uv run main.py --directory ~/path/to/markdown/files --parquet vectors.parquet

uv run pyinstaller --clean --strip --noconfirm --onefile server.py

uv run mcp install server.py -v VECTOR_PARQUET=/path/to/vectors.parquet

{
  "mcpServers": {
    "DuckDB-RAG-MCP-Sample": {
      "command": "/path/to/dist/server",
      "env": {
        "VECTOR_PARQUET": "/path/to/vectors.parquet"
      }
    }
  }
}

uv run mcp dev server.py