RuleChunk:3]

7.Положите 3 жетона раундов на карту стартовой комнаты: снизу жетон с цифрой 3, на него жетон с цифрой 2, на самый верх жетон с цифрой 1. Это счётчик раундов. [RuleChunk:3]

8.Остальные карты комнат перемешайте и положите на стол стопкой лицевой стороной вниз. [RuleChunk:3]

9.Перемешайте все карты зелий лицевой стороной вниз и раздайте каждому игроку по одной случайной карте. Положите карту зелья рядом со своим планшетом лицевой стороной вверх. Лишние карты зелий положите в запас лицевой стороной вверх рядом со стопкой карт комнат. [RuleChunk:3]

Основные элементы игрового процесса

Второй эксперт ответственен за то, как играть:

Пример

VERIFICATION MATRIX

Element

Primary Source

Confirming Source

Entity Source

Status

Turn order

RuleChunk:5

Toc:gameplay_actions

-

✓

Action "Исследовать подземелье"

RuleChunk:5

Toc:explore_dungeon

-

☐

Action "Двигаться"

-

-

-

⊘

Action "Бой"

RuleChunk:10

Toc:monster

-

✓

Action "Зелья"

RuleChunk:16

Toc:potion

-

✓

Action "Лечь спать"

RuleChunk:5

Toc:sleep

☐

Interturn procedure

-

Toc:round_end

-

☐

Как играть

Структура хода

Игроки ходят по очереди по часовой стрелке, начиная с первого игрока [RuleChunk:5]. В свой ход вы можете выполнить одно из трёх действий: Исследовать подземелье, Выйти из подземелья, Лечь спать [RuleChunk:5].

Действия

[NO DATA DOCUMENTED]

Основные механики

Монстры

Вы можете сразиться с монстром или пройти мимо него, получив урон [RuleChunk:10]. Если символы на карте монстра совпадают с вашими символами атаки (считаются и базовые, и трофейные символы, а также зелья), то вы побеждаете монстра и обязаны положить на карту жетон лапки [RuleChunk:10]. Побеждённый монстр приносит трофейные символы атаки или защиты, которые можно использовать в этом же раунде [RuleChunk:10]. Некоторые монстры дополнительно к трофеям приносят монеты в конце игры [RuleChunk:10]. Дракон приносит 4 монеты вместо трофеев [RuleChunk:10]. Стреко-klуч приносит трофейный ключ — с ним вы можете пройти через все двери в подземелье и открыть в конце игры один сундук [RuleChunk:10].

Ловушки

Чтобы пройти ловушку, вы обязаны либо обезвредить её, либо положить жетон лапки и взять эту карту с штрафом [RuleChunk:11]. Чтобы обезвредить ловушку, у вас должна быть карта комнаты (включая бродягу) или зелье с подходящим трофеем (базовые символы не обезвреживают ловушку) [RuleChunk:11]. Это может быть карта, которую вы получили в предыдущих раундах или разыграли ранее в этом раунде [RuleChunk:11]. Если вы обезвредили ловушку картой, разыгранной в этом раунде, то в подземелье может образоваться пустое пространство с жетоном лапки... В конце раунда уберите в коробу обе карты — карту ловушки и карту, которая её обезвредила (кроме зелья — его положите в запас зелий) [RuleChunk:11]. Больше они не появляются в игре [RuleChunk:11]. Если вам нечем обезвредить ловушку или вы не хотите этого делать, положите на карту жетон лапки [RuleChunk:11]. В конце игры она принесёт одну монету в качестве штрафа [RuleChunk:11].

Зелья

Вы можете положить на карту жетон лапки и сразу взять любую карту зелья из запаса на ваш выбор [RuleChunk:16]. Можно взять ту карту зелья, которую убрал в запас ранее другой игрок [RuleChunk:16]. Саму карту комнаты вы забираете в конце раунда по общим правилам, однако в конце игры она ничего не принесёт [RuleChunk:16]. У вас может быть столько угодно карт зелий [RuleChunk:16].

Фазы и процедуры между ходами

[NO DATA DOCUMENTED]

Используемые термины

  • Зелье (RuleChunk:16)

  • Лапки (RuleChunk:10)

  • Жетон лапки (RuleChunk:11)

Завершение игры и победа

А третий эксперт ответственен за концовку и дополнительный правила:

Пример

VERIFICATION MATRIX

Element

Primary Source

Confirming Source

Entity Source

Status

End trigger 1

RuleChunk:18

Toc:game_end

-

✓

End trigger 2

RuleChunk:17

Toc:round_end

-

✓

Scoring: Монеты на картах комнат

RuleChunk:18

-

-

✓

Scoring: Сундуки

RuleChunk:18

-

-

✓

Scoring: Ловушки и бродяги

RuleChunk:18

-

-

✓

Scoring: Квесты (личные и общие)

RuleChunk:18

-

-

✓

Tiebreaker hierarchy

RuleChunk:18

-

-

✓

Advanced rule: Нет данных

-

Toc:abilities

-

⊘

Окончание игры и дополнительные правила

Условия окончания игры

После третьего раунда игра заканчивается. [RuleChunk:18]

Раунд заканчивается, когда все игроки вышли из подземелья или легли спать. Снимите верхний жетон со счётчика раундов. Если это был последний жетон, игра сразу заканчивается. [RuleChunk:17]

Финальный подсчёт

  1. Сложите и посчитайте количество золотых монет на всех своих картах комнат. Помните, что сундук приносит монеты только в том случае, если у вас есть ключ, и один ключ открывает только один сундук. [RuleChunk:18]

