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Разработка MCP-сервера на примере CRUD операций

Model Context Protocol (MCP) — это открытый протокол, разработанный компанией Anthropic. Он призван унифицировать способ взаимодействия между LLM и сторонними сервисами, инструментами и источниками данных.

До появления MCP каждому разработчику приходилось пилить свой велосипед для каждого сервиса. При этом один API требовал одного формата, другой — совершенно другого. А в случае изменений сервиса приходилось менять и клиентскую сторону. В общем проблем было много. MCP же оставил большинство этих проблем позади.

В данной статье на примере простых CRUD-операций разберем, что такое MCP-сервер, как его создать и как подружить с LLM.

CRUD — это аббревиатура от английских слов Create, Read, Update, Delete (создать, прочитать, обновить, удалить). Это типовой набор запросов к любой реляционной базе данных.

Но сначала немного теории…

Архитектура MCP

В парадигме MCP есть три основных компонента:

Хост (Host) — это приложение, в котором работают пользователи. Например, чат-бот с функцией ИИ. Хост управляет общей логикой взаимодействия, обрабатывает пользовательские запросы и оркестрирует работу всей системы.
Клиент — это программа, которая обеспечивает связь между хостом и MCP-сервером. Обычно она находится внутри хоста и переводит потребности хоста в стандартизированные запросы, понятные MCP серверу.
MCP-сервер — это сервис, который предоставляет стандартизированный API, через который клиент может запрашивать и выполнять функции сервиса.

А взаимодействуют они примерно так:

Пользователь вводит запрос.
Хост, посредством LLM, интерпретирует запрос и определяет, нужно ли вызвать какую-то функцию MCP-сервера.
Если да, MCP-клиент производит вызов к MCP серверу.
Сервер выполняет действие и возвращает результаты клиенту.
Клиент передает ответ хосту.
LLM формирует окончательный ответ на основе полученной информации.

Бизнес-задача

Прежде чем приступать к реализации, сформулируем задачу с точки зрения бизнеса.

Допустим, у нас есть какой-то LLM чатик, в котором сидят сотрудники HR. И мы хотим, чтобы они посредством команд на естественном языке могли управлять базой данных персонала. Например:

Сотрудник пишет…	… а в БД происходит
Покажи данные Петра Романова	`SELECT * FROM employees WHERE name LIKE 'Петр Романов'`
Повысь зарплату Сергею Никонову до 10 000	`UPDATE employees SET salary = 10000 WHERE name = 'Сергей Никонов'`
Добавь в БД нового сотрудника: Петров Иван Николаевич, должность инженер, возраст 40 лет, с зп 200 000	`INSERT INTO employees (name, position, salary, age) VALUES ('Петров Иван Николаевич', 'инженер', 200000, 40)`
Переведи Елизавету Смирнову в Плановый отдел	`UPDATE employees SET position = 'Плановый отдел' WHERE name = 'Елизавета Смирнова'`
Удали из БД идентификатор 984565	`DELETE FROM employees WHERE id = 984565`

и тому подобное…

Реализация

Шаг 1. База данных

В качестве подопытного кролика будет выступать БД SQLite. Она уже интегрирована в Python, поэтому никаких дополнительных дистрибутивов ставить не нужно.

Сначала создадим БД и таблицу в ней (для сотрудников) :

import sqlite3

# Создание подключения к БД (файл создастся автоматически)
conn = sqlite3.connect('dbs/my_db.db')
cursor = conn.cursor()

# Создание таблицы
cursor.execute('''
CREATE TABLE IF NOT EXISTS employees (
   id INTEGER PRIMARY KEY AUTOINCREMENT,
   name TEXT NOT NULL,
   position TEXT,
   salary REAL,
   age INTEGER
)
''')

conn.commit() # Сохранение изменений

Заполним таблицу тестовыми примерами:

# Вставка данных
employees = [
   ('Иван Иванов', 'Разработчик', 50000, 25),
   ('Петр Петров', 'Менеджер', 60000, 31),
   ('Мария Сидорова', 'Дизайнер', 45000, 43)
]

cursor.executemany('''
   INSERT INTO employees (name, position, salary, age)
   VALUES (?, ?, ?, ?)
''', employees)

conn.commit() # Сохранение изменений

Шаг 2. Модель

Для экспериментов будем использовать Qwen3-14B.

Для того чтобы использовать LLM как агента она должна уметь вызывать инструменты (function calling или tool calling). Не каждая LLM может вызвать инструменты — на это ее должны специально обучать. Обычно о таких возможностях пишут в карточке модели.

