Graph Memory RAG MCP Server
by lecharles
A Model Context Protocol (MCP) server implementation that provides graph-based memory storage capabilities. This server allows AI agents to store and retrieve information in a graph structure, making it ideal for maintaining context and relationships between different pieces of information.
Last updated: N/A
Graph Memory RAG MCP Server
A Model Context Protocol (MCP) server implementation that provides graph-based memory storage capabilities. This server allows AI agents to store and retrieve information in a graph structure, making it ideal for maintaining context and relationships between different pieces of information.
Features
- In-memory graph database storage
- Entity creation and management
- Relationship creation between entities
- Query capabilities for both entities and relationships
- Delete operations with cascading relationship cleanup
- MCP-compliant interface
Installation
npm install
Dependencies
- @modelcontextprotocol/sdk: ^1.0.3
- zod: ^3.22.4
Usage
Start the server:
node app.js
API Tools
Create Entity
Creates a new entity in the graph database.
- Parameters:
- name: string
- entityType: string
- observations: string[]
Create Relationship
Creates a relationship between two existing entities.
- Parameters:
- fromEntityName: string
- toEntityName: string
- relationType: string
Query Entities
Retrieves entities by type.
- Parameters:
- entityType: string
Query Relationships
Retrieves relationships by type.
- Parameters:
- relationType: string
Delete Entity
Deletes an entity and its associated relationships.
- Parameters:
- name: string
Implementation Details
The server uses an in-memory graph database with two main components:
- Entities Map: Stores entity objects with their properties
- Relationships Map: Stores relationship objects connecting entities
Each entity contains:
- id: Unique identifier
- name: Entity name
- type: Entity type
- observations: Array of strings containing information about the entity
Each relationship contains:
- id: Unique identifier
- fromId: Source entity ID
- toId: Target entity ID
- type: Relationship type
Contributing
Feel free to open issues or submit pull requests for improvements.
License
MIT