  2. Отнимите монеты за карты ловушек и бродяг, если они у вас есть. [RuleChunk:18]

  3. Получите монеты за выполненные личные и общие квесты. Монеты за личный квест может получить только тот игрок, которому принадлежит эта карта квеста. Монеты за общий квест может получить любой игрок, который его выполнил (это могут быть несколько игроков). Квесты с монстрами приносят монеты за каждого указанного побеждённого монстра — например, если вы победили двух ифритов, то считается, что вы дважды выполнили квест «Последнее желание» и получаете 4 монеты. [RuleChunk:18]

Победителем становится игрок, который набрал больше всех монет. [RuleChunk:18]

[Translated Example]: Примечание: квест с трофеями («Стальная хватька», «Огонь в сердце», «В яблочко») может выполнить только один игрок, даже если квест общий. Если несколько игроков набрали одинаковое количество трофейных символов, ничья разрешается в пользу игрока, у которого больше базовых указанных символов. Если ничья сохраняется, то считается, что никто не выполнил квест. [RuleChunk:18]

Разрешение ничьих

При ничьей побеждает тот, кто выполнил больше квестов — как личных, так и общих. Если ничья сохраняется, то участники ничьей делят победу и радостно угощают хостиками. Гав-гав! [RuleChunk:18]

Дополнительные правила и уточнения

Хотя классический RAG теоретически подходит для этой задачи, объемные правила настольных игр потребляют слишком много токенов, что делает такой подход неоптимальным. Здесь же три экспертные LLM использованы для распределения нагрузки, ускорения обработки и повышения качества ответов по сравнению с одной моделью.
Вот так выглядит итоговый ответ на примере игры iki:

Пример

MASTER FACT INVENTORY

Fact

Expert

Source ID

Status

Iki — игра о мастерах эпохи Эдо. Погрузитесь в мир Японии 1603–1868 гг...

Expert 1

RuleChunk:20

✓

Цель игры — прожить в Эдо целый год... Побеждает игрок с наибольшим количеством очков Ики... 🌸 во время, 🍁 в конце

Expert 1

RuleChunk:21

✓

Компоненты: 1 двустороннее поле...

Expert 1

RuleChunk:22

✓

Setup step 1: Положите поле...

Expert 1

RuleChunk:23

✓

Каждый раунд — это новый месяц (1-12 месяцы по календарю)

Expert 1

RuleChunk:23

⚠️ CONFLICT: Expert 2 указывает 13 раундов (12 месяцев + Праздник Нового года) RuleChunk:38

Setup step 9: Каждый игрок берёт... 8 монет

Expert 1

RuleChunk:24

✓

шкала огнеопасности 🔥

Expert 1

RuleChunk:24

⚠️ CONFLICT: Expert 2 называет шкалу огнеупорности RuleChunk:38

13 раундов: 12 месяцев + 13-й Праздник Нового года

Expert 2

RuleChunk:38

✓

Каждый месяц: 3 фазы A (Ikizama по огнеупорности), B (доход/найм, движение/сделки, забрать Ikizama), C (события)

Expert 2

RuleChunk:38

✓

Действие Доход: 4 монеты

Expert 2

RuleChunk:41

✓

Действие Найм: стоимость карты, Kobun, доплата за место

Expert 2

RuleChunk:41

✓

Движение Oyakata на Ikizama делений + сандалии, круг - опыт Kobun

Expert 2

RuleChunk:42

✓

Деньплаты конец 3,6,9,12: зарплата всех персонажей, активных и retired

Expert 2

RuleChunk:31

✓

Зарплата по уровню Kobun, retired - max/upper right

Expert 2

RuleChunk:47

✓

Конец после 13 раунда Праздник Нового года

Expert 3

RuleChunk:52,53

✓

Финальный подсчёт: 1. шкала Ики во время игры; 2. типы персонажей (1:1,2:4,3:9,4:16,5:25); 3. рыба; 4. табак (+x2 с трубкой); 5. здания; 6. ресурсы

Expert 3

RuleChunk:53

✓

Ничья: по огнеупорности, затем позиции в стопке

Expert 3

RuleChunk:53

⚠️ CONFLICT: терминология огнеупорности (Expert 2/3) vs огнеопасности (Expert 1)

Ikizama (RuleChunk:38)

Expert 2

RuleChunk:38

✓

Kobun (RuleChunk:41)

Expert 2

RuleChunk:41

✓

Nagaya (RuleChunk:42)

Expert 2

RuleChunk:42

✓

Oyakata (RuleChunk:40)

Expert 2

RuleChunk:40

✓

Описание

Концепция игры

Iki — игра о мастерах эпохи Эдо. Погрузитесь в мир Японии 1603–1868 гг. В районе Нихонбаси находится самый оживлённый рынок города. На главной улице района расположились самые разные лавки и торговцы, приглашающие покупателей заглянуть к ним на огонь. Неподалёку от главной улицы находится рынок моропродуктов, где рыбаки сбивают свой улов — оттуда слышен голос покупателей и торгующегося рыбой. Ремесленники и мастера живут в домах-нагая вокруг главной улицы. Их умения и товары помогают простым людям в Эдо жить лучше. Говорят, что в те времена в Эдо было от семисот до восемисот разных профессий, и многие из этих уникальных умений стали картами в игре Iki: мастера по изготовлению вееров, фонарей, татами, художники укиё-э, уличные торговцы, владельцы прилавков с суш и темпурой, гейши и актёры театра Кабуки. [RuleChunk:20]

