From 0e3ba467f2dec59dd8c8fb3396233b747ab8a7e1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=D0=9A=D0=B8=D1=80=D0=B8=D0=BB=D0=BB=20=D0=A0=D0=BE=D0=BC?=
 =?UTF-8?q?=D0=B0=D0=BD=D0=BE=D0=B2?= <kirilinka320@gmail.com>
Date: Tue, 2 Jun 2026 07:05:45 +0000
Subject: [PATCH] Update README.md

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-# task-69f8e929da860fb4533faa2a
+# MCP Memory Server
 
-MCP-сервер для управления памятью агента
\ No newline at end of file
+This repository contains a simple **MCP (Model Context Protocol)** server that provides a persistent key/value store with optional namespace support. The server is built with **FastMCP** and exposes tools that can be called by other agents or CLI utilities.
+
+## Features
+
+- **Basic CRUD** operations: `save`, `get`, `delete`, `list_keys`.
+- **Namespace support**: `save_with_namespace`, `get_by_namespace`, etc.
+- Data is persisted to `memory_data.json` with timestamps.
+- Simple client demo (`memory_client.py`).
+
+## Installation
+
+```bash
+pip install -r requirements.txt
+```
+
+## Running the Server
+
+```bash
+python memory_server.py
+```
+
+The server will start listening via **stdio** transport.
+
+## Running the Client Demo
+
+```bash
+python memory_client.py
+```
+
+You should see output similar to:
+
+```
+Сохранено: True
+Данные namespace 'default':
+  default:username: Алексей
+Ключи с 'name': ['default:username']
+```
+
+## How It Works
+
+- The server uses a JSON file (`memory_data.json`) to store data. Each entry is a mapping of `namespace:key` to a dictionary containing `value` and `timestamp`.
+- All tools are registered with `@mcp.tool()` and can be invoked by any MCP client.
+- The client uses `fastmcp.Client` to connect via stdio and call the tools.
+
+## Extending
+
+You can add more tools or modify the storage backend (e.g., switch to a database) by extending the `MemoryServer` class.