diff --git a/fix-link.sh b/fix-link.sh
index a742e3e92..558d19ed4 100755
--- a/fix-link.sh
+++ b/fix-link.sh
@@ -1,8 +1,14 @@
 #!/bin/bash
 
+# ANSI color codes
+GREEN='\033[0;32m'
+RED='\033[0;31m'
+GRAY='\033[0;90m'
+NC='\033[0m' # No Color
+
 # Check if input file is provided
 if [ $# -ne 1 ]; then
-    echo "Usage: $0 <input_file>"
+    echo -e "${RED}Usage: $0 <input_file>${NC}"
     exit 1
 fi
 
@@ -10,7 +16,7 @@ input_file="$1"
 
 # Check if input file exists
 if [ ! -f "$input_file" ]; then
-    echo "Error: File '$input_file' not found"
+    echo -e "${RED}Error: File '$input_file' not found${NC}"
     exit 1
 fi
 
@@ -25,57 +31,95 @@ while IFS=':' read -r file_path line_err status desc data; do
     desc=$(echo "$desc" | sed 's/^[[:space:]]*//;s/[[:space:]]*$//')
     data=$(echo "$data" | sed 's/^[[:space:]]*//;s/[[:space:]]*$//')
 
-    echo "DEBUG: Processing line:"
-    echo "DEBUG: file_path=[$file_path]"
-    echo "DEBUG: line_err=[$line_err]"
-    echo "DEBUG: status=[$status]"
-    echo "DEBUG: desc=[$desc]"
-    echo "DEBUG: data=[$data]"
+    echo -e "${GRAY}DEBUG: Processing line:${NC}"
+    echo -e "${GRAY}DEBUG: file_path=[$file_path]${NC}"
+    echo -e "${GRAY}DEBUG: line_err=[$line_err]${NC}"
+    echo -e "${GRAY}DEBUG: status=[$status]${NC}"
+    echo -e "${GRAY}DEBUG: desc=[$desc]${NC}"
+    echo -e "${GRAY}DEBUG: data=[$data]${NC}"
 
     # Check if file exists and description matches conditions
     if [ -f "$file_path" ]; then
-        echo "DEBUG: File exists: $file_path"
+        echo -e "${GRAY}DEBUG: File exists: $file_path${NC}"
         
         if [ "$desc" = "undefined label" ]; then
-            echo "DEBUG: Found 'undefined label' case"
+            echo -e "${GRAY}DEBUG: Found 'undefined label' case${NC}"
             # Replace \, /, or _ with - in data
             new_data=$(echo "$data" | tr '\\/_' '-')
-            echo "DEBUG: Changing '$data' to '$new_data'"
-            # Replace the old data with new data in the file
-            if sed -i "s|$data|$new_data|g" "$file_path"; then
-                changes_made=$((changes_made + 1))
-                echo "Processed: $file_path - Changed '$data' to '$new_data'"
+            echo -e "${GRAY}DEBUG: Changing '$data' to '$new_data'${NC}"
+
+            # Check if the data appears in an {image} directive
+            if grep -B1 "$data" "$file_path" | grep -q "{image}"; then
+                echo -e "${GRAY}DEBUG: Skipping '$data' as it appears in an {image} directive${NC}"
             else
-                echo "WARNING: Failed to modify $file_path"
+                # Replace the old data with new data in the file, only if not preceded by {image}
+                if sed -i "/{image}/!s|$data|$new_data|g" "$file_path" 2>/dev/null; then
+                    changes_made=$((changes_made + 1))
+                    echo -e "${GREEN}Processed: $file_path - Changed '$data' to '$new_data'${NC}"
+                else
+                    echo -e "${RED}WARNING: Failed to modify $file_path${NC}"
+                fi
             fi
 
