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Как создать MCP-сервер и научить ИИ работать с любым кодом и инструментами через LangGraph

Всё стремительнее на глазах формируется новый виток в развитии инструментов для работы с искусственным интеллектом: если ещё недавно внимание разработчиков было приковано к no-code/low-code платформам вроде n8n и Make, то сегодня в центр внимания выходят ИИ-агенты, MCP-серверы и собственные тулзы, с помощью которых нейросети не просто генерируют текст, но и учатся действовать. Это не просто тренд — это новая парадигма: от “что мне сделать?” к “вот как я это сделаю сам”.

Вместе с этим появляется множество вопросов:

Что такое MCP? Зачем вообще нужны тулзы? Как ИИ может использовать код, написанный мной? И почему всё больше разработчиков создают собственные MCP-серверы, вместо того чтобы довольствоваться готовыми решениями?

Эта статья — путеводитель по новой реальности. Без лишней теории, с большим количеством практики:

Мы поговорим о том, что из себя представляют MCP-серверы и как они взаимодействуют с нейросетями
Разберёмся, как создавать собственные инструменты (тулзы) и подключать их к ИИ
И, главное, на простых примерах покажу, как научить нейросеть работать с вашим кодом: будь то калькулятор, AI-интерфейс к API, или даже полноценный агент для автоматизации действий

К концу статьи вы сможете не просто понимать, что такое MCP, а писать собственные серверы и подключать их к ИИ, готовые к использованию в реальных проектах.

Рекомендую также заглянуть в мою предыдущую статью «Как научить нейросеть работать руками: создание полноценного ИИ-агента с MCP и LangGraph за час», — она отлично дополнит сегодняшний материал.

Поехали.

Отличие MCP и инструментов (тулзы, tools)

Начнём с самого частого вопроса у тех, кто только начинает разбираться в теме: что такое MCP, что такое инструменты (тулзы), и в чём между ними разница. Давайте разберёмся.

MCP vs Tools: метафора для понимания

Путаница возникает не случайно — эти понятия действительно близки. Чтобы проще понять, представьте, что:

MCP-сервер — это как библиотека или фреймворк на любом языке программирования.
Инструмент (tool) — это отдельная функция, выполняющая конкретную задачу.

Таким образом, инструмент — это кирпич, а MCP — это здание, собранное из этих кирпичей и обёрнутое в удобный интерфейс, с которым может взаимодействовать ИИ-агент.

Зачем всё это вообще нужно

Всё внимание к теме MCP объясняется очень просто:

теперь вы можете написать абсолютно любой код, будь то:

простой скрипт на Python
REST API-эндпоинт
локальная функция

…и дать нейросети возможность самостоятельно вызывать его — как будто она понимает, что делает.

Простой пример — как это работает

Допустим, у вас есть обычная функция, которая принимает два аргумента: city и days. Вы вручную вызываете её как:

get_weather(city="Москва", days=4)

Она возвращает погоду на 4 дня — всё просто.

Теперь представьте: Вы задаёте нейросети вопрос:

«Дружище, подскажи, какая там погода будет в Краснодаре в ближайшие четыре дня?»

ИИ-агент сам:

Извлекает из запроса нужные переменные (city = "Краснодар", days = 4)
Вызывает вашу функцию
Получает результат
И сам же формирует осмысленный ответ для пользователя — будто всё это сделал человек вручную.

Причём, даже если нейросеть работает локально, без доступа к интернету, она всё равно справляется — потому что задача не в поиске данных, а в использовании доступных инструментов.

Когда инструментов становится много

А теперь представьте, что у вас не одна такая функция, а целый набор:

create_file(), delete_file(), read_file(), list_files() и десятки других

Все они работают вокруг общей логики — например, с файлами.

В какой-то момент вы или другой разработчик можете объединить эти функции в единый набор с общей структурой, описанием и интерфейсом. Вот это уже и будет MCP-сервер — полноценная коллекция инструментов, с которой может работать нейроагент.

Так и родилось понятие MCP:

это не просто набор случайных тулзов, а логически объединённая система инструментов, с которой ИИ может взаимодействовать как с фреймворком.

Как нейросеть понимает, как работать с инструментами?

Это, пожалуй, один из самых важных вопросов во всей теме: как ИИ вообще осознаёт, что и когда нужно вызывать? Как он «узнаёт», что у нас есть функция, которая может выполнить нужное действие?

Старый формат общения: чат и текст

До недавнего времени взаимодействие с ИИ выглядело просто:
— Вы писали в чат нейросети свой запрос
— Она генерировала текст в ответ

Может быть, вы даже прикладывали файлы и просили что-то сделать с ними, но на этом всё. ИИ был «в голове», но без рук.

Новый подход: инструменты и действия

Теперь всё меняется. У нас появилась возможность давать нейросети инструменты — буквально, расширять её возможности через функции. Мы можем:

написать свои собственные функции
объединить их в MCP-сервер
взять чужой код или готовый набор инструментов
и… подключить всё это к ИИ

Сегодня я покажу, как это делается. А стало возможным всё это благодаря MCP-протоколу (Model Context Protocol) — разработке компании Anthropic, которая задала единый стандарт описания инструментов для использования нейросетями.

То есть компания Anthropic придумала некое общепринятое описание правил создания кода для нейросетей. К нему можно отнести, например, специальный формат аннотаций и документации в каждой функции-инструменте.

Магия в описании: как ИИ «видит» ваши функции

Представьте, что вы написали функцию для работы с погодой:

def get_weather(city: str) -> dict:
    """
    Получает текущую погоду для указанного города.
    
    Args:
        city (str): Название города на русском или английском языке
        
    Returns:
        dict: Словарь с данными о погоде (температура, влажность, описание)
    """
    # ваш код здесь

Когда вы подключаете эту функцию к ИИ, например, через LangGraph, нейросеть получает не только сам код, но и полное описание: что делает функция, какие параметры принимает, что возвращает.

Как работает «мозг» ИИ-агента

Процесс принятия решений выглядит примерно так:

Пользователь пишет: "Какая сейчас погода в Москве?"
ИИ анализирует: "Нужна информация о погоде в конкретном городе"
ИИ сканирует доступные инструменты: "У меня есть функция get_weather, которая принимает название города"
ИИ принимает решение: "Это именно то, что нужно!"
ИИ вызывает функцию: get_weather("Москва")
ИИ получает результат и формулирует ответ пользователю

LangGraph как умный координатор

LangGraph делает этот процесс ещё более элегантным. Он работает как граф состояний, где каждый узел может:

Анализировать текущую ситуацию
Выбирать нужный инструмент
Передавать управление следующему узлу

Благодаря этому ИИ может выполнять сложные многошаговые задачи: сначала получить погоду, потом на основе неё предложить одежду, а затем найти ближайший магазин.

В рамках сегодняшней статьи мы не будем глубоко погружаться в тему графов, так как это заслуживает, серии публикаций и, если я увижу ваш отклик на статью, которую вы сейчас читаете — с меня серия публикаций по LangGraph в рамках которой я разложу тему цепочек (графов), от А до Я, а сегодня ограничимся только инструментами и MCP.

Главный секрет успеха

80% успеха любого MCP-сервера — это качественные описания инструментов. Чем подробнее и точнее вы опишете, что делает ваша функция, тем лучше ИИ поймёт, когда её использовать.

Плохое описание: "Делает расчёты"

Хорошее описание: "Вычисляет сложные проценты по вкладу с учётом капитализации за указанный период"

Именно поэтому далее в статье мы уделим особое внимание правильному оформлению функций и их документации.

Подготовка к практике

Уверен, вы уже хотите поскорее приступить к коду — и правильно! Но прежде чем мы начнём, есть пара важных моментов.

Что потребуется

Для полноценной работы нам понадобится API-токен одного из LLM-провайдеров. Подойдут:

DeepSeek (я буду использовать его в примерах)
Claude (Anthropic)
OpenAI (ChatGPT)
или локальные решения вроде Ollama

Если вы читали прошлую статью — вы уже знаете, как подключать любой из этих вариантов к LangGraph.

Подготовка среды

Сегодня всё будем писать на Python, так что первым делом — создаём виртуальное окружение и устанавливаем зависимости.

python -m venv venv
source venv/bin/activate  # или venv\Scripts\activate на Windows

Создаём .env файл и помещаем туда ваши токены. Пример:

OPENAI_API_KEY=sk-proj-123
DEEPSEEK_API_KEY=sk-12345
ANTROPIC_API_KEY=sk-12345
OPENROUTER_API_KEY=sk-or-v1-2123123

Выберите подходящего вам провайдера — LangGraph поддерживает их все.

Устанавливаем зависимости

Создайте файл requirements.txt и добавьте в него зависимости. Полный список (актуальный на момент написания):

fastmcp==2.10.6
langchain==0.3.26
langchain-deepseek==0.1.3
langchain-mcp-adapters==0.1.9
langchain-ollama==0.3.5
langchain-openai==0.3.28
langgraph==0.5.3
mcp==1.12.0
ollama==0.5.1
openai==1.97.0
pydantic-settings==2.10.1
python-dotenv==1.1.1
uvicorn==0.35.0
faker==37.4.2

Запускаем установку:

pip install -r requirements.txt

Новое

Из нового здесь:

fastmcp — мощная библиотека для быстрой сборки и публикации MCP-серверов.
faker — удобная библиотека для генерации тестовых (фейковых) данных. Сегодня она нам пригодится при создании демонстрационных инструментов.

