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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"
Режим "Power User" либо "Developer"
Настройки
Настройки
Редактируем mcp.json
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
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
Выбираем режим доступа к функции

Готово! Осталось вернуться в чат и спросить модель:

напиши случайное число от 10 до 100
3f94303375eec74af9a020bf2fbbc2db.png

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":

23abb75235158107d1b4914146952ae1.png

И наши функции появляются:

044e50ccadb50c3a35dff2eb261ef6cd.png
сколько будет (3 * 5 / 7) / 8
89c22de58d643ae8cdb5b79efbbbab26.png

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
3736c63a5e47f37b052a34cf2f09e273.png2a2670823ddea54199aafe837a633f54.png

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
0b8d37e5d96e6c063b37594b4a60b8d1.png

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
2784d038af8c478f648d1ef90ef783af.png

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
c8eba8832754d1e4a15cea40909abccb.png

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
d2d883b4024178bb431bf1bae673f467.png

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 репозиториев
Поиск кода
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:

  1. Поиск всех файлов

  2. Извлечение текста из каждого файла

  3. Преобразование текста в вектора (эмбеддинги)

  4. Преобразование введенного пользователем запроса в вектора (эмбеддинги)

  5. Сравнение, насколько "пользовательские" вектора ближе к "файловым"

  6. 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
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
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
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.

310ad194f10dd42d0bd31aecfa88f8af.png

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.

cba64d980529afd8777bf40279713694.png

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

Можно посмотреть как создаются эмбеддинги в логах LM Studio:

6634ba6eae76a23c64b71ff3fe32b5eb.png

Результат:

cc2a9623cc43ae81b400c41410f07d03.png

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.

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  • 14.10.25 08:46 robertalfred175

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  • 14.10.25 08:46 robertalfred175

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  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

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  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 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

  • 22.10.25 04:48 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 $150,000 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. 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.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 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 $150,000 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. 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.

  • 23.10.25 01:52 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

  • 23.10.25 01:52 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

  • 23.10.25 15:47 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 $150,000 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. 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.

  • 23.10.25 21:43 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

  • 23.10.25 21:43 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

  • 24.10.25 06:08 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 $150,000 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. 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.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 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 $150,000 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. 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.

  • 24.10.25 18:18 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

  • 24.10.25 18:18 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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 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

  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 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

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 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

  • 01.11.25 03:27 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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 10:56 Christopherbelle

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  • 15:23 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

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