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Создание умных AI-агентов: полный курс по LangGraph от А до Я. Часть 3. Даём ИИ руки: работа с инструментами и MCP

В предыдущих частях мы создали умных агентов с памятью и мультимодельными системами. Но есть проблема — они всё ещё умные болтуны.

Критическое ограничение: агенты без рук

Наши агенты могут анализировать, классифицировать и синтезировать ответы, но НЕ МОГУТ:

  • Зайти в базу данных за информацией

  • Прочитать файл с диска

  • Сделать HTTP-запрос к API

  • Создать отчёт и сохранить его

  • Отправить email или выполнить git commit

Пользователь: "Проанализируй наши продажи за прошлый месяц"
Агент: "Пришлите мне CSV файл с данными"

Пользователь: "Создай отчёт и отправь менеджеру"  
Агент: "Я сгенерирую текст, а вы сами отправьте"

Умный, но беспомощный консультант.

Революция инструментов: когда ИИ получает руки

А теперь представьте:

Пользователь: "Проанализируй продажи за месяц"
Агент: 🔍 Подключаюсь к БД → 📊 Анализирую → 📈 Создаю отчёт
      "Готово! Выручка +23%. Отчёт сохранён в sales_report.xlsx"

Пользователь: "Отправь CEO"  
Агент: 📧 Отправляю на [email protected] → ✅ "Отправлено!"

К концу статьи вы создадите таких агентов сами!

Что освоим:

  • Инструменты (Tools) — взаимодействие с внешними системами

  • Model Context Protocol (MCP) — универсальный стандарт инструментов

  • Файловые операции — чтение, анализ и создание документов

  • Базы данных — SQL через естественный язык

  • Безопасность — контроль действий агентов

Архитектурная эволюция

Если в предыдущих частях наша архитектура выглядела так:

Пользователь → [LangGraph] → [LLM] → Ответ

То теперь она станет такой:

Пользователь → [LangGraph] → [LLM] → [Выбор инструмента] → [Действие] → Результат
                    ↑                           ↓
                [Контекст] ←←←←←←←←← [Обратная связь]

Агент получает способность:

  • Воспринимать — анализировать задачу и контекст

  • Планировать — выбирать подходящие инструменты

  • Действовать — выполнять операции в реальном мире

  • Адаптироваться — корректировать план на основе результатов

Связь с предыдущими частями

Всё, что мы изучили ранее, остаётся актуальным и важным:

Из первой части нам понадобится:

  • Архитектура графов для создания сложных workflow с инструментами

  • Условные рёбра для маршрутизации между разными типами действий

  • Циклы для повторных попыток при ошибках операций

Из второй части мы будем использовать:

  • Структурированные JSON-ответы для получения параметров инструментов

  • Мультимодельные системы — разные LLM для разных типов операций

  • Систему сообщений для сохранения контекста действий

Кроме того, для работы нам понадобится доступ к любой нейросети. В качестве примера я буду использовать далее DeepSeek — он доступен без VPN и прокси, поэтому подойдет всем. Однако для более серьезных задач рациональнее выбирать ChatGPT или Claude.

Если же вы не хотите тратить время на настройку прокси под полноценные проекты с мощными моделями, удобный вариант выглядит так: на локальном компьютере можно работать через обычный VPN, а для деплоя использовать сервис Amvera Cloud. Это решение удобно и быстро, а главное — там уже встроена поддержка прокси для OpenAI и Claude, что избавляет от лишних трудностей с подключением.

Также через сервис Amvera можно оформить доступ к передовой модели GPT‑5. Это особенно удобно для тех, у кого нет иностранной карты.

Дорожная карта статьи

Мы пройдём путь от простого к сложному:

  1. Теория инструментальности — разберём, что отличает агента с инструментами от чистого болтуна

  2. Введение в MCP — изучим стандарт, который изменит мир ИИ-инструментов

  3. Практика: напишем ряд практических кейсов, демонстрирующих теоритические концепции

  4. Безопасность и ограничения — как не дать агентам разрушить ваш сервер

«Руки» для ИИ-агента: от теории к практике

Начать сразу хочу с того, что тему инструментов (tools) я достаточно подробно рассматривал в своей статье «Как научить нейросеть работать руками: создание полноценного ИИ-агента с MCP и LangGraph за час», но тогда данная тема была рассмотрена в отрыве от LangGraph.

Поэтому сейчас я коротко и в общих чертах напомню, как работают «руки» у ИИ-агентов, а если хочется более глубокого погружения — читайте ту статью и возвращайтесь сюда.

Что такое инструменты и зачем они нужны

Я говорю про «руки» не случайно. На более профессиональном языке данные «руки» называются инструментами (tools).

Технически инструмент — это простая функция, которая имеет специальные подсказки для нейросетей, позволяющие ИИ понимать, что эта функция написана специально для них и как её использовать.

Тут вопрос хорошо проиллюстрирует простой пример.

Простой пример: математика vs функция

Допустим, у нас есть математическая формула определения длины окружности по диаметру:C = πd, где C — длина окружности, d — диаметр окружности, π ≈ 3,14.

Мы можем предположить, что крупные языковые модели типа ChatGPT, LLaMA3, DeepSeek и прочие знают о данной формуле. И скорее всего, если вы попросите у них: «Братишка, у меня есть круг с диаметром 123 см, посчитай, пожалуйста, длину», — он, скорее всего, посчитает правильно.

Как работает ИИ БЕЗ инструментов:

❌ Пользователь: "Посчитай длину окружности при диаметре 123 см"
❌ ИИ: *лезет в математические знания*
    → *вспоминает формулу C = πd*
    → *вычисляет 3.14159 × 123*
    → *выдаёт результат ≈ 386.5 см*

Во время расчётов нейросеть должна найти математический модуль в своих знаниях, затем распарсить ваш запрос (промпт) и на выходе, скорее всего, вы получите правильный ответ.

Как работает ИИ С инструментами:

Но представьте ситуацию, при которой у вас уже есть готовая функция, способная рассчитывать эту длину окружности:

def calculate_circumference(diameter: float) -> float:
    """
    Вычисляет длину окружности по диаметру

    Args:
        diameter: Диаметр окружности в см
    Returns:
        Длина окружности в см
    """
    return 3.14159 * diameter

И представьте, что нейросеть вместо того, чтобы лезть в свои математические модули, просто понимает вашу задачу и использует готовую функцию:

✅ Пользователь: "Посчитай длину окружности при диаметре 123 см"
✅ ИИ: *понимает задачу*
    → *видит доступный инструмент calculate_circumference*
    → *вызывает функцию calculate_circumference(123)*
    → *получает точный результат 386.5956*
    → *отвечает пользователю*

Почему инструменты лучше встроенных знаний

Конечно, пример с окружностью не то чтобы впечатляет, но даже в математике есть формулы, которые могут принимать десятки разных переменных.

Преимущества инструментов:

  • Точность: Ваша функция всегда вернёт одинаковый результат для одинаковых входных данных

  • Скорость: Питону нужны миллисекунды для выполнения расчёта, ИИ может «думать» секунды

  • Контроль: Вы точно знаете, какая логика выполняется

  • Сложность: Можете создать функцию с 10+ параметрами без объяснения математики ИИ

Как разработчики, мы можем легко создать функцию с десятком параметров, которую Python выполнит за миллисекунды — намного быстрее и точнее, чем ИИ будет вычислять "в голове".

Эволюция сложности: от калькулятора к enterprise-системам

С инструментами мы можем пойти намного дальше простой математики.

Уровень 1: Обработка данных

def analyze_sales_data(json_data: dict) -> str:
    """Анализирует данные продаж и создаёт CSV-отчёт"""
    # Ваша бизнес-логика
    return "sales_report.csv создан"

Уровень 2: Работа с базой данных

def execute_sql_query(query: str) -> list:
    """Выполняет безопасный SQL-запрос к базе данных"""
    # Подключение к БД, выполнение запроса
    return results

Уровень 3: Интеграция с внешними системами

def send_email_notification(recipient: str, subject: str, body: str) -> bool:
    """Отправляет email через корпоративную почтовую систему"""
    # Интеграция с Exchange/Gmail API
    return True

Уровень 4: DevOps автоматизация

def deploy_application(branch: str, environment: str) -> dict:
    """Деплоит приложение в указанное окружение"""
    # Git pull, Docker build, Kubernetes deploy
    return {"status": "success", "url": "https://app.company.com"}

А что если у нас будет такая функция, которая на вход примет большой JSON-массив (в Python — словарь) и на основании этого массива сгенерирует CSV-отчёт или сделает запись в SQL-базе данных?

В этой статье я планирую разобрать 5 практических примеров работы ИИ-агентов. Чтобы не перегружать материал, код будет приведен частично — этого будет вполне достаточно для понимания, но может быть не удобно для тех кто захочет повторить у себя реализацию.

Полные версии примеров, материалы из предыдущих частей и дополнительный эксклюзивный контент, который я не публикую на Хабре, вы сможете найти в моем бесплатном телеграм-канале «Легкий путь в Python».