План действий

Вот что мы сегодня сделаем шаг за шагом:

Научимся писать свои инструменты (тулзы) и подключать их напрямую к ИИ-агенту
Разберёмся, как подключать готовые MCP-серверы и использовать их инструменты в своём проекте
Создадим свой собственный MCP-сервер
Задеплоим его в облако с помощью Amvera Cloud — Это быстро, удобно, бюджетно, и вы получите HTTPS-домен, готовый для интеграции с LangGraph и любыми LLM-агентами. К тому же, Amvera предоставляет не только хостинг приложений, но и облачную инфраструктуру с собственным инференсом LLM без иностранной карты и встроенное проксирование до Claude, Gemini, Grok, GPT — всё в одном месте для ваших ИИ-проектов.

Готовы? Тогда переходим к практике сразу после небольшого, но очень важного, теоритического отступления.

Два подхода к работе с инструментами в LangGraph / LangChain

Когда вы начинаете подключать свои инструменты (tools) к нейросети через LangGraph или LangChain, у вас есть два основных пути: биндить инструменты вручную или использовать готовый ReAct‑агент. Оба имеют свои плюсы и минусы — разберём их.

1. bind_tools — биндинг инструментов напрямую к модели

Вы определяете функции с декоратором @tool, снабжаете их описанием (doc‑string), затем передаёте список инструментов модели через .bind_tools().
Модель знает о каждом инструменте и может сгенерировать запрос — вызов той или иной функции — если это необходимо.
Пример сценария: чат-бот, где нужен единичный вызов инструмента (например, калькулятор или API запрос). После этого модель возвращает обычный ответ.
Ограничение: модель может вызвать только один инструмент за сессию или игнорировать биндинг, если недостаточно уверен обязан ли вызывать. Подходит, если вы хотите тонко контролировать, когда и какой инструмент используется.

Преимущества:

Низкая задержка, менее затратный способ.
Гибкость: вы самостоятельно решаете, когда и как обрабатывать tool_call.

Что важно:

Обязательно качественные описания инструментов — иначе модель может их не заметить.

2. create_react_agent — готовый ReAct‑агент из LangGraph / LangChain

LangGraph предоставляет create_react_agent, который сам управляет циклом ReAct (Reasoning‑Acting‑Loop): модель может вызвать инструмент, получить результат, проанализировать его и продолжить до финального ответа.
Этот подход называют «реактивным агентом», он автоматически вызывает нужные инструменты до тех пор, пока не сформируется окончательный ответ.
В коде вы просто передаёте провайдера модели и список инструментов, например:

agent = create_react_agent("model_name", tools)
response = await agent.ainvoke({...})

Подходит для сложных задач, где агенту нужно взаимодействовать с несколькими инструментами, несколько шагов подряд.

Преимущества:

Удобство и автоматизация tool‑calling: вам не нужно контролировать вложенность вызовов.
Подходит для сценариев с несколькими инструментами за запрос.

Что важно:

Меньшая гибкость: агент сам решает, какие инструменты и когда вызывать.
Иногда может не распознать нужный tool, если описание не точное, или модель не поддерживает tool-calling нативно.

Пример создания простых инструментов с биндом

Для разогрева начнем с простого практического примера — напишем несколько функций, инициируем LLM и научим нашего нейро-товарища использовать эти инструменты.

Подготовка: импорты и настройка

Начнем с импортов:

from typing import Annotated, Sequence, TypedDict
from dotenv import load_dotenv
from langchain_core.messages import (
    BaseMessage,
    SystemMessage,
    HumanMessage,
    AIMessage,
)
from langchain_deepseek import ChatDeepSeek
from langchain_core.tools import tool
from langgraph.graph.message import add_messages
from langgraph.graph import StateGraph, END, START
from langgraph.prebuilt import ToolNode
import os
import asyncio

Основную «магию» нам позволит оформить импорт tool из langchain_core и использование специального сервисного узла ToolNode. Просто чтобы вы оставались в контексте — узел это логическое звено или точка, через которую проходит логика графа. Сам граф — это как дорожная карта. Обязательно подробнее это обсудим.

Сразу вызываем:

load_dotenv()

Это нужно, чтобы использовать переменные из файла .env.

Описание состояния агента

Сразу опишем состояние, в котором будем хранить наши сообщения:

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

Берите на вооружение. Несмотря на то что подход простой — он позволяет удобно сохранять контекст общения с нейросетью, ну а состояния — это основная движущая сила графов.

Создание функций-инструментов

Теперь опишем 2 простые асинхронные функции-инструмента:

async def add(a: int, b: int) -> int:
    """Складывает два целых числа и возвращает результат."""
    await asyncio.sleep(0.1)
    return a + b

  
async def list_files() -> list:
    """Возвращает список файлов в текущей папке."""
    await asyncio.sleep(0.1)
    return os.listdir(".")

Мягко говоря, зачем тут асинхронность, спросите вы, и я вам отвечу. Сейчас идет большая мода на асинхронность в Python и, несмотря на то что тут у нас нет в ней необходимости — этим простым примером я решил показать вам, что LangGraph прекрасно справляется с асинхронной логикой.

Вы видите 2 простейшие функции. Одна принимает на вход 2 числа и складывает, вторая выводит список файлов.

Для того чтобы эти функции могли использовать нейросети, мы уже проделали часть работы, а именно внутри функции дали описание того, что они делают. Это описание мы даем именно для нейросетей, поэтому, во-первых, не забудьте его добавить, а во-вторых, сделайте чтобы это описание было понятным!

Превращение функций в инструменты

Теперь нам нужно на каждую функцию повесить специальный декоратор:

@tool
async def add(a: int, b: int) -> int:
    # ...

    
@tool
async def list_files() -> list:
    # ...

Этим простым действием мы подготовили наши функции к интеграции.

Теперь создадим простую переменную (список), в который поместим наши инструменты:

tools = [add, list_files]

Аргументы передавать не нужно — нейросеть сама разберется!

Инициализация модели и привязка инструментов

Теперь выполним инициализацию модели (подробно говорили об этом в прошлой статье) и забиндим к ней наши инструменты:

llm = ChatDeepSeek(model="deepseek-chat").bind_tools(tools)

Создание узла агента

Теперь напишем функцию, которая будет вызывать нашу модель с заготовленным промптом:

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]}

Тут уже начинается работа с состоянием. Если вы имеете опыт в создании телеграм-ботов на Aiogram 3 (кстати, у меня на Хабре штук 10 статей, в которых я рассказал о процессе создания ботов), то вы могли сталкиваться с таким понятием как FSM (машина состояний). Тут все работает похожим образом. У нас есть некое состояние, в котором мы храним все сообщения (сообщения от ИИ, системные сообщения, сообщения от человека и сообщения от инструментов), и при каждом вызове нейронки мы обновляем это состояние, пробрасывая все сообщения в контекст.

Условная логика: продолжать или завершать

Теперь опишем функцию с простым условием:

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"

Тут вот какая логика. Мы хотим сделать, чтобы нейронка не просто вызвала наши функции (скажем по правде, мы это и сами прекрасно сделаем), нет, мы хотим, чтобы она после вызова сделала что-то с этой информацией.

Например, у нас есть функция, которая на вход принимает PDF-документ и извлекает из него текст. Мы хотим не просто получить извлеченный текст, а чтобы нейросеть эту информацию использовала далее или, как минимум, дала по ней summary. В реализации подобной логики поможет эта функция.

Сборка и запуск графа

Теперь остается это дело запустить. Сейчас мы опишем главную функцию. Я дам ее полный код, а после прокомментирую:

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="Посчитай общее количество файлов в этой директории и прибавь к этому значению 10"
                )
            ]
        }
    )

    # 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}")

    # Финальный ответ
    for msg in reversed(result["messages"]):
        if isinstance(msg, AIMessage) and not getattr(msg, "tool_calls", None):
            print(f"\n=== Финальный ответ ===")
            print(msg.content)
            break
    else:
        print("\n=== Финальный ответ не найден ===")

Разбор концепции графов

Тут мы уже сталкиваемся с графом. Постараюсь коротко прокомментировать. Все в LangGraph держится на 4 основных «китах»:

Сам граф или некая дорожная карта
Узел (нода) или некие точки на этой карте
Ребра — связки между нодами
Состояния (некие чекпоинты в рамках «дорожной карты»)

Создание графа

Процесс начинается с создания графа:

graph = StateGraph(AgentState)

Добавление узлов

Затем мы привязываем к нему все существующие узлы (ноды):

graph.add_node("our_agent", model_call)
tool_node = ToolNode(tools=tools)
graph.add_node("tools", tool_node)

Ноды всегда принимают имя и некую функцию (в некоторых случаях достаточно использовать безымянные функции). Функции могут быть как наши, так и сервисные, как в примере с ToolNode.

Связывание узлов

Далее нам необходимо узлы между собой связать. Связывать можно как обычными ребрами, так и условными.

Пример обычного ребра:

graph.add_edge(START, "our_agent")

Тут мы связали 2 узла: системный узел (START, который ранее импортировали) и наш узел. Для связки в таких узлах используется имя узлов.

Пример условного ребра:

graph.add_conditional_edges(
    "our_agent", should_continue, {"continue": "tools", "end": END}
)

Он принимает имя узла, от которого должно пойти ребро. Далее, вторым параметром, принимает название условной функции (она всегда строки возвращает), и далее мы описываем простое условие:

если условная функция вернула «continue», то мы вызываем узел tools, иначе мы вызываем узел END, тем самым завершая работу графа.

