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Установка и настройка Flowise AI для создания RAG-агентов

Всем привет!

Это очередная статья из цикла, где мы разбираем различные способы применения ИИ-агентов с RAG — методом оптимизации работы и вывода LLM агента благодаря добавлению в контекст базы знаний. Проще говоря, мы даём модели какой-то объём знаний, по которому она способна работать. Это может быть как документ, по которому будет вестись поиск релевантных данных, так и база данных.

Использование подхода может быть полезно в различных задачах. Такая модель сможет работать с актуальными для вас данными, даже если память самой LLM ограничивается на неактуальных данных какого-нибудь 2022 года.

Сегодня будет рассматриваться очередной веб-интерфейс для взаимодействия с ИИ. И это будет FlowiseAI. Я постараюсь наглядно показать установку и работу с ним так, чтобы смог разобраться даже новичок.

FlowiseAI

57a624c4467bf9a7b5261e4828f77b20.png

Flowise — это один из самых удобных интерфейсов для простой сборки приложений с использованием LLM без написания кода. Он поддерживает различные LLM-раннеры, такие как Ollama и API, совместимые с OpenAI, со встроенным механизмом вывода для RAG.

Помимо интеграций с OpenAI и Ollama, Flowise предлагает встроенные инструменты для поиска в интернете с помощью SearXNG, Google PSE, Brave Search, Serpstack, Serper, Serply, DuckDuckGo, SearchAPI, Bing, и TavilySearch.

И ещё раз — интуитивный интерфейс, в котором сможет работать любой новичок сразу после прочтения этой статьи.

Давайте начнём с развёртывания интерфейса!

Установка Flowise AI в облаке

Запускать FlowiseAI мы будем в нашем облаке Amvera — сервисе для простого развёртывания IT-приложений. Особенность платформы не только в простоте конфигурации приложения: для запуска Flowise нам понадобится лишь один файл, который будет доступен ниже, но и в том, что мы предоставляем бесплатное внешнее доменное имя с бесплатным SSL-сертификатом от Let's Encrypt. То есть вам не понадобятся ни знания работы с терминалом, виртуальной машиной в целом, но и не нужно приобретать домен у сторонних регистраторов.

К особенностям Amvera относится также:

  • Бесплатное и полное проксирование до OpenAI, Gemini, Grok, Claude и других провайдеров, что очень сильно облегчит нам работу!

  • Поминутная тарификация со списываниями раз в час. Если вы решите остановить проект на время, деньги списываться не будут.

  • И ко всему этому добавляется ещё бесплатный пробный баланс 111 рублей для старта при регистрации.

  • Обновление проектов командой git push amvera master.

Нам понадобится потратить около 10 минут на первую регистрацию и создания проекта и около 10—15 минут на сборку проекта (на этом этапе можно будет просто отойти).

Регистрация в Amvera

Регистрация в Amvera простая и требует лишь подтверждения почты. Зарегистрироваться можно по ссылке.

После успешной регистрации нам будет доступен личный кабинет Amvera, где мы приступим к созданию проекта с помощью одноимённой кнопки.

  1. В первом открывшемся окне выбираем тип сервиса «Приложение».

  2. Жмём далее и выбираем название и тариф для проекта. Название может быть произвольным, а тариф (как минимум для первого запуска) рекомендуется один из старших, позже его можно будет снизить.

  3. Этап с загрузкой данных можно пропустить, необходимый файл для сборки — Dockerfile. Файл мы сможем загрузить позднее.

  4. Далее необходимо создать 6 переменные окружения. Совершенно важно как в значении переменных, так и в их названиях скопировать всё, что представлено ниже корректно:

  • BLOB_STORAGE_PATH = /data/.flowise/storage

  • DATABASE_PATH = /data/.flowise

  • PORT = 3000

  • HOST = 0.0.0.0

  • FLOWISE_USERNAME = придумайте имя пользователя от аккаунта в Flowise

  • FLOWISE_PASSWORD = придумайте пароль для вышесозданного аккаунта Flowise

Зададим переменные окружения
Зададим переменные окружения

5. Пятый и последний пункт — конфигурация. Здесь просто указываем docker и два порта(80,3000), через запятую без пробела, как указано на скриншоте ниже:

fda834df352362698b44a6e9fbd7fcd5.png

6. Завершаем создание проекта. Переходим на его страницу и во вкладке «Репозиторий» жмём кнопку «Загрузить данные». Здесь нам понадобится перетянуть один файл с названием Dockerfile (обязательно без расширений, таких как .txt).

Сам файл выглядит так:

FROM node:18.15.0

WORKDIR /app

RUN npm install -g flowise

EXPOSE 3000

CMD ["npx", "flowise", "start"]

После загрузки файла можно собирать проект! Для этого мы переходим на страницу проекта и во вкладку «Конфигурация» - там будет кнопка «Собрать».

Если не получается разобраться, пишите в поддержку [email protected] или в чат https://t.me/amverachat. Просим сразу указывать имя пользователя и проекта. Мы постараемся помочь.

Ожидаем около 15—20 минут. Cтолько занимает первая сборка приложения.