Реальный пример: ИИ-помощник офис-менеджера

Представьте диалог с агентом, у которого есть набор инструментов:

Пользователь: "Проанализируй продажи за декабрь и отправь отчёт директору"

ИИ: 🔍 Подключаюсь к базе данных...
    📊 Выполняю запрос: SELECT * FROM sales WHERE month = 'December'
    📈 Анализирую 1,247 записей...
    📋 Создаю отчёт в формате Excel...
    📧 Отправляю на [email protected]...

    ✅ Готово! Отчёт показывает рост продаж на 23%.
       Детальный анализ отправлен директору.

Что происходит под капотом:

  1. Инструмент БД: get_sales_data(month="December")

  2. Инструмент анализа: analyze_sales(data)

  3. Инструмент создания файлов: create_excel_report(analysis)

  4. Инструмент email: send_email(recipient, file, subject)

Паттерны использования инструментов

Видите паттерн? ИИ становится оркестром ваших функций:

  • Чтение данных: Файлы, БД, API → структурированная информация

  • Обработка: Анализ, вычисления, трансформация данных

  • Создание контента: Отчёты, документы, визуализации

  • Коммуникация: Email, Slack, создание задач в Jira

  • Автоматизация: Деплой, мониторинг, резервное копирование

Архитектурный сдвиг

Если раньше наша архитектура выглядела так:

Пользователь → [ИИ] → Текстовый ответ

То теперь она становится такой:

Пользователь → [ИИ] → [Выбор инструмента] → [Действие] → Результат в реальном мире
                ↑                                            ↓
            [Контекст] ←←←←←←←←← [Обратная связь о результате]

Проблема стандартизации

Звучит круто, но как технически это реализовать? Как нейросеть узнаёт, какие функции у неё есть и как их вызывать?

До недавнего времени каждый разработчик решал это по-своему:

  • OpenAI использовали свой формат Function Calling

  • Anthropic имели свой подход к Tool Use

  • Local модели требовали кастомных адаптеров

Результат? Хаос совместимости.

Решение: LangChain Tools

В LangChain проблема решается элегантно — декоратор @tool превращает любую Python-функцию в инструмент для ИИ. Агент автоматически получает описание функции и может её вызывать.

Создаем первые инструменты

Давайте создадим практический пример — агента с инструментом для получения мотивационных цитат:

def get_quote():
    response = requests.get(
        "https://api.forismatic.com/api/1.0/",
        params={
            "method": "getQuote",
            "format": "json",
            "lang": "ru"
        }
    )
    return response.json()

Пример ответа:

{
  "quoteText": "Не ищите злой умысел там, где все можно объяснить глупостью.",
  "quoteAuthor": "Наполеон Бонапарт",
  "senderName": "",
  "senderLink": "",
  "quoteLink": "http://forismatic.com/ru/b7802a6b89/"
}

А теперь давайте реализуем простую графовую цепочку. Логика такая: если пользователь просит дать ответ на вопрос, неважно какой, наш агент отвечает. Если пользователь попросит дать мотивационную фразу — вызываем инструмент, даём фразу и закрываем работу.

Подготовка модели

Давайте инициируем модель. Делаем на своё усмотрение, но я вызову официальный адаптер DeepSeek:

from langchain_deepseek import ChatDeepSeek
from dotenv import load_dotenv

load_dotenv()

llm = ChatDeepSeek(model="deepseek-chat")

Обновлённое состояние с add_messages

Теперь нам нужно создать состояние для нашего графа, в котором мы будем хранить наши сообщения. Если вы читали прошлую часть статьи, то там я давал примерно такой пример:

from langchain_core.messages import BaseMessage
from typing import TypedDict, List


class AgentState(TypedDict):
    """Состояние агента, содержащее последовательность сообщений."""
    messages: List[BaseMessage]

Сейчас же сделаем наш пример более профессиональным.

Прежде чем перейти к узлам, обновим состояние агента. В новой версии используем более продвинутый подход к управлению сообщениями (забегая вперед, скажу что именно так выглядит состояние в реактивных агентах):

from langgraph.graph.message import add_messages


class AgentState(TypedDict):
    """Состояние агента, содержащее историю сообщений"""
    messages: Annotated[Sequence[BaseMessage], add_messages]

Зачем Sequence вместо List?

  • Sequence[BaseMessage] — более общий тип, который включает списки, кортежи и другие последовательности

  • Это даёт LangGraph больше гибкости в оптимизации хранения сообщений. В нашем случае это будет более полезным, чем хранить в сухом остатке ответы и запросы пользователя

  • В практическом использовании ведёт себя как обычный список

Что такое add_messages?

add_messages — это встроенная reducer-функция LangGraph, которая:

# Без add_messages (ручное управление)
def manual_node(state: AgentState) -> dict:
    new_message = AIMessage(content="Ответ")
    return {"messages": state["messages"] + [new_message]}  # Ручное слияние


# С add_messages (автоматическое управление)
def auto_node(state: AgentState) -> dict:
    new_message = AIMessage(content="Ответ")
    return {"messages": [new_message]}  # add_messages сам добавит к существующим

Преимущества add_messages:

  • Автоматическое слияние новых сообщений с существующими

  • Предотвращение дублирования сообщений

  • Оптимизированная работа с памятью

  • Упрощение логики узлов графа

Новый тип сообщений: ToolMessage

В прошлой части мы подробно говорили о типах сообщений. Напоминаю, что мы рассматривали SystemMessage, AIMessage и HumanMessage. Сегодня к данному списку добавятся ToolMessage — это сообщения, которые по сути являются ответом наших инструментов.

В нашем случае тип сообщения ToolMessage нам будет важен для определения, стоит ли продолжать. Так как если тип сообщения ToolMessage последний, то после ответа от нейросети на базе сообщения инструмента мы должны будем завершить работу графа (далее будет понятнее).

from langchain_core.messages import (
    BaseMessage,
    SystemMessage,
    HumanMessage,
    AIMessage,
    ToolMessage,
)

Создание профессионального инструмента

Теперь нам нужно трансформировать нашу функцию в инструмент. Для этого нужно:

  1. Добавить документирование внутри функции (подробное описание что делает наша функция)

  2. Добавить аннотацию исходящего типа (нужно показать что будет возвращать наша функция)

  3. САМОЕ ВАЖНОЕ: Необходимо повесить специальный декоратор, который послужит подсказкой нейросетям, что это не просто функция, а инструмент

Выполним импорт декоратора:

from langchain_core.tools import tool

Создание Pydantic модели для структурированного ответа

Сначала создадим модель для структурированного возврата данных:

from pydantic import BaseModel


class Quote(BaseModel):
    quote: str
    author: str

Трансформируем функцию в асинхронный инструмент

import aiohttp


@tool
async def get_quote() -> Quote:
    """Получить случайную мотивационную цитату в формате {"quote": "цитата", "author": "автор"}."""
    try:
        async with aiohttp.ClientSession() as session:
            params = {
                "method": "getQuote",
                "format": "json",
                "lang": "ru"
            }

            async with session.get(
                "https://api.forismatic.com/api/1.0/",
                params=params,
                timeout=aiohttp.ClientTimeout(total=5)
            ) as response:
                # Пробуем декодировать как JSON
                data = await response.json()
                print(data)
                quote = data.get("quoteText", "").strip()
                author = data.get("quoteAuthor", "").strip()

                if quote:
                    return {"quote": quote, "author": author}
                else:
                    return {"quote": "Работа не волк. Никто не волк. Только волк — волк.",
                            "author": "Джейсон Стетхем"}
    except Exception as e:
        print(f"Ошибка при получении цитаты: {e}")
        return {"quote": "Если закрыть глаза, становится темно.", "author": "Джейсон Стетхем"}

      
tools = [get_quote]

Что изменилось:

  • Асинхронность: Функция теперь async для неблокирующих HTTP-запросов (можно было оставить синхронной, асинхронность добавил просто для примера)

  • Структурированный возврат: Используем Pydantic модель Quote

  • Обработка ошибок: Fallback-цитаты от Джейсона Стетхема при сбоях

  • Таймауты: Защита от зависания запросов

Создание узлов графа

Привязка инструментов к модели

# Привязываем инструменты к модели сразу
llm = ChatDeepSeek(model="deepseek-chat").bind_tools(tools)

Асинхронный узел модели

async def model_call(state: AgentState) -> AgentState:
    system_prompt = SystemMessage(
        content="Ты моя система. Ответь на мой вопрос исходя из доступных для тебя инструментов"
    )
    messages = [system_prompt] + list(state["messages"])
    response = await llm.ainvoke(messages)
    return {"messages": [response]}

Условная функция для определения продолжения

async def should_continue(state: AgentState) -> str:
    """Проверяет, нужно ли продолжить выполнение или закончить."""
    messages = state["messages"]
    last_message = messages[-1]

    # Если последнее сообщение от AI и содержит вызовы инструментов - продолжаем
    if isinstance(last_message, AIMessage) and last_message.tool_calls:
        return "continue"

