MCP Klaudium

MCP Klaudium is an enhanced memory server with dynamic compression, context management, and thought process integration capabilities. It realizes entity - relationship storage and retrieval based on a knowledge graph and supports temporal awareness and memory importance evaluation.

Knowledge management and memory Developer tools #Memory enhancement #Knowledge graph #Dynamic compression #Context management Local .TypeScript

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update time : 2025-04-29

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What is MCP Klaudium?

MCP Klaudium is an intelligent memory management system that can organize and store information like the human brain. It can not only remember facts and data but also understand the relationships between this information and automatically manage these memories based on time, importance, and category.

How to use MCP Klaudium?

You can add, query, and delete information through simple commands. The system will automatically add time stamps to the information, evaluate its importance, and classify and store it.

Use cases

Suitable for scenarios such as AI assistants that require long - term memory management, knowledge management systems, and intelligent customer service systems. It is particularly suitable for handling information that changes over time and complex relationship networks.

Main features

Knowledge graph

Store information in the form of entities and relationships to build a rich knowledge network

Temporal awareness

Automatically record the time stamps of information and support time - based analysis and queries

Importance tracking

Assign an importance score to each piece of information to help the system determine memory priorities

Intelligent categorization

Automatically classify and store information to improve retrieval efficiency

Memory statistics

Monitor the usage and storage status of the memory system in real - time

Coming soon

Advanced features such as dynamic memory compression, context - aware management, and thought process integration

Advantages

Intelligent memory management: Automatically handle the timeliness and importance of information

Structured storage: Information is organized in the form of a knowledge graph, which is easy to understand and query

High scalability: Supports the addition of more advanced cognitive functions in the future

Real - time statistics: Provide usage and performance indicators of the memory system

Limitations

Some advanced functions are still under development (such as dynamic compression and thought integration)

Requires a certain learning cost to fully utilize all functions

The current version is mainly for developers, and the user - friendly interface needs to be improved

How to use

Installation

Detailed installation instructions will be provided after the release

Add information

Use the add_entity command to add a new entity, and the system will automatically record the time stamp

Query information

Use the search_entity command to query specific entities or relationships

Delete information

Use the remove_entity command to delete information that is no longer needed

Usage examples

Project management

Use MCP Klaudium to track project progress and task relationships

Knowledge base construction

Build a structured knowledge base to store concepts and their relationships

Memory query

Query important information within a specific time period

Frequently Asked Questions

What is the difference between MCP Klaudium and traditional databases?

How is the importance score calculated?

When will the system perform memory compression?

How to contribute code or suggestions?

Related resources

GitHub repository

Project source code and issue tracking

MCP protocol documentation

Detailed description of the Model Context Protocol

Demo video

Function demonstration of MCP Klaudium

🚀 Enhanced MCP Klaudium Memory Server

An enhanced MCP memory server with dynamic compression, context management, and thinking process integration. Built upon the original MCP memory server.

🚀 Quick Start

This is an enhanced MCP memory server that comes with dynamic compression, context management, and thinking process integration capabilities. It is developed based on the original MCP memory server.

✨ Features

Basic Knowledge Graph Functionality

Entities and their observations
Relationships between entities
Basic CRUD operations
Search functionality

Enhanced Memory Management

Time Awareness
- Timestamps for entities and relationships
- Support for time-based analysis and compression
Memory Importance Tracking
- Importance scores for entities
- Helps prioritize retention of important memories
Classification System
- Classification fields for better organization and management
- Improves memory structure
Memory Statistics
- Tracks the total number of entities and relationships
- Monitors memory size (in tokens)
- Observation counts

Upcoming Features

Dynamic memory compression system
Context-aware memory management
Thinking process integration
Advanced memory classification
Memory summary generation

📚 Documentation

Project Structure

├── src/
│   ├── index.ts          # Main server implementation file
│   ├── compression/      # Memory compression (coming soon)
│   ├── thinking/         # Thinking process (coming soon)
│   └── context/          # Context management (coming soon)
├── package.json
├── tsconfig.json
└── README.md

Development Status

This project is currently in active development. Features are being added gradually while maintaining a balance between stability and feature expansion.