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Личный ИИ-ассистент на ваших данных. Часть 2: Веб-интерфейс, авторизация и стриминг ответов от ИИ

Друзья, приветствую!

Как вы поняли по названию этой статьи — сегодня мы продолжаем погружаться в тему разработки личного ИИ-ассистента на основе собственных данных.

Краткое напоминание о первой части

Напоминаю, что в предыдущей части мы:

  • Разобрались с понятием векторной базы данных

  • Научились собирать данные и реализовывать такую базу

  • Изучили механизм "умного поиска"

  • Познакомились с мощным Python-инструментом Langchain

  • Обеспечили интеграцию нейросетей ChatGPT и Deepseek

  • Создали консольный вариант диалога с нейросетями на основе собственной базы знаний (документации сервиса Amvera Cloud)

О сегодняшней части

Сегодня мы прокачаем наш проект — превратим его в полноценный веб-сервис с авторизацией и удобным веб-чатом для взаимодействия с нейросетями. Получится некое подобие веб-интерфейса сайта https://chat.openai.com/chat, но с возможностью выбора между Deepseek и ChatGPT, работающими на основе нашей собственной базы знаний.

Для более детального понимания того, что мы будем создавать, я подготовил короткий видео-обзор с комментариями: Видео-демонстрация проекта

Необходимые предварительные условия

Для продолжения вам потребуются:

  • Готовая векторная база данных на собственных данных (не обязательно документация Amvera Cloud)

  • API-токены для ChatGPT и Deepseek

  • Базовое понимание принципов создания бэкенда на FastAPI и основ фронтенд-разработки

План работы

В ходе этой части мы:

  1. Разработаем класс для удобного управления соединением с векторной базой Chroma (с возможностью однократного подключения)

  2. Создадим класс для интеграции нейросетей Deepseek и ChatGPT в FastAPI-приложение с помощью Langchain

  3. Разработаем API проекта для авторизации и отправки запросов к нейросетям

  4. Создадим стильный веб-интерфейс чата со страницами входа и самого чата

  5. Объединим фронтенд с бэкендом в формате полноценного защищенного веб-сервиса

  6. Выполним деплой проекта на платформе Amvera Cloud

На выходе, после деплоя, мы получим такой результат:

1a92dde5f5e068fc533cf52b1853ff77.gif

Важное замечание о доступе к нейросетям

Отдельно хочу остановиться на особенностях удаленного запуска проекта. В России некоторые нейросети, такие как ChatGPT, официально недоступны даже через API-интеграцию, что обычно требует использования VPN.

Однако с сервисом Amvera Cloud такой проблемы не возникнет — вы сможете запускать собственные проекты с ChatGPT, Claude и другими нейросетями, недоступными в РФ. Кроме того, процесс деплоя даже такого сложного сервиса займет всего пару минут. Платформа предоставляет бесплатное доменное имя с HTTPS, что делает выбор этого сервиса очевидным.

Технический стек

В рамках статьи мы будем использовать два языка программирования:

Python (серверная логика):

  • langchain-openai — для интеграции с ChatGPT

  • langchain-deepseek — для интеграции с Deepseek

  • FastAPI — фреймворк для создания бэкенда

  • langchain-chroma — для взаимодействия с базой данных Chroma

  • Jinja2 — шаблонизатор фронтенда

  • PyJWT — для работы с JWT-токенами

  • И другие Python-инструменты

JavaScript (клиентская логика):

  • Чистый JavaScript без фреймворков

  • Несколько вспомогательных библиотек, интегрированных непосредственно в проект

Для стилизации будем частично писать собственные стили и частично использовать Bootstrap.

Итак, начнем разработку!

Подготовка проекта

Настройка окружения

Так как для рендеринга HTML страниц мы будем использовать Jinja2, всю логику мы опишем в рамках одного FastAPI приложения.

Начнем с создания виртуального окружения в вашем любимом IDE.

Создание конфигурационных файлов

Файл .env

Создадим файл .env и заполним его следующими данными:

DEEPSEEK_API_KEY=sk-123456  # токен Deepseek
OPENAI_API_KEY=sk-proj-S_12345  # токен ChatGPT
SECRET_KEY=super_secret_key  # секретный ключ для генерации JWT-токена (сами придумываем)
ALGORITHM=HS256  # алгоритм шифрования для JWT

Файл requirements.txt

Создадим файл requirements.txt со следующим содержимым:

langchain-huggingface==0.1.2
torch==2.6.0
loguru==0.7.3
chromadb==0.6.3
sentence-transformers==3.4.1
langchain-chroma==0.2.2
pydantic-settings==2.8.1
fastapi==0.115.12
uvicorn==0.34.0
Jinja2==3.1.6
aiofiles==24.1.0
PyJWT==2.10.1
langchain-deepseek==0.1.3
langchain-openai==0.3.11

Установим зависимости:

pip install -r requirements.txt

Структура проекта

Создадим папку app и внутри нее файл config.py. Заполним его:

import os
from pydantic import SecretStr
from pydantic_settings import BaseSettings, SettingsConfigDict

class Config(BaseSettings):
    DEEPSEEK_API_KEY: SecretStr
    BASE_DIR: str = os.path.abspath(os.path.join(os.path.dirname(__file__)))
    SECRET_KEY: str
    USERS: str = os.path.join(BASE_DIR, "..", "users.json")
    ALGORITHM: str
    AMVERA_CHROMA_PATH: str = os.path.join(BASE_DIR, "chroma_db")
    AMVERA_COLLECTION_NAME: str = "amvera_docs"
    LM_MODEL_NAME: str = "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
    DEEPSEEK_MODEL_NAME: str = "deepseek-chat"
    OPENAI_MODEL_NAME: str = "gpt-3.5-turbo"
    OPENAI_API_KEY: SecretStr

    model_config = SettingsConfigDict(env_file=f"{BASE_DIR}/../.env")

settings = Config()

Важное примечание: Обратите внимание на строку from pydantic import SecretStr. Для корректной интеграции через Langchain нейросетей Deepseek и ChatGPT необходимо описывать переменные окружения как DEEPSEEK_API_KEY: SecretStr. В остальном — это просто удобное представление переменных окружения в одном классе при помощи библиотеки pydantic-settings.

