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Как научить нейросеть работать руками: создание полноценного ИИ-агента с MCP и LangGraph за час

Друзья, приветствую! Надеюсь, успели соскучиться.

Последние пару месяцев я с головой ушёл в исследование интеграции ИИ-агентов в собственные Python-проекты. В процессе накопилось немало практических знаний и наблюдений, которыми просто грех не поделиться. Поэтому сегодня я возвращаюсь на Хабр — с новой темой, свежим взглядом и с намерением писать чаще.

На повестке дня — LangGraph и MCP: инструменты, с помощью которых можно создавать действительно полезных ИИ-агентов.

Если раньше мы спорили о том, какая нейросеть лучше отвечает на русском языке, то сегодня поле битвы сместилось в сторону более прикладных задач: кто лучше справляется с ролью ИИ-агента? Какие фреймворки действительно упрощают разработку? И как интегрировать всё это добро в реальный проект?

Но прежде чем нырнуть в практику и код, давайте разберёмся с базовыми понятиями. Особенно с двумя ключевыми: ИИ-агенты и MCP. Без них разговор про LangGraph будет неполным.

ИИ-агенты простыми словами

ИИ-агенты — это не просто "прокачанные" чат-боты. Они представляют собой более сложные, автономные сущности, которые обладают двумя важнейшими особенностями:

Умение взаимодействовать и координироваться.
Современные агенты способны делить задачи на подзадачи, вызывать других агентов, запрашивать внешние данные, работать в команде. Это уже не одиночный ассистент, а распределённая система, где каждый компонент может вносить свой вклад.
Доступ к внешним ресурсам.
ИИ-агент больше не ограничен рамками диалога. Он может обращаться к базам данных, выполнять вызовы к API, взаимодействовать с локальными файлами, векторными хранилищами знаний и даже запускать команды в терминале. Всё это стало возможным благодаря появлению MCP — нового уровня интеграции между моделью и средой.

Что такое MCP (Model Context Protocol)

Если говорить просто: MCP — это мост между нейросетью и её окружением. Он позволяет модели "понимать" контекст задачи, получать доступ к данным, выполнять вызовы и формировать обоснованные действия, а не просто выдавать текстовые ответы.

Представим аналогию:

У вас есть нейросеть — она умеет рассуждать и генерировать тексты.
Есть данные и инструменты — документы, API, базы знаний, терминал, код.
И есть MCP — это интерфейс, который позволяет модели взаимодействовать с этими внешними источниками так, как если бы они были частью её внутреннего мира.

Без MCP:

Модель — это изолированный диалоговый движок. Вы подаёте ей текст — она отвечает. И всё.

С MCP:

Модель становится полноценным исполнителем задач:

получает доступ к структурам данных и API;
вызывает внешние функции;
ориентируется в текущем состоянии проекта или приложения;
может запоминать, отслеживать и изменять контекст по мере диалога;
использует расширения, такие как инструменты поиска, код-раннеры, базу векторных эмбеддингов и пр.

В техническом смысле MCP — это протокол взаимодействия между LLM и её окружением, где контекст подаётся в виде структурированных объектов (вместо «сырого» текста), а вызовы оформляются как интерактивные операции (например, function calling, tool usage или agent actions). Именно это и превращает обычную модель в настоящего ИИ-агента, способного делать больше, чем просто "поговорить".

А теперь — к делу!

Теперь, когда мы разобрались с базовыми понятиями, логично задаться вопросом: «Как всё это реализовать на практике в Python?»

Вот здесь и вступает в игру LangGraph — мощный фреймворк для построения графов состояний, поведения агентов и цепочек мышления. Он позволяет "прошивать" логику взаимодействия между агентами, инструментами и пользователем, создавая живую архитектуру ИИ, адаптирующуюся к задачам.

В следующих разделах мы посмотрим, как:

строится агент с нуля;
создаются состояния, переходы и события;
интегрируются функции и инструменты;
и как вся эта экосистема работает в реальном проекте.

Немного теории: что такое LangGraph

Прежде чем приступить к практике, нужно сказать пару слов о самом фреймворке.

LangGraph — это проект от команды LangChain, тех самых, кто первыми предложили концепцию "цепочек" (chains) взаимодействия с LLM. Если раньше основной упор делался на линейные или условно-ветвящиеся пайплайны (langchain.chains), то теперь разработчики делают ставку на графовую модель, и именно LangGraph они рекомендуют как новое "ядро" для построения сложных ИИ-сценариев.

LangGraph — это фреймворк для построения конечных автоматов и графов состояний, в которых каждый нода (или узел) представляет собой часть логики агента: вызов модели, внешний инструмент, условие, пользовательский ввод и т.д.

Как это работает: графы и узлы

Концептуально, LangGraph строится на следующих идеях:

Граф — это структура, которая описывает возможные пути выполнения логики. Можно думать о нём как о карте: из одной точки можно перейти в другую в зависимости от условий или результата выполнения.
Узлы (ноды) — это конкретные шаги внутри графа. Каждый узел выполняет какую-то функцию: вызывает модель, вызывает внешний API, проверяет условие или просто обновляет внутреннее состояние.
Переходы между узлами — это логика маршрутизации: если результат предыдущего шага такой-то, то идём туда-то.
Состояние (state) — передаётся между узлами и накапливает всё, что нужно: историю, промежуточные выводы, пользовательский ввод, результат работы инструментов и т.д.