    # Иначе заканчиваем
    return "end"

Сборка и запуск графа

import asyncio


async def main():
    # Создание графа
    graph = StateGraph(AgentState)
    graph.add_node("our_agent", model_call)
    tool_node = ToolNode(tools=tools)
    graph.add_node("tools", tool_node)

    # Настройка потока
    graph.add_edge(START, "our_agent")
    graph.add_conditional_edges(
        "our_agent", should_continue, {"continue": "tools", "end": END}
    )
    graph.add_edge("tools", "our_agent")

    # Компиляция и запуск
    app = graph.compile()
    result = await app.ainvoke(
        {
            "messages": [
                HumanMessage(
                    content="Дай мне мотивационную цитату и расскажи пару слов о авторе, если он известен"
                )
            ]
        }
    )

    # Показываем результат
    print("=== Полная история сообщений ===")
    for i, msg in enumerate(result["messages"]):
        print(f"{i+1}. {type(msg).__name__}: {getattr(msg, 'content', None)}")
        if hasattr(msg, "tool_calls") and msg.tool_calls:
            print(f"   Tool calls: {msg.tool_calls}")

if __name__ == "__main__":
    asyncio.run(main())

Что происходит под капотом

Поток выполнения:

  1. START → our_agent: Модель получает запрос пользователя

  2. our_agent анализирует, что нужна цитата, генерирует tool_call

  3. should_continue возвращает "continue" — есть вызов инструмента

  4. tools: ToolNode выполняет get_quote(), возвращает структурированный результат

  5. tools → our_agent: Модель получает результат и формулирует финальный ответ

  6. should_continue возвращает "end" — завершаем работу

Подробнее рассматривал архитектуру графовых конструкций в первой части курса.

Ожидаемый результат:

=== Полная история сообщений ===
1. HumanMessage: Дай мне мотивационную цитату и расскажи пару слов о авторе, если он известен
2. AIMessage: вызов инструмента get_quote&;
3. ToolMessage: {"quote": "Не ищите злой умысел там, где все можно объяснить глупостью.", "author": "Наполеон Бонапарт"}
4. AIMessage: Вот мотивационная цитата: "Не ищите злой умысел там, где все можно объяснить глупостью." — Наполеон Бонапарт. Это высказывание принадлежит великому французскому полководцу и императору...

Этот пример демонстрирует основы работы с инструментами в LangChain, но у такого подхода есть ограничения при работе с внешними системами и готовыми решениями.

В следующем разделе мы изучим Model Context Protocol (MCP) — универсальный стандарт, который открывает доступ к экосистеме готовых инструментов для любых задач.

MCP или когда не хочется писать свои инструменты

Теме MCP у меня уже была посвящена статья «Как создать MCP-сервер и научить ИИ работать с любым кодом и инструментами через LangGraph», в рамках которой я не только детально разобрал тему MCP, но и наглядно продемонстрировал, как создавать и поднимать свой собственный MCP-сервер. Поэтому сейчас коротко освежим знания, а для тех, кому нужно более глубокое погружение — предлагаю ознакомиться с этой статьей и после двигаться далее.

Что такое MCP-сервер простыми словами

Если говорить совсем простыми словами, то MCP-сервер — это совокупность инструментов (тулсов), объединённых какой-то общей задачей. В моём примере такой задачей была математика, к другим примерам можно отнести:

  • Работу с базами данных (под каждую базу данных свой MCP-сервер)

  • Работу с информацией из сети

  • Работу с файловой системой

  • Автоматизацию браузера и многое другое

Выглядит всё примерно следующим образом. Разработчик или группа разработчиков реализует n-ое количество функций. Например, если мы говорим про MCP-сервер вокруг файловой системы, то к таким инструментам может относиться:

  • Отображение списка файлов в указанной директории

  • Создание файла

  • Редактирование

  • Удаление файла

То есть, если вы самостоятельно разработали ряд функций по работе с файловой системой, которые можете вызывать руками, то при определённых манипуляциях вы сможете сделать так, что ИИ-агент, когда того требует задача, самостоятельно вызывал инструменты данного MCP-сервера.

Интеграция MCP с LangGraph

В случае с LangGraph и LangChain утверждение про «совокупность инструментов» максимально точное, так как вам ничего не помешает интегрировать в свой граф как собственные инструменты (функции), которые вы написали самостоятельно, так и набор инструментов из существующего MCP-сервера.

Для подключения MCP-серверов в свои графы LangChain предоставляет полезный адаптер — MultiServerMCPClient, который импортируется следующим образом:

from langchain_mcp_adapters.client import MultiServerMCPClient

Технически его роль сводится к двум задачам:

  1. Подключиться к существующему MCP-серверу

  2. Извлечь из него все инструменты

Протоколы подключения

Подключение к MCP-серверу может быть по двум основным протоколам:

1. stdio — это когда MCP-клиент запускается локально на вашей машине
2. streamable_http — та же логика, но подключение к MCP происходит удалённо по HTTP-протоколу

Простота интеграции

Если вы разобрались с биндом обычных тулзов, то и вопросов бинда тулзов от MCP-сервера у вас тоже возникнуть не должно. Всё сводится к следующему:

  1. Подключаемся к MCP-серверу

  2. Извлекаем все инструменты в обычный список

  3. Биндим (подключаем) инструменты к ИИ-агенту, как показано в примере выше

Практический пример: объединение своих и MCP-инструментов

Для того, чтобы вы увидели, насколько легко инструменты MCP-сервера дружат с вашими собственными инструментами, немного усилим наш пример выше. Давайте сделаем так, чтобы наша цитата с комментарием на её счёт сохранялась в текстовый файл.

Добавим функцию, которая объединит наш инструмент с инструментами от существующего MCP-сервера:

async def get_all_tools():
    """Получение всех инструментов: ваших + MCP"""
    # Настройка MCP клиента
    mcp_client = MultiServerMCPClient(
        {
            "filesystem": {
                "command": "npx",
                "args": ["-y", "@modelcontextprotocol/server-filesystem", "."],
                "transport": "stdio",
            }
        }
    )

    # Получаем MCP инструменты
    mcp_tools = await mcp_client.get_tools()

    # Объединяем ваши инструменты с MCP инструментами
    return [get_quote] + mcp_tools

Обратите внимание: MultiServerMCPClient принимает вложенный словарь. То есть теоретически вы сможете подключить сколько угодно MCP-серверов и извлечь из них все инструменты.

Более того, при необходимости вы сможете не включать в финальный список все инструменты (подробнее об этом далее, в разделе про безопасность), но в данном примере я получил все инструменты от MCP-сервера server-filesystem и объединил их с нашей функцией с цитатами.

Важные моменты установки

Важный момент по поводу локальных MCP (транспорт stdio). Для того чтобы они работали, часто требуется локальная установка. В случае с server-filesystem MCP установка будет иметь следующий вид:

npm install -g @modelcontextprotocol/server-filesystem

Также, в зависимости от команды, возможно, вам необходимо будет установить дополнительный софт. Например, Python с библиотекой uv, Node.js последней версии, npm и так далее.

При подключении инструментов MCP‑сервера в LangGraph мы описываем структуру клиента, где задаем произвольное название инструмента, указываем команду запуска (условный бинарь или npm‑пакет), выбираем транспорт обмена данными и определяем аргументы.

Именно в аргументах скрывается ключевая гибкость: сюда можно передавать токены доступа, пути к папкам, дополнительные ключи конфигурации или другие параметры, необходимые для корректной работы сервера (как в примере выше, где указывается каталог ".").

Чтобы использовать такие возможности полноценно, важно внимательно читать документацию конкретного MCP‑сервера, так как именно там описано, какие аргументы поддерживаются и как правильно их конфигурировать.

Полный код интеграции

# Получаем все инструменты (свои + MCP)
tools = asyncio.run(get_all_tools())
llm = ChatDeepSeek(model="deepseek-chat").bind_tools(tools)

async def model_call(state: AgentState) -> AgentState:
    system_prompt = SystemMessage(
        content="В твоём распоряжении есть инструменты для работы с файловой системой и инструмент для получения мотивационных цитат на русском языке."
    )
    messages = [system_prompt] + list(state["messages"])
    response = await llm.ainvoke(messages)
    return {"messages": [response]}

В целом это всё, что требуется. Теперь давайте вызовем наш граф с просьбой сохранить полученный результат в файл quote.txt:

result = await app.ainvoke(
    {
        "messages": [
            HumanMessage(
                content="Найди мотивационную цитату на русском языке и сохрани её в файл quote.txt со всей информацией, которую ты найдёшь по автору цитаты."
            )
        ]
    }
)

Результат работы

Консольный вывод:

Secure MCP Filesystem Server running on stdio
Allowed directories: [ '/home/yakvenalex/PythonProjects/ai_agent_project' ]
{'quoteText': 'Умение остановиться, поразмышлять и удивиться — одна из характеристик, которыми обладают мудрейшие люди планеты. Попробуй обучиться этому навыку. Польза от него тебе будет огромна.', 'quoteAuthor': '', 'senderName': '', 'senderLink': '', 'quoteLink': 'http://forismatic.com/ru/78259ab202/'}

=== Полная история сообщений ===
1. HumanMessage: Найди мотивационную цитату на русском языке и сохрани её в файл quote.txt...
2. AIMessage: [Tool calls: get_quote]
3. ToolMessage: {"quote": "Умение остановиться...", "author": ""}
4. AIMessage: Я получил мотивационную цитату, но автор не указан. Давайте сохраним эту цитату в файл quote.txt:
   [Tool calls: write_file с содержимым файла]
5. ToolMessage: Successfully wrote to quote.txt
6. AIMessage: Готово! Я нашёл мотивационную цитату на русском языке и сохранил её в файл quote.txt...

