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mcp/harbor
Windsurf

BanditDB for Windsurf

com.banditdb/mcp

Persistent decision memory for agents — learns which action works in which context

client:Windsurf transport:stdio runtime:pypi

Install BanditDB in Windsurf

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

Held in this page only — never stored, logged, or sent anywhere but back to your screen. 

{
  "mcpServers": {
    "mcp": {
      "command": "uvx",
      "args": [
        "banditdb-python"
      ],
      "env": {
        "BANDITDB_URL": "<BANDITDB_URL>",
        "BANDITDB_API_KEY": "<BANDITDB_API_KEY>"
      }
    }
  }
}

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

BanditDB in other clients

BanditDB MCP server