Из карточки Qwen3-14B: Expertise in agent capabilities, enabling precise integration with external tools in both thinking and unthinking modes and achieving leading performance among open-source models in complex agent-based tasks.

А запускать ее будем с помощью движка vLLM:

Сначала скачаем докер-образ vLLM:

docker pull vllm/vllm-openai:v0.10.1.1

Для запуска модели выполните в терминале примерно такую команду:

docker run \
    --gpus all \
    -v /models/qwen/Qwen3-14B/:/Qwen3-14B/ \
    -p 8000:8000 \
    --env "TRANSFORMERS_OFFLINE=1" \
    --env "HF_DATASET_OFFLINE=1" \
    --ipc=host \
    --name vllm \
    vllm/vllm-openai:v0.10.1.1 \
    --model="/Qwen3-14B" \
    --tensor-parallel-size 2 \
    --max-model-len 40960 \
    --enable-auto-tool-choice \
    --tool-call-parser hermes \
    --reasoning-parser deepseek_r1

Последние три параметры нужны непосредственно для использования инструментов в Qwen:

--enable-auto-tool-choice — включает автоматический выбор инструментов во время генерации. Если в запросе указаны доступные инструменты (tools), модель может решить, вызывать ли один из них или отвечать напрямую.
--tool-call-parser hermes — указывает, какой парсер использовать для извлечения вызовов инструментов из сгенерированного текста. LLM сообщает о желании вызвать инструменты в виде текста. Этот текст нужно правильно понять и структурировать. Для этого и нужен парсер. В данном случае используется Hermes.
--reasoning-parser deepseek_r1 — указываем парсер для извлечения цепочек рассуждений (reasoning traces) из сгенерированного текста. В данном случае используется формат DeepSeek-R1.

Более подробно, как в Qwen можно вызывать инструменты можно почитать тут: https://qwen.readthedocs.io/en/latest/framework/function_call.html

Теперь наша модель доступна как сервис по адресу: http://localhost:8000

Шаг 3. MCP-сервер

А теперь на сцену выходит звезда нашего шоу :) Разрабатывать его будем с помощью библиотеки FastMCP.

Создайте файл mcp_server.py с таким кодом:

import sqlite3
from contextlib import contextmanager
from typing import List, Dict, Any, Optional
from fastmcp import FastMCP

# Инициализация MCP сервера
mcp = FastMCP('Employee Management System')

# Контекстный менеджер для работы с БД
conn = sqlite3.connect('dbs/my_db.db')
cursor = conn.cursor()

#### ИНСТРУМЕНТЫ ####
# Создать сотрудника
@mcp.tool()
def create_employee(name, position, salary, age):
   '''Создать нового сотрудника в базе данных'''
   employee = conn.execute(
      'INSERT INTO employees (name, position, salary, age) VALUES (?, ?, ?, ?)',
      (name, position, salary, age)
   )
   conn.commit()
  
   employee_id = employee.lastrowid
  
   return f'Сотрудник успешно создан. id: {employee_id}'

# Получить информацию о сотруднике
@mcp.tool()
def get_employee(employee_id):
   '''Получить информацию о сотруднике по ID'''
   employee = conn.execute(
      'SELECT * FROM employees WHERE id = ?', 
      (employee_id,)
   ).fetchone()
   
   return employee

# Обновиление зарплаты сотрудника
@mcp.tool()
def update_salary(employee_id, salary):
   '''Обновить зараплату сотруднику'''
   cursor.execute(
      f'UPDATE employees SET salary = ? WHERE id = ?', 
      (salary, employee_id)
   )
   conn.commit()
   
   return 'Данные сотрудника успешно обновлены'

# Удалить сотрудника
@mcp.tool()
def delete_employee(employee_id):
   '''Удалить сотрудника по ID'''
   conn.execute('DELETE FROM employees WHERE id = ?', (employee_id,))
   conn.commit()
   return f'Сотрудник с ID {employee_id} успешно удален'

if name == '__main__':
   # Запуск сервера
   mcp.run(transport="http", host="192.168.0.108", port=9000)

Здесь у нас несколько крупных частей:

Инициируем сервис «‎Employee Management System».
Создаем подключение к БД, которую создали на Шаге 1.
Вводим четыре функции:
- create_employee
- get_employee
- update_salary
- delete_employee
Каждую функцию мы обязательно сопровождаем описанием.
Запускаем сервис на протоколе http.

