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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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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
09.08.25 09:39 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
09.08.25 14:24 lisa111

Recovering lost money from scams calls for cooperation. Recovery professionals locate stolen funds by applying their expertise. Experts in law offer advice on the best course of action. This helps you recoup your investment. Scams teach us to be aware of the warning indications. Promises of large, rapid riches with minimal risk should be avoided. They may want you to make an investment right away. Get advice from Marie on how to prevent frauds in the future. She can help you recover your missing bitcoin as well. You can reach her at [email protected] or @Marie_consultancy on Telegram. Additionally, you can utilize WhatsApp at +1 7127594675.
09.08.25 16:31 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
09.08.25 16:43 meghanmarkle1998

I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]
09.08.25 17:24 Sophie Pugh

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 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
10.08.25 18:13 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
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

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11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 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
15.08.25 13:27 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
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

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

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 22:17 wendytaylor015

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

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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