Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 9028 / Markets: 116353

Market Cap: $ 3 074 122 047 133 / 24h Vol: $ 152 063 144 543 / BTC Dominance: 58.612082252983%

Н Новости

Открываем RAG и интернет для LM Studio

Исходные данные: ПК на базе AMD Ryzen™ AI 9 HX 370, ОЗУ 96 Гб из которых половина отдана под видеопамять. LM Studio, движок Vulkan llama.cpp (Windows). Модель для инференса: qwen/qwen3-coder-30b на архитектуре qwen3moe, выдает от 10 до 18 токенов в секунду. Модель для эмбеддингов: nomic-embed-text-v2-moe-GGUF на архитектуре nomic-bert-moe. На этой конфигурации рекомендую работать с моделями с архитектурой MoE (Mixture of Experts). Другие ("плотные") модели дают скорость значительно меньше.

Попробуем написать MCP (Model Context Protocol) сервер на c#, развязывающий руки нашим локальным ИИ моделям в LM Studio: поиск в интернете, поиск в локальной папке среди word pdf и прочих документов. Конечно этот MCP сервер можно применить и для другого софта поддерживающего этот протокол.

Идея возникла после прочтения статьи "Учим LM Studio ходить в интернет при ответах на вопросы". Поддержка mcp появилась в LM Studio сравнительно недавно. Захотелось написать что-то своё но с перламутровыми пуговицами. Вообще есть уже готовые MCP сервера например здесь: https://mcpservers.org/all. Но я честно не пробовал оттуда что ни будь установить.

Итак. Как пишет гугл, протокол MCP был разработан и представлен компанией Anthropic в ноябре 2024 года. Этот протокол позволяет модели выполнять любые действия: от поиска в интернете, до управление умным домом. Этакий глобальный набор инструментов (tools) который я ранее реализовывал в этой статье "Алиса, подвинься" для моделей которые умеют их вызывать (Function Calling) для ответа пользователю. Сайт: https://modelcontextprotocol.io

Пример приложения

У мелкософта уже всё схвачено, есть примеры на C#, Java, JavaScript, Python, TypeScript, Rust: https://github.com/microsoft/mcp-for-beginners. Начнем писать свой сервер. Добавим NuGet пакеты: Microsoft.Extensions.Hosting и ModelContextProtocol.

Код

Program.cs

using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Hosting;
using Microsoft.Extensions.Logging;

var builder = Host.CreateApplicationBuilder(args);

// Configure all logs to go to stderr (stdout is used for the MCP protocol messages).
builder.Logging.AddConsole(o => o.LogToStandardErrorThreshold = LogLevel.Trace);

// Add the MCP services: the transport to use (stdio) and the tools to register.
builder.Services
    .AddMcpServer()
    .WithStdioServerTransport()
    .WithTools<RandomNumberTools>(); //<--- Наш первый функционал

await builder.Build().RunAsync();

RandomNumberTools.cs генерирующий числа от 0 до 100.

using System.ComponentModel;
using ModelContextProtocol.Server;

public class RandomNumberTools
{
    [McpServerTool]
    [Description("Generates a random number between the specified minimum and maximum values.")]
    public int GetRandomNumber(
        [Description("Minimum value (inclusive)")] int min = 0,
        [Description("Maximum value (exclusive)")] int max = 100)
    {
        return Random.Shared.Next(min, max);
    }
}

Как добавить MCP сервер в LM Studio

Переключаемся в режим "Power User" либо "Developer". Появляется значок настроек. Нажимаем на нём, затем "Program", "Install", "Edit mcp.json".

Скриншоты

Режим "Power User" либо "Developer"

Настройки

Редактируем mcp.json

Теперь мы можем указать имя нашего сервера "my-mcp-example" и полный путь для его запуска в mcp.json:

{
  "mcpServers": {
    "my-mcp-example": {
      "command": "C:\\Users\\user\\Desktop\\mcp-server\\SampleMcpServer\\bin\\Debug\\net8.0\\win-x64\\SampleMcpServer.exe"
    }
  }
}

Жмём "Save" и видим наш сервер с доступным функционалом:

Скриншоты

Включаем MCP сервер:

Включаем MCP сервер

Выбираем спросить перед запуском у пользователя "Ask before running", либо всегда разрешать без вашего запроса "Always allow":

Выбираем режим доступа к функции

Готово! Осталось вернуться в чат и спросить модель:

напиши случайное число от 10 до 100

Видно как модель запустила нашу функцию GetRandomNumber (хотя она отображается как get_random_number), заполнила данными которые мы ей озвучили, и получила результат в виде json, который и использовала для ответа пользователю.

Калькулятор

У ИИ есть некоторая проблема с точными математическими вычислениями. Но зачем напрягать локальную модель, тратить ватты на ризонинг модели, если можно дать ей в руки калькулятор?

CalcTools.cs

using System.ComponentModel;
using ModelContextProtocol.Server;

public class CalcTools
{
    [McpServerTool, Description("Adds two numbers and returns the result.")]
    public static double Add(
        [Description("First number")] double a,
        [Description("Second number")] double b)
    {
        return a + b;
    }

    [McpServerTool, Description("Subtracts the second number from the first and returns the result.")]
    public static double Subtract(
        [Description("First number")] double a,
        [Description("Second number")] double b)
    {
        return a - b;
    }

    [McpServerTool, Description("Multiplies two numbers and returns the result.")]
    public static double Multiply(
        [Description("First number")] double a,
        [Description("Second number")] double b)
    {
        return a * b;
    }

    [McpServerTool, Description("Divides the first number by the second and returns the result.")]
    public static double Divide(
        [Description("Dividend (number to be divided)")] double a,
        [Description("Divisor (number to divide by)")] double b)
    {
        if (b == 0)
            throw new ArgumentException("Cannot divide by zero");

        return a / b;
    }

    [McpServerTool, Description("Calculates the power of a number.")]
    public static double Power(
        [Description("Base number")] double baseNumber,
        [Description("Exponent")] double exponent)
    {
        return Math.Pow(baseNumber, exponent);
    }

    [McpServerTool, Description("Calculates the square root of a number.")]
    public static double SquareRoot([Description("Number to calculate square root of")] double number)
    {
        if (number < 0)
            throw new ArgumentException("Cannot calculate square root of negative number");

        return Math.Sqrt(number);
    }
}

Подключаем тулзу:

using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Hosting;
using Microsoft.Extensions.Logging;

var builder = Host.CreateApplicationBuilder(args);

// Configure all logs to go to stderr (stdout is used for the MCP protocol messages).
builder.Logging.AddConsole(o => o.LogToStandardErrorThreshold = LogLevel.Trace);

// Add the MCP services: the transport to use (stdio) and the tools to register.
builder.Services
    .AddMcpServer()
    .WithStdioServerTransport()
    .WithTools<RandomNumberTools>()
    .WithTools<CalcTools>(); //<--- наш калькулятор
await builder.Build().RunAsync();

Собираем проект. В LM Studio обновляем через значок, либо через "Force Restart":

И наши функции появляются:

сколько будет (3 * 5 / 7) / 8

Видно как модель последовательно выполнила все необходимые математические операции без особого напряга.

