git clone https://github.com/AyubMoh1/memory-mcp.git
cd memory-mcp
npm install
npm run build

{
  "mcpServers": {
    "memory": {
      "command": "node",
      "args": ["/path/to/memory-mcp/dist/index.js"]
    }
  }
}

ollama serve                    # Start Ollama
ollama pull nomic-embed-text    # Install embedding model

src/
├── index.ts              # Entry point: MCP server + stdio transport
├── storage/
│   ├── types.ts          # MemoryChunk, SearchResult, StorageBackend
│   └── database.ts       # SQLite + FTS5 + sqlite-vec
├── embeddings/
│   ├── providers.ts      # Ollama embedding provider
│   ├── cache.ts          # LRU embedding cache
│   └── detect.ts         # Detect Ollama + embedding model
├── sync/
│   ├── file-watcher.ts   # chokidar with debouncing
│   └── chunker.ts        # Split files by headers/paragraphs
├── tools/                # MCP tool handlers
├── resources/            # MCP resource handlers
└── utils/                # Logger, ID gen, token estimation