         elif [[ "$desc" =~ "toctree contains reference to nonexisting document" ]]; then
-            echo "DEBUG: Found 'toctree' case"
+            echo -e "${GRAY}DEBUG: Found 'toctree' case${NC}"
             # Extract the document reference from data (assuming it's in single quotes)
             doc_ref=$(echo "$data" | grep -o "'[^']*'" | tr -d "'")
             if [ -n "$doc_ref" ]; then
                 # Replace \, /, or _ with - in doc_ref
                 new_data=$(echo "$doc_ref" | tr '\\/_' '-')
-                echo "DEBUG: Changing '$doc_ref' to '$new_data'"
-                # Replace the old data with new data in the file
-                if sed -i "s|$doc_ref|$new_data|g" "$file_path"; then
-                    changes_made=$((changes_made + 1))
-                    echo "Processed: $file_path - Changed '$doc_ref' to '$new_data'"
+                echo -e "${GRAY}DEBUG: Changing '$doc_ref' to '$new_data'${NC}"
+
+                # Check if the doc_ref appears in an {image} directive
+                if grep -B1 "$doc_ref" "$file_path" | grep -q "{image}"; then
+                    echo -e "${GRAY}DEBUG: Skipping '$doc_ref' as it appears in an {image} directive${NC}"
                 else
-                    echo "WARNING: Failed to modify $file_path"
+                    # Replace the old data with new data in the file, only if not preceded by {image}
+                    if sed -i "/{image}/!s|$doc_ref|$new_data|g" "$file_path" 2>/dev/null; then
+                        changes_made=$((changes_made + 1))
+                        echo -e "${GREEN}Processed: $file_path - Changed '$doc_ref' to '$new_data'${NC}"
+                    else
+                        echo -e "${RED}WARNING: Failed to modify $file_path${NC}"
+                    fi
                 fi
             else
-                echo "WARNING: Could not extract document reference from '$data' in $file_path"
+                echo -e "${RED}WARNING: Could not extract document reference from '$data' in $file_path${NC}"
             fi
+
+        elif [[ "$desc" =~ "card directive targets nonexisting document" ]]; then
+            echo -e "${GRAY}DEBUG: Found 'card directive' case${NC}"
+            # Extract the document reference from desc (since data is empty), remove .rst
+            doc_ref=$(echo "$desc" | grep -o "'[^']*'" | tr -d "'" | sed 's/\.rst$//')
+            if [ -n "$doc_ref" ]; then
+                # Replace \, /, or _ with - in doc_ref
+                new_data=$(echo "$doc_ref" | tr '\\/_' '-')
+                echo -e "${GRAY}DEBUG: Changing '$doc_ref' to '$new_data'${NC}"
+
+                # Check if the doc_ref appears in an {image} directive
+                if grep -B1 "$doc_ref" "$file_path" | grep -q "{image}"; then
+                    echo -e "${GRAY}DEBUG: Skipping '$doc_ref' as it appears in an {image} directive${NC}"
+                else
+                    # Replace the old data with new data in the file, only if not preceded by {image}
+                    if sed -i "/{image}/!s|$doc_ref|$new_data|g" "$file_path" 2>/dev/null; then
+                        changes_made=$((changes_made + 1))
+                        echo -e "${GREEN}Processed: $file_path - Changed '$doc_ref' to '$new_data'${NC}"
+                    else
+                        echo -e "${RED}WARNING: Failed to modify $file_path${NC}"
+                    fi
+                fi
+            else
+                echo -e "${RED}WARNING: Could not extract document reference from '$desc' in $file_path${NC}"
+            fi
+
         else
-            echo "DEBUG: Description '$desc' doesn't match any conditions"
+            echo -e "${GRAY}DEBUG: Description '$desc' doesn't match any conditions${NC}"
         fi
     else
-        echo "WARNING: File not found: $file_path"
+        echo -e "${RED}WARNING: File not found: $file_path${NC}"
     fi
-    echo "DEBUG: ---"
+    echo -e "${GRAY}DEBUG: ---${NC}"
 
 done < "$input_file"
 
-echo "Processing completed!"
-echo "Total changes made: $changes_made"
\ No newline at end of file
+echo -e "${GREEN}Processing completed!${NC}"
+echo -e "${GREEN}Total changes made: $changes_made${NC}"
\ No newline at end of file