Операции с локальными файлами

Давайте попробуем поработать с файлами: сохраним текст в файл, прочитаем, и выведем список всех файлов из папки.

FileOperationsTools.cs

using System.ComponentModel;
using ModelContextProtocol.Server;
using System.Text;

public class FileOperationsTools
{
    [McpServerTool]
    [Description("Writes content to a file.")]
    public string WriteFile(
        [Description("The file name with full path")] string filename,
        [Description("The content")] string content
    )
    {
        try
        {
            //не будем перезаписывать или дозаписывать
            //в уже существующий файл
            //что бы не испортить его          
            if (File.Exists(filename))
                return "Such a file already exists!";

            File.WriteAllText(filename, content);
            return "Сontext write successful.";
        }
        catch (Exception ex)
        {
            return $"Error write context to file: {ex.Message}";
        }
    }

    [McpServerTool]
    [Description("Read file from the specified path.")]
    public string ReadFile(
    [Description("The file name with full path")] string filename)
    {
        //определеляем кодировку utf встроенным в StreamReader методом
        Encoding encoding = Encoding.Unicode;
        using (StreamReader reader = new StreamReader(filename, true))
        {
            //читаем один байт (BOM)
            while (reader.Peek() >= 0)
            {
                encoding = reader.CurrentEncoding;
                break;
            }
            reader.Close();
        }

        return File.ReadAllText(filename, encoding);
    }

    [McpServerTool]
    [Description("Lists files in the specified directory.")]
    public string ListFiles(
        [Description("The path of the directory to list files from")] string path)
    {
        try
        {
            if (!Directory.Exists(path))
            {
                return $"Error: Directory '{path}' does not exist.";
            }

            var files = Directory.GetFiles(path);
            var directories = Directory.GetDirectories(path);

            var result = new List<string>();
            result.Add("Files:");
            foreach (var file in files)
            {
                var fileInfo = new FileInfo(file);
                result.Add($"  {fileInfo.Name} ({fileInfo.Length} bytes)");
            }

            result.Add("\nDirectories:");
            foreach (var directory in directories)
            {
                var dirInfo = new DirectoryInfo(directory);
                result.Add($"  {dirInfo.Name}/");
            }

            return string.Join("\n", result);
        }
        catch (Exception ex)
        {
            return $"Error listing files: {ex.Message}";
        }
    }
}

сы

Результат

Ладно. Всё это конечно интересно. Но нас больше всего интересует более полезный функционал.

Поиск в интернетах

Казалось бы, искать в интернете очень легко: вводишь в поисковик текст, и готово. Но с программной точки зрения не всё так просто. Поисковые системы, в том числе гугл, не дадут просто так взять и загрузить через HttpClient готовую статичную страничку с результатами поиска. Поисковая система выдает html болванку и ссылки на js скрипты, которые собственно и генерируют красивую готовую страничку с результатами. Притом и скрипты эти часто в обфусцированном (т.е. в запутанном, зашифрованном) виде.

Поисковые системы предлагают для этого свой API, с которым можно работать только если ты зарегистрируешься в их системе, и получишь свой персональный токен, без которого любой запрос к API - бесполезен. Зачем всё это? Конечно для заработка на тех, кто хочет воспользоваться поиском. Хочешь искать? Заплати денюжку, токен и заработает...

Не надо путать понятие "токен" от API и "токен" ИИ. Это две разные вещи. Токен от API - это ключ без которого API работать не будет. Сейчас речь только про токен от API.

Конечно есть и бесплатные токены для обычных людей, но присутствуют и ограничения по поиску: 1 бесплатный токен на одного пользователя, 1000 запросов в месяц, и т.д. Условия везде разные.

Можно поступить по другому: воспользоваться компонентом который будет загружать, рендерить, и выдавать готовую страницу как настоящий браузер. Даже не как настоящий, а по настоящему настоящий. Тот же playwright - внутри этого компонента есть движки Chromium, WebKit, Firefox.

Для "домашнего использования" я нашел два варианта: поисковик duckduckgo выдающий статичную страницу (да, вот такой щедрый поисковик) и firecraw выдающий информацию по API с бесплатным токеном.

DuckDuckgo

Как настоящие исследователи-разработчики, попробуем сами разобраться в том как работает поиск, и как его реализовать. Открываем хром или edge, нажимаем F12, переключаемся во вкладку Network, вводим в поисковик "https://html.duckduckgo.com/html", жмем Enter. Открывается форма поиска. Вводим любой текст для поиска, например "погода в москве", жмем Enter, нажимаем на строке "html/", переключаемся во вкладку Headers. Видим что для поиска вызывается метод POST.

Скриншот

Видим что на форме есть еще параметры поиска "All regions", и "Any Time". Выберем любые параметры, очистим лог Ctrl+L либо значком. Нажимаем поиск, и видим что в метод POST передаются параметры: q="погода в москве", kl="ru-ru" (регион), df ="w" (период, в данном случае - неделя).

Скриншот

Ни слова больше! Реализуем! Получаем содержимое страницы, и парсим с помощью HtmlAgilityPack.

