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mcp/harbor
Windsurf

Copilot Memory MCP for Windsurf

io.github.labforgedev/copilot-memory-mcp

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

client:Windsurf transport:stdio runtime:oci

Install Copilot Memory MCP in Windsurf

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

{
  "mcpServers": {
    "copilot-memory-mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/labforgedev/copilot-memory-mcp:1.0.0"
      ]
    }
  }
}

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

Copilot Memory MCP in other clients

Copilot Memory MCP MCP server