Таким образом, мы получаем гибкий механизм управления логикой агента, в котором можно описывать как простые, так и очень сложные сценарии: циклы, условия, параллельные действия, вложенные вызовы и многое другое.

Почему это удобно?

LangGraph позволяет строить прозрачную, воспроизводимую и расширяемую логику:

легко отлаживать;
легко визуализировать;
легко масштабировать под новые задачи;
легко интегрировать внешние инструменты и MCP-протоколы.

По сути, LangGraph — это "мозг" агента, где каждый шаг задокументирован, контролируем и может быть изменён без хаоса и "магии".

Ну а теперь — хватит теории!

Можно ещё долго рассказывать о графах, состояний, композиции логики и преимуществах LangGraph над классическими пайплайнами. Но, как показывает практика, лучше один раз увидеть в коде.

Пора перейти к практике. Дальше — пример на Python: создадим простого, но полезного ИИ-агента на базе LangGraph, который будет использовать внешние инструменты, память и принимать решения сам.

Подготовка: облачные и локальные нейросети

Для того чтобы приступить к созданию ИИ-агентов, нам в первую очередь нужен мозг — языковая модель. Здесь есть два подхода:

использовать облачные решения, где всё готово "из коробки";
или поднять модель локально — для полной автономии и конфиденциальности.

Рассмотрим оба варианта.

Облачные сервисы: быстро и удобно

Самый простой путь — воспользоваться мощностями крупных провайдеров: OpenAI, Anthropic, DeepSeek, Groq, Mistral и других. Вам достаточно приобрести API-ключ и начать использовать модели через стандартные HTTP-запросы.

Где взять ключи и токены:

OpenAI — ChatGPT и другие продукты;
Anthropic — Claude;
OpenRouter.ai — десятки моделей (один токен — множество моделей через OpenAI-совместимый API);
Amvera Cloud — возможность подключить LLaMA с оплатой рублями и встроенным проксированием до OpenAI и Anthropic.

Этот путь удобен, особенно если вы:

не хотите настраивать инфраструктуру;
разрабатываете с упором на скорость;
работаете с ограниченными ресурсами.

Локальные модели: полный контроль

Если вам важна приватность, работа без интернета или вы хотите строить полностью автономные агенты, то имеет смысл развернуть нейросеть локально.

Основные преимущества:

Конфиденциальность — данные остаются у вас;
Работа без интернета — полезно в изолированных сетях;
Отсутствие подписок и токенов — бесплатно после настройки.

Недостатки очевидны:

Требования к ресурсам (особенно к видеопамяти);
Настройка может занять время;
Некоторые модели сложно развернуть без опыта.

Тем не менее, есть инструменты, которые делают локальный запуск проще. Один из лучших на сегодня — это Ollama.

Развёртывание локальной LLM через Ollama + Docker

Мы подготовим локальный запуск модели Qwen 2.5 (qwen2.5:32b) с использованием Docker-контейнера и системы Ollama. Это позволит интегрировать нейросеть с MCP и использовать её в собственных агентах на базе LangGraph.

Если вычислительных ресурсов вашего компьютера или сервера окажется недостаточно для работы с данной версией модели, вы всегда можете выбрать менее "прожорливую" нейросеть — процесс установки и запуска останется аналогичным.

📦 Быстрая установка (сводка шагов)

Установите Docker + Docker Compose
Создайте структуру проекта:
```
mkdir qwen-local && cd qwen-local
```

Создайте docker-compose.yml
(универсальный вариант, GPU определяется автоматически)

services:
  ollama:
    image: ollama/ollama:latest
    container_name: ollama_qwen
    ports:
      - '11434:11434'
    volumes:
      - ./ollama_data:/root/.ollama
      - /tmp:/tmp
    environment:
      - OLLAMA_HOST=0.0.0.0
      - OLLAMA_ORIGINS=*
    restart: unless-stopped

Запустите контейнер:
```
docker compose up -d
```

Загрузите модель:

docker exec -it ollama_qwen ollama pull qwen2.5:32b

Проверьте работу через API:

curl http://localhost:11434/api/generate \
  -H "Content-Type: application/json" \
  -d '{"model": "qwen2.5:32b", "prompt": "Привет!", "stream": false}'

Интеграция с Python:

import requests

def query(prompt):
    res = requests.post("http://localhost:11434/api/generate", json={
        "model": "qwen2.5:32b",
        "prompt": prompt,
        "stream": False
    })
    return res.json()['response']

print(query("Объясни квантовую запутанность"))

Теперь у вас полноценная локальная LLM, готовая к работе с MCP и LangGraph.

Что дальше?

У нас есть выбор между облачными и локальными моделями, и мы научились подключать обе. Самое интересное впереди — создание ИИ-агентов на LangGraph, которые используют выбранную модель, память, инструменты и собственную логику.

Переходим к самому вкусному — коду и практике!

Подготовка к написанию кода

Перед тем как перейти к практике, важно подготовить рабочее окружение. Я предполагаю, что вы уже знакомы с основами Python, знаете, что такое библиотеки и зависимости, и понимаете, зачем использовать виртуальное окружение.

Если всё это вам в новинку — рекомендую сначала пройти короткий курс или гайд по Python-базе, а затем возвращаться к статье.