WebPageLoader и DuckDuckGoSearch.cs

Компонент реализующий Post и Get запросы.

public static class WebPageLoader
{
    public static async Task<string> Post(string url, TimeSpan timeout, Dictionary<string, string> postData)
    {
        using HttpClient client = new() { Timeout = timeout };

        // Создаем контент для POST-запроса, кодируя данные формы
        using var content = new FormUrlEncodedContent(postData);

        // Отправляем POST-запрос
        try
        {
            var response = await client.PostAsync(url, content);

            if (response.IsSuccessStatusCode)
            {
                return await response.Content.ReadAsStringAsync();
            }
            throw new Exception($"Request to {url} failed with status code: {response.StatusCode}");
        }
        catch(HttpRequestException ex)
        {
            return ex.Message;
        }
    }

    public static async Task<string> Get(string url, TimeSpan timeout, Dictionary<string,string?>? headers = null) 
    {
        using HttpClient client = new() { Timeout = timeout };

        // Отправляем GET-запрос
        try
        {
            var request = new HttpRequestMessage(HttpMethod.Get, url);

            if (headers != null)
                foreach (var item in headers)
                {
                    request.Headers.Add(item.Key, item.Value);
                }

            var response = await client.SendAsync(request);

            if (response.IsSuccessStatusCode)
            {
                return await response.Content.ReadAsStringAsync();
            }

            throw new Exception($"Request to {url} failed with status code: {response.StatusCode}");
        }
        catch (HttpRequestException ex)
        {
            return ex.Message;
        }
    }

    public class SearchResultItem
    {
        public string? Title { get; set; }
        public string? Link { get; set; }
        public string? Content { get; set; }
    }
}

DuckDuckGoSearch.cs

using HtmlAgilityPack;
using Newtonsoft.Json;
using System.Text.RegularExpressions;
using static WebPageLoader;

public static class DuckDuckGoSearch
{
    public static async Task<List<SearchResultItem>> LoadAsync(string query, string? region = null, string? time = null)
    {
        var result = new List<SearchResultItem>();

        var postData = new Dictionary<string, string>() { { "q", query } };
        if (!string.IsNullOrEmpty(region)) postData.Add("kl", region);
        if (!string.IsNullOrEmpty(time)) postData.Add("df", time);

        var page = await WebPageLoader.Post("https://html.duckduckgo.com/html", TimeSpan.FromSeconds(30), postData);

        try
        {
            var doc = new HtmlDocument();
            doc.LoadHtml(page);

            
            var resultNodes = doc.DocumentNode.SelectNodes("//div[contains(@class, 'results_links_deep')]");

            if (resultNodes != null)
            {
                foreach (var resultNode in resultNodes)
                {
                    var title = resultNode.SelectSingleNode(".//a[contains(@class, 'result__a')]")?.InnerText.Trim() ?? string.Empty;
                    var linkNode = resultNode.SelectSingleNode(".//a[contains(@class, 'result__snippet')]");
                    var link = linkNode?.GetAttributeValue("href", string.Empty);
                    var content = linkNode?.InnerText.Trim() ?? string.Empty;

                    if (!string.IsNullOrEmpty(link))
                    {
                        link = link.Replace("//duckduckgo.com/l/?uddg=", "");
                        link = Regex.Replace(link, "&rut=.*", "");
                        link = Uri.UnescapeDataString(link);
                    }

                    result.Add(new SearchResultItem { Title = title, Link = link, Content = content });
                }
            }
        }
        catch (Exception e)
        {
        }

        return result;
    }
}

Есть еще получение общей информации в виде json через такой запрос: https://api.duckduckgo.com/?q=москва&format=json&no_redirect=1&no_html=1&skip_disambig=1, но для сложных запросов типа "q=погода в москве" - результат будет пустой. Этот поиск не предназначен для полноценных запросов.

Firecrawl

Это такой инструмент для извлечения информации из web страниц и получения готовой структурированной информации для ИИ. Тут всё проще: устанавливаем пакет Firecrawl.

FirecrawlSearch.cs

using Firecrawl;
using static WebPageLoader;

public static class FirecrawlSearch
{
    public static async Task<List<SearchResultItem>> LoadAsync(string query, string apiKey)
    {
        var result = new List<SearchResultItem>();

        // Initialize Firecrawl client with your API key
        var client = new FirecrawlApp(apiKey);

        // Perform the search - checking available methods in Firecrawl library
        var searchResults = await client.Search.SearchAndScrapeAsync(query);

        var results = new List<string>();
        foreach (var data in searchResults.Data)
        {
            result.Add(new SearchResultItem { Title = data.Title, Link = data.Url, Content = data.Description });
        }

        return result;
    }
}

Для использования этого инструмента необходим токен (apiKey), без которого поиск работать не будет. Регистрируемся и получаем токен https://www.firecrawl.dev/.

Теперь нам нужно этот токен передать MCP серверу. Не хранить же его в коде.

Давайте сделаем так, что бы в настройках mcp.json можно было указать список поисковых движков в WEB_SEARCH_ENGINES и этот токен в WEB_SEARCH_FirecrawApiKey. И да, можно еще передать регион для DuckDuckgo в WEB_SEARCH_duckduckgoRegion:

{
  "mcpServers": {
    "my-mcp-example": {
      "command": "C:\\Users\\user\\Desktop\\mcp-server\\SampleMcpServer\\bin\\Debug\\net8.0\\win-x64\\SampleMcpServer.exe",
      "env": {
        "WEB_SEARCH_ENGINES": "DuckDuckGo,Firecraw",
        "WEB_SEARCH_FirecrawApiKey": "fc-xxxxxxxxxxxxxxxxxxxxxxxxxx",
        "WEB_SEARCH_duckduckgoRegion": "ru-ru"
      }      
    }
  }
}

Baidu

Ну и еще один поисковик который может выдать информацию в json. Толку для поиска на русском языке от него нет, поскольку он выдает результаты на русском языке слитно без пробелов. Только ради эксперимента. Кстати, какие параметры подставлять - поделился ИИ-режим самого www.baidu.com.

Baidu помогает правильно сформировать строку поиска

BaiduSearch.cs

using Newtonsoft.Json;
using System.Text;
using static WebPageLoader;

public class BaiduSearch
{
    public static async Task<IEnumerable<WebPageLoader.SearchResultItem>> LoadAsync(string query, int top)
    {
        var result = new List<SearchResultItem>();

        query = Uri.EscapeDataString(query);

