Memory MCP Server

🧠 AI Memory System powered by MongoDB Atlas & Voyage AI - Autonomous memory management with zero manual work

Local serverstdioPython

What is the Memory MCP Server?

🧠 AI Memory System powered by MongoDB Atlas & Voyage AI - Autonomous memory management with zero manual work

What you get

Experience the power of semantic code search and persistent AI memory

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
memory_engineering_initInitialize project
memory_engineering_memoryRead/Update memories
memory_engineering_searchSemantic search
memory_engineering_syncSync code embeddings
memory_engineering_systemHealth & diagnostics

How to install the Memory MCP Server

{
  "mcpServers": {
    "memory-engineering-mcp": {
      "command": "npx",
      "args": ["memory-engineering-mcp"],
      "env": {
        "MONGODB_URI": "your-mongodb-atlas-uri",
        "VOYAGE_API_KEY": "your-voyage-api-key"
      }
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

VariableDescriptionRequired
MONGODB_URIConfiguration value read at startup.Optional
VOYAGE_API_KEYCredential the server authenticates with.Yes

Example prompts to try

  • β€œUse Memory to memory engineering init.”
  • β€œUse Memory to memory engineering memory.”
  • β€œUse Memory to memory engineering search.”

Frequently asked questions

🧠 AI Memory System powered by MongoDB Atlas & Voyage AI - Autonomous memory management with zero manual work Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.