Шаг 1: Создание виртуального окружения

Создайте новое виртуальное окружение в папке проекта:

python -m venv venv
source venv/bin/activate  # для Linux/macOS
venv\Scripts\activate     # для Windows

Шаг 2: Установка зависимостей

Создайте файл requirements.txt и добавьте в него следующие строки:

langchain==0.3.26
langchain-core==0.3.69
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
langgraph-checkpoint==2.1.1
langgraph-prebuilt==0.5.2
langgraph-sdk==0.1.73
langsmith==0.4.8
mcp==1.12.0
ollama==0.5.1
openai==1.97.0

⚠️ Актуальные версии указаны на 21 июля 2025 года. С момента публикации они могли измениться — проверяйте актуальность перед установкой.

Затем установите зависимости:

pip install -r requirements.txt

Шаг 3: Конфигурация переменных окружения

Создайте в корне проекта файл .env и добавьте в него нужные API-ключи:

OPENAI_API_KEY=sk-proj-1234
DEEPSEEK_API_KEY=sk-123
OPENROUTER_API_KEY=sk-or-v1-123
BRAVE_API_KEY=BSAj123KlbvBGpH1344tLwc

Назначение переменных:

OPENAI_API_KEY — ключ для доступа к GPT-моделям от OpenAI;
DEEPSEEK_API_KEY — ключ для использования моделей Deepseek;
OPENROUTER_API_KEY — единый ключ для доступа к множеству моделей через OpenRouter (можно получить бесплатно);
BRAVE_API_KEY — API-ключ для MCP-модуля web-поиска через Brave Search (можно получить бесплатно).

Некоторые MCP-инструменты (например, brave-web-search) требуют ключ для работы. Без него они просто не активируются.

А если у вас нет API-ключей?

Не проблема. Вы можете начать разработку с локальной моделью (например, через Ollama), не подключая ни одного внешнего сервиса. В этом случае файл .env можно не создавать вовсе.

Готово! Теперь у нас есть всё необходимое для начала — изолированное окружение, зависимости, и, при необходимости, доступ к облачным нейросетям и MCP-интеграциям.

Далее - запустим нашего LLM-агента разными способами.

Простой запуск LLM-агентов через LangGraph: базовая интеграция

Начнём с самого простого: как "подключить мозг" к будущему агенту. Мы разберём базовые способы запуска языковых моделей (LLM) с помощью LangChain, чтобы в следующем шаге перейти к интеграции с LangGraph и построению полноценного ИИ-агента.

Импорты

import os
from dotenv import load_dotenv
from langchain_openai import ChatOpenAI
from langchain_ollama import ChatOllama
from langchain_deepseek import ChatDeepSeek

os и load_dotenv() — для загрузки переменных из .env-файла.
ChatOpenAI, ChatOllama, ChatDeepSeek — обёртки для подключения языковых моделей через LangChain.

💡 Если вы используете альтернативные подходы к работе с конфигурациями (например, Pydantic Settings), можете заменить load_dotenv() на свой привычный способ.

Загрузка переменных окружения

load_dotenv()

Это подгрузит все переменные из .env, включая ключи для доступа к API OpenAI, DeepSeek, OpenRouter и другим.

Простые функции для получения LLM

OpenAI

def get_openai_llm():
    return ChatOpenAI(model="gpt-4o-mini", api_key=os.getenv("OPENAI_API_KEY"))

Если переменная OPENAI_API_KEY корректно задана, LangChain подставит её автоматически — явное указание api_key=... здесь опционально.

DeepSeek

def get_deepseek_llm():
    return ChatDeepSeek(model="deepseek-chat", api_key=os.getenv("DEEPSEEK_API_KEY"))

Аналогично, но используем обёртку ChatDeepSeek.

OpenRouter (и другие совместимые API)

def get_openrouter_llm(model="moonshotai/kimi-k2:free"):
    return ChatOpenAI(
        model=model,
        api_key=os.getenv("OPENROUTER_API_KEY"),
        base_url="https://openrouter.ai/api/v1",
        temperature=0
    )

Особенности:

ChatOpenAI используется, несмотря на то что модель не от OpenAI — потому что OpenRouter использует тот же протокол.
base_url обязателен: он указывает на OpenRouter API.
Модель moonshotai/kimi-k2:free выбрана как один из наиболее сбалансированных вариантов по качеству и скорости на момент написания статьи.
API-ключ OpenRouter нужно передавать явно — автоматическая подстановка здесь не работает.

Мини-тест: проверка работы модели

if __name__ == "__main__":
    llm = get_openrouter_llm(model="moonshotai/kimi-k2:free")
    response = llm.invoke("Кто ты?")
    print(response.content)

Если всё настроено правильно, вы получите осмысленный ответ от модели. Поздравляю — первый шаг сделан!

Но это ещё не агент

На текущем этапе мы подключили LLM и сделали простой вызов. Это больше похоже на консольного чат-бота, чем на ИИ-агента.

Почему?

Мы пишем синхронный, линейный код без логики состояния или целей.
Агент не принимает решений, не запоминает контекст и не использует инструменты.
MCP и LangGraph пока не задействованы.

Что дальше?

Далее мы реализуем полноценного ИИ-агента с использованием LangGraph — сначала без MCP, чтобы сфокусироваться на архитектуре, состояниях и логике самого агента.

Погружаемся в настоящую агентную механику. Поехали!

Агент классификации вакансий: от теории к практике

Создадим реального ИИ-агента, который будет решать конкретную бизнес-задачу — автоматическую классификацию описаний вакансий и услуг. Этот пример покажет, как применить концепции LangGraph на практике и создать полезный инструмент для HR-платформ и бирж фриланса.

