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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".
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
Сервис LLM Graph, в котором находится вся реализация графа;
Web сервис, который частично повторяет api OpenAI, чтобы мы могли подключить нашего бота, например, в DeepChat, Jan, OpenWebUI
MCP Сервер. В котором находятся нужные для нас RAG инструменты.
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 |
|
| подготовленные данные |
Execution |
| подготовленные данные | результат LLM/инструмента |
Post-processing |
|
| имя перехода ( |
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:
max_retries — максимальное кол-во попыток запуска ноды;
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.
Что происходит за кадром
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.TaskClassifierNode
Здесь всё просто. Это нода роутит запрос:
general— просто LLM, без RAG
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
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.
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.ExpertParallelCoordinator
Запускает 3 одинаковых RASG параллельно; каждый живёт в своёмDialog'е, чтобы не мешать друг другу.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:
ПримерVERIFICATION 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:
ПримерVERIFICATION 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:
ПримерVERIFICATION 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
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]
Отнимите монеты за карты ловушек и бродяг, если они у вас есть. [RuleChunk:18]
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:
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
Положите поле на середину стола той стороной, которая соответствует количеству игроков. [RuleChunk:23]
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]
Положите на конец шкалы Ики количество жетонов «30/60 Ики», равное количеству игроков. [RuleChunk:23]
Перетасуйте 4 жетона пожара, сложите их в стопку лицевой стороной вниз на специальное место на поле. [RuleChunk:23]
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]
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]
Разложите монеты, сандалии, мешки с рисом, дрёвесину, Кобан и особые жетоны рядом с игровым полем: это ваш запас. [RuleChunk:23]
Расортируйте карты персонажей по сезонам (🌸 весна, ☀️ лето, 🍂 осень, ❄️ зима) — получитесь 4 стопки карт. Положите их рядом с полем. [RuleChunk:23]
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]
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]
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]
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]
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
Запишите в таблицу полученные в ходе игры очки Ики (шкала очков Ики). [RuleChunk:53]
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]
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]
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]
Здания: Добавьте очки Ики за ваши здания. Подробнее о том, как считать очки Ики за здания можно прочитать в Приложении 2. [RuleChunk:53]
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:
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.
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.
OpenAi GPT 4.1 — Дает хорошие результаты и работает очень хорошо, но стоимость запросов достаточно высокая.
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.
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?
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.
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.
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)
Thin-server (микросервисы)
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:
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"
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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15.06.26 06:25
Glenn robble
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.
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15.06.26 06:34
Sallymarch
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 get FundsRetrievers 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.
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15.06.26 06:38
Sallymarch
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 get FundsRetrievers 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.
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15.06.26 06:41
Ewaguz
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.
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15.06.26 12:49
Jason
Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER
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15.06.26 12:56
Hillary
As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448
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15.06.26 13:03
Feliksa Stegniy
A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.
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15.06.26 13:05
James willson
The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.
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15.06.26 13:06
Tansy
Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448
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15.06.26 13:08
Sarahy billy
A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
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15.06.26 13:12
Cole donald
"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
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15.06.26 13:16
Meral Yetkiner
I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
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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.
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15.06.26 13:59
Ewaguz
If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
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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.
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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.
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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.
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15.06.26 14:23
Glennrobble
If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
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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.
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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.
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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
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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
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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]).
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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.
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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.
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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.
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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>.
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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
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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
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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
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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.
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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.
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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
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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.
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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.
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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
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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
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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
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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]
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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
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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
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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
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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
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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
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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.
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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
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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
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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
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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
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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
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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
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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
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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.
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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.
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26.06.26 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
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26.06.26 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
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26.06.26 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
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26.06.26 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.
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26.06.26 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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26.06.26 15:05
Riley Stephens
If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
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26.06.26 15:09
Antonio Riley
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: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
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28.06.26 00:37
kimberlyhebertt673
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
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28.06.26 00:37
kimberlyhebertt673
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
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29.06.26 11:57
Lisadonato0726
For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
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29.06.26 22:37
riley777
Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
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30.06.26 15:08
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
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30.06.26 15:08
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
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02.07.26 01:22
Lieneke Bonnema
I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
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02.07.26 01:26
Clara Morin
I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
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02.07.26 01:31
Robin Hale
I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
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04.07.26 15:32
Fraddy Pual
There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
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05.07.26 14:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.07.26 14:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.07.26 16:20
Olga Ognjanović
Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
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06.07.26 16:31
Joseph Weigl
Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
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06.07.26 16:33
Jaran Løvlien
A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
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07.07.26 18:00
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
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07.07.26 18:01
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
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09.07.26 19:06
Toivo Walli
I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
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09.07.26 19:10
Misty Alexander
Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
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09.07.26 19:13
Clara Soto
Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
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12.07.26 03:30
Kora Baltacha
Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
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12.07.26 03:33
Pahal Mathew
It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
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13.07.26 23:49
[email protected]
One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
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15.07.26 11:53
Sarah Green
Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm
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15.07.26 11:58
Lily Gagné
I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.
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16.07.26 21:38
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.07.26 21:38
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.07.26 19:24
laimqq90
I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
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17.07.26 20:12
martinsjude080
Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam
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18.07.26 17:12
Malthe Larsen
My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm
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18.07.26 17:42
پریا رضایی
OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm
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18.07.26 17:46
Adem Akışık
I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146
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18.07.26 23:51
bernalzenaida
WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.
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19.07.26 04:10
Fraddy Pual
I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:54
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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