        //rn - ограничение в поиск от 1 до 50
        //cr=ru - приоритет на русском языке
        //ie=utf-8 - для корректного отображения на кириллице
        //pn=1 новостная лента

        var cr = "ru";

        var headers = new Dictionary<string, string?>() {{ "Accept", "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" }};
        var page = await WebPageLoader.Get($"https://www.baidu.com/s?wd={query}&tn=json&rn={top}&cr={cr}&ie=utf-8&pn=0", TimeSpan.FromSeconds(30), headers);

        var options = new JsonSerializerSettings { Formatting = Formatting.Indented, StringEscapeHandling=StringEscapeHandling.EscapeHtml };
        var data = JsonConvert.DeserializeObject<Root>(page, options);
        foreach (var resultNode in data.feed.entry)
        {
            if (!string.IsNullOrEmpty(resultNode.abs))
                result.Add(new SearchResultItem { Title = resultNode.title, Link = resultNode.url, Content = resultNode.abs });
        }

        return result;
    }

    /*
    class Author
    {
        public string name { get; set; }
        public string url { get; set; }
    }

    class Category
    {
        public string label { get; set; }
        public string value { get; set; }
    }
    */

    class Entry
    {
        public string title { get; set; }
        public string abs { get; set; }
        public string url { get; set; }
        public string urlEnc { get; set; }
        public string time { get; set; }
        /*
        public string source { get; set; }
        public Category category { get; set; }

        public string imgUrl { get; set; }

        public string relate { get; set; }
        public string same { get; set; }
        public string pn { get; set; }
        */
    }

    class Feed
    {
        /*
        public string requestUrl { get; set; }
        public string updated { get; set; }
        public string description { get; set; }
        public string relateUrl { get; set; }
        public Category category { get; set; }
        public Author author { get; set; }
        public string all { get; set; }
        public string resultnum { get; set; }
        public string pn { get; set; }
        public string rn { get; set; }
        */
        public List<Entry> entry { get; set; }
    }

    class Root
    {
        public Feed feed { get; set; }
    }
}

Лишние свойства json закомментировал.

Теперь реализуем тулзу:

InternetSearchTools.cs

using ModelContextProtocol.Server;
using System.ComponentModel;
using System.Text.Encodings.Web;
using System.Text.Json;
using static WebPageLoader;

public class InternetSearchTools
{
    [McpServerTool]
    [Description("Performs a web search.")]
    public async Task<string> WebSearch(
        [Description("The search query")] string query)
    {
      
        //движки
        var searchEngines = Environment.GetEnvironmentVariable("WEB_SEARCH_ENGINES");
        //токен для Firecraw
        var FirecrawApiKey = Environment.GetEnvironmentVariable("WEB_SEARCH_FirecrawApiKey");
        //регион для duckduckgo
        var duckduckgoRegion = Environment.GetEnvironmentVariable("WEB_SEARCH_duckduckgoRegion");

        var result = new List<SearchResultItem>();
        try
        {
            // Десериализация строки в массив строк
            string[] engines = searchEngines.Split(",");

            // Использование массива
            foreach (string engine in engines)
            {
                if (engine.ToLower().Contains("duckduckgo")) result.AddRange(await DuckDuckGoSearch.LoadAsync(query, duckduckgoRegion));
                if (engine.ToLower().Contains("firecraw")) result.AddRange(await FirecrawlSearch.LoadAsync(query, FirecrawApiKey));
                if (engine.ToLower().Contains("baidu")) result.AddRange(await BaiduSearch.LoadAsync(query, top:5));    
            }
        }
        catch (Exception ex)
        {
            return ex.Message;
        }

        var options = new JsonSerializerOptions { WriteIndented = true, Encoder = JavaScriptEncoder.Create(new TextEncoderSettings(System.Text.Unicode.UnicodeRanges.All)) };
        return System.Text.Json.JsonSerializer.Serialize(result, options);
    }
}

Необходимо не забыть добавить тулзу в Program.cs, сделать сборку, и перезагрузить MCP сервер в LM Studio.

Результат

GitHub

Поиск кода на гитхабе тоже требует токен. Для этого заходим под своей учеткой на https://github.com/settings/personal-access-tokens, создаем токен с правами на чтение: access to code, issues, metadata, and pages.

Скриншот

Для поиска репозитория и кода добавим в настройки mcp.json передачу токена в GUTHUB_TOKEN.

{
  "mcpServers": {
    "my-mcp-example": {
      "command": "C:\\Users\\user\\Desktop\\mcp-server\\SampleMcpServer\\bin\\Debug\\net8.0\\win-x64\\SampleMcpServer.exe",
      "env": {
        "WEB_SEARCH_ENGINES": "DuckDuckGo,Firecraw",
        "WEB_SEARCH_FirecrawApiKey": "fc-xxxxxxxxxxxxxxxxxxxxxxxxxx",
        "WEB_SEARCH_duckduckgoRegion": "ru-ru",
        "GUTHUB_TOKEN": "github_pat_yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy"
      }
    }
  }
}

GitHubSearchTool.cs

using System.ComponentModel;
using System.Net.Http.Headers;
using System.Text;
using ModelContextProtocol.Server;
using Newtonsoft.Json.Linq;

public class GitHubSearchTool
{
    private readonly HttpClient httpClient;

    public GitHubSearchTool()
    {
        var githubToken = Environment.GetEnvironmentVariable("GUTHUB_TOKEN");

        httpClient = new HttpClient();
        httpClient.DefaultRequestHeaders.UserAgent.Add(new ProductInfoHeaderValue("MyGitHubSearchApp", "1.0"));
        if (!string.IsNullOrEmpty(githubToken))
        {
            httpClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("token", githubToken);
        }
    }

    [McpServerTool]
    [Description("Searches GitHub repositories using the GitHub API.")]
    public async Task<string> SearchRepositories(
        [Description("The search query for repositories")] string query,
        [Description("The codeLanguage")] string codeLanguage = "",
        [Description("The limit")] int limit = 3)
    {
        try
        {
            var queryString = Uri.EscapeDataString(query);
            if (!string.IsNullOrEmpty(codeLanguage)) queryString = queryString + "+" + Uri.EscapeDataString($"language:{codeLanguage}");

            var url = $"https://api.github.com/search/repositories?q={queryString}&per_page={limit}&sort=stars&order=desc";

            var response = await httpClient.GetAsync(url);
            response.EnsureSuccessStatusCode(); // Throws an exception if not successful

            var jsonString = await response.Content.ReadAsStringAsync();
            var json = JObject.Parse(jsonString);

            var results = new List<string>();
            foreach (var item in json["items"])
            {
                var repoName = item["full_name"]?.ToString() ?? "";
                var repoDescription = item["description"]?.ToString() ?? "";
                var repoUrl = item["html_url"]?.ToString() ?? "";

                results.Add($"Repository: {repoName}\nDescription: {repoDescription}\nURL: {repoUrl}");
            }

            return results.Count > 0
                ? string.Join("\n\n", results)
                : $"No repositories found for '{query}'";
        }
        catch (Exception ex)
        {
            return $"Error searching repositories: {ex.Message}";
        }
    }