Задача агента

Наш агент принимает на вход текстовое описание вакансии или услуги и выполняет трёхуровневую классификацию:

Тип работы: проектная работа или постоянная вакансия
Категория профессии: из 45+ предопределённых специальностей
Тип поиска: ищет ли человек работу или ищет исполнителя

Результат возвращается в структурированном JSON-формате с оценкой уверенности для каждой классификации.

🏗️ Архитектура агента на LangGraph

Следуя принципам LangGraph, создаём граф состояний из четырёх узлов:

📝 Входное описание
      ↓
🔍 Узел классификации типа работы
      ↓
📂 Узел классификации категории
      ↓
🎯 Узел определения типа поиска
      ↓
📊 Узел расчёта уверенности
      ↓
✅ JSON-результат

Каждый узел — это специализированная функция, которая:

Получает текущее состояние агента
Выполняет свою часть анализа
Обновляет состояние и передаёт его дальше

Управление состоянием

Определяем структуру памяти агента через TypedDict:

class State(TypedDict):
    """Состояние агента для хранения информации о процессе классификации"""
    description: str
    job_type: str
    category: str
    search_type: str
    confidence_scores: Dict[str, float]
    processed: bool

Это рабочая память агента — всё, что он помнит и накапливает в процессе анализа. Подобно тому, как человек-эксперт держит в уме контекст задачи при анализе документа.

Давайте рассмотрим полный код, а после сконцентрируемся на основных моментах.

import asyncio
import json
from typing import TypedDict, Dict, Any
from enum import Enum
from langgraph.graph import StateGraph, END
from langchain.prompts import PromptTemplate
from langchain_openai import ChatOpenAI
from langchain.schema import HumanMessage


# Категории профессий
CATEGORIES = [
    "2D-аниматор", "3D-аниматор", "3D-моделлер", 
    "Бизнес-аналитик", "Блокчейн-разработчик", ...
]


class JobType(Enum):
    PROJECT = "проектная работа"
    PERMANENT = "постоянная работа"


class SearchType(Enum):
    LOOKING_FOR_WORK = "поиск работы"
    LOOKING_FOR_PERFORMER = "поиск исполнителя"


class State(TypedDict):
    """Состояние агента для хранения информации о процессе классификации"""
    description: str
    job_type: str
    category: str
    search_type: str
    confidence_scores: Dict[str, float]
    processed: bool


class VacancyClassificationAgent:
    """Асинхронный агент для классификации вакансий и услуг"""

    def __init__(self, model_name: str = "gpt-4o-mini", temperature: float = 0.1):
        """Инициализация агента"""
        self.llm = ChatOpenAI(model=model_name, temperature=temperature)
        self.workflow = self._create_workflow()

    def _create_workflow(self) -> StateGraph:
        """Создает рабочий процесс агента на основе LangGraph"""
        workflow = StateGraph(State)

        # Добавляем узлы в граф
        workflow.add_node("job_type_classification", self._classify_job_type)
        workflow.add_node("category_classification", self._classify_category)
        workflow.add_node("search_type_classification", self._classify_search_type)
        workflow.add_node("confidence_calculation", self._calculate_confidence)

        # Определяем последовательность выполнения узлов
        workflow.set_entry_point("job_type_classification")
        workflow.add_edge("job_type_classification", "category_classification")
        workflow.add_edge("category_classification", "search_type_classification")
        workflow.add_edge("search_type_classification", "confidence_calculation")
        workflow.add_edge("confidence_calculation", END)

        return workflow.compile()

    async def _classify_job_type(self, state: State) -> Dict[str, Any]:
        """Узел для определения типа работы: проектная или постоянная"""
        prompt = PromptTemplate(
            input_variables=["description"],
            template="""
            Проанализируй следующее описание и определи тип работы.

            Описание: {description}

            Ответь только одним из двух вариантов:
            - "проектная работа" - если это временная задача, проект, фриланс, разовая работа
            - "постоянная работа" - если это постоянная должность, штатная позиция, долгосрочное трудоустройство

            Тип работы:
            """
        )

        message = HumanMessage(content=prompt.format(description=state["description"]))
        response = await self.llm.ainvoke([message])
        job_type = response.content.strip().lower()

        # Нормализуем ответ
        if "проектная" in job_type or "проект" in job_type or "фриланс" in job_type:
            job_type = JobType.PROJECT.value
        else:
            job_type = JobType.PERMANENT.value

        return {"job_type": job_type}

    async def _classify_category(self, state: State) -> Dict[str, Any]:
        """Узел для определения категории профессии"""
        categories_str = "\n".join([f"- {cat}" for cat in CATEGORIES])

        prompt = PromptTemplate(
            input_variables=["description", "categories"],
            template="""
            Проанализируй описание вакансии/услуги и определи наиболее подходящую категорию из списка.

            Описание: {description}

            Доступные категории:
            {categories}

            Выбери ТОЧНО одну категорию из списка выше, которая лучше всего соответствует описанию.
            Ответь только названием категории без дополнительных пояснений.

            Категория:
            """
        )

        message = HumanMessage(content=prompt.format(
            description=state["description"],
            categories=categories_str
        ))
        response = await self.llm.ainvoke([message])
        category = response.content.strip()

        # Проверяем, есть ли категория в списке доступных
        if category not in CATEGORIES:
            # Ищем наиболее похожую категорию
            category = self._find_closest_category(category)

        return {"category": category}

    async def _classify_search_type(self, state: State) -> Dict[str, Any]:
        """Узел для определения типа поиска"""
        prompt = PromptTemplate(
            input_variables=["description"],
            template="""
            Проанализируй описание и определи, кто и что ищет.

