diff --git a/scripts/install-deps.py b/scripts/install-deps.py
new file mode 100755
index 0000000..9bdecab
--- /dev/null
+++ b/scripts/install-deps.py
@@ -0,0 +1,111 @@
+#!/usr/bin/env python3
+
+"""Script to install the tools and dependencies on the server hosting the runners."""
+
+import logging
+import os
+import subprocess
+import sys
+
+# The ANSI colour codes for the log messages
+RED = "\033[31m"
+BLUE = "\033[34m"
+RESET = "\033[0m"
+
+formatter = logging.Formatter("%(color)s[%(levelname)s]%(reset)s %(message)s")
+
+
+def add_color_to_record(record: logging.LogRecord) -> logging.LogRecord:
+    """A utility function to add some colours to the log messages.
+
+    Args:
+        record: A LogRecord instance
+
+    Returns:
+        A customised LogRecord instance
+
+    Raises:
+        None
+    """
+    match record.levelno:
+        case logging.ERROR:
+            record.color = RED
+        case record.levelno:
+            record.color = BLUE
+        case _:
+            record.color = ""
+
+    record.reset = RESET
+
+    return record
+
+
+logger = logging.getLogger(__name__)
+logger.setLevel(logging.INFO)
+
+console_handler = logging.StreamHandler()
+console_handler.setFormatter(formatter)
+
+logger.addHandler(console_handler)
+logger.addFilter(add_color_to_record)
+
+
+def install_unzip() -> None:
+    """Install the "unzip" tool on the server."""
+    logger.info('Installing "unzip"')
+    subprocess.run(["sudo", "apt-get", "install", "unzip"])  # noqa: S607, S603
+
+
+def install_docker() -> None:
+    """Install Docker on the server.
+
+    Args:
+        None
+
+    Returns:
+        None
+
+    Raises:
+        None
+    """
+    keyrings_dir = "/etc/apt/keyrings"
+    gpg_key_url = "https://download.docker.com/linux/debian/gpg"
+
+    logger.info('Install "Docker"')
+
+    # Add Docker's official GPG key
+    subprocess.run(  # noqa: S603
+        ["install", "--mode", "0755", "--directory", keyrings_dir]  # noqa: S607
+    )
+    subprocess.run(  # noqa: S603
+        ["curl", "-fsSL", gpg_key_url, f"{keyrings_dir}/docker.asc"]  # noqa: S607
+    )
+    subprocess.run(["chmod", "a+r", f"{keyrings_dir}/docker.asc"])  # noqa: S607, S603
+
+    # Add the repository to the APT sources
+
+
+def main() -> None:
+    """The entrypoint of the script.
+
+    Args:
+        None
+
+    Returns:
+        None
+
+    Raises:
+        None
+    """
+    install_unzip()
+
+    install_docker()
+
+
+if __name__ == "__main__":
+    # Check if script invoked by the "root" user, if so throw error message and exit
+    if not os.geteuid() == 0:
+        main()
+    else:
+        logger.error("Must run script as non-root user!")
+        sys.exit(1)