diff --git a/scripts/auto_test.ipynb b/scripts/auto_test.ipynb
index 06513be3..629f6bf3 100644
--- a/scripts/auto_test.ipynb
+++ b/scripts/auto_test.ipynb
@@ -59,21 +59,21 @@
     "import os\n",
     "import subprocess\n",
     "\n",
+    "# Set your OpenAI API key\n",
     "os.environ['OPENAI_API_KEY'] = ''\n",
     "\n",
-    "# Specify project you want to detect\n",
+    "# Specify the project you want to detect\n",
     "project_file = 18\n",
     "\n",
-    "# Specify the folder path\n",
+    "# Define the folder path\n",
     "folder_path = f'./benchmark/contracts/{project_file}'\n",
-    "\n",
     "files = os.listdir(folder_path)\n",
     "\n",
     "# Function to run the command for a given file\n",
     "def run_command(file_path):\n",
     "    with open(file_path, 'r', encoding='utf-8') as f:\n",
     "        file_content = f.read()\n",
-    "    \n",
+    "\n",
     "    command = [\n",
     "        \"python\", \"run.py\",\n",
     "        \"--org\", \"RealWord\",\n",
@@ -81,23 +81,24 @@
     "        \"--task\", file_content,\n",
     "        \"--name\", f\"RealWorld_BA_{project_file}_{os.path.splitext(os.path.basename(file_path))[0]}\"\n",
     "    ]\n",
-    "    \n",
+    "\n",
     "    try:\n",
     "        result = subprocess.run(command, check=True, capture_output=True, text=True)\n",
-    "        print(f\"Successfully ran {file_path}\")\n",
+    "        print(f\"✅ Successfully ran {file_path}\")\n",
     "        print(result.stdout)\n",
     "    except subprocess.CalledProcessError as e:\n",
-    "        print(f\"Error running {file_path}\")\n",
+    "        print(f\"❌ Error running {file_path}\")\n",
     "        print(e.stderr)\n",
     "\n",
+    "# Walk through the folder and process each .sol file\n",
     "for root, dirs, files in os.walk(folder_path):\n",
     "    for file in files:\n",
     "        if file.endswith('.sol'):\n",
     "            file_path = os.path.join(root, file)\n",
-    "            print(f\"Processing {file_path}...\")\n",
+    "            print(f\"🚀 Processing {file_path}...\")\n",
     "            run_command(file_path)\n",
     "        else:\n",
-    "            print(f\"Skipping {file} (not a .sol file)\")"
+    "            print(f\"⚠️ Skipping {file} (not a .sol file)\")\n"
    ]
   },
   {