Содержимое файла quote.txt:

Умение остановиться, поразмышлять и удивиться — одна из характеристик, которыми обладают мудрейшие люди планеты. Попробуй обучиться этому навыку. Польза от него тебе будет огромна.

Автор: неизвестен

Дата сохранения: текущая дата
Тип: мотивационная цитата
Тема: мудрость, размышление, саморазвитие

Интеллектуальное поведение агента

Что примечательно: Агент самостоятельно выбрал формат записи в файл — я не указывал структуру данных. Более того, в графе не было отдельных узлов для двух действий, но агент сам понял, что нужно:

  1. Вызвать функцию с цитатами

  2. Вызвать инструменты для создания и редактирования файловой системы

Это демонстрирует эмерджентное поведение — агент самостоятельно выстраивает цепочку действий для достижения цели.

Упрощение с ReAct агентом

Создание графа вручную дает полный контроль, но требует много кода. А что если есть более простой способ?

Встречайте ReAct агентов — готовое решение, которое автоматически обрабатывает логику принятия решений и вызова инструментов.

Что такое ReAct агент?

ReAct (Reasoning + Acting) — это встроенный паттерн в LangGraph, который автоматически:

  • Анализирует задачу (Reasoning)

  • Выбирает подходящие инструменты

  • Выполняет действия (Acting)

  • Повторяет цикл до решения задачи

Код с ReAct агентом (значительно проще!)

from langgraph.prebuilt import create_react_agent


async def main_react():
    # Получаем все инструменты
    tools = await get_all_tools()

    # Создаём ReAct агента (вся логика графа уже встроена!)
    agent = create_react_agent(
        model=ChatDeepSeek(model="deepseek-chat"),
        tools=tools,
        state_modifier="В твоём распоряжении есть инструменты для работы с файловой системой и получения мотивационных цитат."
    )

    # Запускаем задачу
    result = await agent.ainvoke({
        "messages": [
            HumanMessage(
                content="Найди мотивационную цитату и сохрани её в файл quote_react.txt с подробной информацией об авторе"
            )
        ]
    })

    print("=== Результат ReAct агента ===")
    print(result["messages"][-1].content)

if __name__ == "__main__":
    asyncio.run(main_react())

Сравнение подходов

Ручная графовая цепочка:

  • Полный контроль над логикой

  • Кастомизация каждого шага

  • Больше кода

  • Нужно самому описывать условия

ReAct агент:

  • Минимум кода (3 строки vs 50+)

  • Встроенная логика рассуждений

  • Автоматические повторные попытки

  • Меньше контроля над деталями

Экосистема готовых MCP-серверов

Красота MCP в том, что нам не нужно изобретать велосипед — уже существует богатая экосистема готовых решений для самых разных задач:

Популярные MCP-серверы:

  • @modelcontextprotocol/server-filesystem — работа с файлами (пример выше)

  • @modelcontextprotocol/server-postgres — интеграция с PostgreSQL

  • @modelcontextprotocol/server-git — Git операции

  • @modelcontextprotocol/server-fetch — HTTP-запросы

  • @modelcontextprotocol/server-brave-search — поиск в интернете

Преимущества экосистемы:

  • Быстрый старт — не нужно писать инструменты с нуля

  • Проверенные решения — серверы тестируются сообществом

  • Стандартизация — единый интерфейс для всех инструментов

  • Обновления — автоматические улучшения от разработчиков

Резюме: MCP как ускоритель разработки

MCP превращает создание агентов из недель программирования в часы конфигурации. Вместо написания десятков инструментов с нуля, вы:

  1. Находите подходящий MCP-сервер

  2. Подключаете через MultiServerMCPClient

  3. Комбинируете с собственными инструментами

  4. Получаете готового агента

Перед тем как приступим к практическим кейсам, хочу познакомить вас с такой важной штукой, как чекпоинтеры и сервера памяти.

Магия памяти и интерактивный режим

Теперь, когда мы неплохо разобрались с общими концепциями графов и инструментов, мы можем переходить к более сложным и интересным практическим кейсам.

Давайте представим ситуацию, при которой мы хотим создать ИИ-агента, который поможет нам в интерактивном режиме писать письма, статьи и заметки. Под интерактивным режимом я подразумеваю следующие этапы в работе:

  1. Создание текстового документа / подключение к существующему текстовому документу

  2. Чтение документа

  3. Отображение текущей версии документа в консоли

  4. Редактирование документа

  5. При необходимости создание нового документа и переключение между ними

В целом, в вашей голове уже должна быть примерная картинка как реализовать такую задачу классическим способом через состояние графа и вызов агента в цикле. Перед тем как продолжите можете даже постараться такого агента реализовать.

Я же сейчас не буду тратить время на такое решение задачи и спрошу вас: а что если мы сделаем так, что агент сам будет решать не только о том какой инструмент выбирать (этим нас уже не удивить), а еще и самостоятельно будет управлять состоянием? Легко!

В LangGraph, кроме уже знакомого нам состояния графа, присутствует такая штука как Checkpointer (чекпойнтер) и слой персистентности.

Что такое чекпойнтер

Начну с немного занудного определения, но после постараюсь пояснить на более простом языке.

Чекпойнтер — это встроенный механизм персистентности LangGraph. Он сохраняет "снимки" состояния графа на каждом супер-шаге в рамках конкретного thread (нити). Это дает:

  • "память" между обращениями (по thread_id)

  • просмотр истории/"time-travel"

  • fault-tolerance и human-in-the-loop

То есть, в LangGraph есть механизм позволяющий, буквально, сохранять снимок сессии и далее, при помощи встроенных инструментов и зная айдишник сессии у вас появляется возможность вернуться к состоянию.

Данная штука очень полезна в классических графах и, буквально, незаменима в реактивных агентах!

Незаменима в реактивных агентах она потому что там мы работаем с неким "черным ящиком". То есть в рамках реактивного агента мы не делаем ручное управление состоянием, но при этом мы просто обязаны где-то хранить это самое состояние.

Типы чекпойнтеров

Существуют разные типы чекпойнтеров в зависимости от способа хранения состояния:

InMemorySaver

Как работает: хранит чекпойнты в оперативной памяти текущего процесса. Перезапустил процесс — память пропала. Подходит для работы приложения в цикле while, когда нужна память только в рамках одной сессии запуска.

Когда использовать: локальная разработка, тесты, демо, прототипы.

Персистентные бэкенды

Официальная линия такая: в самом langgraph встроен только in-memory; персистентные — отдельными пакетами.

  • SqliteSaver — легкая локальная персистентность (пакет langgraph-checkpoint-sqlite). Удобен для разработки, CI, небольшая нагрузка. Данные сохраняются в файл базы данных и переживают перезапуск приложения.

  • PostgresSaver — продакшен-решение (отдельный пакет langgraph-checkpoint-postgres). Дает асинхронные/синхронные классы PostgresSaver/AsyncPostgresSaver для высоконагруженных систем.

То есть, для тестов и прототипов - InMemorySaver, для локальной разработки с персистентностью - SqliteSaver, для продакшена - PostgresSaver.

Как это матчится со StateGraph (без prebuilt-агента)

Чекпойнтеры работают одинаково как с prebuilt-агентами, так и с "классическим" StateGraph:

  1. Определяем состояние (TypedDict/MessagesState и т.п.), строим граф.

  2. Компилируем с чекпойнтером:

    graph = StateGraph(...).compile(checkpointer=checkpointer)

  3. Запускаем с config={"configurable": {"thread_id": "<ид нити>"}} через invoke/ainvoke или stream/astream.

Важно понимать, что тот же react_agent, тоже использует классическое состояние графа "под капотом" и в целом, работает по тем же правилам, что мы разбирали ранее и в предыдущих частях. Просто в случае реактивного агента это все скрыто и мы только получаем готовый результат. Вернемся к нитям чекпоинтера.

После записи чекпойнтеров в нить мы сможем:

  • читать текущее состояние нити: graph.get_state(config) / aget_state(...)

  • получать историю чекпойнтов: get_state_history(thread_id) и "перематывать"/форкать выполнение (time-travel)

Если есть саб-графы, чекпойнтер автоматически прокидывается из родительского при компиляции — дополнительно ничего не надо.