Пока проект собирается (это можно на любом этапе сделать), создадим бесплатное внешнее доменное имя во вкладке «Домены». Для этого переходим туда и жмём «Создать доменное имя». В открывшемся окне выбираем тип подключения "HTTPS" и тип домена «Бесплатный домен Амвера». Далее в дополнительных настройках домена в URL-путь пишем "/" без кавычек и "3000" в порте.

Настраиваем бесплатный домен
Настраиваем бесплатный домен

Применяем настройки.

Начало и примеры использования Flowise AI

Дожидаемся статуса «Приложение запущено» и открываем ссылку, которую мы ранее создавали.

Перед нами появится интерфейс Flowise, где нам понадобится ввести ранее созданные креды для доступа. Если вместо этого вас встретила ошибка 502/503 или 404 — перепроверьте все настройки из статьи, особенно настройки конфигурации и домена.

Создаем первый Chatflow

Во вкладке "Chatflows" нажимаем кнопку "Add new" и теперь открывается рабочая среда — Chatflow. Здесь мы и будем собирать тело нашего приложения.

Немного теории

В FlowiseAI каждая часть тела приложения называется Node (или Узел). Каждый из узлов представляет собой настраиваемый блок, который отвечает за свой метод. Например, это может быть Agent — ИИ-агент; Chain; Chat Model и Tools - вспомогательные инструменты. Их правильное соединение и дает нам рабочее приложение.

Примеры работающего приложения

Чат-бот в интерфейсе Flowise с ChatGPT и SerpAPI Search

Давайте начнём с самого простого чат-бота внутри интерфейса FlowiseAI, который будет работать с помощью:

  • ChatModel - ChatOpenAI.

  • Инструмента Serp API для доступа к поиску в системе Google.

Chatflow будет выглядеть примерно так:

Архитектура RAG агента
Архитектура RAG агента

Для каждого узла, где требуются креды, создаём и выбираем их. Важно правильно подсоединить каждый узел, иначе приложение не заработает.

Выше созданное приложение — чат-бот в интерфейсе Flowise, так что открываем чат в правом верхнем углу и задаём интересующий нас вопрос, который покажет работу SerpAPI.

Чат-бот в интерфейсе Flowise для работы с данными из CSV

Этот пример нужен для быстрой обработки информации, находящейся в CSV-файле.

Для этого понадобится использовать всего 2 узла: CSV-агент и ChatOpenAI, соединённые между собой.

Чат-бот в интерфейсе Flowise для работы с данными из CSV
Чат-бот в интерфейсе Flowise для работы с данными из CSV

Здесь мы видим, что на узле CSV-агента есть кнопка для загрузки CSV-файла. С помощью неё загружаем интересующий нас файл и в том же чате работаем с ним.

Подключение телеграм бота с помощью API Flowise

Flowise также предоставляет возможность открыть наше приложение через API. То есть мы можем создать простого бота в Telegram и обращаться к API созданного Chatflow для получения ответа от агента. Давайте подключим его к Chatflow с подключённым SerpAPI.

Итак, в правом верхнем углу есть кнопка с, нажав на неё, откроется окно с примерами подключения API. Там же можно настроить авторизацию, если не хотите делать API публичным.

Напишем код для нашего бота с использованием библиотеки aiogram 3.x. И с авторизацией API DefaultKey (bearer).

import asyncio
import logging
import aiohttp
from aiogram import Bot, Dispatcher
from aiogram.types import Message
from aiogram.filters import CommandStart

TOKEN = "YOUR_BOT_TOKEN"
API_URL = "YOUR_API_URL"
HEADERS = {"AUTH_TOKEN"} #Если используется

bot = Bot(token=TOKEN)
dp = Dispatcher()

async def get_api_response(text: str):
    async with aiohttp.ClientSession() as session:
        async with session.post(API_URL, headers=HEADERS, json={"input": text}) as response:
            if response.status == 200:
                data = await response.json()
                return data.get("output", "Ответ не найден.")
            else:
                return f"Ошибка {response.status}: {await response.text()}"

@dp.message(CommandStart())
async def start_handler(message: Message):
    await message.answer("Я - чат-бот для работы с Flowise API моего приложения!")

@dp.message()
async def message_handler(message: Message):
    response = await get_api_response(message.text)
    await message.answer(response)

async def main():
    logging.basicConfig(level=logging.INFO)
    await dp.start_polling(bot)

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

Здесь, как значение переменной TOKEN, передаётся токен бота, а API_URL - сам API и хеадер с авторизацией, если вы её используете.

Развернуть этого бота вы также можете у нас с помощью следующей инструкции или любого из циклов с телеграм ботами на Хабре. Мы же сейчас этот этап пропустим.

Если мы все сделали корректно, телеграм бот будет отвечать также, как чат в нашем Chatflow.

Итог

Всё, что мы разобрали выше — очень простые примеры работы с FlowiseAI. На деле с ним можно разрабатывать наиболее практичные приложения без написания кода.

Позднее мы разберём примеры чуть сложнее, чем те, что указаны выше и перейдём к методам автоматизации полноценных задач. Всем спасибо!

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    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

  • 11.10.25 04:41 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…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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

  • 13.10.25 01:11 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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

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