diff --git a/.vscode/mcp.json b/.vscode/mcp.json
index 347119b..cdc0c63 100644
--- a/.vscode/mcp.json
+++ b/.vscode/mcp.json
@@ -3,24 +3,6 @@
         "github-mcp": {
             "type": "http",
             "url": "https://api.githubcopilot.com/mcp"
-        },
-        "python-language-server": {
-            "command": "mcp-language-server",
-            "args": [
-                "--workspace",
-                "${workspaceFolder}",
-                "--lsp",
-                "pylsp"
-            ],
-        },
-        "analyzer": {
-            "command": "uvx",
-            "args": ["mcp-server-analyzer"]
-        },
-        "context7": {
-            "type": "stdio",
-            "command": "npx",
-            "args": ["-y", "@upstash/context7-mcp"]
         }
     }
 }
diff --git a/test-gen_latest_pic.py b/test-gen_latest_pic.py
new file mode 100644
index 0000000..0b8aee2
--- /dev/null
+++ b/test-gen_latest_pic.py
@@ -0,0 +1,75 @@
+import requests
+import base64
+import json
+import argparse
+import os
+import glob
+
+
+
+# Set up argument parser
+parser = argparse.ArgumentParser(description='Test the /gen_latest_pic endpoint by sending the latest image from a directory.')
+parser.add_argument('directory', type=str, nargs='?', default='.', 
+                    help='Directory to search for the latest image. Defaults to the current directory.')
+args = parser.parse_args()
+
+
+# The URL of the Flask application endpoint
+url = 'http://127.0.0.1:5000/gen_latest_pic'
+
+# Find the latest image in the specified directory
+image_dir = args.directory
+# Add more extensions if needed
+image_extensions = ('*.png', '*.jpg', '*.jpeg', '*.gif', '*.bmp')
+all_images = []
+for ext in image_extensions:
+    # Use glob to find files with the current extension
+    all_images.extend(glob.glob(os.path.join(image_dir, ext)))
+
+if not all_images:
+    print(f"Error: No image files found in the directory '{image_dir}'.")
+    exit()
+
+# Get the latest file by modification time
+try:
+    image_path = max(all_images, key=os.path.getmtime)
+    print(f"Using latest image: {image_path}")
+except FileNotFoundError:
+    print(f"Error: The directory '{image_dir}' does not exist.")
+    exit()
+
+
+# Read the image file in binary mode
+with open(image_path, 'rb') as image_file:
+    # Encode the image data in base64
+    encoded_string = base64.b64encode(image_file.read()).decode('utf-8')
+
+# Prepare the data to be sent in the request
+# The 'pid' is optional, so you can include it or not
+data = {
+    'base_image': encoded_string,
+    'pid': 'user123'  # Optional: you can change or remove this
+}
+
+# Set the headers for the request to indicate JSON content
+headers = {
+    'Content-Type': 'application/json'
+}
+
+try:
+    # Send the POST request
+    response = requests.post(url, data=json.dumps(data), headers=headers, timeout=60)
+
+    # Check the response from the server
+    if response.status_code == 201:
+        print("Request was successful.")
+        print("Response JSON:", response.json())
+    else:
+        print(f"Request failed with status code {response.status_code}")
+        try:
+            print("Error response:", response.json())
+        except json.JSONDecodeError:
+            print("Error response could not be decoded as JSON:", response.text)
+
+except requests.exceptions.RequestException as e:
+    print(f"An error occurred: {e}")