    [McpServerTool]
    [Description("Searches GitHub code using the GitHub API.")]
    public async Task<string> SearchCode(
        [Description("The search query for repositories")] string query,
        [Description("The repository name")] string repo = "",
        [Description("The codeLanguage")] string codeLanguage = "",
        [Description("The limit")] int limit = 3
        )
    {
        try
        {
            var queryString = Uri.EscapeDataString(query);
            if (!string.IsNullOrEmpty(repo)) queryString = queryString + "+" + Uri.EscapeDataString($"language:{repo}");
            if (!string.IsNullOrEmpty(codeLanguage)) queryString = queryString + "+" + Uri.EscapeDataString($"language:{codeLanguage}");

            var url = $"https://api.github.com/search/code?q={queryString}&per_page={limit}&sort=stars&order=desc";

            var response = await httpClient.GetAsync(url);
            response.EnsureSuccessStatusCode(); // Throws an exception if not successful

            var jsonString = await response.Content.ReadAsStringAsync();
            var json = JObject.Parse(jsonString);

            //находим файлы в репозитории
            var items = new List<CodeSearch>();
            foreach (var item in json["items"])
            {
                var repoName = item["repository"]?["full_name"]?.ToString() ?? "";
                var fileName = item["name"]?.ToString() ?? "";
                var fileUrl = item["url"]?.ToString() ?? "";

                items.Add(new CodeSearch() { RepoName = repoName, FileName = fileName, FileUrl = fileUrl });
            }

            //скачиваем содержимое файла
            var results = new List<string>();
            foreach (var item in items)
            {
                var res = await httpClient.GetAsync(item.FileUrl);
                res.EnsureSuccessStatusCode(); // Throws an exception if not successful

                var jsonString2 = await res.Content.ReadAsStringAsync();
                var json2 = JObject.Parse(jsonString2);

                var content = json2["content"].ToString();
                byte[] data = Convert.FromBase64String(content);
                string source = Encoding.UTF8.GetString(data);

                results.Add($"Repository: {item.RepoName}\nfileName: {item.FileName}\nSource: {source}");
            }


            return results.Count > 0
                    ? string.Join("\n\n", results)
                    : $"No repositories found for '{query}'";
        }
        catch (Exception ex)
        {
            return $"Error searching repositories: {ex.Message}";
        }
    }

    class CodeSearch
    {
        public string RepoName { get; set; }
        public string FileName { get; set; }
        public string FileUrl { get; set; }
        public string Content { get; set; }
    }
}

Результат

Поиск репозиториев

Поиск кода

Хм, неплохо. Нашли ссылку на реализацию MCP сервера работающего с MSSQL. Надо будет посмотреть...

RAG, великий и ужасный

Поиск информации в определенной папке подразумевает:

Поиск всех файлов
Извлечение текста из каждого файла
Преобразование текста в вектора (эмбеддинги)
Преобразование введенного пользователем запроса в вектора (эмбеддинги)
Сравнение, насколько "пользовательские" вектора ближе к "файловым"
Выдача текста, который больше всего соответствует пользовательскому запросу

Пункты 3, 4, и 5 как бы подсказывают нам, что для поиска через вектора нужна еще одна модель генерирующая эмбеддинги из текста. Модель может быть загружена в LM Studio, либо на сервере поддерживающим OpenAI API.

Давайте сразу добавим в mcp.json нужные нам настройки (EMBEDD_ENDPOINT, EMBEDD_MODEL, EMBEDD_KEY) для передачи в нашу будущую процедуру поиска текста:

{
  "mcpServers": {
    "my-mcp-example": {
      "command": "C:\\Users\\user\\Desktop\\mcp-server\\SampleMcpServer\\bin\\Debug\\net8.0\\win-x64\\SampleMcpServer.exe",
      "env": {
        "WEB_SEARCH_ENGINES": "DuckDuckGo,Firecraw",
        "WEB_SEARCH_FirecrawApiKey": "fc-xxxxxxxxxxxxxxxxxxxxxxxxxx",
        "WEB_SEARCH_duckduckgoRegion": "ru-ru",
        "GUTHUB_TOKEN": "github_pat_yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy",
        "EMBEDD_ENDPOINT": "http://localhost:1234/v1/",
        "EMBEDD_MODEL": "text-embedding-nomic-embed-text-v2-moe",
        "EMBEDD_KEY": ""        
      }
    }
  }
}

Поскольку быструю модель для поиска я скачал в LM Studio, то в качестве EMBEDD_ENDPOINT укажем наш сервер LM Studio: http://localhost:1234/v1/. EMBEDD_KEY будет пустой строкой т.к. модель у нас локальная.

Скачиваем модель для эмбеддингов

Заходим в поиск моделей, вставляем текст: nomic-ai/nomic-embed-text-v2-moe-GGUF.

Поиск и скачивание модели

Заметили что название модели и то что мы указываем в EMBEDD_MODEL различается? Мы скачали модель nomic-ai/nomic-embed-text-v2-moe-GGUF. Но если зайти в список скачанных моделей, переключиться во вкладку "Text Embedding", то увидим text-embedding-nomic-embed-text-v2-moe что и будем указывать в конфигурации.

Название модели для кода

Так же не забудем настроить LM Studio в качестве сервера локальных моделей.

Включаем сервер моделей в LM Studio

Переключаемся в режим разработки, включаем сервер, и проставляем нужные галки в "Server Settings".

Вкладка "Разработка" - Status Running - Server Settings

Извлечение текста из файлов

У мелкософта и в этот раз всё схвачено: есть экстракторы текста из pdf, docx, xlsx, pptx. Все они реализуют интерфейс IContentDecoder и метод DecodeAsync. Исходный код всех реализаций можно спокойно посмотреть на гитхабе, например: PdfDecoder.cs.

Но для Word при экстракте текста нет никакой связи между заголовком и текстом к которому он принадлежит. Хотелось бы знать, как например LibreOffice определяет начало и конец текста привязанного к определенному заголовку. Не нашел. Пришлось помучаться ...не без помощи ИИ-режима гугла, Сopilot мелкософта, Qoder и прочих.

Пример word файла

Заголовки считаются таковыми если помечены стилем текста у которого в названии есть слово "заголовок". Без этого например нельзя создать страницу со ссылками на заголовки.

В таблице, если текст в первой строке выделен жирным шрифтом - эта строка считается заголовочной. Зачем? См. ниже результат.

Реализация от Microsoft:

#pragma warning disable KMEXP00
var word1 = new MsWordDecoder();
var content = await word1.DecodeAsync("C:\\examples\\Документ.docx");
foreach (var section in content.Sections)
{
  Console.WriteLine(section.Content);
}

Результат - одна секция:

Заголовок1
Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. 
Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. 

Заголовок2
Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. 
Колонка1
Колонка2
Колонка3
Текст 2
Текст 3
Текст 4

Заголовок3
Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. 
Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3.

