diff --git a/tools/setup.sh b/tools/setup.sh
new file mode 100755
index 00000000..39f82455
--- /dev/null
+++ b/tools/setup.sh
@@ -0,0 +1,198 @@
+#!/bin/bash
+
+echo "===================================================================="
+echo "                         ⚠️  WARNING ⚠️"
+echo "   This script will run kernel-level BPF programs."
+echo "   BPF programs run with kernel privileges and could potentially"
+echo "   affect system stability if not used properly."
+echo ""
+echo "   PLEASE REVIEW THE SOURCE CODE BEFORE RUNNING:"
+echo "   https://github.com/pythonbpf/python-bpf"
+echo "===================================================================="
+echo
+
+echo "This script will:"
+echo "1. Check and install required dependencies (libelf, clang, python, bpftool)"
+echo "2. Download example programs from the Python-BPF GitHub repository"
+echo "3. Create a Python virtual environment with necessary packages"
+echo "4. Start a Jupyter notebook server"
+echo
+
+read -p "Would you like to continue? (y/N) " -n 1 -r
+echo
+if [[ ! $REPLY =~ ^[Yy]$ ]]; then
+    echo "Script execution cancelled."
+    exit 1
+fi
+
+if [ "$EUID" -ne 0 ]; then
+    echo "Please run this script with sudo."
+    exit 1
+fi
+
+WORK_DIR="/tmp/python_bpf_setup"
+REAL_USER=$(logname || echo "$SUDO_USER")
+
+echo "Creating temporary directory: $WORK_DIR"
+mkdir -p "$WORK_DIR"
+cd "$WORK_DIR" || exit 1
+
+if [ -f /etc/os-release ]; then
+    . /etc/os-release
+    DISTRO=$ID
+else
+    echo "Cannot determine Linux distribution. Exiting."
+    exit 1
+fi
+
+install_dependencies() {
+    case $DISTRO in
+        ubuntu|debian|pop|mint|elementary|zorin)
+            echo "Detected Ubuntu/Debian-based system"
+            apt update
+
+            # Check and install libelf
+            if ! dpkg -l libelf-dev >/dev/null 2>&1; then
+                echo "Installing libelf-dev..."
+                apt install -y libelf-dev
+            else
+                echo "libelf-dev is already installed."
+            fi
+
+            # Check and install clang
+            if ! command -v clang >/dev/null 2>&1; then
+                echo "Installing clang..."
+                apt install -y clang
+            else
+                echo "clang is already installed."
+            fi
+
+            # Check and install python
+            if ! command -v python3 >/dev/null 2>&1; then
+                echo "Installing python3..."
+                apt install -y python3 python3-pip python3-venv
+            else
+                echo "python3 is already installed."
+            fi
+
+            # Check and install bpftool
+            if ! command -v bpftool >/dev/null 2>&1; then
+                echo "Installing bpftool..."
+                apt install -y linux-tools-common linux-tools-generic
+
+                # If bpftool still not found, try installing linux-tools-$(uname -r)
+                if ! command -v bpftool >/dev/null 2>&1; then
+                    KERNEL_VERSION=$(uname -r)
+                    apt install -y linux-tools-$KERNEL_VERSION
+                fi
+            else
+                echo "bpftool is already installed."
+            fi
+            ;;
+
+        arch|manjaro|endeavouros)
+            echo "Detected Arch-based Linux system"
+
+            # Check and install libelf
+            if ! pacman -Q libelf >/dev/null 2>&1; then
+                echo "Installing libelf..."
+                pacman -S --noconfirm libelf
+            else
+                echo "libelf is already installed."
+            fi
+
+            # Check and install clang
+            if ! command -v clang >/dev/null 2>&1; then
+                echo "Installing clang..."
+                pacman -S --noconfirm clang
+            else
+                echo "clang is already installed."
+            fi
+
+            # Check and install python
+            if ! command -v python3 >/dev/null 2>&1; then
+                echo "Installing python3..."
+                pacman -S --noconfirm python python-pip
+            else
+                echo "python3 is already installed."
+            fi
+
+            # Check and install bpftool
+            if ! command -v bpftool >/dev/null 2>&1; then
+                echo "Installing bpftool..."
+                pacman -S --noconfirm bpf linux-headers
+            else
+                echo "bpftool is already installed."
+            fi
+            ;;
+
+        *)
+            echo "Unsupported distribution: $DISTRO"
+            echo "This script only supports Ubuntu/Debian and Arch Linux derivatives."
+            exit 1
+            ;;
+    esac
+}
+
+echo "Checking and installing dependencies..."
+install_dependencies
+
+# Download example programs
+echo "Downloading example programs from Python-BPF GitHub repository..."
+mkdir -p examples
+cd examples || exit 1
+
+echo "Fetching example files list..."
+FILES=$(curl -s "https://api.github.com/repos/pythonbpf/Python-BPF/contents/examples" | grep -o '"path":"examples/[^"]*"' | awk -F'"' '{print $4}')
+
+if [ -z "$FILES" ]; then
+    echo "Failed to fetch file list from repository. Using fallback method..."
+    # Fallback to downloading common example files
+    EXAMPLES=(
+        "binops_demo.py"
+        "blk_request.py"
+        "clone-matplotlib.ipynb"
+        "clone_plot.py"
+        "hello_world.py"
+        "kprobes.py"
+        "struct_and_perf.py"
+        "sys_sync.py"
+        "xdp_pass.py"
+    )
+
+    for example in "${EXAMPLES[@]}"; do
+        echo "Downloading: $example"
+        curl -s -O "https://raw.githubusercontent.com/pythonbpf/Python-BPF/master/examples/$example"
+    done
+else
+    for file in $FILES; do
+        filename=$(basename "$file")
+        echo "Downloading: $filename"
+        curl -s -o "$filename" "https://raw.githubusercontent.com/pythonbpf/Python-BPF/master/$file"
+    done
+fi
+
+cd "$WORK_DIR" || exit 1
+chown -R "$REAL_USER:$(id -gn "$REAL_USER")" .
+
+echo "Creating Python virtual environment..."
+su - "$REAL_USER" -c "cd \"$WORK_DIR\" && python3 -m venv venv"
+
+echo "Installing Python packages..."
+su - "$REAL_USER" -c "cd \"$WORK_DIR\" && source venv/bin/activate && pip install --upgrade pip && pip install jupyter pythonbpf pylibbpf matplotlib"
+
+cat > "$WORK_DIR/start_jupyter.sh" << EOF
+#!/bin/bash
+cd "$WORK_DIR"
+source venv/bin/activate
+cd examples
+sudo ../venv/bin/python -m notebook --ip=0.0.0.0 --allow-root
+EOF
+
+chmod +x "$WORK_DIR/start_jupyter.sh"
+chown "$REAL_USER:$(id -gn "$REAL_USER")" "$WORK_DIR/start_jupyter.sh"
+
+echo "========================================================"
+echo "Setup complete! To start Jupyter Notebook, run:"
+echo "$ sudo $WORK_DIR/start_jupyter.sh"
+echo ""