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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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14.11.25 08:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
14.11.25 10:39 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
14.11.25 12:12 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 15:07 caridad

Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
14.11.25 18:33 justinekelly45

FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation. Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
14.11.25 20:56 juliamarvin

Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7
15.11.25 12:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 14:39 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.11.25 14:39 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.11.25 15:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.11.25 14:44 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.11.25 11:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 16:30 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.11.25 15:55 mariotuttle94

HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
21.11.25 10:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.11.25 10:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 22:04 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 22:05 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 18:20 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.11.25 20:37 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 04:35 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:44 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:39 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.12.25 10:42 michaeldavenport238

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07.12.25 08:43 Tonerdomark

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SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

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09.12.25 10:25 lane3215

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09.12.25 14:16 Matt Kegan

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

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Н Новости

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

Отличие MCP и инструментов (тулзы, tools)

MCP vs Tools: метафора для понимания

Зачем всё это вообще нужно

Простой пример — как это работает

Когда инструментов становится много

Как нейросеть понимает, как работать с инструментами?

Старый формат общения: чат и текст

Новый подход: инструменты и действия

Магия в описании: как ИИ «видит» ваши функции

Как работает «мозг» ИИ-агента

LangGraph как умный координатор

Главный секрет успеха

Подготовка к практике

Рекомендуется к прочтению

Что потребуется

Подготовка среды

Устанавливаем зависимости

Новое

План действий

Два подхода к работе с инструментами в LangGraph / LangChain

1. bind_tools — биндинг инструментов напрямую к модели

Преимущества:

Что важно:

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

Преимущества:

Что важно:

Пример создания простых инструментов с биндом

Подготовка: импорты и настройка

Описание состояния агента

Создание функций-инструментов

Превращение функций в инструменты

Инициализация модели и привязка инструментов

Создание узла агента

Условная логика: продолжать или завершать

Сборка и запуск графа

Разбор концепции графов

Создание графа

Добавление узлов

Связывание узлов

Замыкание цикла

Компиляция и запуск

Биндим собственные инструменты и инструменты чужого MCP-сервера

Создание кастомного инструмента

Подключение MCP-адаптера

Функция для получения всех инструментов

Разбор подключенных серверов

Важные моменты установки

Результат объединения

Следующий шаг

Тулзы с «Черным ящиком» React Agent LangGraph

Что такое React Agent?

Простая инициализация

1. Получаем список всех инструментов:

2. Инициируем агента:

Магия ReAct Agent

Продвинутый вызов с логированием

Простой вызов без логирования

FastMCP: быстрый старт

Что такое FastMCP?

Транспорты и возможности

Три способа описания функционала

1. Tools (инструменты)

2. Resources (ресурсы)

3. Prompts (промпты)

Простой пример: собираем всё вместе

Тестирование FastMCP-сервера

1. MCP Inspector (быстрое тестирование)

2. Программный клиент (для серьезного тестирования)

3. Как запускать тесты

Практика: создаем полноценный математический MCP-сервер

Структура проекта

Базовые математические операции

Геометрические вычисления

Промпты для обучения математике

Математические ресурсы-справочники

Статистика и анализ данных

Сборка проекта: главный файл сервера

Деплой и тестирование через ИИ-агентов