Понимаю, что сейчас может быть не все понятно, но когда-то, если это будет вам нужно, я более детально и подробно разложу концепт графов в формате мини-курса на Хабре.

Замыкание цикла

Если мы вызвали узел инструментов, то с него мы выполняем переход обратно на нашего агента, а тот уже, когда увидит, что инструменты не вызывались, просто завершит работу — END.

graph.add_edge("tools", "our_agent")

Компиляция и запуск

Далее нам нужно скомпилировать граф:

app = graph.compile()

И остается только запустить:

result = await app.ainvoke({
    "messages": [
        HumanMessage(
            content="Посчитай общее количество файлов в этой директории и прибавь к этому значению 10"
        )
    ]
})

Далее я просто в подробном виде отобразил ответ нашего агента.

Биндим собственные инструменты и инструменты чужого MCP-сервера

Тут нужно понимать, что для того чтобы появилась техническая возможность у ваших ИИ-агентов использовать инструменты из MCP-серверов — вам нужно каким-то образом подключиться к ним. Для этого на данный момент существует 2 основных вида транспорта:

stdio: когда вы физически запускаете на своей локальной машине или VPS-сервере MCP, извлекаете набор тулзов и передаете их ИИ-агенту (через bind или через react_agent)
streamable_http: та же логика, но с удаленным подключением по HTTP-протоколу

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

Объединяем все наши кастомные тулзы в 1 список (если они есть)
Объединяем тулзы MCP-сервера (серверов) в другой список
Объединяем эти 2 списка в 1 список и биндим к агенту

Давайте теперь проверим это на практике.

Создание кастомного инструмента

Чтобы было интереснее — напишем тулзу, которая будет принимать пол (male | female) и будет возвращать мужское или женское имя с фамилией:

@tool
async def get_random_user_name(gender: str) -> str:
    """
    Возвращает случайное мужское или женское имя в зависимости от условия:
    male - мужчина, female - женщина
    """
    faker = Faker("ru_RU")
    gender = gender.lower()
    if gender == "male":
        return f"{faker.first_name_male()} {faker.last_name_male()}"
    return f"{faker.first_name_female()} {faker.last_name_female()}"

Подключение MCP-адаптера

Теперь давайте импортируем специальный адаптер, который позволит извлечь инструменты из подключенных MCP-серверов:

from langchain_mcp_adapters.client import MultiServerMCPClient

Теперь объединим в список все наши существующие тулзы:

custom_tools = [get_random_user_name]

Функция для получения всех инструментов

Теперь давайте напишем функцию, которая будет извлекать инструменты из подключенных MCP-серверов:

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",
            },
            "context7": {
                "transport": "streamable_http",
                "url": "https://mcp.context7.com/mcp",
            },
        }
    )

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

    # Объединяем ваши инструменты с MCP инструментами
    return custom_tools + mcp_tools

Разбор подключенных серверов

Давайте разбираться.

Благодаря MultiServerMCPClient мы смогли подключиться к 2-м MCP-серверам:

context7 по streamable_http — очень полезный MCP-сервер, который возвращает актуальную информацию по самым ходовым библиотекам и фреймворкам. При разработке — незаменимая вещь!
filesystem по stdio — хороший MCP-сервер, инструменты которого позволяют взаимодействовать с файловой системой: создавать, изменять файлы, выводить список и так далее.

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.

Результат объединения

На выходе функция get_all_tools просто вернет список всех доступных тулзов — как кастомных, так и родом из подключенных MCP.

Следующий шаг

Далее, в случае с прямым биндом, отличий от предыдущего примера, где мы биндили только кастомные тулзы, особо не будет, так что останавливаться на этом не будем.

Кому будет интересно — в моем бесплатном телеграм-канале «Легкий путь в Python» уже лежит полный исходный код с примерами и с MCP-сервером.

Переходим к «черному ящику» — react_agent.

Тулзы с «Черным ящиком» React Agent LangGraph

Теперь посмотрим, как работает React Agent и каким образом он принимает тулзы для работы. Думаю, что вы будете удивлены, когда узнаете, что кода с React Agent для прикрепления тулзов будет даже меньше, чем в примере с биндом.

Что такое React Agent?

React Agent — это предварительно настроенный агент из LangGraph, который реализует паттерн ReAct (Reasoning + Acting). Это означает, что агент:

Размышляет (Reasoning) — анализирует задачу и планирует действия
Действует (Acting) — выполняет нужные инструменты
Наблюдает — получает результаты и корректирует план
Повторяет цикл до получения финального ответа

В отличие от ручной сборки графа, React Agent автоматически управляет всей логикой принятия решений. Вам не нужно думать о состояниях, узлах и ребрах — это уже реализовано внутри.

Простая инициализация

Первый этап, где мы объединяем в один список тулзы (кастомные и от MCP-агентов), отличаться не будет, но самое главное отличие будет далее и заключаться оно будет в инициализации агента. В данном примере нам не пригодятся графы.

1. Получаем список всех инструментов:

all_tools = await get_all_tools()

2. Инициируем агента:

from langgraph.prebuilt import create_react_agent


agent = create_react_agent(
    model=ChatDeepSeek(model="deepseek-chat"),
    tools=all_tools,
    prompt="Ты дружелюбный ассистент, который может генерировать фейковых пользователей, \
выполнять вычисления и делиться интересными фактами.",
)

При инициализации мы передаем:

Модель (обратите внимание, без явного бинда — просто инициализация модели)
Передаем список наших инструментов в параметре tools
Пишем пользовательский промпт, который определяет поведение агента

Магия ReAct Agent

Вся магия заключается в том, что create_react_agent под капотом создает сложный граф с:

Узлом для вызова модели
Узлом для выполнения инструментов
Условной логикой для принятия решений
Управлением состоянием и сообщениями

Но от вас это скрыто — вы получаете готового к работе агента одной строкой!

Продвинутый вызов с логированием

Для примера я использовал вызов через astream. Такой подход нужен для более удобного логирования ответов нейросети и инструментов. Вот полный код:

async def run_query(agent, query: str):
    """Выполняет один запрос к агенту с читаемым выводом"""
    print(f"🎯 Запрос: {query}")
    
    step_counter = 0
    processed_messages = set()  # Для избежания дублирования
    
    async for event in agent.astream(
        {"messages": [{"role": "user", "content": query}]},
        stream_mode="values",
    ):
        if "messages" in event and event["messages"]:
            messages = event["messages"]
            
            # Обрабатываем только новые сообщения
            for msg in messages:
                msg_id = getattr(msg, 'id', str(id(msg)))
                if msg_id in processed_messages:
                    continue
                processed_messages.add(msg_id)
                
                # Получаем тип сообщения
                msg_type = getattr(msg, 'type', 'unknown')
                content = getattr(msg, 'content', '')
                
                # 1. Сообщения от пользователя
                if msg_type == 'human':
                    print(f"👤 Пользователь: {content}")
                    print("-" * 40)
                
                # 2. Сообщения от ИИ
                elif msg_type == 'ai':
                    # Проверяем наличие вызовов инструментов
                    tool_calls = getattr(msg, 'tool_calls', [])
                    
                    if tool_calls:
                        step_counter += 1
                        print(f"🤖 Шаг {step_counter}: Агент использует инструменты")
                        
                        # Размышления агента (если есть)
                        if content and content.strip():
                            print(f"💭 Размышления: {content}")
                        
                        # Детали каждого вызова инструмента
                        for i, tool_call in enumerate(tool_calls, 1):
                            # Парсим tool_call в зависимости от формата
                            if isinstance(tool_call, dict):
                                tool_name = tool_call.get('name', 'unknown')
                                tool_args = tool_call.get('args', {})
                                tool_id = tool_call.get('id', 'unknown')
                            else:
                                # Если это объект с атрибутами
                                tool_name = getattr(tool_call, 'name', 'unknown')
                                tool_args = getattr(tool_call, 'args', {})
                                tool_id = getattr(tool_call, 'id', 'unknown')
                            
                            print(f"🔧 Инструмент {i}: {tool_name}")
                            print(f"   📥 Параметры: {tool_args}")
                            print(f"   🆔 ID: {tool_id}")
                        print("-" * 40)
                    
                    # Финальный ответ (без tool_calls)
                    elif content and content.strip():
                        print(f"🎉 Финальный ответ:")
                        print(f"💬 {content}")
                        print("-" * 40)
                
                # 3. Результаты выполнения инструментов
                elif msg_type == 'tool':
                    tool_name = getattr(msg, 'name', 'unknown')
                    tool_call_id = getattr(msg, 'tool_call_id', 'unknown')
                    print(f"📤 Результат инструмента: {tool_name}")
                    print(f"   🆔 Call ID: {tool_call_id}")
                    
                    # Форматируем результат
                    if content:
                        # Пытаемся распарсить JSON для красивого вывода
                        try:
                            import json
                            if content.strip().startswith(('{', '[')):
                                parsed = json.loads(content)
                                formatted = json.dumps(parsed, indent=2, ensure_ascii=False)
                                print(f"   📊 Результат:")
                                for line in formatted.split('\n'):
                                    print(f"     {line}")
                            else:
                                print(f"   📊 Результат: {content}")
                        except:
                            print(f"   📊 Результат: {content}")
                    print("-" * 40)
                
                # 4. Другие типы сообщений (для отладки)
                else:
                    if content:
                        print(f"❓ Неизвестный тип ({msg_type}): {content[:100]}...")
                        print("-" * 40)
    
    print("=" * 80)
    print("✅ Запрос обработан")
    print()

Простой вызов без логирования

Основная «длина» кода выше обусловлена детальным логированием результата. В целом, для простого вызова было бы достаточно всего одной строки:

# Простейший вызов
result = await agent.ainvoke({"messages": [{"role": "user", "content": "Твой запрос"}]})
print(result["messages"][-1].content)

Как видите, с React Agent мы получили мощного агента буквально в несколько строк кода!

