before changing links

fix_image_paths.py

@@ -0,0 +1,27 @@
+import os
+import re
+
+def fix_image_paths(file_path):
+    with open(file_path, 'r') as f:
+        content = f.read()
+    
+    # Fix Logo image at the top
+    content = content.replace('[![Logo](_images/', '[![Logo](../_images/')
+    
+    # Fix other image references
+    pattern = r'!\[\.\./_images/([^]]+)\]\(_images/([^)]+)\)'
+    content = re.sub(pattern, r'![\1](../_images/\2)', content)
+    
+    with open(file_path, 'w') as f:
+        f.write(content)
+
+def process_directory(dir_path):
+    for root, dirs, files in os.walk(dir_path):
+        for file in files:
+            if file.endswith('.md'):
+                file_path = os.path.join(root, file)
+                fix_image_paths(file_path)
+
+if __name__ == "__main__":
+    docs_dir = "/Users/dhanraj/Desktop/kpme_scraper/docs"
+    process_directory(docs_dir)