Dense Knowledge for Windsurf

io.github.lucky44k/dense-knowledge-mcp

Local-first MCP memory server for persistent LLM knowledge with BM25 retrieval.

client:Windsurf transport:stdio runtime:pypi

Install Dense Knowledge in Windsurf

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

{
  "mcpServers": {
    "dense-knowledge-mcp": {
      "command": "uvx",
      "args": [
        "dense-knowledge-mcp"
      ]
    }
  }
}

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