Подготовка к игре

  1. Положите поле на середину стола той стороной, которая соответствует количеству игроков. [RuleChunk:23]

  2. Положите маркер календаря на первое деление календаря: это первый месяц года. Каждый раунд — это новый месяц. В традиционном японском календаре 1, 2 и 3 месяц — весенние, 4, 5 и 6 — летние, 7, 8 и 9 — осенние, а 10, 11 и 12 — зимние. Традиционное деление на календаре — Праздник Нового года. [RuleChunk:23]

  3. Положите на конец шкалы Ики количество жетонов «30/60 Ики», равное количеству игроков. [RuleChunk:23]

  4. Перетасуйте 4 жетона пожара, сложите их в стопку лицевой стороной вниз на специальное место на поле. [RuleChunk:23]

  5. Расортируйте жетоны рыбы, табак и трубок по сезонам (🌸 весна, ☀️ лето, 🍂 осень, ❄️ зима). Затем разложите все весенние жетоны лицевой стороной вверх на их место на поле. [RuleChunk:23] 5a. Возьмите летние, осенние и зимние жетоны и положите их лицевой стороной вниз на границы сезонов в календарь. [RuleChunk:23]

  6. Случайным образом выберите 6 карт зданий 🏠 из 10 и разложите их рядом с полем. Уберите оставшиеся карты зданий в коробку: они вам не понадобятся. [RuleChunk:23]

  7. Разложите монеты, сандалии, мешки с рисом, дрёвесину, Кобан и особые жетоны рядом с игровым полем: это ваш запас. [RuleChunk:23]

  8. Расортируйте карты персонажей по сезонам (🌸 весна, ☀️ лето, 🍂 осень, ❄️ зима) — получитесь 4 стопки карт. Положите их рядом с полем. [RuleChunk:23]

  9. Каждый игрок выбирает свой цвет и берёт следующие элементы в этом цвете: 1 планшет игрока (положив его той стороной вверх, которая соответствует количеству игроков); 1 фигурку Икизамы 👱‍🦱, 1 фигурку Оякаты 👱‍🦰, 4 фигурки Кобун 👱‍🦳, 2 маркера для подсчёта очков Ики и шкалы огнеопасности. Затем каждый игрок берёт 1 жетон сандалий, 1 мешок риса и 8 монет (валюты, использовавшейся в эпоху Эдо). Поставьте жетон сандалий, фигурку Икизамы и 4 фигурки Кобун на ваш планшет игрока. Оставшиеся элементы положите рядом. [RuleChunk:24]

  10. Тот, кто последним был в Японии, будет первым игроком в первом раунде. Если никто из игроков никогда не был в Японии, выберите первого игрока случайным образом. Каждый игрок ставит свою фигурку Оякаты на обводнённую пунктирной линией место в стартовой области. [RuleChunk:24]

  11. Каждый игрок кладёт свой маркер на деление «0» шкалы огнеопасности 🔥. Маркер первого игрока лежит наверху, под ним маркер игрока, сидящего слева от первого, и так далее по часовой стрелке, пока маркер последнего игрока не окажется в самом низу стопки. [RuleChunk:24]

  12. Каждый игрок кладёт свой маркер для подсчёта очков Ики 🌸 на деление «0» шкалы Ики. Если игрок получит больше 30 (или 60) очков Ики, то он забирает (или переворачивает) жетон «30/60 Ики». Ваши очки Ики не могут уйти в минус. [RuleChunk:24]

  13. Возьмите 4 карты стартовых персонажей 🎭 и положите их рядом с игровым полем [RuleChunk:24] 13a; затем каждый игрок, двигаясь против часовой стрелки, выбирает карту, а потом кладёт её в одну из четырёх дальних комнат Нагая (рядом с границами поля) на свой выбор [RuleChunk:24] 13b. Также игрок ставит фигурку Кобун на первый уровень опыт, нарисованный вниз карты. В партии на 2 или 3 игроков уберите оставшиеся стартовые карты в коробку: они вам не понадобятся. [RuleChunk:24]

Основные элементы игрового процесса

В игре Iki 13 раундов: первые 12 раундов — это 12 месяцев года (которые поделены на 4 сезона) и разыгрываются одинаково [RuleChunk:38]. 13 раунд — это Праздник Нового года, он разыгрывается иначе [RuleChunk:38]. Каждый месяц поделён на 3 фазы, кратко изложенные на планшетах игроков [RuleChunk:38]. Фаза A «Образ жизни»: Игроки занимают позиции на шкале Ikizama по очереди, определённой жетонами на шкале огнеупорности [RuleChunk:38]. Фаза B «Действия»: Игроки 1) получают доход или нанимают персонажа, 2) двигают своего Oyakata и заключают сделки на главной улице, а потом 3) забирают свою фигурку Ikizama обратно [RuleChunk:38]. Фаза C «Событие»: Зависит от месяца: В конце месяцев 3, 6, 9 и 12 наступает деньплаты (т.е. в конце каждого сезона) [RuleChunk:38]. В конце месяцев 5, 8 и 11 начинается пожар [RuleChunk:38]. Во время фаз B и C у игроков есть возможность увеличить свои показатели на шкале очков Iki [RuleChunk:38].

