MCP (Model Context Protocol)

# In-process (reads files directly, no server needed)
kiwifs mcp --root ~/knowledge

# Proxy mode (connects to a running KiwiFS server)
kiwifs mcp --remote http://host:3333

# Streamable HTTP transport (instead of default stdio)
kiwifs mcp --root ~/knowledge --http --port 8181

{
  "mcpServers": {
    "kiwifs": {
      "command": "kiwifs",
      "args": ["mcp", "--root", "/path/to/knowledge"]
    }
  }
}