Теперь нам достаточно будет импортировать settings и везде по проекту вызывать необходимые переменные через точку: settings.OPENAI_API_KEY

Создание структуры директорий

В рамках подготовки давайте в папке app создадим дополнительные директории:

  • api: опишем тут всю API-логику приложения

  • chroma_client: опишем класс для работы с Chroma и класс интеграции с нейросетями

  • chroma_db: тут необходимо поместить сгенерированную ранее базу данных Chroma (предполагаю, что база у вас уже есть, если это не так — можете брать мою. Базу можно найти в полном исходном коде проекта)

  • pages: тут опишем FastAPI эндпоинты для рендеринга HTML-страниц

  • static: папка со статическими файлами (стили и скрипты JS)

  • templates: папка с HTML-шаблонами

И сразу создадим в папке app пустой файл main.py. В нем мы будем собирать наше приложение.

На этом подготовка завершена, и мы можем приступать к написанию кода.

Класс для управления соединением с базой Chroma

Обоснование подхода

Напоминаю, что наша задача состоит в том, чтобы при запуске FastAPI приложения мы только один раз открывали соединение с базой данных Chroma, и после все запросы для всех пользователей должны использовать эту открытую сессию.

Это необходимо для:

  • Максимально быстрого получения контекста из Chroma для наших нейросетей

  • Корректной работы системы при одновременных запросах

  • Обеспечения гибкости даже при больших нагрузках

Реализация класса ChromaVectorStore

Создадим файл app/chroma_client/chroma_store.py и начнем с необходимых импортов:

import torch
from langchain_chroma import Chroma
from langchain_huggingface import HuggingFaceEmbeddings
from loguru import logger
from app.config import settings

Теперь реализуем сам класс для управления соединением с базой:

class ChromaVectorStore:
    def __init__(self):
        """
        Инициализирует пустой экземпляр хранилища векторов.
        Соединение с базой данных будет установлено позже с помощью метода init().
        """
        self._store: Chroma | None = None

    async def init(self):
        """
        Асинхронный метод для инициализации соединения с базой данных Chroma.
        Создает embeddings на основе модели из настроек, используя CUDA если доступно.
        """
        logger.info("🧠 Инициализация ChromaVectorStore...")
        try:
            # Определяем устройство для вычислений: GPU если доступен, иначе CPU
            device = "cuda" if torch.cuda.is_available() else "cpu"
            logger.info(f"🚀 Используем устройство для эмбеддингов: {device}")

            # Создаем модель эмбеддингов с указанными параметрами
            embeddings = HuggingFaceEmbeddings(
                model_name=settings.LM_MODEL_NAME,
                model_kwargs={"device": device},
                encode_kwargs={"normalize_embeddings": True},
            )

            # Инициализируем соединение с базой данных Chroma
            self._store = Chroma(
                persist_directory=settings.AMVERA_CHROMA_PATH,
                embedding_function=embeddings,
                collection_name=settings.AMVERA_COLLECTION_NAME,
            )

            logger.success(
                f"✅ ChromaVectorStore успешно подключен к коллекции "
                f"'{settings.AMVERA_COLLECTION_NAME}' в '{settings.AMVERA_CHROMA_PATH}'"
            )
        except Exception as e:
            logger.exception(f"❌ Ошибка при инициализации ChromaVectorStore: {e}")
            raise

    async def asimilarity_search(self, query: str, with_score: bool, k: int = 3):
        """
        Асинхронный метод для поиска похожих документов в базе данных Chroma.

        Args:
            query (str): Текстовый запрос для поиска
            with_score (bool): Включать ли оценку релевантности в результаты
            k (int): Количество возвращаемых результатов

        Returns:
            list: Список найденных документов, возможно с оценками если with_score=True

        Raises:
            RuntimeError: Если хранилище не инициализировано
        """
        if not self._store:
            raise RuntimeError("ChromaVectorStore is not initialized.")

        logger.info(f"🔍 Поиск похожих документов по запросу: «{query}», top_k={k}")
        try:
            if with_score:
                results = await self._store.asimilarity_search_with_score(
                    query=query, k=k
                )
            else:
                results = await self._store.asimilarity_search(query=query, k=k)

            logger.debug(f"📄 Найдено {len(results)} результатов.")
            return results
        except Exception as e:
            logger.exception(f"❌ Ошибка при поиске: {e}")
            raise

    async def close(self):
        """
        Асинхронный метод для закрытия соединения с базой данных Chroma.
        В текущей реализации Chroma не требует явного закрытия,
        но метод добавлен для полноты API и возможных будущих изменений.
        """
        logger.info("🔌 Отключение ChromaVectorStore...")
        # Пока Chroma не требует явного закрытия, но в будущем может понадобиться
        # self._store.close() или подобный метод
        pass

Особенности реализации

В нашей реализации ChromaVectorStore есть несколько ключевых моментов:

  1. Отложенная инициализация — соединение с базой данных устанавливается только при явном вызове метода init(), что позволяет контролировать момент подключения в жизненном цикле приложения.

  2. Асинхронность — все методы являются асинхронными (async), что позволяет эффективно работать с базой данных в контексте асинхронного веб-приложения FastAPI.

  3. Использование GPU — если доступно CUDA-совместимое устройство, модель эмбеддингов будет использовать его для ускорения вычислений.

  4. Логирование — все важные события и ошибки записываются в лог с помощью библиотеки loguru, что упрощает отладку и мониторинг.

  5. Обработка ошибок — все операции обернуты в блоки try-except для корректной обработки ошибок.

Данная реализация обеспечивает эффективное использование соединения с базой данных Chroma в рамках всего жизненного цикла приложения FastAPI.

К этому файлу мы ещё вернемся сегодня, но пока переключимся на реализацию класса для интеграции нейросетей Deepseek и ChatGPT в наш сервис.