            Описание: {description}

            Ответь только одним из двух вариантов:
            - "поиск работы" - если соискатель ищет работу/заказы
            - "поиск исполнителя" - если работодатель/заказчик ищет исполнителя

            Обрати внимание на ключевые слова:
            - "ищу работу", "резюме", "хочу работать" = поиск работы
            - "требуется", "ищем", "вакансия", "нужен специалист" = поиск исполнителя

            Тип поиска:
            """
        )

        message = HumanMessage(content=prompt.format(description=state["description"]))
        response = await self.llm.ainvoke([message])
        search_type = response.content.strip().lower()

        # Нормализуем ответ
        if "поиск работы" in search_type or "ищу работу" in search_type:
            search_type = SearchType.LOOKING_FOR_WORK.value
        else:
            search_type = SearchType.LOOKING_FOR_PERFORMER.value

        return {"search_type": search_type}

    async def _calculate_confidence(self, state: State) -> Dict[str, Any]:
        """Узел для расчета уровня уверенности в классификации"""
        prompt = PromptTemplate(
            input_variables=["description", "job_type", "category", "search_type"],
            template="""
            Оцени уверенность классификации по шкале от 0.0 до 1.0 для каждого параметра:

            Описание: {description}
            Тип работы: {job_type}
            Категория: {category}
            Тип поиска: {search_type}

            Ответь в формате JSON:
            {{
                "job_type_confidence": 0.0-1.0,
                "category_confidence": 0.0-1.0,
                "search_type_confidence": 0.0-1.0
            }}
            """
        )

        message = HumanMessage(content=prompt.format(
            description=state["description"],
            job_type=state["job_type"],
            category=state["category"],
            search_type=state["search_type"]
        ))
        response = await self.llm.ainvoke([message])

        try:
            confidence_scores = json.loads(response.content.strip())
        except:
            # Fallback значения если парсинг не удался
            confidence_scores = {
                "job_type_confidence": 0.7,
                "category_confidence": 0.7,
                "search_type_confidence": 0.7
            }

        return {
            "confidence_scores": confidence_scores,
            "processed": True
        }

    def _find_closest_category(self, predicted_category: str) -> str:
        """Находит наиболее похожую категорию из списка доступных"""
        # Простая эвристика поиска по вхождению ключевых слов
        predicted_lower = predicted_category.lower()

        for category in CATEGORIES:
            category_lower = category.lower()
            if predicted_lower in category_lower or category_lower in predicted_lower:
                return category

        # Если ничего не найдено, возвращаем первую категорию как fallback
        return CATEGORIES[0]

    async def classify(self, description: str) -> Dict[str, Any]:
        """Основной метод для классификации вакансии/услуги"""
        initial_state = {
            "description": description,
            "job_type": "",
            "category": "",
            "search_type": "",
            "confidence_scores": {},
            "processed": False
        }

        # Запускаем рабочий процесс
        result = await self.workflow.ainvoke(initial_state)

        # Формируем итоговый ответ в формате JSON
        classification_result = {
            "job_type": result["job_type"],
            "category": result["category"],
            "search_type": result["search_type"],
            "confidence_scores": result["confidence_scores"],
            "success": result["processed"]
        }

        return classification_result


async def main():
    """Демонстрация работы агента"""
    agent = VacancyClassificationAgent()

    # Тестовые примеры
    test_cases = [
        "Требуется Python разработчик для создания веб-приложения на Django. Постоянная работа, полный рабочий день.",
        "Ищу заказы на создание логотипов и фирменного стиля. Работаю в Adobe Illustrator.",
        "Нужен 3D-аниматор для краткосрочного проекта создания рекламного ролика.",
        "Резюме: опытный маркетолог, ищу удаленную работу в сфере digital-маркетинга",
        "Ищем фронтенд-разработчика React в нашу команду на постоянную основе"
    ]

    test_cases = []
    print("🤖 Демонстрация работы агента классификации вакансий\n")

    for i, description in enumerate(test_cases, 1):
        print(f"📋 Тест {i}:")
        print(f"Описание: {description}")

        try:
            result = await agent.classify(description)
            print("Результат классификации:")
            print(json.dumps(result, ensure_ascii=False, indent=2))

        except Exception as e:
            print(f"❌ Ошибка: {e}")

        print("-" * 80)


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

Асинхронная архитектура

В отличие от простых примеров, наш агент работает полностью асинхронно:

async def _classify_job_type(self, state: State) -> Dict[str, Any]:
    """Узел для определения типа работы: проектная или постоянная"""
    response = await self.llm.ainvoke([message])
    # Обработка ответа...
    return {"job_type": job_type}

Это позволяет:

Обрабатывать множественные запросы параллельно
Интегрироваться с асинхронными веб-фреймворками
Эффективно использовать ресурсы при масштабировании

Специализированные промпты для каждого узла

Каждый узел использует целевой промпт, оптимизированный под свою задачу:

For job type classification:

template="""
Проанализируй следующее описание и определи тип работы.

Описание: {description}

Ответь только одним из двух вариантов:
- "проектная работа" - если это временная задача, проект, фриланс
- "постоянная работа" - если это постоянная должность, штатная позиция

Тип работы:
"""

Такой подход обеспечивает высокую точность каждого этапа классификации, так как модель получает чёткие, специфичные инструкции.

