MCP (Model Context Protocol) 도구로 분산 된 메모리 은행의 TypeScript 구현은 ** KùzuDB 그래프 데이터베이스 ** 저장소 및 지점 필터링 기능을 저장합니다. Branch isolation은 entities에 대한 그래프 고유 식별자를 사용하여 중앙 메모리 은행을 활성화하여 저장소 별 및 지점 별보기를 허용합니다. IDE 및 AI Agent와 완벽하게 통합된 MCP 사양을 준수합니다.

키 기능

-** AI AI-Powered Memory Optimization** - 지능형 메모리 관리를위한 MCP 샘플링과 함께 고급 소싱 모델 (OpenAI o3/o4-mini, Claude 4) -️️ Production-Ready Safety - 보장된 롤백 기능을 가진 자동 스냅샷 시스템 -** Con Context-Aware Intelligence** - MCP 샘플링은 적합한 최적화 전략을 위한 실제 메모리 상태를 분석합니다.

• ** Unified Tool Architecture** - 모든 메모리 은행 운영을 포함하는 12개의 통합 도구 -** Single Thread-Safe Singleton Pattern** - 각 리소스를 한 번만 유지하며 적절한 실 안전
• ** Dist Distributed Graph Structure** - KùzuDB 그래프를 사용하여 고급 메모리 은행 사양을 따릅니다

KuzuMem-MCP

A TypeScript implementation of a distributed memory bank as an MCP (Model Context Protocol) tool, storing memories in a KùzuDB graph database with repository and branch filtering capabilities. Branch isolation is achieved by using a graph-unique identifier for entities, enabling a centralized memory bank while allowing repository-specific and branch-specific views. Fully compliant with MCP specification for seamless integration with IDEs and AI agents.

Key Features

• 🧠 AI-Powered Memory Optimization - Advanced reasoning models (OpenAI o3/o4-mini, Claude 4) with MCP sampling for intelligent memory management
• 🛡️ Production-Ready Safety - Automatic snapshot system with guaranteed rollback capabilities
• 🎯 Context-Aware Intelligence - MCP sampling analyzes actual memory state for adaptive optimization strategies
• 🔧 Unified Tool Architecture - 12 consolidated tools covering all memory bank operations
• 🧵 Thread-Safe Singleton Pattern - Ensures each resource is instantiated only once, with proper thread safety
• 📊 Distributed Graph Structure - Follows the advanced memory bank specification using a KùzuDB graph
• 🌿 Repository & Branch Awareness - All operations are contextualized by repository name and branch
• ⚡ Asynchronous Operations - Uses async/await for better performance
• 🔌 Multiple Access Interfaces - Access via CLI and multiple MCP server implementations
• 💾 KùzuDB Backend - Utilizes KùzuDB for graph-based memory storage and querying
• ✅ Fully MCP Compliant - All tools follow the Model Context Protocol for client integration
• 📡 Progressive Results Streaming - Supports streaming for long-running graph operations
• 🏠 Client Project Root Isolation - Each client project gets its own isolated database instance
• 🧠 High-Reasoning Analysis - Leverages OpenAI HIGH reasoning and Anthropic extended thinking for memory optimization
• 🗑️ Safe Bulk Operations - Advanced bulk deletion with dependency validation and dry-run capabilities

Unified Tools

The system currently broadcasts 12 unified tools that consolidate all memory bank operations:

1. memory-bank - Initialize and manage memory bank metadata
2. entity - Create, update, delete, and retrieve all entity types (components, decisions, rules, files, tags)
3. introspect - Explore graph schema and metadata
4. context - Manage work session context
5. query - Unified search across contexts, entities, relationships, dependencies, governance, history, and tags
6. associate - Create relationships between entities
7. analyze - Run graph algorithms (PageRank, K-Core, Louvain, Shortest Path)
8. detect - Detect patterns (strongly/weakly connected components)
9. bulk-import - Efficient bulk entity import
10. search - Full-text search across all entity types with KuzuDB FTS integration