Checkpointer vs Store: разбираем путаницу

Важно не путать два различных слоя работы с данными в LangGraph:

Checkpointer - "Журнал выполнения"

  • Назначение: хранение истории выполнения графа и состояния сессии

  • Что хранит: снимки state графа, метаданные шагов, историю сообщений в рамках thread_id

  • Жизненный цикл: привязан к конкретной сессии/нити

  • API: get_state(), get_state_history()

Store - "База знаний"

  • Назначение: долговременное хранение фактов, знаний и данных

  • Что хранит: документы, настройки пользователей, векторные эмбеддинги, справочную информацию

  • Жизненный цикл: независим от сессий, доступен глобально

  • API: put(namespace, key, value), get(namespace, key), search()

Практическое различие: Checkpointer помнит "как проходил диалог", Store знает "что пользователь предпочитает". Часто используют вместе: checkpointer для краткосрочной памяти выполнения, Store — для долговременной памяти знаний.

Рекомендуемый стек под различные сценарии

  • Разработка/локально: InMemorySaver или SqliteSaver (минимум настроек, быстрый старт)

  • Продакшен: PostgresSaver (надежность, масштабирование, совместим с LangGraph Platform)

  • Опционально с Store: InMemoryStore для разработки, PostgresStore для продакшена

Частые ошибки

  • Нет thread_id — "память" не цепляется к сессии и кажется, что чекпойнтер "не помнит"

  • Ожидание "магической памяти" без Store — чекпойнтер хранит хронологию выполнения, но не заменяет долгосрочную БД знаний (используй Store для LTM)

  • Импорты SqliteSaver: SqliteSaver находится в отдельном пакете (langgraph-checkpoint-sqlite), а не в основном langgraph

  • Путаница с терминологией: "сервер памяти" — это просто место, где чекпойнтер хранит данные (память процесса, SQLite файл, PostgreSQL), а не отдельный сервис

От теории к практике: создаем интерактивного помощника

Теперь, когда мы разобрались с концепциями, давайте создадим реального агента, который продемонстрирует всю мощь персистентной памяти в действии.

Напоминаю, что полный исходный код этого помощника, а также все примеры из статьи в полном виде вы можете найти в моем телеграм‑канале «Легкий путь в Python».

Представим задачу: нам нужен помощник для создания писем и документов, который работает в интерактивном режиме. Ключевая особенность — агент должен помнить весь контекст сессии: какие файлы создавал, что обсуждали, на каком этапе работы находимся.

Более того, мы хотим, чтобы агент сам мог принимать решение о завершении сессии, когда задача выполнена или пользователь доволен результатом.

Архитектура решения

Наш агент будет состоять из:

  • ReAct-паттерн как основа для принятия решений

  • MCP-инструменты для работы с файловой системой

  • Кастомные инструменты для управления сессией

  • InMemorySaver для персистентного хранения состояния

  • Интерактивный цикл для непрерывной работы с пользователем

Инструменты управления сессией

Сначала создадим инструменты, которые дадут агенту возможность управлять жизненным циклом сессии:

from langchain_core.tools import tool

@tool
async def session_status() -> str:
    """Показывает статус текущей сессии и доступные файлы."""
    return "Сессия активна. Используйте filesystem инструменты для работы с документами."

@tool
async def end_session(reason: str = "Пользователь завершил работу") -> str:
    """Завершает текущую сессию работы с документами."""
    print(f"\nЗавершение сессии: {reason}")
    return f"Сессия завершена. {reason}"

Эти простые функции превращаются в мощные инструменты самоуправления агента. Он сможет проверять свой статус и принимать решения о завершении работы.

Интеграция с MCP

from langgraph_mcp import MultiServerMCPClient


async def get_all_tools():
    """Получение всех инструментов: MCP + управление сессией."""
    custom_tools = [session_status, end_session]

    try:
        mcp_client = MultiServerMCPClient({
            "filesystem": {
                "command": "npx",
                "args": ["-y", "@modelcontextprotocol/server-filesystem", "."],
                "transport": "stdio",
            }
        })
        mcp_tools = await mcp_client.get_tools()
        print(f"Подключено {len(mcp_tools)} инструментов filesystem")
        return custom_tools + mcp_tools
    except Exception as e:
        print(f"MCP недоступен, используем базовые инструменты: {e}")
        return custom_tools

Здесь мы объединяем собственные инструменты с готовыми MCP-инструментами. Если MCP-сервер недоступен — агент продолжит работу с базовым функционалом.

Создание агента с памятью

А вот здесь происходит магия:

from langgraph.prebuilt import create_react_agent
from langgraph.checkpoint.memory import InMemorySaver
from langchain_core.messages import SystemMessage


async def create_agent():
    """Создание агента с инструментами."""
    tools = await get_all_tools()
    model = ChatDeepSeek(model="deepseek-chat", temperature=0.3)

    system_prompt = """Ты профессиональный помощник по созданию и редактированию писем и документов.

У тебя есть полный доступ к файловой системе через MCP инструменты:
- read_file, write_file - чтение и запись файлов
- list_directory - просмотр содержимого папок
- create_directory - создание папок
- move_file, copy_file - операции с файлами

ПРИНЦИПЫ РАБОТЫ:
1. Помогай пользователю создавать качественные письма и документы
2. Всегда сохраняй результаты работы в файлы
3. Предлагай улучшения и редактирование
4. Поддерживай контекст сессии - помни о созданных файлах и документах

ЗАВЕРШЕНИЕ СЕССИИ:
Используй end_session() когда:
- Пользователь явно просит завершить ("закончить", "выйти", "хватит")
- Работа полностью выполнена и пользователь доволен результатом
- После фраз типа "спасибо", "готово", "всё хорошо"

ВАЖНО: Будь полезным, дружелюбным и профессиональным!"""

    checkpointer = InMemorySaver()
    agent = create_react_agent(
        model=model,
        tools=tools,
        checkpointer=checkpointer,
        prompt=SystemMessage(content=system_prompt)
    )

    print("Агент инициализирован с персистентной памятью")
    return agent

Ключевая строка — checkpointer=InMemorySaver(). Именно она превращает обычного ReAct-агента в помощника с памятью.

Интерактивная сессия

Теперь реализуем основной цикл работы:

from langchain_core.messages import HumanMessage, AIMessage


async def print_session_stats(agent, config):
    """Вывод статистики сессии."""
    try:
        state = await agent.aget_state(config)
        if state and "messages" in state.values:
            messages = state.values["messages"]
            human_messages = [m for m in messages if isinstance(m, HumanMessage)]
            ai_messages = [m for m in messages if isinstance(m, AIMessage)]

            print(f"Сообщений пользователя: {len(human_messages)}")
            print(f"Ответов агента: {len(ai_messages)}")
            print(f"Всего сообщений в сессии: {len(messages)}")
        else:
            print("Статистика недоступна")
    except Exception as e:
        print(f"Ошибка получения статистики: {e}")

        
async def run_interactive_session():
    """Запуск интерактивной сессии."""
    print("ИНТЕРАКТИВНЫЙ ПОМОЩНИК ПО СОЗДАНИЮ ПИСЕМ")
    print("Команды: 'выход', 'quit', 'стоп' - для завершения")
    print("Просто опишите что нужно создать или отредактировать")

    agent = await create_agent()
    config = {"configurable": {"thread_id": "document-session"}}

    try:
        while True:
            try:
                user_input = input("\nВаш запрос: ").strip()

                if not user_input:
                    continue

                if user_input.lower() in ['выход', 'quit', 'exit', 'стоп', 'stop']:
                    print("\nДо свидания!")
                    break

                print("\nОбрабатываю запрос...")

                user_message = HumanMessage(content=user_input)
                response_printed = False
                session_ended = False

                async for chunk in agent.astream(
                    {"messages": [user_message]},
                    config=config,
                    stream_mode="values"
                ):
                    if "messages" in chunk and chunk["messages"]:
                        last_msg = chunk["messages"][-1]

                        if isinstance(last_msg, AIMessage) and not response_printed:
                            print(f"\n{last_msg.content}")
                            response_printed = True

                        if hasattr(last_msg, 'tool_calls') and last_msg.tool_calls:
                            for tool_call in last_msg.tool_calls:
                                if tool_call["name"] == "end_session":
                                    session_ended = True

                if session_ended:
                    print("Агент завершил сессию")
                    break

            except KeyboardInterrupt:
                print("\n\nПолучен сигнал прерывания")
                break
            except Exception as e:
                print(f"\nОшибка при обработке запроса: {e}")
                continue

    finally:
        print("\n" + "=" * 60)
        print("СТАТИСТИКА СЕССИИ")
        await print_session_stats(agent, config)
        print("Сессия завершена")

        
# Запуск
if __name__ == "__main__":
    import asyncio
    asyncio.run(run_interactive_session())

Критически важная деталь: thread_id

Обратите внимание на строку:

config = {"configurable": {"thread_id": "document-session"}}

thread_id — это ключ к памяти агента. Без него чекпойнтер не знает, где сохранять и откуда восстанавливать состояние. Каждый уникальный thread_id создает отдельную "сессию" с независимой памятью.