Обработка ошибок и fallback-механизмы

Агент включает умную обработку неожиданных ситуаций:

def _find_closest_category(self, predicted_category: str) -> str:
    """Находит наиболее похожую категорию из списка доступных"""
    predicted_lower = predicted_category.lower()

    for category in CATEGORIES:
        category_lower = category.lower()
        if predicted_lower in category_lower or category_lower in predicted_lower:
            return category

    # Fallback: возвращаем первую категорию
    return CATEGORIES[0]

Это делает агента устойчивым к ошибкам — даже если модель вернёт неточный результат, система найдёт наиболее подходящий вариант из допустимых.

Оценка уверенности

Финальный узел рассчитывает метрики качества классификации:

async def _calculate_confidence(self, state: State) -> Dict[str, Any]:
    """Узел для расчета уровня уверенности в классификации"""
    # Запрос к LLM для оценки уверенности по шкале 0.0-1.0
    # Возврат структурированного JSON с метриками

Это позволяет:

Отслеживать качество работы агента
Выделять случаи, требующие ручной проверки
Оптимизировать промпты на основе статистики

Практическое применение

async def main():
    agent = VacancyClassificationAgent()

    description = "Требуется Python разработчик для создания веб-приложения"
    result = await agent.classify(description)

    print(json.dumps(result, ensure_ascii=False, indent=2))

Результат:

{
  "job_type": "постоянная работа",
  "category": "Бэкенд-разработчик (Node.js, Python, PHP, Ruby)",
  "search_type": "поиск исполнителя",
  "confidence_scores": {
    "job_type_confidence": 0.95,
    "category_confidence": 0.88,
    "search_type_confidence": 0.92
  },
  "success": true
}

Ключевые преимущества архитектуры

Модульность — каждый узел решает одну задачу, легко тестировать и улучшать отдельно
Расширяемость — можно добавлять новые узлы анализа без изменения существующих
Прозрачность — весь процесс принятия решений документирован и отслеживаем
Производительность — асинхронная обработка множественных запросов
Надёжность — fallback-механизмы и обработка ошибок

Реальная польза

Такой агент может использоваться в:

HR-платформах для автоматической категоризации резюме и вакансий
Биржах фриланса для улучшения поиска и рекомендаций
Внутренних системах компаний для обработки заявок и проектов
Аналитических решениях для исследования рынка труда

MCP в действии: создаём агента с файловой системой и веб-поиском

После того как мы разобрались с базовыми принципами LangGraph и создали простого классификатора, пора перейти к настоящей магии — интеграции агента с внешним миром через MCP (Model Context Protocol).

Сейчас мы создадим полноценного ИИ-помощника, который сможет:

Работать с файловой системой (читать, создавать, изменять файлы)
Искать актуальную информацию в интернете
Запоминать контекст диалога
Обрабатывать ошибки и восстанавливаться после сбоев

От теории к реальным инструментам

Помните, как в начале статьи мы говорили о том, что MCP — это мост между нейросетью и её окружением? Сейчас вы увидите это на практике. Наш агент получит доступ к реальным инструментам:

# Инструменты файловой системы
- read_file — чтение файлов
- write_file — запись и создание файлов
- list_directory — просмотр содержимого папок
- create_directory — создание папок

# Инструменты веб-поиска
- brave_web_search — поиск в интернете
- get_web_content — получение содержимого страниц

Это уже не "игрушечный" агент — это рабочий инструмент, который может решать реальные задачи.

Кода и текста уже накопилось достаточно много, поэтому далее я приведу лишь общее описание принципов и концепции разработки подобных ИИ-агентов с интеграцией MCP. Полный пример кода интеграции с MCP — как для одного сервера, так и для нескольких — вы найдете в моём бесплатном телеграм-канале «Лёгкий путь в Python». Сообщество уже насчитывает около 4000 участников, присоединяйтесь.

🏗️ Архитектура: от простого к сложному

1. Конфигурация как основа стабильности

@dataclass
class AgentConfig:
    """Упрощенная конфигурация AI-агента"""
    filesystem_path: str = "/path/to/work/directory"
    model_provider: ModelProvider = ModelProvider.OLLAMA
    use_memory: bool = True
    enable_web_search: bool = True

    def validate(self) -> None:
        """Валидация конфигурации"""
        if not os.path.exists(self.filesystem_path):
            raise ValueError(f"Путь не существует: {self.filesystem_path}")

Почему это важно? В отличие от примера с классификацией, здесь агент взаимодействует с внешними системами. Одна ошибка в пути к файлам или отсутствующий API-ключ — и весь агент перестаёт работать. Валидация на старте экономит часы отладки.

2. Фабрика моделей: гибкость выбора

class ModelFactory:
    """Упрощенная фабрика моделей"""

    @staticmethod
    def create_model(config: AgentConfig):
        """Создает модель согласно конфигурации"""
        provider = config.model_provider.value

        if provider == "ollama":
            return ChatOllama(model="qwen2.5:32b", base_url="http://localhost:11434")
        elif provider == "openai":
            return ChatOpenAI(model="gpt-4o-mini", api_key=os.getenv("OPENAI_API_KEY"))
        # ... другие провайдеры

Один код — множество моделей. Хотите бесплатную локальную модель? Используйте Ollama. Нужна максимальная точность? Переключитесь на GPT-4. Важна скорость? Попробуйте DeepSeek. Код остаётся тем же.