Доход или найм

Выберите одно действие: Доход: возьмите 4 монета из запаса [RuleChunk:41]. Найм: выберите свободную карту персонажа рядом с полем и заплатите указанную (в монетах) в левом верхнем углу карты стоимость [RuleChunk:41]. Поместите карту персонажа в пустую комнату на поле и поставьте на нижний уровень опыт карты одного из ваших свободных Kobun [RuleChunk:41]. Помните, что за некоторые места на поле нужно заплатить дополнительно (1 или 2 монета) [RuleChunk:41]. Если на карте персонажа, которого вы нанимаете, есть 1 или 2 монета, возьмите их: вы можете оплатить ими стоимость карты [RuleChunk:41]. ВАЖНО: если у вас не хватает монет или нет свободных Kobun, или если на поле не останется свободного места, вы не можете нанять персонажа — вы обязаны взять доход [RuleChunk:41].

Движение и сделки

Разыграйте эту фазу в следующем порядке: Движение: Передвиньте вашего Oyakata на главной улице (по стрелочкам) на то количество делений, которое указывает ваша фигурка Ikizama (см. фазу A выше) [RuleChunk:42]. Вы можете увеличить число делений вашего Oyakata, потратив одну пару сандалий (1 жетон) за каждый дополнительный шаг [RuleChunk:42]. Сандалии не могут уменьшить количество делений, только увеличить его [RuleChunk:42]. Потраченные сандалии возвращаются в запас [RuleChunk:42]. Ваш Oyakata может остановиться на делении с одним или несколькими Oyakata ваших соперников [RuleChunk:42]. ВАЖНО: Когда ваш Oyakata проходит 🧑‍🦰, завершите круг по главной улице, увеличив уровень опыта на 1 у всех ваших персонажей: передвиньте всех ваших Kobun на 1 деление вверх [RuleChunk:42]. Если кто-то из персонажей должен уйти на покой, заберите Kobun, уберите карту из Nagaya и поместите её в соответствующую колоду на вашем планшете игрока [RuleChunk:42]. Этот шаг разыгрывается во время движения вашего Oyakata, но перед заключением сделки [RuleChunk:42]. Заключение сделки: Как только ваш Oyakata закончил движение, вы можете заключить сделку в лавке, рядом с которой вы остановились и/или с одним из двух персонажей, которые живут в комнатах над этим магазином, если такие есть [RuleChunk:42]. Вы можете заключить сделку в любом порядке: с магазином и одной из карт, или можете вообще ничего не купить [RuleChunk:42]. Если вы заключаете сделку с персонажем другого игрока, этот персонаж увеличивает уровень опыта: после заключения сделки его Kobun двигается на одно деление вверх [RuleChunk:42]. Если персонаж уходит на покой, то его владелец забирает своего Kobun обратно, и он сразу же становится свободным [RuleChunk:42]. ВАЖНО: если вы заключаете сделку с одним из ваших персонажей, его уровень опыта не увеличивается [RuleChunk:42].

Конец хода

Как только ход заканчивается, игроки забирают свои фигурки Ikizama и ставят их на свои планшеты [RuleChunk:43].

Основные механики

Деньплаты

В конце каждого сезона (в конце 3, 6, 9 и 12 месяцев) происходит деньплаты: каждый игрок собирает зарплату всех своих персонажей (как ушедших на покой, так и активных) [RuleChunk:31]. Для персонажей на поле значение зарплаты находится прямо над фигуркой Kobun [RuleChunk:31]. Ушедшие на покой персонажи приносят зарплату, указанную в правом верхнем углу карты [RuleChunk:31]. ВАЖНО: Некоторые персонажи, чья зарплата указана в красном кружке, приносят игрокам особые жетоны, но только когда этот персонаж уходит на покой (см. Приложение 1) [RuleChunk:31].

Фазы и процедуры между ходами

Фаза C «Событие» зависит от месяца [RuleChunk:38]. Деньплаты (продолжение). Затем разыграйте эти шаги в следующем порядке: 1) Зарплата: Игроки забирают зарплату со своих карт персонажей. Она определяется их уровнем опыта, а также со всех ушедших на покой персонажей [RuleChunk:47]. Зарплата может быть в монетах, очках Iki или ресурсах [RuleChunk:47]. Зарплата ушедших на покой персонажей — всегда наибольшая возможная зарплата этой карты [RuleChunk:47].

Используемые термины

  • Ikizama (RuleChunk:38)

  • Kobun (RuleChunk:41)

  • Nagaya (RuleChunk:42)

  • Oyakata (RuleChunk:40)

Завершение игры и победа

Условия окончания игры

Конец игры и подсчёт очков. Как только раунд Праздника Нового года окончен, игра заканчивается: игроки забирают свои карты персонажей, которые остались на поле, и кладут их в соответствующие колонки на планшетах игроков. [RuleChunk:53]

Игра заканчивается после завершения хода последнего игрока в 13 раунде: Праздник Нового года. [RuleChunk:52]

Финальный подсчёт очков

  1. Запишите в таблицу полученные в ходе игры очки Ики (шкала очков Ики). [RuleChunk:53]

  2. Разные типы персонажей: в зависимости от того, сколько типов персонажей вы наняли, получите очки Ики. ВАЖНО: Здания не являются отдельным типом персонажей. При уходе на покой Куровод может стать зданием или персонажем: определите, к какому типу он отнесётся, перед подсчётом очков за типы карт. 1 тип: 1 очко Ики, 2 типа: 4 очка Ики, 3 типа: 9 очков Ики, 4 типа: 16 очков Ики, 5 типов: 25 очков Ики. [RuleChunk:53]