Магия в действии

Что происходит под капотом при каждом вызове агента:

  1. Загрузка состояния: Чекпойнтер восстанавливает предыдущие сообщения и состояние по thread_id

  2. Добавление нового сообщения: Пользовательский ввод добавляется к истории

  3. Выполнение ReAct-цикла: Агент анализирует ситуацию и принимает решения

  4. Сохранение обновленного состояния: После каждого супер-шага состояние автоматически сохраняется

Результат

В итоге получается агент, который:

  • Помнит всю историю диалога и действий

  • Знает, какие файлы создавал ранее

  • Может продолжить работу над документами с предыдущих обращений в рамках сессии

  • Самостоятельно принимает решение о завершении работы

  • Предоставляет статистику по завершении

Это уже не просто "умный болтун", а полноценный рабочий помощник с персистентной памятью сессии. В следующих разделах мы рассмотрим еще более продвинутые кейсы использования инструментов в реальных enterprise-сценариях.

astream vs ainvoke

В примере выше я сознательно использовал astream вместо привычного ainvoke. Коротко разберёмся, что это такое и когда что выбирать.

В двух словах

  • ainvoke(...) — один вызов → один готовый результат после завершения графа/агента. Отлично, когда вам не нужно показывать прогресс: получили ответ и отдали клиенту.

  • astream(...) — поток обновлений по мере выполнения: шаги рассуждения, вызовы инструментов, промежуточные сообщения, финал. Нужен для «живого» UI/CLI и прод-API со стримингом (SSE/WebSocket).

Что именно стримится

astream умеет разные режимы (указываются параметром stream_mode):

  • "values" — слепки всего состояния после каждого шага (то, что я использовал). Удобно логировать и строить прогресс-бар.

  • "updates" — дельты по шагам (LLM → Tool → LLM). Удобно «оживлять» консоль/дешборд.

  • "messages" — поток контента сообщений (включая токены от модели, если бэкенд поддерживает токен-стриминг). Это как привычный чат — «текст набирается» по кусочкам.

Практика: для UI/консоли чаще хватает "updates" или "values". Для «чат-опыта» — "messages".

Когда что использовать в сервисе (FastAPI)

  • Просто ответить быстро (синхронный REST, без прогресса) → ainvoke.

  • Показать пользователю ход работы (длинные инструменты, файловые операции, запросы в БД/API) → astream + SSE/WebSocket.

Мини-скелеты:

ainvoke (быстрый ответ)

res = await agent.ainvoke({"messages": [HumanMessage(content=text)]}, config=config)
return {"reply": res["messages"][-1].content}

astream + SSE (прогресс в реальном времени)

async def stream():
    async for chunk in agent.astream({"messages": [HumanMessage(content=text)]},
                                     config=config,
                                     stream_mode="updates"):
        # сериализуете chunk и шлёте в клиент (SSE/WebSocket)
        yield format_sse(chunk)

return EventSourceResponse(stream())  # sse-starlette / fastapi-sse

Плюсы/минусы

  • ainvoke:

    • просто; + минимум кода; − нет прогресса; − «молчаливые» долгие операции.

  • astream:

    • UX как в чатах/IDE; + видно шаги и инструменты; − сложнее API (стрим-протокол); − нужно думать про backpressure/таймауты.

Нюансы и грабли

  • Не путайте уровни стриминга. astream стримит шаги/сообщения графа. Стрим токенов модели появляется только при stream_mode="messages" и если LLM поддерживает токен-стрим.

  • Фильтруйте шум. В "values" прилетает весь state — отдавайте клиенту только то, что имеет смысл (последний шаг, статус инструмента, кусок текста).

  • Таймауты и отмена. Для длинных тулзов ставьте таймауты и обрабатывайте отмену клиентского соединения (закрыли вкладку — прекратите генератор).

  • Безопасные логи. Не стримьте секреты и сырые payload’ы инструментов наружу — делайте санитайз.

Итого: если нужен «готовый ответ» — ainvoke. Если нужен «живой» прогресс и/или чат-опыт — astream с подходящим stream_mode.

Безопасность: даём агенту руки, но держим поводок

Как только ваш агент получает инструменты (файловая система, БД, git, HTTP-запросы) — он становится не просто болтуном, а исполнителем. А значит, открываются и риски.

Основные угрозы

  • Файловая система — удаление/перезапись критичных файлов, доступ к приватным данным.

  • База данных — SQL-инъекции, случайное DROP TABLE, массовые апдейты.

  • Сеть — утечки токенов, SSRF-атаки, злоупотребление API.

  • DevOps-интеграции — деплой не в то окружение, остановка продакшена.

Простые практики защиты

  1. Принцип наименьших прав
    Давайте агенту ровно тот набор инструментов, который реально нужен.
    Нужен только read_file → не подключайте delete_file.

  2. Песочница
    Ограничьте рабочую директорию (chroot/alloweddirs) или схему БД. _Filesystem MCP умеет задавать список разрешённых путей.

  3. Валидация ввода
    Проверяйте параметры инструментов: whitelist таблиц, проверка формата файлов, лимиты на размер.

  4. Интерактивное подтверждение (human-in-the-loop)
    Для опасных действий (удаление, деплой) делайте шаг подтверждения: агент предлагает → человек жмёт «ОК».

  5. Лимиты и таймауты
    Ограничивайте длину запросов, количество вызовов, время выполнения инструментов.

  6. Логирование и аудит
    Логируйте все вызовы инструментов и сохраняйте историю в чекпойнтер. Это важно для «разбора полётов».

  7. Разделение окружений
    Отдельные ключи и базы для теста/прода. Никогда не гоняйте агента «с прод-ключами» на локальной разработке.

Практическое правило

Чем больше у агента «рук», тем короче должен быть «поводок».

Даже умный ReAct-агент может вызвать цепочку действий с непредсказуемым результатом. Поэтому безопасность должна быть встроена в дизайн: ограниченный набор инструментов, песочница, валидация и логи.

Реальная мультиагентная система

Мы прошли путь от простых инструментов до ReAct-агентов. Теперь настало время для финального уровня — создания настоящей мультиагентной системы.

Представьте задачу: нам нужно исследовать тему, собрать данные из интернета, структурировать их и создать профессиональный отчёт. Одиночный агент справится, но результат будет посредственным. А что если разделить задачу между специалистами?

Давайте создадим команду агентов, где каждый эксперт в своей области.

Для простоты используем собственные функции вместо MCP-серверов — так вы лучше поймете принципы. В реальном проекте легко заменить их на готовые MCP-инструменты.

Архитектура мультиагентной системы

Наша система состоит из трёх специализированных агентов, каждый из которых выполняет свою роль:

  1. Исследователь — ищет информацию в интернете и анализирует данные

  2. Дата-инженер — структурирует данные, создаёт CSV и работает с SQLite

  3. Редактор — создаёт итоговые отчёты в формате Markdown

Все агенты управляются оркестратором, который координирует их работу и передаёт результаты между этапами.

Инструментарий системы

Для каждого агента мы создали специализированный набор инструментов:

Web-инструменты (для Исследователя):

@tool
async def web_search(query: str) -> List[str]:
    """Простейший web-поиск: возвращает список ссылок."""
    try:
        url = "https://duckduckgo.com/html/"
        async with httpx.AsyncClient(timeout=10) as client:
            r = await client.post(url, data={"q": query})
            # Упрощенный парсинг ссылок
            hrefs = []
            for line in r.text.splitlines():
                if 'result__a' in line and 'href=' in line:
                    start = line.find('href="') + 6
                    end = line.find('"', start)
                    link = line[start:end]
                    if link.startswith("http"):
                        hrefs.append(link)
                if len(hrefs) >= 5:
                    break
        return hrefs or ["https://example.com"]
    except Exception as e:
        return [f"ERROR:{e}"]

@tool
async def fetch_url(url: str) -> str:
    """Скачивает HTML/текст по URL."""
    try:
        async with httpx.AsyncClient(timeout=10) as client:
            r = await client.get(url)
            return r.text[:50_000]  # ограничим объём
    except Exception as e:
        return f"ERROR:{e}"

Файловые инструменты (для всех агентов):

@tool
async def fs_write_text(path: str, content: str) -> str:
    """Пишет текст в файл внутри рабочей директории."""
    full = (WORKDIR / Path(path)).resolve()
    if not str(full).startswith(str(WORKDIR)):
        return "ERROR: path outside sandbox"
    full.parent.mkdir(parents=True, exist_ok=True)
    full.write_text(content, encoding="utf-8")
    return f"OK: wrote {full}"

  
@tool
async def csv_write_rows(path: str, rows: List[List[str]]) -> str:
    """Создаёт/перезаписывает CSV с переданными строками."""
    full = (WORKDIR / Path(path)).resolve()
    if not str(full).startswith(str(WORKDIR)):
        return "ERROR: path outside sandbox"
    with open(full, "w", newline="", encoding="utf-8") as f:
        writer = csv.writer(f)
        writer.writerows(rows)
    return f"OK: wrote {full}"

Базы данных (для Дата-инженера):