FastMCP: быстрый старт

Думаю, что к этому моменту вы поняли, что никакой особой сложности или «магии» за MCP-серверами не стоит. Это просто набор разрозненных функций, объединенных между собой какой-то общей задачей.

Следовательно — настало время разобраться с тем, как писать собственные MCP-серверы!

Так как материала уже получилось много — сейчас я проведу короткий экспресс-курс «молодого бойца» в знакомстве с FastMCP. Когда-то, возможно, вернемся и более детально распакуем этого зверя.

Что такое FastMCP?

FastMCP — это высокоуровневый Python-фреймворк, который делает создание MCP-серверов максимально простым. Он разработан так, чтобы быть быстрым и Pythonic — в большинстве случаев достаточно просто декорировать функцию.

Главное, что нужно понять — FastMCP 1.0 оказался настолько успешным, что был интегрирован в официальный MCP Python SDK. А FastMCP 2.0 — это активно развиваемая версия с расширенным функционалом.

Транспорты и возможности

Главное, что нужно понять, так это то, что на FastMCP вы можете создавать MCP-серверы, которые будут работать:

Локально по stdio (сегодня рассматривать не будем)
По streamable_http (в FastMCP просто transport="http")

Технически все будет сводиться к тому, чтобы объединить несколько инструментов в одно целое.

Три способа описания функционала

Сами инструменты можно описывать 3-мя основными способами:

1. Tools (инструменты)

Инструменты позволяют LLM выполнять действия, вызывая ваши Python-функции (синхронные или асинхронные). Идеально подходят для вычислений, API-вызовов или побочных эффектов (как POST/PUT).

Примерно такая же логика и синтаксис, как в LangGraph:

from fastmcp import FastMCP


mcp = FastMCP("Мой сервер")


@mcp.tool
def add(a: int, b: int) -> int:
    """Складывает два числа"""
    return a + b

  
@mcp.tool
async def fetch_weather(city: str) -> str:
    """Получает погоду для города"""
    # Здесь может быть вызов API
    return f"В городе {city} сегодня солнечно"

2. Resources (ресурсы)

Ресурсы предоставляют источники данных только для чтения (как GET-запросы). Они позволяют LLM получать информацию из ваших данных.

@mcp.resource("user://profile/{user_id}")
def get_user_profile(user_id: str) -> str:
    """Получает профиль пользователя по ID"""
    return f"Профиль пользователя {user_id}: активный, премиум-подписка"

  
@mcp.resource("docs://readme")
def get_readme() -> str:
    """Возвращает README проекта"""
    with open("README.md", "r") as f:
        return f.read()

3. Prompts (промпты)

Промпты определяют шаблоны взаимодействия для LLM (переиспользуемые шаблоны для взаимодействий с LLM).

@mcp.prompt
def debug_code(error_message: str) -> str:
    """Помогает отладить код по сообщению об ошибке"""
    return f"""
    Анализируй эту ошибку и предложи решение:
    
    Ошибка: {error_message}
    
    Дай пошаговые инструкции для исправления.
    """

  
@mcp.prompt  
def review_code(code: str) -> list:
    """Создает промпт для ревью кода"""
    return [
        {"role": "user", "content": f"Проверь этот код:\n\n{code}"},
        {"role": "assistant", "content": "Я помогу проверить код. Что конкретно тебя беспокоит?"}
    ]

Простой пример: собираем всё вместе

Давайте создадим небольшой MCP-сервер, который демонстрирует все три подхода:

from fastmcp import FastMCP
import json
import datetime

# Создаем сервер
mcp = FastMCP(
    name="Demo Assistant",
    instructions="Ассистент для демонстрации возможностей MCP"
)


# === ИНСТРУМЕНТЫ ===
@mcp.tool
def calculate_age(birth_year: int) -> int:
    """Вычисляет возраст по году рождения"""
    current_year = datetime.datetime.now().year
    return current_year - birth_year

  
@mcp.tool
async def generate_password(length: int = 12) -> str:
    """Генерирует случайный пароль"""
    import random, string
    chars = string.ascii_letters + string.digits + "!@#$%"
    return ''.join(random.choice(chars) for _ in range(length))

  
# === РЕСУРСЫ ===
@mcp.resource("system://status")
def system_status() -> str:
    """Возвращает статус системы"""
    return json.dumps({
        "status": "online",
        "timestamp": datetime.datetime.now().isoformat(),
        "version": "1.0.0"
    })

    
@mcp.resource("help://{topic}")
def get_help(topic: str) -> str:
    """Возвращает справку по теме"""
    help_docs = {
        "password": "Используйте generate_password для создания безопасных паролей",
        "age": "Используйте calculate_age для вычисления возраста",
        "status": "Проверьте system://status для мониторинга системы"
    }
    return help_docs.get(topic, f"Справка по теме '{topic}' не найдена")

  
# === ПРОМПТЫ ===
@mcp.prompt
def security_check(action: str) -> str:
    """Создает промпт для проверки безопасности действия"""
    return f"""
    Ты специалист по информационной безопасности. 
    Проанализируй это действие на предмет безопасности: {action}
    
    Оцени:
    1. Потенциальные риски
    2. Рекомендации по безопасности  
    3. Альтернативные подходы
    """

  
@mcp.prompt
def explain_result(tool_name: str, result: str) -> str:
    """Объясняет результат работы инструмента"""
    return f"""
    Объясни пользователю простыми словами результат работы инструмента '{tool_name}':
    
    Результат: {result}
    
    Сделай объяснение понятным и полезным.
    """

  
# Запуск сервера
if __name__ == "__main__":
    mcp.run(transport="http", port=8000)

Тестирование FastMCP-сервера

Для тестирования вашего MCP-сервера у вас есть несколько вариантов, от простых до продвинутых.

1. MCP Inspector (быстрое тестирование)

FastMCP поставляется с встроенным инструментом отладки — MCP Inspector, который предоставляет удобный веб-интерфейс:

# Запуск инспектора
fastmcp dev demo_server.py

Откроется браузер с интерфейсом, где вы сможете:

Во вкладке Tools тестировать инструменты с реальными параметрами
Во вкладке Resources проверять ресурсы
Во вкладке Prompts генерировать промпты

2. Программный клиент (для серьезного тестирования)

Для более серьезного тестирования стоит написать программный клиент. Вот пример полноценного тест-клиента для нашего Demo Assistant:

import asyncio
import json
from fastmcp import Client
from dotenv import load_dotenv

load_dotenv()


def safe_parse_json(text):
    """Безопасно парсит JSON или возвращает исходный текст"""
    try:
        return json.loads(text)
    except json.JSONDecodeError:
        return text


async def test_demo_server():
    """Полноценное тестирование Demo Assistant MCP-сервера."""

    print("🤖 Подключаемся к Demo Assistant серверу...")
    client = Client("http://127.0.0.1:8000/mcp/")

    async with client:
        try:
            # Проверяем соединение
            print("✅ Сервер запущен!\n")

            # Получаем возможности сервера
            tools = await client.list_tools()
            resources = await client.list_resources()
            prompts = await client.list_prompts()

            # Отображаем что доступно
            print(f"🔧 Доступно инструментов: {len(tools)}")
            for tool in tools:
                print(f"   • {tool.name}: {tool.description}")

            print(f"\n📚 Доступно ресурсов: {len(resources)}")
            for resource in resources:
                print(f"   • {resource.uri}")

            print(f"\n💭 Доступно промптов: {len(prompts)}")
            for prompt in prompts:
                print(f"   • {prompt.name}: {prompt.description}")

            print("\n🧪 ТЕСТИРУЕМ ФУНКЦИОНАЛ:")
            print("-" * 50)

            # === ТЕСТИРУЕМ ИНСТРУМЕНТЫ ===

            # 1. Тест расчета возраста
            print("1️⃣ Тестируем calculate_age:")
            result = await client.call_tool("calculate_age", {"birth_year": 1990})
            age_data = safe_parse_json(result.content[0].text)
            print(f"   Возраст человека 1990 г.р.: {age_data} лет")

            # 2. Тест генерации пароля
            print("\n2️⃣ Тестируем generate_password:")
            result = await client.call_tool("generate_password", {"length": 16})
            password_data = safe_parse_json(result.content[0].text)
            print(f"   Сгенерированный пароль (16 символов): {password_data}")

            # === ТЕСТИРУЕМ РЕСУРСЫ ===

            # 3. Тест системного статуса
            print("\n3️⃣ Читаем system://status:")
            resource = await client.read_resource("system://status")
            status_content = resource[0].text
            status_data = safe_parse_json(status_content)
            print(f"   Статус системы: {status_data['status']}")
            print(f"   Время: {status_data['timestamp']}")
            print(f"   Версия: {status_data['version']}")

            # 4. Тест динамического ресурса помощи
            print("\n4️⃣ Читаем help://password:")
            resource = await client.read_resource("help://password")
            help_content = resource[0].text
            print(f"   Справка: {help_content}")

            # === ТЕСТИРУЕМ ПРОМПТЫ ===

            # 5. Тест промпта безопасности
            print("\n5️⃣ Генерируем security_check промпт:")
            prompt = await client.get_prompt("security_check", {
                "action": "открыть порт 3000 на сервере"
            })
            security_prompt = prompt.messages[0].content.text
            print(f"   Промпт создан (длина: {len(security_prompt)} символов)")
            print(f"   Начало: {security_prompt[:100]}...")