Чтобы запустить сервис выполните в терминале команду: python3 mcp_server.py

Теперь MCP-сервер доступен как сервис по адресу: http://192.168.0.108:9000/mcp

Шаг 4. Client

MCP-клиент выглядит следующим образом:

import asyncio
from fastmcp import Client

mcp_client = Client('http://192.168.0.108:9000/mcp')

async def call_tool(tool_name: str, arguments: dict):
   async with mcp_client:
      result = await mcp_client.call_tool(tool_name, arguments)
      result = result.content[0].text if result.content else 'Инструмент вернул пустой результат.'
      return result

Здесь мы создаем подключение к MCP-серверу и объявляем функцию call_tool. Это, по сути, и есть наш клиент. Она предназначена для вызова функций MCP-сервера. Принимает на вход название выполняемой функции и ее параметры.

Шаг 5. Использование

Создаем подключение к LLM:

from openai import OpenAI

llm_client = OpenAI(
   api_key = 'EMPTY',
   base_url = 'http://localhost:8000/v1'
)

Прежде чем взаимодействовать с MCP сервером нужно получить от него список доступных инструментов:

# Получаем все инструменты в формате OpenAI Tool
async def get_tools():
   async with mcp_client:
      tools = await mcp_client.list_tools()
      json_tools = []

      for tool in tools:
         json_tool = {
            "type": "function",
            "function": {
               "name": tool.name,
               "description": tool.description,
               "parameters": tool.inputSchema, # MCP уже предоставляет JSON Schema
            }
         }
         json_tools.append(json_tool)
      
      return json_tools

json_tools = await get_tools()

Модель Qwen принимает инструменты в формате OpenAI. А MCP возвращает их в виде объектов. Поэтому мы сначала переводим их в JSON формат. Результат будет примерно таким:

Скрытый текст

[
   {
      "type": "function",
      "function": {
         "name": "create_employee",
         "description": "Создать нового сотрудника",
         "parameters": {
            "type": "object",
            "properties": {
               "name": {"type": "string"},
               "position": {"type": "string"},
               "salary": {"type": "number"},
               "age": {"type": "integer"}
            },
            "required": ["name", "position", "salary", "age"]
         }
      }
   },
   {
      "type": "function",
      "function": {
         "name": "get_employee",
         "description": "Получить информацию о сотруднике по ID",
         "parameters": {
            "type": "object",
            "properties": {
               "employee_id": {"type": "integer"}
            },
            "required": ["employee_id"]
         }
      }
   }
]

Обратите внимание, мы получаем полное описание каждого из инструментов: как называется, для чего предназначен, какие параметры содержит и какие из них обязательные и т.д. Все эти данные помогут LLM правильно распорядиться инструментом. Поэтому к разработке MCP-сервера нужно подходить основательно.

Далее объявляем функцию, которая будет обрабатывать запросы пользователя:

async  def get_llm_answer(query, tools):
   messages = [
      {'role': 'system', 'content': 'Вы - помощник для управления сотрудниками. Используйте предоставленные инструменты для работы с базой данных сотрудников.'},
      {'role': 'user', 'content': query}
   ]

   # Передаем в LLM исходный запрос
   response = llm_client.chat.completions.create(
      model = '/Qwen14-8B',
      messages = messages,
      tools = tools
   )

   # Если в ответе есть инструменты - итеративно проходимся по ним
   tool_calls = response.choices[0].message.tool_calls
   if tool_calls:
      for tool in tool_calls:
         # вызываем инструмент
         tool_result = await call_tool(
            tool_name=tool.function.name, 
            arguments=eval(tool.function.arguments)
         )
         
         # Ответ инструмента добавляем в сообщения
         messages.append({
            'role': 'tool',
            'tool_call_id': tool.id,
            'name': tool.function.name,
            'content': tool_result
         })
         
   response = llm_client.chat.completions.create(
      model = '/Qwen3-8B',
      messages = messages
   )
   
   # возвращем ответ
   return response.choices[0].message.content

Здесь мы:

Формируем изначальное сообщение для LLM (на основе запроса пользователя)
Отправляем запрос к LLM. При этом на вход также подаем список инструментов в формате JSON, чтобы LLM знала, что она может ими воспользоваться при необходимости.
Если LLM решила что ей нужно вызвать какие-то инструменты, то в ответе будет заполнен раздел tool_calls со списком необходимых инструментов. И тогда мы итеративно проходимся по всем инструментам и поочередно:
- Вызываем их посредством нашей функции call_tool. При этом передавая ей все параметры, которые сообщила LLM.
- Ответы бережно складируем в список сообщений.
Повторно вызываем LLM с исходным запросом пользователя и ответами всех инструментов, которые мы вызывали. На основе этого полного набора LLM выдает окончательный ответ.