  3. Рыба: В зависимости от того, сколько рыбы разных сезонов вы купили, получите следующие очки: 1 рыба: 3 очка Ики, 2 рыбы: 6 очков Ики, 3 рыбы: 10 очков Ики, 4 рыбы: 15 очков Ики. Если вы купили самую дорогую рыбу сезона, добавьте её стоимость к полученному результату (1 или 7 очков Ики за каждую). [RuleChunk:53]

  4. Табак: Посчитайте количество очков, указанное на ваших жетонах табака. Если у вас есть хотя бы одна трубка, сумма очков Ики на жетонах табака удваивается. Подробнее об эффектах трубок и табака можно прочитать в Приложении 3. [RuleChunk:53]

  5. Здания: Добавьте очки Ики за ваши здания. Подробнее о том, как считать очки Ики за здания можно прочитать в Приложении 2. [RuleChunk:53]

  6. Ресурсы: Очки Ики можно получить за следующие ресурсы: Кобан: 3 очка Ики, Заготовка дровесины: 1 очко Ики, 4 монета: 1 очко Ики. Рис и сандалии ничего не приносят. [RuleChunk:53]

Игрок с наибольшим количеством очков Ики побеждает. [RuleChunk:53]

[Translated Example]: Пример: Анна накопила 28 очков Ики во время игры = 28 очков Ики. 1. Она наняла три разных типа персонажей, но благодаря Кукуводам у неё получается 4 разных сезона = 16 очков Ики... (полный пример из источника суммирует до 100 очков Ики). [RuleChunk:53]

Разрешение ничьих

Игрок с наибольшим количеством очков Ики побеждает. В случае ничьей побеждает игрок с наибольшей огнеупорностью. Если ничья сохраняется, побеждает игрок, маркер которого стоит выше в стопке огнеупорности. [RuleChunk:53]

Дополнительные правила и уточнения

Прочая информация

Условия победы (из Expert 1)

Цель игры — прожить в Эдо целый год и попытаться стать лучшим Эдокко, «дитя Эдо», создавая условия для процветания и благополучия города и его жителей. Побеждает игрок с наибольшим количеством очков Ики, отражающих философию концепцию эпохи Эдо о том, каким должен быть идеальный образ жизни обычного человека. Очки Ики, полученные во время игры, обозначены 🌸. Очки Ики, полученные в конце игры, обозначены 🍁. [RuleChunk:21]

Компоненты (из Expert 1)

Игровое поле и планшеты

  • 1 двустороннее поле и 4 двусторонних планшета игрока (для 2 игроков и 3-4 игроков). [RuleChunk:22]

Карты

  • 4 стартовых карты персонажей, 56 карт персонажей (14 карт для каждого сезона): Весна 🌸, Лето ☀️, Осень 🍂, Зима ❄️. [RuleChunk:22]

Деревянные элементы

  • 4 фигурки Ояката 👱‍🦰 (фиолетовая, синяя, жёлтая, красная), 4 фигурки Икизамы 👱‍🦱 (фиолетовая, синяя, жёлтая, красная), 16 фигурок Кобун 👱‍🦳 (по 4 фиолетовых, 4 синих, 4 жёлтых, 4 красных), 4 маркера для подсчёта очков Ики 🌸 (по одному цвету: розовый, фиолетовый, жёлтый, красный), 4 маркера огнеопасности 🔥 (по одному цвету: розовый, фиолетовый, жёлтый, красный). [RuleChunk:22]

Жетоны и монеты

  • 20 заготовок дрёвесины 🪵, 30 мешков риса 🍚, 1 маркер календаря 📅, 8 жетонов трубок (по 2 на каждый сезон) 🚬, 8 жетонов табака (по 2 на каждый сезон) 🌿, 36 монет номиналом 1 мон 🪙, 20 монет номиналом 4 мон 🪙, 28 жетонов сандалий 👡, 12 жетонов Кобан (золотых слитков) 🏛️, 8 жетонов рыбы (по 2 на каждый сезон) 🐟, 4 жетона «30/60» очков Ики (для каждого игрока) 🌸, 4 жетона пожара 🔥. [RuleChunk:22]

Остальное

  • Джокер 🎰, Найм-1 🎼, 1 блокнот для подсчёта очков 📒, 1 правила игры 📘. Дуэльный вариант: 1 жетон Солнца ☀️ и 1 жетон Луны 🌙, 12 блоков 🧱. [RuleChunk:22]

Конфликты между экспертами

CONFLICT DETECTED:

  • Expert 1: "Каждый раунд — это новый месяц" (импликация 12 раундов по календарю 1-12) [RuleChunk:23]

  • Expert 2: "13 раундов: первые 12 раундов — это 12 месяцев... 13 раунд — Праздник Нового года" [RuleChunk:38]

  • TOPIC: Количество раундов / продолжительность игры

CONFLICT DETECTED:

  • Expert 1: "шкала огнеопасности 🔥" [RuleChunk:24]

  • Expert 2: "шкала огнеупорности" [RuleChunk:38]

  • Expert 3: "огнеупорностью" [RuleChunk:53]

  • TOPIC: Название шкалы огнеопасности/огнеупорности

Какие модели я использовал

Я пробовал использовать разные модели, как opensource и localhost так и проприетарные большие модели. Вот что я попробовал:

  1. Kimi k2 — Я считаю, что это хорошие большие модели. И я часто пользуюсь ими вместо ChatGpt, но в данной задаче задержка модели оказалось большой и модель также не всегда вызывала инструменты.