Моя реализация:

var word2 = new MyWordExtractor();
var sections = word2.DecodeAsync("C:\\examples\\Документ.docx");
foreach (var section in sections)
{
  Console.WriteLine(section.Title + "\n" + section.Content);
}

Выдаст три секции:

Заголовок1
Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. 
Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. Текст 1. 

=================

Заголовок2
Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2. Текст 2.
[
  {
    "Колонка1": "Текст 2",
    "Колонка2": "Текст 3",
    "Колонка3": "Текст 4"
  }
]

=================

Заголовок3
Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. 
Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3. Текст 3.

А вот собственно реализация:

MyWordExtractor.cs

using DocumentFormat.OpenXml;
using DocumentFormat.OpenXml.Packaging;
using DocumentFormat.OpenXml.Wordprocessing;
using System.Text;
using System.Text.Encodings.Web;
using System.Text.Json;

public class MyWordExtractor
{
    public class Section
    {
        public string Title { get; set; }
        public string Content { get; set; }
        public int Page { get; set; }
    }

    public List<Section> DecodeAsync(string filename)
    {
        var result = new List<Section>();

        StringBuilder currentContent = new StringBuilder();
        string currentHeading = "No Heading";

        using (WordprocessingDocument wordDocument = WordprocessingDocument.Open(filename, false))
        {
            var mainPart = wordDocument.MainDocumentPart;
            if (mainPart == null || mainPart.Document.Body == null)
            {
                return result;
            }

            var styles = GetHeadingStyles(mainPart);

            foreach (var element in mainPart.Document.Body.Elements())
            {
                var level = HeadingLevel(element, styles);
                if (level > -1)
                {
                    // Store the content under the previous heading.
                    if (currentContent.Length > 0 || currentHeading != "No Heading")
                    {
                        var page = GetPageNumberApproximation(element);
                        result.Add(new Section() { Title = currentHeading, Content = currentContent.ToString(), Page = page });
                    }

                    // Start a new section with the new heading.
                    //currentHeading = element.InnerText;

                    if (level > 1)
                    currentHeading = currentHeading + ". " + element.InnerText;
                    else
                    currentHeading = element.InnerText;


                    currentContent = new StringBuilder();
                }
                else
                {
                    // Append content to the current section.
                    if (element is Paragraph paragraph)
                    {
                        /*
                        if (!IsListItem(paragraph))
                        {
                            currentContent.AppendLine(paragraph.InnerText);
                        }
                        else
                        */
                        {
                            // A more sophisticated implementation could handle lists properly.
                            //currentContent.AppendLine(paragraph.InnerText);
                            currentContent.AppendLine(ExtractParagraphText(paragraph));
                        }
                    }
                    else if (element is Table table)
                    {
                        currentContent.AppendLine(ExtractTableText(table));
                    }
                }
            }
        }

        //последний элемент
        if (currentContent.Length > 0)
        {
            var lastpage = result.Max(x => x.Page) + 1;
            result.Add(new Section() { Title = currentHeading, Content = currentContent.ToString(), Page = lastpage });
        }

        return result;
    }

    public static int GetPageNumberApproximation(OpenXmlElement element)
    {
        int pageNumber = 1;

        // The root is the document body
        var root = element.Ancestors<Body>().FirstOrDefault();
        if (root == null)
        {
            return 1;
        }

        var tmpElement = element;
        while (tmpElement != root)
        {
            var sibling = tmpElement.PreviousSibling();
            while (sibling != null)
            {
                // Count all page break indicators before the element
                pageNumber += sibling.Descendants<LastRenderedPageBreak>().Count();
                sibling = sibling.PreviousSibling();
            }
            tmpElement = tmpElement.Parent;
        }
        return pageNumber;
    }

    private string? ExtractParagraphText(Paragraph paragraph)
    {
        var textBuilder = new StringBuilder();

        foreach (var run in paragraph.Elements<Run>())
        {
            bool inComplexFieldCode = false;

            // Проверяем на маркеры поля
            var fieldChar = run.Elements<FieldChar>().FirstOrDefault();
            if (fieldChar != null)
            {
                if (fieldChar.FieldCharType?.Value == FieldCharValues.Begin)
                {
                    inComplexFieldCode = true;
                }
                else if (fieldChar.FieldCharType?.Value == FieldCharValues.Separate)
                {
                    inComplexFieldCode = false;
                }
                else if (fieldChar.FieldCharType?.Value == FieldCharValues.End)
                {
                    inComplexFieldCode = false;
                }
                continue;
            }

            // Проверяем на простой FieldCode
            var fieldCodeElement = run.Elements<FieldCode>().FirstOrDefault();
            if (fieldCodeElement != null)
            {
                //textBuilder.Append(fieldCodeElement.InnerText.Trim());
                continue;
            }

            // Проверяем на простое поле SimpleField
            var simpleField = run.Elements<SimpleField>().FirstOrDefault();
            if (simpleField != null)
            {
                textBuilder.Append(simpleField.InnerText);
                continue;
            }

            // Проверяем на гиперссылку
            var hyperlink = run.Elements<Hyperlink>().FirstOrDefault();
            if (hyperlink != null)
            {
                if (!string.IsNullOrEmpty(hyperlink.InnerText))
                {
                    textBuilder.Append(hyperlink.InnerText);
                }
                continue;
            }

            if (!inComplexFieldCode)
            {
                var runText = run.InnerText;
                textBuilder.Append(runText);
            }
        }

        //если были только ссылки - добавляем текст из них
        if (textBuilder.ToString().Trim().Length == 0)
        {
            foreach (var hyperlink in paragraph.Descendants<Hyperlink>())
            {
                foreach (var text in hyperlink.Descendants<Text>())
                {
                    //paragraphText += " " + text.InnerText;
                    textBuilder.Append(text.InnerText + " ");
                }
            }
        }