            # 6. Тест промпта объяснения
            print("\n6️⃣ Генерируем explain_result промпт:")
            prompt = await client.get_prompt("explain_result", {
                "tool_name": "generate_password",
                "result": "Tj9$mK2pL8qX"
            })
            explain_prompt = prompt.messages[0].content.text
            print(f"   Промпт создан (длина: {len(explain_prompt)} символов)")
            print(f"   Начало: {explain_prompt[:100]}...")

            print("\n🎉 ВСЕ ТЕСТЫ ПРОШЛИ УСПЕШНО!")
            print("📊 Статистика:")
            print(f"   ✅ Инструментов протестировано: 2/{len(tools)}")
            print(f"   ✅ Ресурсов протестировано: 2/{len(resources)}")
            print(f"   ✅ Промптов протестировано: 2/{len(prompts)}")

        except Exception as e:
            print(f"❌ Ошибка при тестировании: {e}")
            import traceback
            traceback.print_exc()


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

3. Как запускать тесты

Для запуска тестов в одном окне запускам FastMCP приложение, а в другом окне — файл с клиентом для тестирования.

Приступим к созданию собственного MCP сервера!

Практика: создаем полноценный математический MCP-сервер

Думаю, что к этому моменту теории достаточно — пора переходить к практике! В этом разделе мы создадим полноценный математический MCP-сервер, который продемонстрирует все возможности FastMCP: инструменты, ресурсы и промпты.

В целом, вам не обязательно повторять мой код в данном блоке. Если у вас есть мысли или собственные идеи по созданию своего MCP-сервера — воплощайте! Если особых идей нет, то предлагаю воплотить вместе со мной математический MCP-сервер, который обработает все три типа компонентов: инструменты, ресурсы и промпты.

Структура проекта

Предлагаю создать отдельный проект под MCP-сервер. Логика та же: поднимаем виртуальное окружение, устанавливаем зависимости (fastmcp==2.10.6) и прочие, которые будет требовать ваш проект.

Подготовим структуру проекта:

math_mcp_server/
├── server.py              # Главный файл сервера
├── routes/                 # Модули с логикой
│   ├── __init__.py
│   ├── basic_math.py      # Базовые математические операции
│   ├── geometry.py        # Геометрические вычисления
│   ├── statistics.py      # Статистика и анализ данных
│   ├── resources.py       # Математические ресурсы
│   └── prompts.py         # Генераторы промптов
├── requirements.txt
└── test_client.py         # Клиент для тестирования

Почему такая структура? Мы разбиваем функционал на логические модули, чтобы код был читаемым и легко расширяемым. Каждый модуль отвечает за свою область математики.

Базовые математические операции

Начнем с модуля базовых операций. Я приведу полный код этого модуля, чтобы вы увидели логику выстраивания кода:

# routes/basic_math.py
import math
from datetime import datetime
from fastmcp import FastMCP

def setup_basic_math_routes(server: FastMCP):
    """Настройка базовых математических операций."""

    @server.tool
    def calculate_basic(expression: str) -&gt; dict:
        """Вычислить базовое математическое выражение."""
        try:
            # Безопасное вычисление только математических выражений
            allowed_names = {
                k: v for k, v in math.__dict__.items()
                if not k.startswith("__")
            }
            allowed_names.update({"abs": abs, "round": round, "pow": pow})

            result = eval(expression, {"__builtins__": {}}, allowed_names)
            return {
                "expression": expression,
                "result": result,
                "type": type(result).__name__,
                "calculated_at": datetime.now().isoformat()
            }
        except Exception as e:
            return {
                "expression": expression,
                "error": str(e),
                "calculated_at": datetime.now().isoformat()
            }

    @server.tool
    def solve_quadratic(a: float, b: float, c: float) -&gt; dict:
        """Решить квадратное уравнение ax² + bx + c = 0."""
        discriminant = b**2 - 4*a*c

        if discriminant &gt; 0:
            x1 = (-b + math.sqrt(discriminant)) / (2*a)
            x2 = (-b - math.sqrt(discriminant)) / (2*a)
            return {
                "equation": f"{a}x² + {b}x + {c} = 0",
                "discriminant": discriminant,
                "roots": [x1, x2],
                "type": "two_real_roots"
            }
        elif discriminant == 0:
            x = -b / (2*a)
            return {
                "equation": f"{a}x² + {b}x + {c} = 0",
                "discriminant": discriminant,
                "roots": [x],
                "type": "one_real_root"
            }
        else:
            real_part = -b / (2*a)
            imaginary_part = math.sqrt(abs(discriminant)) / (2*a)
            return {
                "equation": f"{a}x² + {b}x + {c} = 0",
                "discriminant": discriminant,
                "roots": [
                    f"{real_part} + {imaginary_part}i",
                    f"{real_part} - {imaginary_part}i"
                ],
                "type": "complex_roots"
            }

    @server.tool
    def factorial(n: int) -&gt; dict:
        """Вычислить факториал числа."""
        if n &lt; 0:
            return {"error": "Факториал не определен для отрицательных чисел"}

        result = math.factorial(n)
        return {
            "number": n,
            "factorial": result,
            "formula": f"{n}!",
            "steps": " × ".join(str(i) for i in range(1, n + 1)) if n &gt; 0 else "1"
        }

Ключевые принципы:

Модульность: мы назначаем основную функцию setup_basic_math_routes(), которая аргументом всегда принимает наш сервер — server. Далее последующая логика ничем не будет отличаться от той, которую мы рассматривали ранее.
Безопасность: в calculate_basic мы ограничиваем доступные функции, чтобы предотвратить выполнение опасного кода.
Подробные ответы: каждая функция возвращает структурированную информацию с пояснениями.

Геометрические вычисления

По остальным модулям приведу основные функции с комментариями:

# routes/geometry.py
import math
from fastmcp import FastMCP

def setup_geometry_routes(server: FastMCP):
    """Настройка геометрических функций."""

    @server.tool
    def circle_properties(radius: float) -&gt; dict:
        """Вычислить свойства окружности по радиусу."""
        if radius &lt;= 0:
            return {"error": "Радиус должен быть положительным числом"}

        return {
            "radius": radius,
            "diameter": 2 * radius,
            "circumference": 2 * math.pi * radius,
            "area": math.pi * radius**2,
            "formulas": {
                "circumference": "2πr",
                "area": "πr²"
            }
        }

    @server.tool
    def triangle_area(base: float, height: float) -&gt; dict:
        """Вычислить площадь треугольника."""
        if base &lt;= 0 or height &lt;= 0:
            return {"error": "Основание и высота должны быть положительными"}

        area = 0.5 * base * height
        return {
            "base": base,
            "height": height,
            "area": area,
            "formula": "½ × основание × высота"
        }

    @server.tool
    def distance_between_points(x1: float, y1: float, x2: float, y2: float) -&gt; dict:
        """Вычислить расстояние между двумя точками."""
        distance = math.sqrt((x2 - x1)**2 + (y2 - y1)**2)

        return {
            "point1": {"x": x1, "y": y1},
            "point2": {"x": x2, "y": y2},
            "distance": distance,
            "formula": "√[(x₂-x₁)² + (y₂-y₁)²]"
        }

Промпты для обучения математике

Промпты — это мощный инструмент для создания образовательного контента:

# routes/prompts.py
from fastmcp import FastMCP

def setup_math_prompts(server: FastMCP):
    """Настройка математических промптов."""

    @server.prompt
    def explain_solution(problem: str, solution: str, level: str = "intermediate") -&gt; str:
        """Промпт для объяснения математического решения."""

        level_instructions = {
            "beginner": "Объясни очень простыми словами, как будто учишь школьника",
            "intermediate": "Дай подробное объяснение с промежуточными шагами",
            "advanced": "Включи математическое обоснование и альтернативные методы решения"
        }

        instruction = level_instructions.get(level, level_instructions["intermediate"])

        return f"""
Ты математический преподаватель. {instruction}.

Задача: {problem}
Решение: {solution}

Твоя задача:
1. Объясни каждый шаг решения
2. Укажи какие математические правила применялись
3. Покажи почему именно так решается задача
4. Дай советы для решения похожих задач

Используй ясный язык и приводи примеры где это уместно.
"""

    @server.prompt
    def create_practice_problems(topic: str, difficulty: str = "medium", count: int = 5) -&gt; str:
        """Промпт для создания практических задач."""

        difficulty_descriptions = {
            "easy": "простые задачи для начинающих",
            "medium": "задачи среднего уровня сложности", 
            "hard": "сложные задачи для продвинутых учеников"
        }

        diff_desc = difficulty_descriptions.get(difficulty, "задачи среднего уровня")

        return f"""
Создай {count} {diff_desc} по теме "{topic}".