  2. Deepseek v3.2 — Хорошая модель и дает неплохие результаты при достаточно небольшой стоимости, но задержка и кол-во расходуемых токенов перечеркивает все её плюсы. Я мог ждать по 10 минут на генерацию ответа и она могла не закончится.

  3. OpenAi GPT 4.1 — Дает хорошие результаты и работает очень хорошо, но стоимость запросов достаточно высокая.

  4. Grok 4 Fast / 4.1 Fast — Модель на которой я остановился. Она дает неплохие результаты, маленькую задержку и небольшую стоимость. В среднем на запрос с запуском 3 агентов уходит по 1.5-3 минуты. Стоимость запроса на полную сводку около $0.05.

  5. Gpt oss — Не всегда работает стабильно. Я оставил её только для проверки безопасности.

Сервис 2. MCP Tools. Fastmcp, objectbox, sentencetransformers.

Данный сервис отвечает за mcp server у которого находятся необходимые инструменты. Я сделал его базовую реализацию, но также расскажу о своей идеи насчет того, как можно сделать mcp сервер по-другому. Я ещё не успел попробовать этот подход, но буду его пробовать и расскажу о результатах этого эксперимента в следующих статьях.
Сама реализация:

"""
Test MCP server for tabletop game rules and terminology search.

This module sets up an MCP (Model Context Protocol) server using FastMCP
to provide tools for searching game rules, terminology, and game data
using vector similarity search powered by ObjectBox and SentenceTransformers.
"""

from typing import Annotated

import yaml
from fastmcp import FastMCP
from objectbox import (
    Box,
    Entity,
    Float32Vector,
    HnswIndex,
    Id,
    Int16,
    Store,
    String,
)
from pydantic import Field
from sentence_transformers import SentenceTransformer


# ------------------------------------------------------------------
# ObjectBox entities
# ------------------------------------------------------------------
@Entity()
class Rule:
    id = Id  # Unique identifier for the rule
    internal_id = String  # Internal unique ID (e.g., from chunking process)
    content = String  # Full text content of the rule
    section = String  # Rulebook section (e.g., "movement", "combat")
    game = String  # Associated game name
    req_term = String  # YAML string of required terminology terms (list serialized)
    scenario = String  # Enriched searchable text: tags (#section, #type) + "---" + content; this is encoded for vector search
    priority = Int16  # Priority level for rule application
    zone = String  # Rule zone (base/advanced/edge)
    vector = Float32Vector(index=HnswIndex(dimensions=768))  # 768-dim vector embedding for similarity search (encoded from scenario field)


@Entity()
class Terminology:
    id = Id  # Unique identifier
    internal_id = String  # Internal unique ID
    content = String  # Enriched searchable text: tags (#group) + "---" + name; this is encoded for vector search
    name = String  # Display name of the term
    game = String  # Associated game name
    slug = String  # URL-friendly identifier
    kind = String  # Type: "TERM" for definitions, "ENTITY" for named entities
    path = String  # Path or location in the documentation
    group = String  # Category or group for the term
    definition = String  # Definition text
    extra = String  # YAML string of additional metadata
    vector = Float32Vector(index=HnswIndex(dimensions=768))  # 768-dim vector embedding for similarity search (encoded from content field)

@Entity()
class Game:
    id = Id  # Unique identifier
    name = String  # Game name in native script
    latin_name = String  # Game name in Latin script
    vector = Float32Vector(
        index=HnswIndex(dimensions=768)
    )  # 768-dim vector embedding for similarity search (encoded from name field)

# ------------------------------------------------------------------
# Global setup
# ------------------------------------------------------------------
COUNT_ITEMS = 3  # Number of nearest neighbors to retrieve in searches
server = FastMCP(name="rules-mcp")  # Initialize FastMCP server for MCP protocol
store = Store(directory="./db")  # Open ObjectBox database store in ./db directory
rules_box = Box(store, entity=Rule)  # Box for storing and querying Rule entities
terminology_box = Box(store, entity=Terminology)  # Box for storing Terminology entities
game_box = Box(store, entity=Game)  # Box for storing Game entities
model = SentenceTransformer("./model")  # Load pre-trained sentence transformer model for encoding text to vectors


# ------------------------------------------------------------------
# Tools – parameters described inline with Annotated[…, Field(…)]
# ------------------------------------------------------------------
@server.tool
def find_games(
    query: Annotated[str, Field(...)]
) -> str:
    """
    Search for games using vector similarity.

    Parameters
    ----------
    query : str
        Natural-language search query (can be empty).
    """
    vector = model.encode(query)

    obx_query = game_box.query(
        Game.vector.nearest_neighbor(vector, element_count=COUNT_ITEMS)
    ).build()

    results = []
    for id_, score in obx_query.find_ids_with_scores():
        g = game_box.get(id_)
        results.append(
            {
                "id": g.id,
                "name_db": g.name,
                "latin_name": g.latin_name,
                "score": score,
            }
        )

    return yaml.safe_dump(results, allow_unicode=True)


@server.tool
def get_toc(db_game_name: str) -> str:
    """
    Get table of contents for a specific game by listing all rule sections and scenarios.

