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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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  • 25.05.26 12:25 robertalfred175

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

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 25.05.26 20:55 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 26.05.26 14:45 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 26.05.26 14:45 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 03:09 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 03:09 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 04:01 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 28.05.26 09:40 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 14:04 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 21:56 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 29.05.26 02:26 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 02:27 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 04:46 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits

  • 31.05.26 10:06 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

  • 31.05.26 10:06 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

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:03 gordondowney9

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  • 10.06.26 06:21 wendytaylor015

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  • 10.06.26 06:21 wendytaylor015

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  • 10.06.26 18:09 david

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  • 12.06.26 17:13 keithwilson9899

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  • 12.06.26 17:13 keithwilson9899

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  • 14.06.26 14:53 Freeman James

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  • 14.06.26 15:37 kimberlyhebert786

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  • 14.06.26 16:34 Emmi Hakola

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  • 14.06.26 16:53 James willson

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  • 14.06.26 19:38 riley777

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  • 15.06.26 06:12 Evan Garrison

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  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:34 Sallymarch

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 12:56 Hillary

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 15.06.26 13:18 Silas Olsen

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:18 Garrison Good

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 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

  • 20.06.26 14:57 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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 01:04 robertalfred175

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

  • 01:04 robertalfred175

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

  • 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

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