Требования:
1. Каждая задача должна иметь четкое условие
2. Укажи правильный ответ для каждой задачи
3. Задачи должны быть разнообразными
4. Приведи краткое решение для каждой

Формат:
Задача 1: [условие]
Ответ: [правильный ответ]
Решение: [краткие шаги]

Тема: {topic}
Сложность: {difficulty}
Количество: {count}
"""

Математические ресурсы-справочники

Ресурсы предоставляют справочную информацию:

# routes/resources.py
import json
import math
from fastmcp import FastMCP

def setup_math_resources(server: FastMCP):
    """Настройка математических ресурсов-справочников."""

    @server.resource("math://formulas/basic")
    def basic_formulas() -&gt; str:
        """Основные математические формулы."""
        formulas = {
            "Алгебра": {
                "Квадратное уравнение": "ax² + bx + c = 0, x = (-b ± √(b²-4ac)) / 2a",
                "Разность квадратов": "a² - b² = (a + b)(a - b)",
                "Квадрат суммы": "(a + b)² = a² + 2ab + b²",
                "Квадрат разности": "(a - b)² = a² - 2ab + b²"
            },
            "Геометрия": {
                "Площадь круга": "S = πr²",
                "Длина окружности": "C = 2πr", 
                "Площадь треугольника": "S = ½ × основание × высота",
                "Теорема Пифагора": "c² = a² + b²",
                "Площадь прямоугольника": "S = длина × ширина"
            },
            "Тригонометрия": {
                "Основное тригонометрическое тождество": "sin²α + cos²α = 1",
                "Формула синуса двойного угла": "sin(2α) = 2sin(α)cos(α)",
                "Формула косинуса двойного угла": "cos(2α) = cos²α - sin²α"
            }
        }
        return json.dumps(formulas, ensure_ascii=False, indent=2)

    @server.resource("math://constants/mathematical")
    def math_constants() -&gt; str:
        """Математические константы."""
        constants = {
            "π (Пи)": {
                "value": math.pi,
                "description": "Отношение длины окружности к её диаметру",
                "approximation": "3.14159"
            },
            "e (Число Эйлера)": {
                "value": math.e,
                "description": "Основание натурального логарифма",
                "approximation": "2.71828"
            },
            "φ (Золотое сечение)": {
                "value": (1 + math.sqrt(5)) / 2,
                "description": "Золотое сечение",
                "approximation": "1.61803"
            },
            "√2": {
                "value": math.sqrt(2),
                "description": "Квадратный корень из 2",
                "approximation": "1.41421"
            }
        }
        return json.dumps(constants, ensure_ascii=False, indent=2)

Статистика и анализ данных

# routes/statistics.py
import statistics
from typing import List
from fastmcp import FastMCP

def setup_statistics_routes(server: FastMCP):
    """Настройка статистических функций."""

    @server.tool
    def analyze_dataset(numbers: List[float]) -&gt; dict:
        """Полный статистический анализ набора данных."""
        if not numbers:
            return {"error": "Пустой набор данных"}

        n = len(numbers)

        return {
            "dataset": numbers,
            "count": n,
            "sum": sum(numbers),
            "mean": statistics.mean(numbers),
            "median": statistics.median(numbers),
            "mode": statistics.mode(numbers) if len(set(numbers)) &lt; n else "Нет моды",
            "range": max(numbers) - min(numbers),
            "min": min(numbers),
            "max": max(numbers),
            "variance": statistics.variance(numbers) if n &gt; 1 else 0,
            "std_deviation": statistics.stdev(numbers) if n &gt; 1 else 0,
            "quartiles": {
                "q1": statistics.quantiles(numbers, n=4)[0] if n &gt;= 4 else None,
                "q2": statistics.median(numbers),
                "q3": statistics.quantiles(numbers, n=4)[2] if n &gt;= 4 else None
            }
        }

    @server.tool
    def correlation_coefficient(x_values: List[float], y_values: List[float]) -&gt; dict:
        """Вычислить коэффициент корреляции Пирсона между двумя наборами данных."""
        if len(x_values) != len(y_values):
            return {"error": "Наборы данных должны быть одинакового размера"}

        if len(x_values) &lt; 2:
            return {"error": "Нужно минимум 2 точки данных"}

        try:
            correlation = statistics.correlation(x_values, y_values)

            # Интерпретация силы корреляции
            abs_corr = abs(correlation)
            if abs_corr &gt;= 0.8:
                strength = "очень сильная"
            elif abs_corr &gt;= 0.6:
                strength = "сильная"
            elif abs_corr &gt;= 0.4:
                strength = "умеренная"
            elif abs_corr &gt;= 0.2:
                strength = "слабая"
            else:
                strength = "очень слабая"

            direction = "положительная" if correlation &gt; 0 else "отрицательная"

            return {
                "x_values": x_values,
                "y_values": y_values,
                "correlation_coefficient": correlation,
                "interpretation": {
                    "strength": strength,
                    "direction": direction,
                    "description": f"{strength} {direction} корреляция"
                }
            }
        except Exception as e:
            return {"error": f"Ошибка вычисления: {str(e)}"}

Сборка проекта: главный файл сервера

Для сборки проекта в корне опишем файл server.py:

# server.py
from datetime import datetime
from fastmcp import FastMCP
from routes.basic_math import setup_basic_math_routes
from routes.prompts import setup_math_prompts
from routes.resources import setup_math_resources
from routes.statistics import setup_statistics_routes
from routes.geometry import setup_geometry_routes


def create_math_server() -&gt; FastMCP:
    """Создать и настроить математический MCP-сервер."""

    server = FastMCP("Mathematical Calculator &amp; Tutor")

    # Подключаем все модули
    setup_basic_math_routes(server)
    setup_statistics_routes(server)
    setup_geometry_routes(server)
    setup_math_resources(server)
    setup_math_prompts(server)

    # Дополнительные общие инструменты
    @server.tool
    def server_info() -&gt; dict:
        """Информация о математическом сервере."""
        return {
            "name": "Mathematical Calculator &amp; Tutor",
            "version": "1.0.0",
            "description": "Полнофункциональный математический MCP-сервер",
            "capabilities": {
                "tools": [
                    "Базовые вычисления",
                    "Решение квадратных уравнений", 
                    "Статистический анализ",
                    "Геометрические вычисления",
                    "Факториалы"
                ],
                "resources": [
                    "Математические формулы",
                    "Константы",
                    "Справка по статистике",
                    "Примеры решений"
                ],
                "prompts": [
                    "Объяснение решений",
                    "Создание задач",
                    "Репетиторство",
                    "Анализ ошибок"
                ]
            },
            "created_at": datetime.now().isoformat()
        }

# ================================
# ЗАПУСК СЕРВЕРА
# ================================

if __name__ == "__main__":
    math_server = create_math_server()
    math_server.run(transport="http", port=8000, host="0.0.0.0")

Деплой и тестирование через ИИ-агентов

И так, мы подняли с вами собственный MCP-сервер, к которому можно подключаться удаленно (по HTTP-протоколу), но без деплоя в этом большого смысла не будет, так как подключиться сейчас к нашему серверу можно только на локальном компьютере. По сути, сейчас он работает не как transport="http", а как stdio.

Давайте исправлять эту ситуацию!

Зачем нужен деплой MCP-сервера?

Локальный запуск ограничивает возможности:

Сервер доступен только с вашего компьютера
Нельзя поделиться с коллегами или интегрировать в продакшн
ИИ-агенты не могут подключиться удаленно
Нет постоянной доступности (выключили компьютер — сервер недоступен)

Деплой решает эти проблемы:

Доступность 24/7 из любой точки мира
Возможность интеграции с ИИ-платформами
Масштабируемость и надежность
Простое подключение через URL

Выбор платформы для деплоя

Самое простое решение для деплоя — взять сервис, на который достаточно будет доставить свое FastMCP-приложение и на котором это приложение запустится автоматически. Кроме того, чтобы не тратиться на покупке доменного имени, хотелось бы, чтобы его нам дали в подарок.

Такое решение — облачный хостинг Amvera Cloud.

Почему Amvera?

Бесплатный домен в подарок
111 рублей на баланс за регистрацию
Автоматический деплой из Git или через интерфейс
Простая настройка через конфиг-файл
Автоматическое обновление при изменении кода
Стабильный доступ к LLM API — на Amvera, Claude и ChatGPT работают без VPN и прокси "из коробки", что критично для продакшн-проектов в России
Можно подключить API LLM с оплатой рублями. Не нужно иметь иностранную карту.

Подготовка к деплою

Весь процесс деплоя будет сводиться к тому, чтобы доставить файлы вашего приложения с заготовленным конфиг-файлом в созданный на сайте Amvera проект. Доставить можно как просто перетягиванием файлов через интерфейс на сайте, так и через стандартные команды Git (тут как кто привык).

1. Создаем файл конфигурации Amvera

Подготовим файл с настройками amvera.yml:

meta:
  environment: python
  toolchain:
    name: pip
    version: "3.11"
build:
  requirementsPath: requirements.txt
run:
  scriptName: server.py
  persistenceMount: /data
  containerPort: 8000

Что означают параметры:

environment: python — используем Python-окружение
toolchain.version: "3.11" — версия Python
requirementsPath — путь к файлу с зависимостями
scriptName — главный файл для запуска
containerPort: 8000 — порт приложения (должен совпадать с тем, что в коде)

2. Подготавливаем requirements.txt

В нашем случае содержимое файла минимальное:

fastmcp==2.10.6

При необходимости добавьте другие зависимости, которые использует ваш проект.