        return textBuilder.ToString().Trim();
    }

    private Dictionary<string, int> GetHeadingStyles(MainDocumentPart mainPart)
    {
        var headingStyles = new Dictionary<string, int>();
        var stylesPart = mainPart.StyleDefinitionsPart;
        if (stylesPart != null)
        {
            foreach (var style in stylesPart.Styles.Elements<Style>())
            {
                var styleParagraphProperties = style.StyleParagraphProperties;
                if (styleParagraphProperties != null)
                {
                    var outlineLevel = styleParagraphProperties.OutlineLevel?.Val?.Value;
                    if (outlineLevel != null)
                    {
                        headingStyles[style.StyleId] = (int)outlineLevel + 1;
                    }
                    else
                    {
                        // Проверяем BasedOn или Link
                        var basedOn = style.BasedOn?.Val?.Value;
                        var link = style.LinkedStyle?.Val?.Value;
                        if (basedOn != null)
                        {
                            // Если BasedOn существует, проверяем уровень в базовом стиле
                            if (headingStyles.ContainsKey(basedOn))
                            {
                                headingStyles[style.StyleId] = headingStyles[basedOn];
                            }
                            else
                            {
                                //headingStyles[style.StyleId] = 12; // По умолчанию
                            }
                        }
                        else if (link != null)
                        {
                            // Если Link существует, проверяем уровень в связанном стиле
                            if (headingStyles.ContainsKey(link))
                            {
                                headingStyles[style.StyleId] = headingStyles[link];
                            }
                            else
                            {
                                //headingStyles[style.StyleId] = 12; // По умолчанию
                            }
                        }
                        else
                        {
                            //headingStyles[style.StyleId] = 12; // По умолчанию
                        }
                    }
                }
            }
        }
        return headingStyles;
    }

    private int HeadingLevel(OpenXmlElement element, Dictionary<string, int> styles)
    {
        if (element is Paragraph paragraph)
        {
            var styleId = paragraph.ParagraphProperties?.ParagraphStyleId?.Val?.Value;
            if (styleId != null && styles.ContainsKey(styleId))
            {
                return styles[styleId];
            }
        }
        return -1;
    }

    private string? ExtractTableText(Table table)
    {
        var tableData = new List<Dictionary<string, string>>();
        var rows = table.Elements<TableRow>().ToList();

        if (rows.Any())
        {
            var headerCells = rows.First().Elements<TableCell>().ToList();
            bool hasHeader = IsHeaderRow(headerCells);

            // Skip header row in data if detected
            int startRowIndex = hasHeader ? 1 : 0;

            for (int i = startRowIndex; i < rows.Count; i++)
            {
                var rowData = new Dictionary<string, string>();
                var cells = rows[i].Elements<TableCell>().ToList();

                // Process cells and match with headers if they exist.
                for (int j = 0; j < cells.Count; j++)
                {
                    string headerText = hasHeader && j < headerCells.Count ? headerCells[j].InnerText : $"Column_{j + 1}";
                    rowData[headerText] = cells[j].InnerText;
                }
                tableData.Add(rowData);
            }
        }


        var options = new JsonSerializerOptions { WriteIndented = true, Encoder = JavaScriptEncoder.Create(new TextEncoderSettings(System.Text.Unicode.UnicodeRanges.All)) };
        return System.Text.Json.JsonSerializer.Serialize(tableData, options);
    }

    private bool IsHeaderRow(IEnumerable<TableCell> cells)
    {
        // Simple heuristic: A row is a header if all its cells have bold text.
        foreach (var cell in cells)
        {
            var boldRun = cell.Descendants<Bold>().FirstOrDefault();
            if (boldRun == null)
            {
                return false;
            }
        }
        return true;
    }
}

Не идеально, но лучше чем стандартная реализация. Вот здесь например DocumentAtom помимо текста еще и изображения из документа извлекаются.

Ну и собственно реализация тулзы:

RAGTool.cs

#pragma warning disable KMEXP00

using Microsoft.Extensions.AI;
using Microsoft.Extensions.VectorData;
using Microsoft.KernelMemory.DataFormats;
using Microsoft.KernelMemory.DataFormats.Office;
using Microsoft.KernelMemory.DataFormats.Pdf;
using Microsoft.KernelMemory.Pipeline;
using Microsoft.SemanticKernel.Connectors.InMemory;
using Microsoft.SemanticKernel.Data;
using ModelContextProtocol.Server;
using System.ClientModel;
using System.ComponentModel;
using System.Text.Encodings.Web;
using System.Text.Json;
using System.Text.Json.Serialization;

/// <summary>
/// Tools for Retrieval Augmented Generation (RAG) search.
/// </summary>
public partial class RAGTool
{
    [McpServerTool]
    [Description("Performs a RAG search using local documents.")]
    public async Task<string> RagSearch(
        [Description("The path of the files for search")] string path,
        [Description("The search query")] string query,
        [Description("The retrieval limit")] int limit = 3,
        [Description("The retrieval affinity threshold")] double threshold = 0.2
        )
    {
        var results = new List<RagResult>();

        try
        {
            var embeddEndpoint = Environment.GetEnvironmentVariable("EMBEDD_ENDPOINT"); //"http://localhost:1234/v1/"
            var embeddModel = Environment.GetEnvironmentVariable("EMBEDD_MODEL");
            var embeddKey = Environment.GetEnvironmentVariable("EMBEDD_KEY");

            if (string.IsNullOrEmpty(embeddEndpoint))
                return "EMBEDD_ENDPOINT is empty";

            if (string.IsNullOrEmpty(embeddModel))
                return "EMBEDD_MODEL is empty";

            embeddKey = string.IsNullOrEmpty(embeddKey) ? "embeddKey" : embeddKey;


            var aiopt = new OpenAI.OpenAIClientOptions() { Endpoint = new Uri(embeddEndpoint) };
            var aicred = new ApiKeyCredential(embeddKey); //не имеет значение. можно задать как опцию --api-key при запуске llama-server

            var embeddingGenerator = new OpenAI.OpenAIClient(aicred, aiopt)
            .GetEmbeddingClient(embeddModel)
            .AsIEmbeddingGenerator();

            //var vectorStore = new InMemoryVectorStore(new() { EmbeddingGenerator = embeddingGenerator });
            var vectorStore = new FaissVectorStore(embeddingGenerator);

            var collection = vectorStore.GetCollection<string, ContextSection>("infos");

            await collection.EnsureCollectionExistsAsync().ConfigureAwait(false);

            var datas = await ImportDataFromFilesAsync(path);

            foreach (var data in datas)
            {
                //эмбеддинг всего текста
                data.Embedding = await embeddingGenerator.GenerateVectorAsync(data.Content);

                await collection.UpsertAsync(data);
            }

            // Ensure collection exists
            await collection.EnsureCollectionExistsAsync().ConfigureAwait(false);

            // Perform the search
            var searchResult = await collection.SearchAsync(query, top: limit).Where(x => x.Score >= threshold).OrderByDescending(x => x.Score).ToListAsync();

            foreach (var i in searchResult)
            {
                results.Add(new RagResult() {FileName = i.Record.FileName, Score = i.Score, Content = i.Record.Content });
            }
        }
        catch (Exception ex)
        {
            results.Add(new RagResult() { Content = $"Error performing RAG search: {ex.Message}" });
        }

        var options = new JsonSerializerOptions { WriteIndented = true, Encoder = JavaScriptEncoder.Create(new TextEncoderSettings(System.Text.Unicode.UnicodeRanges.All)) };
        return System.Text.Json.JsonSerializer.Serialize(results, options);
    }