3. MCP-интеграция: подключение к реальному миру

async def _init_mcp_client(self):
    """Инициализация MCP клиента"""
    mcp_config = {
        "filesystem": {
            "command": "npx",
            "args": ["-y", "@modelcontextprotocol/server-filesystem", self.filesystem_path],
            "transport": "stdio"
        },
        "brave-search": {
            "command": "npx",
            "args": ["-y", "@modelcontextprotocol/server-brave-search@latest"],
            "transport": "stdio",
            "env": {"BRAVE_API_KEY": os.getenv("BRAVE_API_KEY")}
        }
    }

    self.mcp_client = MultiServerMCPClient(mcp_config)
    self.tools = await self.mcp_client.get_tools()

Здесь происходит ключевая работа MCP: мы подключаем к агенту внешние MCP-серверы, которые предоставляют набор инструментов и функций. Агент при этом получает не просто отдельные функции, а полноценное контекстное понимание того, как работать с файловой системой и интернетом.

Для корректной работы указанных MCP-серверов потребуется установить Node.js и npm последней версии. После этого глобально установите необходимые MCP-серверы с помощью команд:

npm install -g @modelcontextprotocol/server-filesystem
npm install -g @modelcontextprotocol/server-brave-search@latest

Если вы планируете использовать сервер server-brave-search, обязательно получите бесплатный API-ключ на сайте Brave и установите его в переменную окружения BRAVE_API_KEY.

Таким образом, MCP-сервера предоставляют вашему ИИ-агенту расширенные возможности через стандартизированный протокол, позволяющий интегрировать разные внешние сервисы и инструменты для работы с реальным миром.

Устойчивость к ошибкам

В реальном мире всё ломается: сеть недоступна, файлы заблокированы, API-ключи просрочены. Наш агент готов к этому:

@retry_on_failure(max_retries=2, delay=1.0)
async def process_message(self, user_input: str, thread_id: str = "default") -> str:
    """Обработка сообщения пользователя с повторными попытками"""
    try:
        config = {"configurable": {"thread_id": thread_id}}
        message_input = {"messages": [HumanMessage(content=user_input)]}

        response = await self.agent.ainvoke(message_input, config)
        return response["messages"][-1].content

    except Exception as e:
        error_msg = f"❌ Ошибка обработки: {e}"
        logger.error(error_msg)
        return error_msg

Декоратор @retry_on_failure автоматически повторяет операции при временных сбоях. Пользователь даже не заметит, что что-то пошло не так.

Контекстная память

if self.config.use_memory:
    self.checkpointer = InMemorySaver()
    logger.info("Память агента включена")

Агент помнит всю историю разговора. Вы можете сказать "создай файл config.py", затем "добавь в него настройки базы данных", и агент поймёт, что речь идёт о том же файле. Это кардинально меняет пользовательский опыт.

Умный системный промпт

def _get_system_prompt(self) -> str:
    base_prompt = (
        "Ты — умный AI-ассистент, который помогает пользователю работать с файлами "
        "и искать информацию в интернете. Всегда внимательно анализируй запрос "
        "и выбирай наиболее подходящий инструмент."
    )

    if self.config.enable_web_search:
        base_prompt += (
            " Если требуется найти актуальные данные (погоду, новости, цены), "
            "обязательно используй веб-поиск и предоставляй самую свежую информацию."
        )

    return base_prompt

Промпт адаптируется к возможностям агента. Если веб-поиск отключён, агент не будет предлагать найти что-то в интернете. Если включён — будет активно использовать эту возможность.

🚀 Практические сценарии использования

Работа с кодом:

> Создай структуру проекта Flask с папками templates, static и models
✅ Создание папок...
📁 Создал директорию /project/templates
📁 Создал директорию /project/static
📁 Создал директорию /project/models
📄 Создал базовый app.py с настройками Flask

Актуальная информация:

> Какая сейчас погода в Москве?
🔍 Ищу актуальную информацию о погоде...
🌤️ В Москве сейчас +25°C, переменная облачность, ветер 3 м/с

Анализ и обработка файлов:

> Прочитай все .py файлы в папке и создай документацию
📖 Читаю Python файлы...
📄 Найдено 5 файлов: app.py, models.py, views.py, utils.py, config.py
📝 Создаю документацию на основе анализа кода...
✅ Документация сохранена в README.md

Ключевые отличия от простого чат-бота

Реальные действия — агент не просто говорит, что делать, а делает сам
Контекстная память — помнит всю историю и может ссылаться на предыдущие действия
Актуальные данные — может получать свежую информацию из интернета
Обработка ошибок — graceful degradation при проблемах с инструментами
Адаптивность — поведение зависит от доступных инструментов

От примера к продакшену

Этот код демонстрирует архитектурные паттерны для создания продакшн-готовых агентов:

Модульная конфигурация — легко менять поведение без изменения кода
Абстракция провайдеров — поддержка множества LLM из коробки
Graceful error handling — система не падает при проблемах
Расширяемость — новые инструменты добавляются декларативно
Наблюдаемость — подробное логирование для отладки

Итоги: от теории к практике ИИ-агентов

Сегодня мы прошли путь от базовых концепций до создания работающих ИИ-агентов. Давайте подведём итоги того, что мы изучили и чего достигли.