Пошаговый деплой на Amvera

Этого достаточно! Теперь действуем пошагово:

Шаг 1: Регистрация и создание проекта

Заходим на сайт amvera.ru и регистрируемся (за регистрацию, кстати, получаем 111 рублей на внутренний баланс — достаточно для бесплатного старта)
Кликаем на «Создать проект». Даем ему имя (например, "math-mcp-server") и выбираем тариф. Для тестов будет достаточно «Начальный плюс»

Шаг 2: Загрузка файлов

На экране загрузки файлов выбираем удобный способ. Я выбрал «Через интерфейс». Загружаем файлы:
- server.py
- amvera.yml
- requirements.txt
- Папку routes/ со всеми модулями
Жмем «Далее»

Шаг 3: Проверка настроек

Если вы загрузили файл с настройками, то на новом экране вы увидите заполненные поля. Проверяем, чтобы все было корректно, и нажимаем «Завершить»

Шаг 4: Активация домена

Проваливаемся в проект, там выбираем вкладку «Домены» и активируем бесплатное доменное имя. Не забываем передвинуть ползунок для активации!

Шаг 5: Ожидание запуска

После этого ждем 2-3 минуты и ваш сервис доступен по выделенному доменному имени. Если доменное имя не применилось — просто кликаем на кнопку «Пересобрать проект», но обычно этого не требуется.

Получаем URL для подключения

В моем случае ссылка на доступ к MCP-серверу будет иметь следующий вид:

https://math-mcp-server-yakvenalex.amvera.io/mcp/

И, следовательно, для подключения к моему MCP-серверу мне будет достаточно указать следующую конструкцию:

"math_mcp": {
    "transport": "streamable_http",
    "url": "https://math-mcp-server-yakvenalex.amvera.io/mcp/"
}

Пример с кода:

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",
            },
            "match_mcp": {
                "transport": "streamable_http",
                "url": "https://mcpserver-yakvenalex.amvera.io/mcp/",
            },
            "context7": {
                "transport": "streamable_http",
                "url": "https://mcp.context7.com/mcp",
            },
        }
    )

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

    # Объединяем ваши инструменты с MCP инструментами
    return custom_tools + mcp_tools

Имя сервера (math_mcp) может быть любым.

MCP-сервер отлично взаимодействует как с LangGraph и LangChain, так и с другими агентами, такими как Cursor, Claude Code, Claude Desktop, Gemini Cli и другими.

Заключение

Вот и подошла к концу наша большая статья о MCP-серверах и ИИ-агентах. Признаюсь честно — когда я начинал её писать, думал, что получится что-то покороче. Но тема оказалась настолько увлекательной и многогранной, что остановиться было просто невозможно!

Что мы с вами прошли

За это время мы проделали немалый путь:

Разобрались, что такое MCP и чем он отличается от обычных инструментов
Научились создавать собственные тулзы и биндить их к нейросетям
Освоили подключение готовых MCP-серверов
Поняли разницу между ручным биндом и React Agent
Создали полноценный математический MCP-сервер с нуля
И даже задеплоили его в облако Amvera Cloud!

Мои впечатления

Знаете, что меня больше всего поражает в этой теме? Скорость развития. Буквально полгода назад о MCP мало кто слышал, а сегодня это уже стандарт де-факто для ИИ-агентов. И темп только нарастает — каждую неделю появляются новые фреймворки, новые возможности, новые горизонты.

Но самое классное — это простота. Помните, как раньше интеграция с ИИ была болью? Нужно было разбираться с API, форматами, протоколами... А сейчас? Написал функцию, повесил декоратор @tool — и вуаля, нейросеть уже может её использовать!

Что дальше?

Эта статья — только начало. В планах у меня ещё много интересного:

Детальный разбор LangGraph (если увижу отклик на эту статью)
Создание сложных многоагентных систем
Интеграция MCP с популярными инструментами разработки
Может быть, даже видеокурс по теме

Призыв к действию

А пока — экспериментируйте! Создавайте свои MCP-серверы, подключайте их к разным ИИ-моделям, делитесь результатами. Именно сейчас, когда технология только набирает обороты, у каждого из нас есть шанс стать частью этой революции.

Где найти меня

Весь код из статьи, дополнительные материалы и эксклюзивный контент — в моём Telegram-канале «Лёгкий путь в Python». Там я делюсь не только готовыми решениями, но и процессом разработки — со всеми ошибками, инсайтами и «эврика-моментами».

Последние слова

ИИ-агенты перестают быть фантастикой — они становятся частью нашей повседневной работы. И те, кто научится создавать для них правильные инструменты, получат огромное преимущество.

Удачи в ваших экспериментах с MCP! И помните — лучшее время посадить дерево было 20 лет назад, а второе лучшее время — сегодня. То же самое с изучением ИИ-агентов.

P.S. Если статья была полезной — не забудьте поставить лайк и поделиться с коллегами. А ещё лучше — напишите в комментариях, какие MCP-серверы создали вы! Всегда интересно посмотреть на чужие решения.

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29 июл. 2025 г.

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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
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 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
17.08.25 03:33 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
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 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
17.08.25 17:49 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
17.08.25 17:49 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
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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
19.08.25 02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].
19.08.25 18:15 keith

RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]
19.08.25 18:54 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
19.08.25 18:54 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
19.08.25 18:54 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
20.08.25 12:01 Official

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20.08.25 17:00 lisared

Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.
20.08.25 20:42 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.25 05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com
24.08.25 01:05 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
24.08.25 06:32 amy

I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01
24.08.25 17:13 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
24.08.25 17:13 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
24.08.25 17:13 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
24.08.25 18:39 nelly young

Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.25 00:55 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
25.08.25 05:14 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
26.08.25 10:14 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
26.08.25 10:14 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
26.08.25 10:14 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
26.08.25 23:59 floridaberna

It began as an entirely ordinary afternoon when an unexpected message appeared in my Facebook inbox. The sender was a woman I had never encountered. She introduced herself with warmth and courtesy, explaining that her late husband had been deeply invested in Bitcoin before his sudden passing. According to her narrative, he had left behind a vast fortune in cryptocurrency. However, due to intricate international banking regulations and legal entanglements, she was unable to access the funds without external assistance. Her words carried an air of urgency yet also sincerity. She claimed she had come across my profile in a cryptocurrency discussion forum and believed I might be the right person to help. The obstacle she faced was a set of legal fees amounting to $25,000. Once those costs were paid, she assured me the Bitcoin would be unlocked and a generous portion would be mine in gratitude. Against my better instincts, I allowed myself to be persuaded. She provided what appeared to be legitimate documents and even screenshots of supposed legal correspondence. The level of detail made her story feel authentic. After several exchanges, I transferred the $25,000.Almost immediately, her demeanor shifted. Responses became sporadic and vague. Within days, communication ceased entirely. My optimism dissolved into dread as I recognized the truth. I had been deceived. Refusing to surrender, I searched for solutions and discovered TECHY FORCE CYBER RETRIEVAL, a firm specializing in tracing and reclaiming stolen cryptocurrency. Their team outlined a meticulous plan to track the blockchain trail, identify the sequence of wallets involved, and coordinate with local authorities to freeze the assets before they disappeared into the labyrinth of the crypto underworld. Time was critical. In the volatile realm of digital currency, stolen funds can be laundered through countless transactions within hours. Yet TECHY FORCE CYBER RETRIEVAL pursued each lead with relentless precision. They provided regular progress updates and explained how every crypto transaction leaves a digital footprint, no matter how deeply it is buried. Weeks later, the breakthrough came. The fraudulent account was located, the illicit funds were flagged, and to my immense relief, I recovered 100% of my stolen money. This left me with an invaluable lesson. The internet is full of opportunists who prey on trust and desperation. But should you ever fall victim, know that there are experts like TECHY FORCE CYBER RETRIEVAL who can help you reclaim what is rightfully yours. MAil support (@) techyforcecyberretrieval (.) com WhatsApp +1 561 726 369 7 Website ht tp s : / / techy force cyber retrieval . com
27.08.25 17:24 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
27.08.25 17:24 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
27.08.25 17:24 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
27.08.25 20:27 maximeden68

Top Crypto Bitcoin Wallet Recovery Services Contact iFORCE HACKER RECOVERY I wish to express my sincere gratitude to iForce Hacker Recovery for their exceptional service in recovering my lost bitcoin. Their expertise and professionalism were evident throughout the process, providing me with reassurance during a challenging time. The team's dedication to client satisfaction and their effective strategies were instrumental in resolving my issue. I highly recommend their services to anyone facing similar challenges. Thank you, iForce Hacker Recovery. Contact iForce Hacker Recovery: Email: iforcehk @ consultant. com WhatsApp: +1 (240) 803-3706 Website: iforcehackers. com/
27.08.25 21:21 dbeverly