Класс для интеграции нейросетей

Описание задачи

Прежде чем приступить к реализации класса, напомню о функциональных требованиях к нашему механизму взаимодействия с нейросетями:

  1. Принимать текстовый запрос от пользователя

  2. На основании запроса возвращать релевантные документы из базы данных Chroma

  3. Формировать контекст из полученных данных Chroma, пользовательского запроса и системного промпта

  4. Передавать этот контекст выбранной нейросети (ChatGPT или Deepseek)

  5. Выдавать ответ не целым куском, а в формате потокового вывода (стрима)

Весь этот процесс должен работать асинхронно для обеспечения эффективной работы веб-приложения.

Реализация класса ChatWithAI

Создадим файл app/chroma_client/ai_store.py и начнем с необходимых импортов:

from typing import AsyncGenerator, Literal
from langchain_core.messages import HumanMessage, SystemMessage
from langchain_deepseek import ChatDeepSeek
from langchain_openai import ChatOpenAI
from loguru import logger
from app.config import settings

Теперь реализуем класс для интеграции с нейросетями:

class ChatWithAI:
    """
    Класс для взаимодействия с различными языковыми моделями (LLM).
    Поддерживает работу с ChatGPT и Deepseek, с возможностью потокового вывода ответов.
    """

    def __init__(self, provider: Literal["deepseek", "chatgpt"] = "deepseek"):
        """
        Инициализирует экземпляр класса с выбранным провайдером LLM.

        Args:
            provider (str): Провайдер языковой модели ('deepseek' или 'chatgpt')

        Raises:
            ValueError: Если указан неподдерживаемый провайдер
        """
        self.provider = provider

        if provider == "deepseek":
            logger.info(f"🤖 Инициализация Deepseek модели: {settings.DEEPSEEK_MODEL_NAME}")
            self.llm = ChatDeepSeek(
                api_key=settings.DEEPSEEK_API_KEY,
                model=settings.DEEPSEEK_MODEL_NAME,
                temperature=0.7,  # Настройка творческой свободы модели
            )
        elif provider == "chatgpt":
            logger.info(f"🤖 Инициализация ChatGPT модели: {settings.OPENAI_MODEL_NAME}")
            self.llm = ChatOpenAI(
                api_key=settings.OPENAI_API_KEY,
                model=settings.OPENAI_MODEL_NAME,
                temperature=0.7,  # Настройка творческой свободы модели
            )
        else:
            logger.error(f"❌ Неподдерживаемый провайдер: {provider}")
            raise ValueError(f"Неподдерживаемый провайдер: {provider}")

        logger.success(f"✅ Модель {provider} успешно инициализирована")

    async def astream_response(
        self, formatted_context: str, query: str
    ) -> AsyncGenerator[str, None]:
        """
        Асинхронно генерирует потоковый ответ от выбранной языковой модели.

        Args:
            formatted_context (str): Контекст из базы знаний, форматированный для запроса
            query (str): Пользовательский запрос

        Yields:
            str: Фрагменты ответа в потоковом режиме

        Notes:
            Использует системный промпт для задания контекста и роли модели
        """
        try:
            # Формируем системный промпт, определяющий роль и контекст работы модели
            system_message = SystemMessage(
                content="""Ты — внутренний менеджер компании Amvera Cloud.
                Отвечаешь по делу без лишних вступлений.
                Свой ответ, в первую очередь, ориентируй на переданный контекст.
                Если информации недостаточно - пробуй получить ответы из своей базы знаний."""
            )

            # Формируем пользовательский запрос с включенным контекстом
            human_message = HumanMessage(
                content=f"Вопрос: {query}\nКонтекст: {formatted_context}. Ответ форматируй в markdown!"
            )

            logger.info(f"🔄 Начинаем стриминг ответа для запроса: «{query}»")

            # Асинхронно получаем фрагменты ответа
            async for chunk in self.llm.astream([system_message, human_message]):
                if chunk.content:  # Пропускаем пустые фрагменты
                    logger.debug(f"📝 Получен фрагмент: {chunk.content[:50]}...")
                    yield chunk.content

            logger.info("✅ Стриминг ответа успешно завершен")

        except Exception as e:
            logger.error(f"❌ Ошибка при стриминге ответа: {e}")
            yield f"Произошла ошибка при обработке запроса: {str(e)}"

Особенности реализации

Класс ChatWithAI содержит несколько ключевых особенностей, которые стоит отметить:

  1. Поддержка нескольких провайдеров — класс позволяет выбирать между ChatGPT от OpenAI и Deepseek, что дает гибкость в использовании различных языковых моделей в зависимости от потребностей и доступности.

  2. Асинхронный потоковый вывод — метод astream_response реализован как асинхронный генератор, что позволяет постепенно передавать части ответа клиенту по мере их генерации моделью, без необходимости ожидать полный ответ.

  3. Форматирование запроса — для каждого запроса формируется специальный системный промпт, определяющий роль и контекст работы модели, что помогает получать более релевантные и структурированные ответы.

  4. Расширенное логирование — все ключевые этапы работы класса сопровождаются детальным логированием, что упрощает отладку и мониторинг работы системы.

  5. Обработка ошибок — все потенциально опасные операции обернуты в блоки try-except, что обеспечивает устойчивость работы приложения даже при возникновении ошибок взаимодействия с API нейросетей.

Реализуем систему авторизации

Так как в нашем сервисе будут задействованы платные токены — очевидно, что мы захотим защищать свой сервис от использования его сторонними людьми и в немеренных количествах.

Логика авторизации

Логика авторизации будет следующей:

  1. Для пользования сервисом необходимо будет ввести логин и пароль в форму входа

  2. После корректного ввода данных мы будем выдавать пользователю специальный JWT-токен, который мы будем помещать в куки сессию. У этого токена будет свой срок жизни (1 час). То есть после того как этот час пройдет — мы сделаем так, чтоб токен был недействительным. Недействительный токен равняется выходу из системы и полному закрытию функционала.

  3. Если логин или пароль не корректны либо токен истек — доступа к системе у пользователя не будет.