Что мы освоили

1. Фундаментальные концепции

Разобрались с различием между чат-ботами и настоящими ИИ-агентами
Поняли роль MCP (Model Context Protocol) как моста между моделью и внешним миром
Изучили архитектуру LangGraph для построения сложной логики агентов

2. Практические навыки

Настроили рабочее окружение с поддержкой облачных и локальных моделей
Создали агента-классификатора с асинхронной архитектурой и управлением состояниями
Построили MCP-агента с доступом к файловой системе и веб-поиску

3. Архитектурные паттерны

Научились проектировать графы состояний для сложной логики
Освоили модульную конфигурацию и фабрики моделей
Внедрили обработку ошибок и retry-механизмы для продакшн-готовых решений

Ключевые преимущества подхода

LangGraph + MCP дают нам:

Прозрачность — каждый шаг агента документирован и отслеживаем
Расширяемость — новые возможности добавляются декларативно
Надёжность — встроенная обработка ошибок и восстановление
Гибкость — поддержка множества моделей и провайдеров из коробки

Практическая ценность

Созданные примеры — это не просто демонстрация технологий. Это готовые решения для реальных задач:

Агент-классификатор можно внедрить в HR-платформы и биржи фриланса
MCP-агент подходит для автоматизации рабочих процессов и анализа данных
Архитектурные паттерны масштабируются на проекты любой сложности

Уровень подготовки

Сегодня я намеренно не усложнял материал глубокими техническими деталями и сложной терминологией. Цель была простая — преодолеть базовый порог входа в тему интеграции ИИ-агентов с собственными проектами.

Этой информации достаточно, чтобы:

Понять принципы работы современных ИИ-агентов
Начать экспериментировать с собственными решениями
Оценить потенциал технологий для ваших задач
Сделать осознанный выбор инструментов для проекта

Что дальше?

Мы затронули лишь верхушку айсберга. LangGraph и MCP предлагают гораздо более широкие возможности:

Мультиагентные системы — координация команд специализированных агентов
Продвинутые MCP-серверы — интеграция с базами данных, CRM, API сервисов
Сложные графы состояний — циклы, условные переходы, параллельное выполнение
Production deployment — масштабирование, мониторинг, A/B тестирование

Где найти больше материалов

Полный исходный код всех примеров, а также эксклюзивные материалы, которые я не публикую на Хабре, вы найдёте в моём телеграм-канале «Легкий путь в Python».

Обратная связь важна

Если вам интересны более глубокие темы:

LLM и ИИ-агенты в интеграции с собственными проектами
MCP-серверы и создание кастомных инструментов
Детальное рассмотрение LangGraph — продвинутые паттерны и оптимизации

Дайте знать своим:

👍 Лайком этой статьи
📱 Подпиской на телеграм-канал
💬 Комментарием с вопросами и предложениями тем

Ваша активность показывает, что тема востребована, и мотивирует создавать ещё больше качественного контента.

Заключение

ИИ-агенты — это не футуристическая фантастика, а реальная технология сегодняшнего дня. С помощью LangGraph и MCP мы можем создавать системы, которые решают конкретные бизнес-задачи, автоматизируют рутину и открывают новые возможности.

Главное — начать. Возьмите код из примеров, адаптируйте под свои задачи, экспериментируйте. Каждый проект — это новый опыт и шаг к мастерству в области ИИ-разработки.

Удачи в ваших проектах!

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

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22 июл. 2025 г.

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15.11.25 15:52 [email protected]

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

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05.12.25 08:35 into11

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

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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06.12.25 10:39 michaeldavenport238

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06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

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08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

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09.12.25 00:18 swanky

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

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09.12.25 05:44 swanky

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09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

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09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:23 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:28 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 15:29 Anthonymorphy30

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13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

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Как научить нейросеть работать руками: создание полноценного ИИ-агента с MCP и LangGraph за час

ИИ-агенты простыми словами

Что такое MCP (Model Context Protocol)

Представим аналогию:

Без MCP:

С MCP:

А теперь — к делу!

Немного теории: что такое LangGraph

Как это работает: графы и узлы

Почему это удобно?

Ну а теперь — хватит теории!

Подготовка: облачные и локальные нейросети

Облачные сервисы: быстро и удобно

Локальные модели: полный контроль

Развёртывание локальной LLM через Ollama + Docker

📦 Быстрая установка (сводка шагов)

Что дальше?

Подготовка к написанию кода

Шаг 1: Создание виртуального окружения

Шаг 2: Установка зависимостей

Шаг 3: Конфигурация переменных окружения

Назначение переменных:

А если у вас нет API-ключей?

Простой запуск LLM-агентов через LangGraph: базовая интеграция

Импорты

Загрузка переменных окружения

Простые функции для получения LLM

OpenAI

DeepSeek

OpenRouter (и другие совместимые API)

Мини-тест: проверка работы модели

Но это ещё не агент

Что дальше?

Агент классификации вакансий: от теории к практике

Задача агента

🏗️ Архитектура агента на LangGraph

Управление состоянием

Асинхронная архитектура

Специализированные промпты для каждого узла

Обработка ошибок и fallback-механизмы

Оценка уверенности

Практическое применение

Ключевые преимущества архитектуры

Реальная польза

MCP в действии: создаём агента с файловой системой и веб-поиском

От теории к реальным инструментам

🏗️ Архитектура: от простого к сложному

1. Конфигурация как основа стабильности

2. Фабрика моделей: гибкость выбора

3. MCP-интеграция: подключение к реальному миру

Устойчивость к ошибкам

Контекстная память

Умный системный промпт

🚀 Практические сценарии использования

Ключевые отличия от простого чат-бота

От примера к продакшену

Итоги: от теории к практике ИИ-агентов

Что мы освоили

Ключевые преимущества подхода

Практическая ценность

Уровень подготовки

Что дальше?

Где найти больше материалов

Обратная связь важна

Заключение

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