    """
    rules_query = rules_box.query(
        Rule.game.equals(db_game_name)
    ).build()

    result = []
    for res in rules_query.find():
        result.append({
          "section":  res.section,
          "scenario": res.scenario
        })

    return yaml.safe_dump(result, allow_unicode=True)

@server.tool
def find_in_rulebook(
    db_game_name: Annotated[str, Field(...)],
    section: Annotated[str, Field(...)],
    type_: Annotated[str, Field(...)],
    query: Annotated[str, Field(...)],
    # zone: Annotated[Literal["base", "advanced", "edge"], Field(...)] = "base",
) -> str:
    """
    Search for rules in the rulebook using vector similarity.

    Parameters
    ----------
    db_game_name : str
        Name of the game (required).
    section : str
        Section of the rulebook;.
    type_ : str
        Entity type to search (rule/action/setup/components/etc).
    query : str
        Natural-language search query (can be empty).
    zone : {'base','advanced','edge'}
        Rule zone; defaults to 'base'.
    """
    # Construct enriched search query by adding metadata tags
    search_query = f"#section:{section} #type:{type_}\n---\n{query}"
    # Encode the search query to a vector for similarity search
    vector = model.encode(search_query)

    # Build ObjectBox query to find nearest neighbors, filtered by game name
    obx_query = rules_box.query(
        Rule.vector.nearest_neighbor(vector, element_count=COUNT_ITEMS)
        & Rule.game.equals(db_game_name)
    ).build()

    results = []
    for id_, score in obx_query.find_ids_with_scores():
        r = rules_box.get(id_)
        results.append(
            {
                "id": r.id,
                "content": r.content,
                "score": score,
                "section": r.section,
                "req_term": yaml.safe_load(r.req_term),
                "scenario": r.scenario,
            }
        )

    return yaml.safe_dump(results, allow_unicode=True)


@server.tool
def find_in_terminology(
    db_game_name: Annotated[str, Field(...)],
    group: Annotated[str, Field(...)] = "default",
    query: Annotated[str, Field(...)] = "",
) -> str:
    """
    Search for terminology entries (kind=TERM) using vector similarity.

    Parameters
    ----------
    game_name : str
        Name of the game (required).
    group : str
        Terminology group; defaults to 'default'.
    query : str
        Text query for semantic term search.
    """
    search_query = f"#game:{db_game_name} #group:{group}\n---\n{query}"
    vector = model.encode(search_query)

    obx_query = terminology_box.query(
        Terminology.vector.nearest_neighbor(vector, element_count=COUNT_ITEMS)
        & Terminology.kind.equals("TERM")
        & Terminology.game.equals(db_game_name)
    ).build()

    results = []
    for id_, score in obx_query.find_ids_with_scores():
        t = terminology_box.get(id_)
        results.append(
            {
                "id": t.internal_id,
                "score": score,
                "content": t.content,
                "name": t.name,
                "definition": t.definition,
                "extra": yaml.safe_load(t.extra),
            }
        )

    return yaml.safe_dump(results, allow_unicode=True)


@server.tool
def find_in_terminology_ner(
    db_game_name: Annotated[str, Field(...)],
    group: Annotated[str, Field(...)] = "default",
    query: Annotated[str, Field(...)] = "",
) -> str:
    """
    Search for entity-level terminology (kind=ENTITY) using vector similarity.

    Parameters
    ----------
    game_name : str
        Name of the game (required).
    group : str
        Terminology group; defaults to 'default'.
    query : str
        Text query for semantic term search.
    """
    search_query = f"#group:{group}\n---\n{query}"
    vector = model.encode(search_query)

    obx_query = terminology_box.query(
        Terminology.vector.nearest_neighbor(vector, element_count=COUNT_ITEMS)
        & Terminology.kind.equals("ENTITY")
        & Terminology.game.equals(db_game_name)
    ).build()

    results = []
    for id_, score in obx_query.find_ids_with_scores():
        t = terminology_box.get(id_)
        results.append(
            {
                "score": score,
                "content": t.content,
                "name": t.name,
                "group": t.group,
                "definition": t.definition,
                "extra": yaml.safe_load(t.extra),
            }
        )

    return yaml.safe_dump(results, allow_unicode=True)


# ------------------------------------------------------------------
# Run the MCP server
# ------------------------------------------------------------------
if __name__ == "__main__":
    # Start the FastMCP server on HTTP interface at port 8001
    server.run("http", port=8001)

В данной реализации нет ничего особенного, мы используем objectbox store и три box для каждого схемы. Sentence transformers используется только для вычисления embedding'ов. А FastMCP 2.0 используется для создания и управления самого mcp сервера.
В чем здесь есть проблема и почему меня не устраивает эта базовая реализация?

  1. Первое. Все методы синхронные и в результате этого дольше выполняются запросы. Это проблема, так как у нас эксперты работают параллельно и также параллельно используют инструменты.

  2. Второе, выходящие из первого. Если мы захотим сделать функции асинхронными, то мы столкнемся с проблемой, так как python версия objectbox не поддерживает её. Например, C++ версия поддерживает многопоточность и асинхронность. Sentence transformers тоже не поддерживает её. Из всех используемых библиотек только FastMCP 2.0 поддерживает её из коробки.

  3. Третье. Мне не нравится большое кол-во используемых глобальных переменных.

Это всё можно решить, но потребуется немного времени на это и, возможно, решение будет выглядеть не очень хорошо. И сейчас я поделюсь своим виденьем того, как можно решить эти проблемы немного по-другому.

