Long-term memory storage for LLMs using the Model Context Protocol, offering project-based semantic search, multi-type memory management, rich metadata, tagging, and relationship tracking to preserve and retrieve development context across sessions.
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A long-term memory storage system for LLMs using the Model Context Protocol (MCP) standard. This system helps LLMs remember the context of work done over the entire history of a project, even across multiple sessions. It uses semantic search with embeddings to provide relevant context from past interactions and development decisions.
nomic-embed-text
model installednpm install
npm run build
.env
file with required configuration:
OLLAMA_HOST=http://localhost:11434
DB_PATH=memory.db
Start the server in development mode:
npm run dev
This will:
The server connects via stdio for Cursor compatibility
The system uses SQLite with the following tables:
projects
: Project information and metadatamemories
: Memory entries storing various types of development contextembeddings
: Vector embeddings (768d) for semantic search capabilitiestags
: Memory organization tagsmemory_tags
: Many-to-many relationships between memories and tagsmemory_relationships
: Directed relationships between memory entriesThe following tools are available through the MCP protocol:
store-dev-memory
: Create new development memories with:
list-dev-memories
: List existing memories with optional tag filteringget-dev-memory
: Retrieve specific memory by IDsearch
: Semantic search across memories using embeddingsFor development:
npm run dev
This will:
Key dependencies:
@modelcontextprotocol/sdk@^1.7.0
: MCP protocol implementationbetter-sqlite3@^9.4.3
: SQLite database interfacenode-fetch@^3.3.2
: HTTP client for Ollama APIzod@^3.22.4
: Runtime type checking and validationmemory-mcp-server/
├── src/
│ ├── db/
│ │ ├── init.ts # Database initialization
│ │ └── service.ts # Database service layer
│ ├── dev-memory.ts # Development memory helpers
│ ├── index.ts # Main server implementation
│ └── schema.sql # Database schema
├── dist/ # Compiled JavaScript
├── package.json # Project configuration
└── tsconfig.json # TypeScript configuration
Contributions are welcome! Please ensure you:
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