    /// <summary>
    /// Extract data from files.
    /// </summary>
    async Task<List<ContextSection>> ImportDataFromFilesAsync(string path)
    {
        string[] files;

        //если указали файл - берем его
        if (File.Exists(path))
        {
            files = [path];
        }
        //если папка - все файлы внутри
        else
        {
            files = Directory.GetFiles(path, searchPattern: "", searchOption: SearchOption.AllDirectories);
        }

        List<ContextSection> result = new();

        var pdfDecoder = new PdfDecoder();
        var msWordDecoder = new MsWordDecoder();
        //var msWordDecoder = new MyMsWordDecoder();
        var myWordExractor = new MyWordExtractor();
        var msPowerPointDecoder = new MsPowerPointDecoder();
        var msExcelDecoder = new MsExcelDecoder();

        FileContent content;
        foreach (var file in files)
        {
            content = new(MimeTypes.PlainText);
            string extension = Path.GetExtension(file).ToLower();

            switch (extension)
            {
                case ".pdf":
                    content = await pdfDecoder.DecodeAsync(file);
                    break;

                case ".docx":
                    //content = await msWordDecoder.DecodeAsync(file);

                    var sections = myWordExractor.DecodeAsync(file);
                    foreach (var section in sections)
                    {
                        if (section.Content.Trim().Length > 0)
                            content.Sections.Add(new Chunk(section.Title + ". " + section.Content, section.Page, Chunk.Meta(sentencesAreComplete: true)));
                    }
                    break;
                case ".xlsx":
                    content = await msExcelDecoder.DecodeAsync(file);
                    break;

                case ".pptx":
                    content = await msPowerPointDecoder.DecodeAsync(file);
                    break;

                default:
                    //текстовые файлы (поиск по сигнатуре)
                    if (FileUtils.IsPlainText(file))
                    {
                        var text = File.ReadAllText(file);
                        content.Sections.Add(new Chunk(file + ". " + text, 1, Chunk.Meta(sentencesAreComplete: true)));
                    }
                    break;
            }

            foreach (Chunk section in content.Sections)
            {
                var fileSection = new ContextSection() { FileName = file, Content = section.Content.Replace("\n", ". ") };
                result.Add(fileSection);
            }
        }
        return result;
    }

    /// <summary>
    /// ContextSection
    /// </summary>
    class ContextSection
    {
        [JsonIgnore(Condition = JsonIgnoreCondition.Always)]
        [VectorStoreKey]
        [TextSearchResultName]
        public string GUID { get; set; } = Guid.NewGuid().ToString();

        [VectorStoreData]
        [TextSearchResultValue]
        public string? Content { get; init; }

        public string? FileName { get; init; }

        [JsonIgnore]
        [VectorStoreVector(14000)]
        public ReadOnlyMemory<float> Embedding { get; set; }
    }

    public class RagResult
    {
        public string Content { get; set; } = string.Empty;
        public string FileName { get; set; } = string.Empty;
        public double? Score { get; set; }
    }
}

Вкратце: создаем генератор эмбеддингов embeddingGenerator, создаем векторное хранилище в памяти InMemoryVectorStore, создаем коллекцию infos, извлекаем текстовую информацию из файлов в папке в методе ImportDataFromFilesAsync, вставляем текст в коллекцию infos, и с помощью метода collection.SearchAsync находим наиболее близкий к пользовательскому запросу текст из файлов.

Класс ContextSection щедро усыпан атрибутами (VectorStoreKey, VectorStoreData, VectorStoreVector и прочими) для возможности поиска. Без этих атрибутов поиск будет невозможен.

InMemoryVectorStore vs FaissVectorStore

В исходном коде видно, что InMemoryVectorStore был закомментирован, и используется некий FaissVectorStore.

В поисках улучшения качества формирования эмбеддингов, ИИ-режиму гугля был задан вопрос: можно ли вкрячить в MCP-сервер целую векторную базу данных? Можно было добавить Qdrant, но он запускался бы как отдельный сервис внутри нашего сервера. А нам нужно что-то полегче.

Гугл вскользь предложил использовать наибыстрейшую (в качестве поиска) библиотеку FAISS (Facebook AI Similarity Search). Ок. Попробовал сделать аналог InMemoryVectorStore, выложил Gist. Вроде получилось.

Ну а теперь проверим как это работает ~~на самом деле~~.

Возьмем .docx файл и спросим у него что-то интересное

Исходный файл. Это не моё. ИИ-режим гугла нашел на просторах интернета.

Спросим: какие виды полиморфизма поддерживает С++, ищи в "C:\...\geom.docx"

Можно посмотреть как создаются эмбеддинги в логах LM Studio:

Результат:

Можно создать метод DocumentationSearch (аналог RagSearch), и пробрасывать через mcp.json в новой переменной список папок с кучей pdf, в которых ИИ модель может искать какую-то документацию.

Итого

Вот такой получился, достаточно бодрый (для текущей конфигурации ПК) MCP-сервер. Конечно не надо пихать в один сервер весь функционал какой только придет в голову. Необходимо создавать каждый mcp под определенный функционал.

Теперь не нужно платить кому-то дензнаки за "потраченные" токены. Функционал для своей локальной модели можно наращивать почти бесконечно. Можно так же придумать новую тулзу которая будет запускать внутри себя инференс многократно, для выдачи более точного результата. Что-то типа агентной системы, где каждый агент будет выполнять свою задачу: собирать информацию, вытаскивать нужные данные, перепроверять факты, суммаризировать и т.д. Притом агенты могут быть физически той же самой моделью, которая будет использовать новую тулзу. Просто у каждого агента - свой системный промпт.

Проект и релиз можно забрать здесь: https://github.com/virex-84/SampleMcpServer

А на сегодня всё.

Источник

Теги

ICO

Категория

Новости

Дата

2 нояб. 2025 г.

12.11.25 09:37 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
13.11.25 19:01 peggy09

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 22:51 ashley11

Recover All Lost Cryptocurrency From Scammers
13.11.25 22:52 ashley11

Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL
13.11.25 23:36 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 03:42 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
14.11.25 03:42 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
14.11.25 08:38 [email protected]

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
08.12.25 09:07 Tonerdomark

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

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

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

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

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

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

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