@tool
async def sqlite_execute(db_path: str, sql: str, params: Optional[List] = None) -> str:
    """Выполняет SQL (DDL/DML). Возвращает 'rows affected'."""
    full = (WORKDIR / Path(db_path)).resolve()
    if not str(full).startswith(str(WORKDIR)):
        return "ERROR: path outside sandbox"
    full.parent.mkdir(parents=True, exist_ok=True)
    conn = sqlite3.connect(full)
    try:
        cur = conn.cursor()
        cur.execute(sql, params or [])
        conn.commit()
        return f"OK: {cur.rowcount} rows affected"
    finally:
        conn.close()

@tool
async def sqlite_query(db_path: str, sql: str, params: Optional[List] = None) -> List[List[str]]:
    """SELECT-запрос, возвращает строки как списки строк."""
    full = (WORKDIR / Path(db_path)).resolve()
    if not str(full).startswith(str(WORKDIR)) or not full.exists():
        return [["ERROR", "db not found or outside sandbox"]]
    conn = sqlite3.connect(full)
    try:
        cur = conn.cursor()
        cur.execute(sql, params or [])
        rows = cur.fetchall()
        return [[str(x) for x in row] for row in rows]
    finally:
        conn.close()

Состояние оркестратора

Все агенты работают в рамках единого состояния, которое передаётся между этапами:

class OrchestratorState(TypedDict):
    messages: Annotated[Sequence[BaseMessage], add_messages]
    topic: str             # Тема исследования
    urls: List[str]        # Найденные ссылки
    db_path: str           # Путь к SQLite базе
    csv_path: str          # Путь к CSV файлу
    report_path: str       # Путь к итоговому отчёту

Специализированные агенты

Агент-Исследователь

def mk_researcher():
    model = ChatDeepSeek(model="deepseek-chat", temperature=0.2)
    sys = SystemMessage(content=(
        "Ты Исследователь. Твоя задача: найти 3–5 релевантных ссылок, "
        "при необходимости коротко скачать содержимое по 1–2 из них и выдать сжатую сводку. "
        "Всегда используй инструменты web_search и fetch_url при необходимости."
    ))
    tools = [web_search, fetch_url]
    return create_react_agent(model=model, tools=tools, prompt=sys, checkpointer=MemorySaver())

Задачи Исследователя:

  • Получает тему исследования из состояния

  • Ищет релевантные ссылки через web_search

  • При необходимости загружает контент ключевых страниц

  • Формирует сжатую сводку с фактами и инсайтами

Агент Дата-инженер

def mk_data_engineer():
    model = ChatDeepSeek(model="deepseek-chat", temperature=0.1)
    sys = SystemMessage(content=(
        "Ты Дата-инженер. Тебе дают сводку/факты. "
        "Сформируй таблицу CSV (заголовки + строки), запиши её, "
        "создай/обнови таблицу в SQLite и вставь данные. "
        "Всегда используй csv_write_rows, sqlite_execute, sqlite_query по необходимости."
    ))
    tools = [csv_write_rows, sqlite_execute, sqlite_query]
    return create_react_agent(model=model, tools=tools, prompt=sys, checkpointer=MemorySaver())

Задачи Дата-инженера:

  • Получает сводку от Исследователя

  • Структурирует данные в табличный формат (source, insight)

  • Создаёт CSV файл с результатами

  • Настраивает SQLite таблицу и загружает данные

  • Проверяет корректность загрузки через COUNT(*)

Агент-Редактор

def mk_writer():
    model = ChatDeepSeek(model="deepseek-chat", temperature=0.3)
    sys = SystemMessage(content=(
        "Ты Редактор. Получив данные (сводку, CSV, SQL-выборки), создай читабельный отчёт в Markdown. "
        "Сохрани результат на диск через fs_write_text и верни краткое резюме."
    ))
    tools = [fs_write_text, csv_read_rows, sqlite_query]
    return create_react_agent(model=model, tools=tools, prompt=sys, checkpointer=MemorySaver())

Задачи Редактора:

  • Читает данные из CSV и SQLite

  • Формирует красивый отчёт в Markdown

  • Добавляет аналитические выводы и рекомендации

  • Сохраняет итоговый отчёт в файл

Граф оркестратора

Логика координации агентов реализована через StateGraph:

# Узлы оркестратора
async def node_research(state: OrchestratorState):
    msgs = [
        HumanMessage(content=f"Тема исследования: {state['topic']}. "
                             f"Найди 3–5 ссылок и сделай короткую сводку.")
    ]
    res = await researcher.ainvoke({"messages": msgs}, config={"configurable": {"thread_id": "research"}})
    # Извлекаем найденные ссылки из ответа
    text = res["messages"][-1].content
    urls = [u for u in text.split() if u.startswith("http")][:5]
    return {"messages": res["messages"], "urls": urls}

async def node_data(state: OrchestratorState):
    msgs = [
        HumanMessage(content=(
            "На основе предыдущей сводки/фактов сформируй таблицу с колонками "
            "[source, insight] и 3–8 строк. "
            f"Запиши CSV в {state['csv_path']}. "
            f"Далее создай таблицу sales_insights(source TEXT, insight TEXT) в БД {state['db_path']} "
            "и вставь все строки. Верни выборку COUNT(*) для проверки."
        ))
    ]
    res = await data_eng.ainvoke({"messages": msgs}, config={"configurable": {"thread_id": "data"}})
    return {"messages": res["messages"]}

async def node_write(state: OrchestratorState):
    msgs = [
        HumanMessage(content=(
            f"Собери читабельный отчёт в Markdown по теме '{state['topic']}'. "
            f"Используй данные из CSV {state['csv_path']} и выборку из SQLite {state['db_path']} "
            f"(сделай запрос COUNT(*) из sales_insights). "
            f"Сохрани отчёт в {state['report_path']} через fs_write_text. "
            "Верни короткое резюме и путь к файлу."
        ))
    ]
    res = await writer.ainvoke({"messages": msgs}, config={"configurable": {"thread_id": "write"}})
    return {"messages": res["messages"]}

# Сборка графа
graph = StateGraph(OrchestratorState)
graph.add_node("research", node_research)
graph.add_node("data", node_data)
graph.add_node("write", node_write)

graph.set_entry_point("research")
graph.add_edge("research", "data")
graph.add_edge("data", "write")

app = graph.compile(checkpointer=MemorySaver())

Запуск и результаты

Система запускается с минимальной конфигурацией:

async def main():
    # начальное состояние оркестратора
    init = {
        "messages": [HumanMessage(content="Старт")],
        "topic": "_dyn_: влияние погодных условий на продажи кофе в Нидерландах",
        "urls": [],
        "db_path": "data.sqlite",
        "csv_path": "dataset.csv",
        "report_path": "report.md",
    }
    config = {"configurable": {"thread_id": "orchestrator-demo"}}

    result = await app.ainvoke(init, config=config)

    print("\n==== ФИНАЛЬНЫЕ СООБЩЕНИЯ ====")
    for m in result["messages"][-6:]:
        role = type(m).__name__.replace("Message", "")
        print(f"[{role}] {getattr(m,'content','')[:300]}")

    print("\nФайлы в рабочей папке:")
    for p in sorted(WORKDIR.glob("*")):
        print(" -", p.name)

Результат работы системы:

  1. Исследователь находит 3-5 ссылок по теме и создаёт сводку фактов о влиянии погоды на кофейный бизнес

  2. Дата-инженер структурирует данные в CSV (source, insight) и загружает в SQLite таблицу sales_insights

  3. Редактор создаёт профессиональный Markdown-отчёт со всеми выводами и рекомендациями

В рабочей папке появляются файлы:

  • dataset.csv — структурированные данные исследования

  • data.sqlite — база данных с таблицей sales_insights

  • report.md — итоговый отчёт в Markdown формате

Ключевые преимущества архитектуры

Специализация агентов:

  • Каждый агент оптимизирован под свои задачи (разные temperature, prompt, инструменты)

  • Чёткое разделение ответственности снижает сложность и повышает качество

Персистентная память:

  • Каждый агент имеет свой thread_id для независимой памяти

  • Оркестратор передаёт контекст через единое состояние

  • MemorySaver обеспечивает сохранение истории между вызовами

Безопасность sandbox:

  • Все операции ограничены WORKDIR-директорией

  • Проверка путей файлов против выхода за пределы рабочей папки

  • Ограничения на объём скачиваемого контента (50KB)

Масштабируемость:

  • Легко добавить новых агентов (например, агент валидации или агент уведомлений)

  • Можно распараллелить независимые операции

  • Модульная архитектура позволяет заменять агентов без изменения остальной системы

Эволюция поведения

Что особенно впечатляет в этой системе — эмерджентное поведение. Агенты самостоятельно принимают интеллектуальные решения:

  • Исследователь может решить, стоит ли загружать контент конкретной страницы

  • Дата-инженер самостоятельно выбирает структуру таблицы и названия колонок

  • Редактор создаёт уникальный стиль отчёта, адаптированный под тему

При этом каждый агент работает в рамках своей специализации, но результат получается целостным и профессиональным.