Создание базы данных пользователей

Для экономии времени я решил использовать простой JSON в качестве базы данных пользователей - файл, в который поместил информацию о пользователях. Конечно, в боевом проекте — это должна быть реляционная база данных, в которой будет храниться полная информация о пользователе и его хэшированный пароль. Подробно об этом я рассказывал в своей статье: «Создание собственного API на Python (FastAPI): Авторизация, Аутентификация и роли пользователей» (https://habr.com/ru/articles/829742/)

В корне проекта (на одном уровне с папкой app) создаём файл users.json и заполняем его следующим образом:

[
  {
    "user_id": 1,
    "login": "user1",
    "password": "pass1"
  },
  {
    "user_id": 2,
    "login": "user2",
    "password": "pass2"
  }
]

Если решите следовать этому примеру — позаботьтесь о надежности пароля. И ещё раз подчеркиваю — такой подход только для экономии времени!

Реализация утилит для авторизации

Теперь в папке app/api создаем файл utils.py, там опишем несколько утилит, которые позволят нам организовать логику авторизации в проекте.

Импорты:

import json
from datetime import datetime, timedelta
from typing import Optional

import aiofiles
import jwt
from fastapi import Cookie, HTTPException

from app.config import settings

Тут я использовал библиотеку aiofiles для асинхронного взаимодействия с JSON-файлом.

Метод для получения всех пользователей:

async def get_all_users():
    async with aiofiles.open(settings.USERS) as f:
        content = await f.read()
        users = json.loads(content)
        return users

Метод для проверки корректности логина и пароля:

async def authenticate_user(login: str, password: str):
    users = await get_all_users()
    for user in users:
        if user["login"] == login and user["password"] == password:
            return user
    return None

Метод для создания JWT токена:

async def create_jwt_token(user_id: int):
    expire = datetime.now() + timedelta(hours=1)
    payload = {
        "sub": str(user_id),
        "exp": expire.timestamp(),
    }
    token = jwt.encode(payload, settings.SECRET_KEY, algorithm=settings.ALGORITHM)
    return token

На вход принимаем айди пользователя и генерируем срок жизни токена в 1 час.

Метод для верификации JWT-токена:

async def verify_jwt_token(token: str):
    try:
        payload = jwt.decode(
            token, settings.SECRET_KEY, algorithms=[settings.ALGORITHM]
        )
        return payload["sub"]
    except jwt.ExpiredSignatureError:
        raise HTTPException(status_code=401, detail="Token expired")
    except jwt.InvalidTokenError:
        raise HTTPException(status_code=401, detail="Invalid token")

Тут мы на вход будем принимать токен и будем проверять валидность токена и его срок жизни. Только если токен валидный и его срок жизни не подошел к концу — мы будем возвращать айди пользователя, иначе выбрасываем ошибку.

Метод для проверки авторизации пользователя:

async def get_current_user(
    access_token: Optional[str] = Cookie(default=None),
):
    if not access_token:
        raise HTTPException(status_code=401, detail="Missing token")
    user_id = await verify_jwt_token(access_token)
    return user_id

Тут мы пытаемся извлечь из куки значение ключа access_token. Если его нет — сразу выбрасываем ошибку, что токен не найден.

Затем выполняем проверку валидности и срока жизни токена, и только если все ок — возвращаем айди пользователя, что будет равняться тому, что пользователь авторизован.

Опциональная проверка авторизации:

async def get_optional_current_user(
    access_token: Optional[str] = Cookie(default=None),
) -> Optional[int]:
    if not access_token:
        return None
    try:
        user_id = await verify_jwt_token(access_token)
        return user_id
    except Exception:
        return None

Данный метод от get_current_user отличается только тем, что в случае если пользователь не авторизован — мы будем возвращать None, а не ошибку. Этот метод нам пригодится, когда мы приступим к написанию веб-интерфейса.

Определение Pydantic-моделей

Теперь в папке api создаем файл schemas.py.

Там мы опишем pydantic-модели для валидации при авторизации пользователя:

from pydantic import BaseModel

class SUserAuth(BaseModel):
    login: str
    password: str

К этому файлу мы ещё вернемся.

Реализация API-роутов

Теперь в папке api создаем файл router.py и в нем опишем логику авторизации и проверки.

Импорты:

from fastapi import APIRouter, Depends, HTTPException, Response
from app.api.schemas import SUserAuth
from app.api.utils import authenticate_user, create_jwt_token, get_current_user

Инициализация роутера:

router = APIRouter()

Метод для входа:

@router.post("/login")
async def login(
    response: Response,
    user_data: SUserAuth,
):
    user = await authenticate_user(user_data.login, user_data.password)
    if not user:
        raise HTTPException(status_code=401, detail="Invalid credentials")

    token = await create_jwt_token(user["user_id"])
    response.set_cookie(
        key="access_token",
        value=token,
        httponly=True,
        secure=False,  # Включите True в проде (HTTPS)
        samesite="lax",
        max_age=3600,
        path="/",
    )
    return {"message": "Logged in"}

На вход принимаем логин с паролем. Если все проверки пройдены, то создаем JWT-токен, который помещается в куки-сессию.

Метод для выхода:

@router.post("/logout")
async def logout(response: Response):
    response.delete_cookie("access_token")
    return {"message": "Logged out"}

Тут мы просто из кук удаляем ключ со значением access_token.

Метод для проверки авторизации:

@router.get("/protected")
async def protected_route(user_id: int = Depends(get_current_user)):
    return {"message": f"Привет, пользователь {user_id}!"}

Тут я использовал механизм зависимостей FastAPI. Подробнее о нем рассказывал в своих предыдущих статьях, посвященных FastAPI. Если коротко, то зависимость — это функция, которая выполняется до основной функции.

В нашем случае мы пытаемся получить айди пользователя. Если это удастся — значит пользователь авторизован. Иначе — мы выбросим ошибку. Для лучшего понимания продемонстрирую это через документацию:

Без авторизации (ошибка)
Без авторизации (ошибка)
С авторизацией (приветствие)
С авторизацией (приветствие)

На этом с блоком авторизации все, и мы можем приступать к реализации остальной API логики.