One morning I received an email that looked like it came from my cryptocurrency exchange, OKX. The subject warned: Suspicious activity detected and urged me to log in via a link. The message seemed authentic — perfect logos, formatting, even the sender’s address. My pulse spiked and I clicked. The site that opened was indistinguishable from OKX’s homepage. Convinced it was real, I entered my username and password. Moments later, dread set in: my account was emptied. $12,500 in Bitcoin was gone. I called OKX, hoping for a reversal, but the representative explained transfers were irreversible. Desperate, I turned to GRAYWARE TECH SERVICE. From the first call, their professionalism was clear. They carefully examined my case, tracing the stolen Bitcoin across the blockchain. They identified the destination wallets and mapped every move the hackers made. Their regular updates turned fear into cautious optimism. Acting swiftly, GRAYWARE coordinated with exchanges along the path of the stolen funds, freezing assets before they could vanish. Their vigilance and expertise kept me informed and reassured. After two tense weeks, the breakthrough came: my full $12,500 was recovered and returned to my OKX account. What began as a nightmare became a success thanks to GRAYWARE TECH SERVICE’s relentless determination. They didn’t just recover my money — they restored my confidence in digital security. Contact: WhatsApp: +1 858 275 9508 Website: https://graywaretechservice.com Email: [email protected]
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 13:50 Maureensels

STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m
28.08.25 13:50 Maureensels

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28.08.25 16:31 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
28.08.25 16:31 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
28.08.25 19:17 leticiazavala

Earlier this year, I found what looked like an unbeatable offer on first-class airline tickets through an online travel agency. They advertised heavily discounted fares for international travel for only 0.11 BTC, which was worth around 7300 USD at the time. The only condition was that payment had to be made in Bitcoin. The website looked professional, had convincing reviews, and even offered live chat support. After some hesitation, I decided to go ahead with the booking. Two days later, I received an email from the airline saying my reservation had been canceled. I went back to the agency’s website only to find it had disappeared. Their customer support was gone, and their social media accounts had vanished. That was when I realized I had been scammed. I thought my Bitcoin was lost for good. Unlike a credit card transaction, there was no way to reverse it. A friend recommended a company called Techy Force Cyber Retrieval that specializes in tracking and recovering stolen crypto. I reached out not expecting much. To my surprise, their team responded quickly. I sent them the transaction details, and they immediately began tracing the movement of the 0.11 BTC. They followed the funds through multiple wallets and discovered the Bitcoin had ended up at a large exchange known for cooperating in fraud investigations. Techy Force Cyber Retrieval worked fast. They submitted the evidence to the exchange and requested that the wallet be frozen. Over the next few weeks, they handled all communication and submitted the necessary documentation. Just under three weeks later, the exchange approved the release of my funds. I was stunned when I saw the 0.11 BTC back in my wallet. I had lost hope, but Techy Force Cyber Retrieval delivered. They were professional, honest, and transparent throughout the entire process. If you have been scammed in a crypto deal, do not assume the money is gone forever. With the right help, it is possible to trace and recover stolen assets. Techy Force Cyber Retrieval gave me a second chance, and I would not hesitate to recommend them to anyone who finds themselves in a similar situation. FOR SERVICE HELP Email: [email protected] [email protected] CALL +15617263697
29.08.25 09:20 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
29.08.25 09:20 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
29.08.25 09:20 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
30.08.25 01:40 Moises Velez

In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.
31.08.25 14:19 jack118

In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.
31.08.25 23:14 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
31.08.25 23:14 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
31.08.25 23:14 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 04:55 Maurice Cherry

Through Hackrontech recovery, Bitcoin scam victims can retrieve their money. I recommed hackrontech to anyone who has fallen victim to a scam and has been looking for methods and techniques to recover their lost cryptocurrency or wallets. Hackrontech Recovery is a reliable cryptocurrency recovery firm that assists victims in recovering their stolen cryptocurrency and offers secure solutions to protect your wallets from online scammers. I must admit that I was deeply melancholy and had given up on life until these experts could restore my 4.1 BTC to my wallet. If you’ve lost your cryptocurrency and you are helpless about it, contact hackrontech Recovery to get your money back. Email : hackrontech @gmail.com One key aspect that makes hackrontech Recovery stand out is its focus on providing secure solutions to protect wallets from online scammers. It’s not just about recovering lost funds; it’s also about preventing future incidents and ensuring that clients’ digital assets are safeguarded against potential threats. This proactive approach demonstrates their commitment to the long-term financial security of their clients. Furthermore, for individuals who have lost their cryptocurrency and are feeling helpless, reaching out to hackrontech Recovery could be a turning point in their situation. The reassurance that they are legitimate for seeking help and recovering lost funds can provide much-needed relief and a sense of empowerment. hackrontech Recovery as a reliable cryptocurrency recovery firm is certainly well-founded. Their ability to assist scam victims in recovering stolen cryptocurrency, their focus on providing secure solutions, and their commitment to supporting clients through challenging situations make them a valuable resource for individuals navigating the complex world of digital currencies. If you or someone you know has fallen victim to a cryptocurrency scam, contacting hackrontech Recovery could be the first step towards reclaiming lost funds and regaining peace of mind. Contact info; email: hackrontech @gmail.com
01.09.25 11:06 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 11:07 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 16:41 Anitastar

Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
01.09.25 17:03 WILLER GOODY

Don’t be misled by the countless stories you come across online many of them are unreliable and can easily steer you in the wrong direction. I personally tried several so-called recovery services, only to end up frustrated and disappointed every single time. But everything changed when I finally connected with a true tech professional who genuinely knows what they’re doing. Instead of wasting time and energy with unskilled hackers who make empty promises, it’s far better to work with a proven expert who can actually recover your stolen or lost cryptocurrency, including Bitcoins. [email protected] is, without a doubt, one of the most trustworthy and skilled blockchain specialists I’ve ever come across. If you’ve lost money to scammers, don’t give up. Reach out to their email today and take the first step toward getting your coins back. You can also contact them at +44 736-644-5035.
02.09.25 23:12 [email protected]

Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
03.09.25 07:17 Fabian3

Scammers have ruined the forex trading market, they have deceived many people with their fake promises on high returns. I learnt my lesson the hard way. I only pity people who still consider investing with them. Please try and make your researches, you will definitely come across better and reliable forex trading agencies that would help you yield profit and not ripping off your money. Also, if your money has been ripped-off by these scammers, you can report to a regulated crypto investigative unit who make use of software to get money back. They helped me recover my scammed funds back to me If you encounter with some issue make sure you contact ([email protected]) they're recovery expert and a very effective and reliable .
04.09.25 02:11 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
04.09.25 02:11 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
04.09.25 02:45 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
04.09.25 16:24 Melbourne

Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
04.09.25 18:11 WILLER GOODY

Don't fall for fake recovery scams online. Many people promise to help you get back lost crypto. They often just make excuses or don't deliver. This leads to more disappointment and lost hope. After many bad experiences, I finally found a real expert. They were professional and knew what they were doing. This person actually recovered my stolen coins. They gave me peace of mind back. If you lost crypto, contact them at [email protected] WhatsApp at +44 736-644-5035. Don't waste your time with others. They can help you get your money back.
05.09.25 08:14 Amostampari

How can I Recover My Lost Btc, Usdt - Wizard Larry Recovery Experts. Get Your Stolen Crypto Coins Back By Hiring A Hacker || I Can't Get Into My USDT? Account, It Seems Like I Was Hacked || Do You Need A Bitcoin Recovery Expert? Getting Lost, Stolen Crypto, or Hacked? How can I retrieve cryptocurrency from a con artist? Do I need a hacker to get my money back? Getting in dealing with a reputable business like Wizard Larry Recovery Experts could help you get your money back if you can't access your USDT account or have lost Bitcoin or NFT as a result of hacking or scams. For additional support and direction on your particular circumstance, it is advised that you get in touch with them at the address below ADDRESS Website... https://larrywizard43.wixsite.com/wizardlarry OR www.wizardlarryrecovery. com Email... wizardlarry@mail. com WhtsApp or call,.. +447 (311) 146 749
05.09.25 15:39 micheal1219

Losing USDT can be upsetting. This stablecoin usually stays close to the dollar's value. However, mistakes happen. Bugs in code, scams, or sending funds to the wrong place can cause losses. It might feel like the money is gone forever. But often, recovery is possible. Contact Marie at [email protected]. You can also reach her on Telegram at @marie_consultancy or WhatsApp at +17127594675.
06.09.25 09:21 Young Felix

[email protected] will Help you Recovery your Scammed Funds.
06.09.25 09:22 Young Felix

[email protected] will Help you Recovery your Scammed Funds. I just had to share my experience with Intel Fox Recovery Services. Initially, I was unsure if it would be possible to recover my BTC, 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. Here is another caution; not all recovery services are legit. I personally lost 3 BTC from my Binance account due to a deceptive platform. If you happen to have suffered a similar loss, consider INTEL FOX RECOVERY SERVICES. Their services not only showcase a highly mannerism of professionalism but also effectiveness of how they handle and assist their clients. Therefore, I highly recommend their services to anyone seeking assistance in recovering their stolen BTC.
06.09.25 18:52 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.09.25 18:52 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.09.25 14:26 bajo171

Recovery experts and lawyers work together to get your stolen money back. They find lost assets. Lawyers guide you through legal steps. Watch out for scam signs. Be careful of offers promising big profits with no risk. Don't let anyone rush your investment decisions. Marie can help you get back lost Bitcoin. She also helps stop future scams. Contact her on WhatsApp at +1 7127594675. You can also email her at [email protected] or reach her on Telegram at @Marie_consultancy.
08.09.25 18:04 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
08.09.25 18:04 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
08.09.25 19:21 DAVEortega1010

Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
02:34 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
02:34 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
02:34 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