JustOnce for Windsurf

ai.justonce/memory

Persistent memory for AI assistants — one shared, OAuth-secured vault for every MCP client.

client:Windsurf transport:streamable-http

Install JustOnce in Windsurf

~/.codeium/windsurf/mcp_config.json · windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json

{
  "mcpServers": {
    "memory": {
      "serverUrl": "https://mcp.justonce.ai"
    }
  }
}

Global only — Windsurf has no per-project MCP config. Refresh Cascade after saving. Windsurf docs