Практическое применение

Эта архитектура подходит для решения сложных задач, требующих:

  • Исследования и анализа — market research, competitive analysis, аналитические отчёты

  • Обработки данных — ETL процессы, создание отчётности, автоматизация аналитики

  • Документооборота — автоматическое создание технической документации, сводок, презентаций

  • Бизнес-аналитики — сбор данных → анализ → презентация результатов в удобном формате

Дальнейшие улучшения

Базовую систему можно развивать в нескольких направлениях:

Интеграция с внешними системами:

  • Замена простого web_search на полноценные API (Google Search, Bing)

  • Подключение к корпоративным базам данных (PostgreSQL, MongoDB)

  • Интеграция с облачными хранилищами (S3, Google Drive)

Улучшение качества:

  • Добавление агента-валидатора для проверки качества данных

  • Система retry для обработки временных сбоев

  • A/B тестирование разных промптов и стратегий

Продуктивность:

  • Параллельное выполнение независимых задач

  • Кэширование результатов для повторных запросов

  • Конфигурируемые pipeline для разных типов исследований

Итоги: от болтунов к цифровым помощникам

Сегодня мы совершили революционный скачок в развитии наших агентов. Помните, с чего мы начинали? Наши «умные болтуны» могли только анализировать и отвечать, но были совершенно беспомощны в реальном мире.

Теперь ваши агенты умеют:

  • Работать с инструментами — файловая система, базы данных, веб-поиск, API

  • Самостоятельно принимать решения — какой инструмент использовать, в какой последовательности

  • Выстраивать цепочки действий — от исследования до создания финального отчёта

  • Специализироваться — разные агенты для исследований, обработки данных и создания документов

  • Работать безопасно — в изолированной среде с контролируемым доступом

Мы освоили три ключевых паттерна создания функциональных агентов:

  1. Ручные графы с инструментами — максимальный контроль, кастомная логика

  2. ReAct агенты — простота использования, встроенная логика рассуждений

  3. Мультиагентные системы — специализация и оркестрация для сложных задач

Что дальше? От демо к продакшену

В следующей, четвёртой части мы объединим все полученные знания и создадим полноценный продуктовый ИИ-агент. Больше никаких демо-скриптов — мы построим настоящую систему, готовую к использованию в реальных проектах.

На момент публикации этой статьи (27 сентября 2025 года) в моем телеграм‑канале проходит опрос на тему «Какой проект на базе ИИ‑агентов мы будем реализовывать». Если хотите повлиять на выбор идеи для большого проекта, который я подробно разберу в следующей части, приглашаю присоединиться к каналу. Атмосфера там уютная, а сообщество уже насчитывает почти 5000 единомышленников.

Увидимся в финальной части, где теория окончательно превратится в практику!

Amvera Cloud – облако для простого запуска проектов со встроенным CI/CD (деплой идёт через Git или загрузку файлов в интерфейсе), https-доменами, и встроенным проксированием до ведущих LLM и управляемым инференсом моделей LLaMA и GPT. Вам не нужно думать о настройке NGINX, виртуальных машин и другой инфраструктуры. Зарегистрируйтесь и получите 111 рублей на тест.

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    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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 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

  • 04.11.25 09:30 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

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

  • 07.11.25 02:26 MATT PHILLIP

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

  • 07.11.25 09:33 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 16:05 MATT PHILLIP

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

  • 07.11.25 23:15 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:32 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:34 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 09.11.25 03:29 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

  • 09.11.25 03:29 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

  • 10.11.25 05:06 Christopherbelle

    I lost $52,000 in USDT to a scam. That hit me hard. USDT is a stable cryptocurrency tied to the US dollar. It keeps its value steady. I thought I had found a sure way to grow my money. Things looked good at first. I even built up profits to $120,000. But when I went to pull out my earnings, the platform blocked me. No access. No funds. Panic set in. I felt trapped and helpless. Scams like this target crypto users all the time. They promise quick gains. Then they vanish with your money. Each year, people lose billions to these tricks. I searched for help everywhere. Forums, support groups. Nothing worked. That's when a friend stepped in. He had faced a similar mess before. He told me about Sylvester Bryant. My friend swore by his skills. So I reached out right away. His email is [email protected]. Sylvester Bryant turned it all around. He listened to my story without judgment. His team got to work fast. They started by reviewing every detail of the scam. Step by step, they traced the path of my stolen USDT. They used tools to follow the blockchain. That's the public record of crypto transactions. It shows where funds move. But scammers hide their tracks. Bryant's group dug deep. They contacted exchanges and networks involved. Day after day, they pushed forward. No shortcuts. They kept me updated the whole time. Every email, every call was clear and honest. In the end, they recovered my full amount. That $52,000 came back to me. The process took focus and grit. Bryant's honesty stood out. He charged no hidden fees. Just straight work for results. My stress melted away. I could breathe again. Sleep came easier. My trust in recovery options grew. If a scam has taken your money, act now. Reach out to Sylvester Bryant. He handles cases like this with care. Email him at [email protected]. Or on WhatsApp at +1 512 577 7957 or +44 7428 662701. Don't wait. Get your funds back.

  • 10.11.25 14:28 MATT PHILLIP

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

  • 10.11.25 21:52 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL

  • 10.11.25 21:53 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL Sometimes, life can be unpredictable and present us with unexpected twists and turns. On October 15, 2025, I had an experience that taught me a valuable lesson about the importance of vigilance and caution in the digital age. It began when I met someone on TikTok who claimed to have a surefire way to generate significant profits from Ethereum investments. The individual, who went by the name of Mr. Oscar, presented himself as a financial expert with a proven track record of success. Intrigued by the promise of easy money, I decided to invest a substantial amount of my savings into the Ethereum venture. However, I soon discovered that I had fallen victim to a sophisticated scam. Mr. Oscar had fake credentials and a history of deceiving numerous people, leaving them financially devastated and feeling betrayed, I thought I had lost my investment forever. But I was determined to recover my stolen Ethereum and sought help from a reputable firm specializing in cybersecurity. That's when I stumbled upon Treqora Intel, a company with a stellar reputation for assisting victims of online scams. With the support of Treqora Intel , I was able to recover my lost funds in a remarkably short period. Their team of experts was efficient, responsive, and empathetic, making the recovery process as smooth as possible. I was impressed by their professionalism and commitment to helping individuals like me who have been affected by online scams. This experience has taught me to be more cautious when interacting with strangers online, especially when it comes to investment opportunities that seem too good to be true. It has also reminded me of the importance of verifying the credibility of individuals and companies before making any financial decisions. I am grateful to TREQORA INTEL for their assistance and hope that my story can serve as a warning to others to be vigilant in the online world. By being aware of the potential risks and taking necessary precautions, we can protect ourselves from falling prey to scams and ensure a safer online experience.Email:support@treqora. com Whats_App: ‪‪‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬‬‬ ‬‬ ‬‬, Website: Treqora. com.

  • 11.11.25 06:47 MATT PHILLIP

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

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 11:15 [email protected]

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

  • 11.11.25 13:36 MATT PHILLIP

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

  • 11.11.25 15:16 [email protected]

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

  • 11.11.25 15:36 peggy09

    Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win.Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win. reach him at anthonydaviestech@gmail dot com or telegram anthonydavies

  • 11.11.25 19:28 elizabethrush89

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

  • 11.11.25 19:29 elizabethrush89

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

  • 12.11.25 04:09 [email protected]

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

  • 12.11.25 04:10 [email protected]

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

  • 12.11.25 05:07 peggy09

    Anthony Davies stands out in the world of crypto recovery. His skills come from years of hands-on work with blockchain tech. He helps people get back what thieves took, often against tough odds. i once lost $200000 to a fake broker site, anthony stood out as the only person who was able to get back my funds. you can contact him by sending an email to; anthonydaviestech @ gma1l com

  • 12.11.25 09:37 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

  • 12.11.25 09:37 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

  • 13.11.25 19:01 peggy09

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 13.11.25 20:05 [email protected]

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

  • 13.11.25 20:05 [email protected]

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

  • 13.11.25 22:51 ashley11

    Recover All Lost Cryptocurrency From Scammers

  • 13.11.25 22:52 ashley11

    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 08:38 [email protected]

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

  • 14.11.25 10:39 MATT PHILLIP

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

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

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

  • 15.11.25 12:47 MATT PHILLIP

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

  • 15.11.25 14:39 wendytaylor015

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

  • 15.11.25 14:39 wendytaylor015

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

  • 15.11.25 15:31 MATT PHILLIP

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

  • 15.11.25 15:52 [email protected]

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

  • 16.11.25 14:43 wendytaylor015

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

  • 16.11.25 14:44 wendytaylor015

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

  • 16.11.25 20:38 [email protected]

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

  • 17.11.25 03:24 johnny231

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

  • 17.11.25 11:26 wendytaylor015

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

  • 17.11.25 11:27 wendytaylor015

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

  • 19.11.25 01:56 VERONICAFREDDIE809

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

  • 19.11.25 08:11 JuneWatkins

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

  • 19.11.25 08:26 elizabethmadison

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

  • 19.11.25 08:27 elizabethmadison

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

  • 19.11.25 16:30 marcushenderson624

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

  • 19.11.25 16:30 marcushenderson624

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

  • 20.11.25 15:55 mariotuttle94

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

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