Теперь можно дернуть функцию get_llm_answer с запросом пользователя:

query = 'Добавь в БД нового сотрудника. Его данные: Смирнов Николай Викторович, 20 лет, на позицию кассир с зарплатой 10 000.'
answer = await get_llm_answer(query=query, tools=json_tools)

Примечания:

LLM это генераторы текста и сами по себе они не могут вызывать никаких функций. Но они могут нам сообщить в сгенерированном тексте, что они хотят что-то вызвать. Нам нужно это понять (с помощью парсера; в данном случае это hermes) и самим вызвать эти инструменты. А затем результат их работы вернуть в LLM для формирования окончательного ответа. Этот цикл называется tool loop.
LLM может решить, что ей нужно вызвать как один, так и несколько инструментов.
Также LLM может решить, что инструменты ей вовсе не нужны и напрямую ответить на вопрос пользователя.

Что в итоге мы получили?

Мы получили единую точку входа для сервиса.
Чтобы узнать обо всех доступных инструментах, достаточно выполнить одну команду (list_tools).
Нам не нужно никак дополнительно описывать и поддерживать инструменты. Владелец MCP-сервера сам добавляет/обновляет свои методы. А мы просто их подтягиваем по мере необходимости.
Функции сервиса отделены от клиентского приложения.
При изменении инструментов MCP сервера клиентскую часть никак переписывать не нужно.

И так с каждым сервисом — работаем по единому формату. Не нужно под каждый сервис пилить свой кастыль.

Что дальше?

Еще больше возможностей

Выше мы рассмотрели одну из возможностей MCP — инструменты. Но вообще стандарт предоставляет три основных компонента:

Инструменты (Tools) — функции, которые LLM может вызывать для выполнения различных действий: поиск в интернете, отправка email, поиск в БД, генерация изображений и т.д.
Ресурсы (Resources) — это статичные источники данных, предоставляемые сервером. Например, содержимое файлов или БД. В отличии от инструментов, ресурсы обычно предназначены только для чтения, они не занимаются вычислениями или изменения данных.
Подсказки (Prompts) — заранее подготовленные шаблоны промтов, которые сервер может предоставить для организации взаимодействий с LLM.

И это еще не все. Есть и другие интересные фишки: хранилище контекста, оркестрация сессий, кеширование, сэмплинг и прочее…

Готовые решения

После публикации стандарта энтузиасты и официальные сервисы принялись пилить MCP-сервера. Образовались целые коллекции:

Что почитать?

Описание стандарта MCP: https://modelcontextprotocol.io/docs/getting-started/intro
Документация FastMCP сервера: https://gofastmcp.com/getting-started/welcome
Как вызывать инструменты у различных моделей:
- Gemma: https://ai.google.dev/gemma/docs/capabilities/function-calling?hl=ru
- Qwen: https://qwen.readthedocs.io/en/latest/framework/function_call.html
Вызов функции в vLLM: https://docs.vllm.ai/en/stable/features/tool_calling.html
На ~~обниамтьлицо~~ huggingface вышел целый курс про MCP: https://huggingface.co/learn/mcp-course

Мои курсы: Разработка LLM с нуля | Алгоритмы Машинного обучения с нуля

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09.10.25 11:05 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
09.10.25 11:05 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
09.10.25 11:05 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
09.10.25 11:05 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
11.10.25 04:41 luciajessy3

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11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

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12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

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17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 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

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Н Новости

Разработка MCP-сервера на примере CRUD операций

Архитектура MCP

Бизнес-задача

Реализация

Шаг 1. База данных

Шаг 2. Модель

Шаг 3. MCP-сервер

Шаг 4. Client

Шаг 5. Использование

Что в итоге мы получили?

Что дальше?

Еще больше возможностей

Готовые решения

Что почитать?

Похожие новости

[Перевод] Внутри vLLM: Анатомия системы инференса LLM с высокой пропускной способностью

[Перевод] Встречайте OpenTSLM: семейство моделей языка временных рядов (TSLM), для анализа медицинских временных рядов

Швейцарский регулятор обвинил FIFA Collect в нелегальных азартных играх через NFT

Blockchain Life 2025 в Дубае: юбилейный форум соберет мировых криптолидеров и завершится эксклюзивным сетом Akon

Братья из MIT в центре скандала: $25 млн прибыли от «сэндвич-атак» на Ethereum вызвали раскол в криптосообществе

DEX-агрегатор Jupiter представил протокол Ultra v3

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