Другой подход к созданию mcp серверов

Обычно реализация инструментов для mcp серверов находится в том же пространстве/процессе, что и сам mcp сервер. Вот что я подразумеваю под этой фразой. Например, если мы посмотрим на базовую реализацию mcp сервера, которая находится выше, то у нас есть набор функций, каждая из которых реализует некоторую логику. Она может быть сложной или достаточно простой, но она находится в том же месте, где у нас создается сервер. В части случаев при достаточной простой логике, этого хватит и мы не получим каких-то проблем при реализации данной схемы. Но тут есть одно "НО". Чем сложнее логика тем сложнее это всё отладить и скорость выполнения каждой функции может становится всё больше и больше, а следовательно . А когда мы делаем MCP сервер, то хотим, чтобы скорость выполнения каждого инструмента была минимально возможной. Здесь и появляется микросервисный подход. Нам не запрещают вынести логику каждого инструмента в отдельный сервис.

Fat-server (монолит)

b1e048e18d742731b4e526c906732a13.svg

Thin-server (микросервисы)

1d035f86288d349847df425422369204.svg

И именно к такой архитектуре я хочу прийти в следующей статье. Stay tuned!

Сервис 3. OpenAi Сервер.BlackSheep

Я не backend и web developer, поэтому не буду сильно погружаться в этот сервис, а расскажу только про мой опыт работы с Blacksheep. Если говорить коротко, то мне понравилось и я не испытал особых трудностей с написанием данного сервиса. Очень удобно, что есть blacksheep-cli , который помогает сконфигурировать изначальный проект. Мне понравился объектно-ориентированный подход, которого придерживается данная библиотека. Также хочется отметить Rodi — это библиотека для dependency injection, которая помогла добавить llm_service как зависимость в класс контроллера. А сам проект состоит из двух контроллеров: chat и models. Один из них нужен для того, чтобы генерировать наш completions, а другой для того, чтобы отдать список моделей. Вот и все задачи для данного сервиса, он вышел простым и небольшим.

Заключение

Вот мы и прошлись по всем сервисам в данном проекте. И в качестве завершения мне хочется рассказать о некоторых проблемах, которые мне не удалось решить, а также сделать заключения для кого же данный стек и данные библиотеки могут быть полезными.

Мои боли

Без сложностей в данном проекте не обошлось, часть из них связана с библиотеками, с отсутствием каких-то готовых инструментов, с парсингом документации и с самой областью. Пройдемся по ним

1.Langfuse — начну с того, что он мне нравится своими возможностями по отслеживанию запусков модели и всего того, что происходит внутри. Это действительно классный и гибкий инструмент. Но не всё так хорошо, как хотелось бы. И здесь я говорю о том, что для pocketflow нет официальной интеграции этого инструмента. И здесь приходится делать что-то своё. У меня ушло несколько попыток, чтобы сделать подробное логирование каждой ступени туда. Например так у меня выглядит отображаемый граф:

292a85ba0ab695535668d4ce278a4194.png

Сложно и запутано. И я так и не пришел к какому-то финальному решению этой проблемы. Вышло слишком детально. Возможно когда-нибудь появится официальная обертка для pocketflow, но пока приходится делать всё ручками.

2.Парсинг и наполнение RAG.
Это тоже большая проблема. Правила настольных игр временами очень сложные в плане их расположения и текста и правильный автоматический парсинг таких документов — это целая отдельная статья. Например, так выглядит одна из страниц для игры "Iki"

a31f2b6e0c77eb45d8c4ec5d89ef2fe1.png

Здесь используется много не стандартных символов, много картинок, на каждой странице текст идет по-разному. Это всё не очень большая проблема, когда мы их читаем, но как всё это отобразить в тексте? Стандартные ocr здесь справляются не очень хорошо. Лично я использовал vlm для парсинга каждой страницы, а именно Qwen. Но ведь даже после того, как мы получили наш итоговый markdown файл, появляется новая сложность — это превращения всего этого в чанки. Как правильно разрезать это всё? Я так и не нашел ответ, лично я использовал llm (Kimi + ChatGpt + Qwen), чтобы разбить весь текст на чанки. И я не могу сказать, что это способ справился идеально, много данных просто теряется. Поэтому данный вопрос для меня ещё остается открытым. Но могу сказать, что когда я найду решение этой проблемы, то постараюсь об этом рассказать. Это будет отдельная статья о методах парсинга и методах чанкирования.

3.Pocketflow и отсутствие инструментов.
Pocketflow предоставляет сам по себе только граф и абстрактные ноды. Это как и плюс, так и большой минус для этого проекта. Я использовал mcp сервер для работы с инструментами, но мне пришлось также писать свои собственные ноды, чтобы подключить все инструменты к моделям. А это было в некотором плане сложно и заняло много времени. Плюс не раз возникали сложности с тем, чтобы это все отладить. Поэтому при первом использовании данной библиотеки потребуется проинвестировать много времени.

Так для кого же данный стек?

Данный стек может пригодится, например при разработке каких-то локальных решений с минимальными зависимостями. В условиях жестких ограничений. А ещё этот стек в теории можно использовать и с другими языками программирования. Pocketflow существует на разных языках, например, для того же C++. Да, тут есть ограничения в том, что оно все ещё сырое, там нет поддержки батчев, мнгопоточности и асинхронности, а логирование придется изобретать заново, но оно существует.

Ссылки

В комментариях пишите о своем опыте автоматизации настольных игр, будет интересно почитать 🤗

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  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 14:39 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.11.25 14:39 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.11.25 14:44 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.11.25 11:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.11.25 16:30 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.11.25 10:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:05 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 michaeldavenport218

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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 18:20 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

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

  • 06.12.25 10:42 michaeldavenport238

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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

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