Пишем API-эндпоинты

Сейчас нам предстоит реализовать два API-эндпоинта.

  • Первый — для прямого взаимодействия с базой данных ChromaDB. Он нужен исключительно для тестирования: чтобы понять, как она работает и с какой скоростью.

  • Второй — уже полноценный, с подключением нейросети: он будет возвращать результат на основе данных из Chroma и ответа от AI.

Интеграция ChromaDB с FastAPI

Для корректной интеграции ChromaDB в наш FastAPI-сервис необходимо создать глобальный инстанс на основе класса ChromaVectorStore, а также функцию-зависимость, которую мы будем использовать в эндпоинтах.

Сделаем это в файле:app/chroma_client/chroma_store.py

# Глобальный инстанс
chroma_vectorstore = ChromaVectorStore()

# Зависимость
def get_vectorstore() -> ChromaVectorStore:
    return chroma_vectorstore

Pydantic-схемы

Теперь опишем модели для запросов и ответов в app/api/schemas.py:

from pydantic import BaseModel
from typing import Literal


class AskResponse(BaseModel):
    response: str

    
class AskWithAIResponse(BaseModel):
    response: str
    provider: Literal["deepseek", "chatgpt"] = "deepseek"

Обновляем импорты

Переходим в app/api/router.py и актуализируем импорты:

from fastapi import APIRouter, Depends, HTTPException, Response
from fastapi.responses import StreamingResponse

from app.api.schemas import AskResponse, AskWithAIResponse, SUserAuth
from app.api.utils import authenticate_user, create_jwt_token, get_current_user
from app.chroma_client.ai_store import ChatWithAI
from app.chroma_client.chroma_store import ChromaVectorStore, get_vectorstore

Здесь нам понадобится StreamingResponse из FastAPI — мы будем использовать его во втором эндпоинте.

Эндпоинт №1: запрос к Chroma напрямую

Создаем эндпоинт для получения результатов из ChromaDB без подключения нейросети:

@router.post("/ask")
async def ask(
    query: AskResponse,
    vectorstore: ChromaVectorStore = Depends(get_vectorstore),
    user_id: int = Depends(get_current_user),
):
    results = await vectorstore.asimilarity_search(
        query=query.response, with_score=True, k=5
    )
    formatted_results = []
    for doc, score in results:
        formatted_results.append({
            "text": doc.page_content,
            "metadata": doc.metadata,
            "similarity_score": score,
        })
    return {"results": formatted_results}

На вход принимаем запрос пользователя. Используем две зависимости:

  • get_vectorstore — для подключения к Chroma

  • get_current_user — для проверки авторизации пользователя

Проверим работу:

40d72e7b8334608c6165161e40d1eb8c.png

Как видите — всё прекрасно работает 🎉

Эндпоинт №2: Chroma + нейросеть

Теперь создаем второй эндпоинт: Chroma + нейросеть.

@router.post("/ask_with_ai")
async def ask_with_ai(
    query: AskWithAIResponse,
    vectorstore: ChromaVectorStore = Depends(get_vectorstore),
    user_id: int = Depends(get_current_user),
):
    results = await vectorstore.asimilarity_search(
        query=query.response, with_score=True, k=5
    )

    if results:
        ai_context = "\n".join([doc.page_content for doc, _ in results])
        ai_store = ChatWithAI(provider=query.provider)

        async def stream_response():
            async for chunk in ai_store.astream_response(ai_context, query.response):
                yield chunk

        return StreamingResponse(
            stream_response(),
            media_type="text/plain",
            headers={
                "Content-Type": "text/plain",
                "Transfer-Encoding": "chunked",
                "Cache-Control": "no-cache",
                "Connection": "keep-alive",
            },
        )
    else:
        return {"response": "Ничего не найдено"}

Что здесь происходит:

  1. Получаем документы из базы Chroma

  2. Формируем AI-контекст — объединяем содержимое документов в одну строку, разделённую переносами

  3. Инициализируем ChatWithAI с выбранным провайдером (deepseek или chatgpt)

  4. Создаем генератор stream_response, который будет по кусочкам отдавать результат от нейросети

  5. Возвращаем StreamingResponse с соответствующими заголовками

Важное замечание:

return StreamingResponse(
    stream_response(),
    media_type="text/plain",
    headers={
        "Content-Type": "text/plain",
        "Transfer-Encoding": "chunked",
        "Cache-Control": "no-cache",
        "Connection": "keep-alive",
    },
)

Swagger не умеет обрабатывать стриминг, так что протестировать этот эндпоинт получится только через фронт — когда реализуем обработку стрима.

На этом с API-логикой всё. Дальше — разработка веб-интерфейса чата. Поехали! 🚀

Реализация веб-интерфейса

На этом этапе мы реализуем два HTML-шаблона — страницу входа и чат. Добавим к ним стили, JS-логику и создадим два FastAPI-эндпоинта, которые будут рендерить эти страницы.

1. Страница входа

Создаем HTML-шаблон login.html по пути:
app/templates/login.html

<!DOCTYPE html>
<html lang="en">
  <head>
    <meta charset="UTF-8" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>Вход</title>
    <link
      href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css"
      rel="stylesheet"
    />
    <link rel="stylesheet" href="/static/form_style.css" />
  </head>
  <body>
    <div>
      <h2>Вход в систему</h2>
      <form id="loginForm">
        <div>
          <input
            type="text"
           
            id="login"
            name="login"
            placeholder="Логин"
            required
          />
          <label for="login">Логин</label>
        </div>
        <div>
          <input
            type="password"
           
            id="password"
            name="password"
            placeholder="Пароль"
            required
          />
          <label for="password">Пароль</label>
        </div>
        <button type="submit">Войти</button>
      </form>
    </div>

    <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js"></script>
    <script src="/static/form_script.js"></script>
  </body>
</html>

📌 Это простая форма входа с использованием Bootstrap. Я также добавил кастомные стили (form_style.css), но на них подробно останавливаться не будем — при желании их можно посмотреть в исходниках проекта (см. мой Telegram-канал «Легкий путь в Python»).

JavaScript-логика для входа

JS-код для формы мы размещаем в:
app/static/form_script.js

document.getElementById('loginForm').addEventListener('submit', async (e) => {
  e.preventDefault()

  const login = document.getElementById('login').value
  const password = document.getElementById('password').value

  try {
    const response = await fetch('/api/login', {
      method: 'POST',
      headers: {
        'Content-Type': 'application/json',
      },
      body: JSON.stringify({ login, password }),
      credentials: 'include',
    })

    const data = await response.json()

    if (data.message === 'Logged in') {
      window.location.href = '/'
    } else {
      alert('Ошибка входа')
    }
  } catch (error) {
    console.error('Error:', error)
    alert('Произошла ошибка при входе')
  }
})

Здесь реализован стандартный подход:

  1. Перехватываем отправку формы.

  2. Забираем логин и пароль.

  3. Отправляем POST-запрос на /api/login.

  4. Если получили Logged in, то редиректим пользователя на главную.

  5. В случае ошибки — показываем alert.

2. Страница чата

Теперь создаем HTML-шаблон для чата:
app/templates/index.html

<!DOCTYPE html>
<html lang="ru">
  <head>
    <meta charset="UTF-8" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>Amvera Cloud Chat</title>
    <link
      href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css"
      rel="stylesheet"
    />
    <link
      href="https://cdn.jsdelivr.net/npm/[email protected]/styles/github.min.css"
      rel="stylesheet"
    />
    <link
      href="https://cdn.jsdelivr.net/npm/[email protected]/font/bootstrap-icons.css"
      rel="stylesheet"
    />
    <link rel="stylesheet" href="/static/styles.css" />
  </head>
  <body>
    <div>
      <div>
        <h1>Amvera Cloud Chat</h1>
        <div>
          <select id="provider">
            <option value="deepseek">DeepSeek</option>
            <option value="chatgpt">ChatGPT</option>
          </select>
          <button id="logoutButton">
            <i></i>
            Выйти
          </button>
        </div>
      </div>
      <div id="chatOutput"></div>
      <div>
        <input
          type="text"
         
          id="queryInput"
          placeholder="Введите ваш запрос..."
          aria-label="Query"
        />
        <button type="button" id="sendButton">
          <i></i>
          Отправить
        </button>
      </div>
    </div>

    <script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.bundle.min.js"></script>
    <script src="https://cdn.jsdelivr.net/npm/marked/marked.min.js"></script>
    <script src="https://cdn.jsdelivr.net/npm/[email protected]/lib/highlight.min.js"></script>
    <script src="/static/script.js"></script>
  </body>
</html>

Здесь мы дополнительно подключили:

  • bootstrap-icons — для иконок

  • highlight.js — для подсветки синтаксиса

  • marked.js — для обработки markdown-ответов от нейросети

Следующим шагом мы реализуем основную JS-логику чата — в файле static/script.js. Именно там будет обрабатываться ввод запроса, отправка на API, получение и отображение стриминга ответа.

Логика клиентской части: JavaScript для страницы чата

Теперь разберем ключевую часть клиентской логики — JavaScript-код, который обрабатывает взаимодействие пользователя с веб-интерфейсом чата.

Файл со скриптом: app/static/script.js

Настройка markdown и подсветки кода

Для корректного отображения ответов, особенно если это код, мы используем библиотеку marked и подключаем highlight.js для подсветки.

marked.setOptions({
  highlight: function (code, lang) {
    if (lang && hljs.getLanguage(lang)) {
      return hljs.highlight(code, { language: lang }).value
    }
    return hljs.highlightAuto(code).value
  },
  breaks: false,
  gfm: true,
  headerIds: true,
  mangle: false,
})

💡 Поддержка GFM (GitHub Flavored Markdown) включена, чтобы красиво отображались списки, заголовки и т.д. Подсветка работает как по указанному языку, так и в автоматическом режиме.

Вспомогательные функции: индикатор загрузки и отображение сообщений

Создание анимации загрузки:

function createLoadingIndicator() {
  const loadingDiv = document.createElement('div')
  loadingDiv.className = 'loading'
  loadingDiv.innerHTML = `
    <div></div>
    <div></div>
    <div></div>
  `
  return loadingDiv
}

Добавление сообщения в чат:

function addMessage(content, isUser = false) {
  const chatOutput = document.getElementById('chatOutput')
  const messageDiv = document.createElement('div')
  messageDiv.className = `message ${isUser ? 'user' : 'assistant'}`

Сюда же добавляется кнопка копирования с иконкой. При клике — содержимое копируется в буфер обмена:

const copyButton = document.createElement('button')
copyButton.className = 'copy-button'
copyButton.innerHTML = '<i></i>'

Также добавляется блок с сообщением:

const contentDiv = document.createElement('div')
contentDiv.className = 'message-content'
contentDiv.innerHTML = marked.parse(content)

И в конце все элементы добавляются в DOM:

messageDiv.appendChild(contentDiv)
messageDiv.appendChild(copyButton)
chatOutput.appendChild(messageDiv)
chatOutput.scrollTop = chatOutput.scrollHeight

Обновление уже существующего сообщения

Если мы получаем ответ стримингом, то сообщение должно обновляться по мере поступления данных:

function updateMessage(messageDiv, content) {
  const contentDiv = messageDiv.querySelector('.message-content') || document.createElement('div')
  contentDiv.className = 'message-content'
  contentDiv.innerHTML = marked.parse(content)
  ...
}

Отправка запроса

Теперь обработаем событие нажатия Enter или кнопку "Отправить":

document
  .getElementById('queryInput')
  .addEventListener('keypress', function (e) {
    if (e.key === 'Enter' && !e.shiftKey) {
      e.preventDefault()
      document.getElementById('sendButton').click()
    }
  })

Основная логика запроса к API

Вот что происходит при отправке запроса:

  1. Проверка, ввел ли пользователь текст.

  2. Добавляется пользовательское сообщение в чат.

  3. Показывается индикатор загрузки.

  4. Отправляется запрос на эндпоинт /api/ask_with_ai.

  5. Ответ читается потоком (stream).

  6. Полученные символы по одному добавляются в чат с задержкой в 50 мс.

const reader = response.body.getReader()
const decoder = new TextDecoder('utf-8')
let buffer = ''
let currentText = ''

Затем происходит поочередное "считывание" символов и постепенное обновление текста ответа:

while (buffer.length > 0) {
  const char = buffer[0]
  buffer = buffer.slice(1)
  currentText += char
  await new Promise((resolve) => setTimeout(resolve, 50))
  updateMessage(assistantMessage, currentText)
}

Обработка ошибок и выход из аккаунта

Если сервер вернул 401 — редиректим на страницу логина:

if (response.status === 401) {
  window.location.href = '/login'
}

А при нажатии кнопки "Выйти":

document.getElementById('logoutButton').addEventListener('click', async () => {
  await fetch('/api/logout', { method: 'POST', credentials: 'include' })
  window.location.href = '/login'
})

На этом этапе у нас уже есть полноценный фронтенд:

  • Красивый интерфейс с Bootstrap и markdown

  • Поддержка стриминга ответов

  • Кнопка копирования

  • Обработка ошибок

  • Логика выхода

В следующем разделе мы создадим FastAPI-эндпоинты, которые будут рендерить эти HTML-шаблоны.

Эндпоинты для рендеринга HTML-страниц

На этом этапе мы подключаем HTML-шаблоны к FastAPI-приложению — опишем маршруты, которые будут отвечать за отображение страницы входа и страницы чата.

Создаем router.py

В папке app/pages создаем новый файл:

app/pages/router.py

Импорты

Выполним все необходимые импорты:

from fastapi import APIRouter, Depends, Request
from fastapi.responses import HTMLResponse, RedirectResponse
from fastapi.templating import Jinja2Templates

from app.api.utils import get_optional_current_user

💡 Здесь мы используем Jinja2Templates, чтобы рендерить HTML-шаблоны. А через get_optional_current_user проверяем, авторизован ли пользователь и выбрасываем None если это не так.

Инициализация роутера и шаблонизатора

router = APIRouter()
templates = Jinja2Templates(directory="app/templates")

Теперь templates.TemplateResponse(...) будет искать шаблоны в папке app/templates.

Эндпоинт: Страница входа

Добавим маршрут, обрабатывающий /login:

@router.get("/login", response_class=HTMLResponse)
async def login_page(
    request: Request,
    user_id: int = Depends(get_optional_current_user),
):
    if user_id:
        return RedirectResponse(url="/")
    else:
        return templates.TemplateResponse("login.html", {"request": request})

Логика:

  • Если user_id найден (то есть пользователь уже авторизован) — выполняем редирект на главную.

  • Иначе — возвращаем HTML-шаблон страницы входа (login.html).

Эндпоинт: Главная (чат)

Теперь опишем обработку главной страницы (/), где будет отображаться наш чат:

@router.get("/", response_class=HTMLResponse)
async def chat_page(
    request: Request,
    user_id: int = Depends(get_optional_current_user),
):
    if user_id:
        return templates.TemplateResponse("index.html", {"request": request})
    else:
        return RedirectResponse(url="/login")

Здесь всё наоборот:

  • Если пользователь авторизован — рендерим index.html со страницей чата.

  • Если нет — редиректим обратно на /login.

Теперь остается описать main-файл прилжения и можно делать запуск проекта!

Финальный штрих — main.py

На этом этапе мы соберём всё, что сделали ранее, в единый рабочий проект. Главный файл main.py будет отвечать за запуск FastAPI-приложения, подключение всех маршрутов, инициализацию базы и статики.

Работаем в файле:

app/main.py

Импорты

Подключим всё необходимое:

from contextlib import asynccontextmanager

from fastapi import FastAPI
from fastapi.staticfiles import StaticFiles

from app.api.router import router as api_router
from app.chroma_client.chroma_store import chroma_vectorstore
from app.pages.router import router as page_router

Здесь всё просто: мы импортируем роутеры, клиент для ChromaDB и необходимую утилиту для статики. Обратите внимание — я дал алиасы (as api_router, as page_router), чтобы избежать путаницы.

Жизненный цикл приложения

Теперь определим lifespan — это специальная функция, которая выполняется при старте и завершении приложения:

@asynccontextmanager
async def lifespan(app: FastAPI):
    await chroma_vectorstore.init()
    app.include_router(api_router, prefix="/api", tags=["API"])
    app.include_router(page_router, tags=["ФРОНТ"])
    app.mount("/static", StaticFiles(directory="app/static"), name="static")
    yield
    await chroma_vectorstore.close()

📌 Что здесь происходит:

  1. Инициализируем ChromaDB — вызываем init() для подключения к базе.

  2. Подключаем API-роуты — с префиксом /api (чтобы все API-запросы были по /api/...).

  3. Подключаем маршруты для рендеринга HTML — без префикса.

  4. Подключаем статику — все файлы из app/static будут доступны как /static/....

  5. Закрываем ChromaDB при завершении работы.

Инициализация FastAPI-приложения

Теперь создаем само приложение и указываем ему функцию жизненного цикла:

app = FastAPI(lifespan=lifespan)

Запуск проекта

Открываем терминал и запускаем сервер командой:

uvicorn app.main:app --port 8000 --host 0.0.0.0

🔥 После запуска переходите в браузере на http://localhost:8000 — и проверяйте работу проекта!

Остается только запустить наш проект удаленно и можно будет считать, что проект полностью завершен.

Деплой проекта на Amvera Cloud

Теперь, когда наш проект полностью готов к работе, самое время выкатить его в продакшн — чтобы любой, у кого есть ссылка и доступ (логин с паролем), мог им пользоваться. Для этого мы воспользуемся Amvera Cloud — удобной платформой для быстрого хостинга Python и прочих приложений. Тем более, что у нас уже есть всё необходимое.

Шаги по запуску проекта:

  • Регистрируемся на Amvera Cloud — если аккаунта ещё нет. Новичкам начисляется бонус на баланс, что особенно приятно.

  • Заходим во вкладку «Приложения»:https://cloud.amvera.ru/projects/applications

  • Жмём «Создать приложение».

  • Указываем имя проекта — только латиница, без пробелов и спецсимволов.

  • Выбираем тариф — не ниже "Начальный плюс", так как у нас используется векторная база (ChromaDB), и нужен минимум 1 ГБ ОЗУ.

3cbc3be0db7b6d67dae6eb3da0116f5d.png

  • На этапе выбора способа загрузки файлов:

    • Можно перетащить файлы проекта вручную в окно (без venv, он не нужен).

    • Или подключить репозиторий через Git — в интерфейсе будут подробные инструкции.

75d04d28eb91eaf7cdec20dd46c7a612.png

  • Блок с переменными можно пропустить — ведь мы заранее подготовили файл .env.

  • На финальном окне заполним инструкции как на скрине ниже:

8a96f818e4b164947b709cd6eda31c35.png

Подключаем домен

После загрузки файлов и создания проекта:

  • Заходим в сам проект → вкладка «Домены»

  • Выбираем:

    • Бесплатный домен от Amvera (быстро и удобно)

    • или подключаем свой собственный домен

Пример домена от Amvera: https://amveraai-yakvenalex.amvera.io

1ac289504729e9533b8a78c71c5e7c75.png

Терпение — залог успеха

Из-за объёма зависимостей (и ChromaDB в том числе) первый запуск может занять 15–20 минут. Не переживай — это нормально.

После загрузки:

  • При переходе по привязанному домену вы увидите форму входа в чат

  • А в интерфейсе Amvera будет статус «Проект запущен»

Если не применился домен - кликните на кнопку "пересобрать проект"
Если не применился домен - кликните на кнопку "пересобрать проект"

Проверим:

f8e1ce16e2d95f294f5995bce3f3756b.gif

Всё готово!

Поздравляю — мы написали и задеплоили полноценное AI-приложение! Оно теперь живёт в интернете и готово к работе с пользователями.

Заключение

Позади — насыщенное и увлекательное путешествие: от первой идеи до полноценного AI-приложения с векторной памятью и удобным веб-интерфейсом. Вместе мы прошли все ключевые этапы создания современной интеллектуальной системы.

Вот что удалось реализовать:

  • Построили чистую архитектуру на базе FastAPI, чётко разделив логику API и фронтенда;

  • Настроили рендеринг HTML-страниц, внедрили авторизацию и реализовали удобный чат-интерфейс;

  • Познакомились с тем, что такое векторная база данных, и научились использовать ChromaDB для хранения и поиска информации по векторным embeddings;

  • Связали базу данных с нейросетевой моделью, чтобы реализовать умный, контекстно-зависимый чат;

  • Настроили асинхронную обработку сообщений, добавили интерфейс с подсветкой кода, возможностью копирования и аккуратным UI;

  • Объединили всё в единый main.py, оформив маршруты и инициализацию всех компонентов проекта;

  • И в финале — развернули проект на Amvera Cloud, сделав его доступным по ссылке для всех желающих.

Особенность этого проекта — прозрачность, простота архитектуры и минимум зависимостей. Всё сделано пошагово, чтобы вам было легко не только разобраться, но и развивать решение дальше.

Вы держите в руках не просто pet-проект, а реальную платформу: её можно масштабировать, адаптировать под заказчика или превратить в полноценный SaaS-сервис.

Если материал оказался полезным — поддержите статью лайком или комментарием. Полный исходный код, а также эксклюзивные материалы, которые не публикуются на Хабре, вы найдёте в моем бесплатном Telegram-канале «Лёгкий путь в Python». Нас там уже более 3300 участников — присоединяйтесь!

На этом всё. Увидимся в следующих проектах.

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

  • 09.09.25 02:34 wendytaylor015

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

  • 09.09.25 11:48 Moises Velez

    I strongly advise using this very reputable Recovery Hacker101for anyone looking to recover any type of crypto currencies assets from online frauds, Wallet hackers, or BTC transferred to the wrong address. After I lost a lot of money to those terrible con artists posing as recovery specialists, this recovery specialist was great in aiding me in getting my Bitcoin back. After I gave Recovery Hacker101 the relevant details and prerequisites, a total of 1.4170 BTC was eventually recovered. I was overjoyed that I had been able to recover this much after having lost even more to the problems I had dealt with before discovering Recovery Hacker101. So don’t hesitate to get in touch with recoveryhacker101 AT gmail com. if you find yourself in this scenario and need help recovering from an online bitcoin scam

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 20:23 Bramfloris

    Recovering Stolen USDT If your USDT or other crypto assets were stolen, contact Sylvester Bryant at Yt7cracker@gmail. com. He can help you get your money back. I lost €220,000 in a scam. Mr. Bryant was the only expert who successfully recovered my funds. Reach him on WhatsApp at +1 512 577 7957 for fast, expert help. He is very honest. He can recover your stolen assets.

  • 09.09.25 20:37 DAVEortega1010

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

  • 10.09.25 00:45 robertalfred175

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

  • 10.09.25 00:45 robertalfred175

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

  • 11.09.25 03:31 DAVEortega1010

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

  • 11.09.25 13:44 grace

    i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch

  • 11.09.25 15:03 stevensjonas

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  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.09.25 13:11 grace

    I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435

  • 12.09.25 15:06 michaeldavenport218

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

  • 12.09.25 15:06 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

  • 13.09.25 20:45 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 02:37 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 14.09.25 02:37 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert.

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 20:49 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 22:16 Berrysmith

    I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.

  • 15.09.25 10:25 aliceforemanlaw

    I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 16.09.25 12:25 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 12:26 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 13:25 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

  • 16.09.25 13:25 marcushenderson624

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

  • 17.09.25 02:56 peju1213

    It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.

  • 17.09.25 11:16 [email protected]

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  • 17.09.25 11:16 [email protected]

    Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

    I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:54 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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 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

  • 24.09.25 20:52 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

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