diff --git a/.github/workflows/talawa_admin_md_mdx_format_adjuster.py b/.github/workflows/talawa_admin_md_mdx_format_adjuster.py
new file mode 100644
index 0000000000..cd76a30cf6
--- /dev/null
+++ b/.github/workflows/talawa_admin_md_mdx_format_adjuster.py
@@ -0,0 +1,96 @@
+#!/usr/bin/env python3
+# -*- coding: UTF-8 -*-
+"""
+Script to make Markdown files MDX compatible.
+
+This script scans Markdown files and escapes special characters (<, >, {, })
+to make them compatible with the MDX standard used in Docusaurus v3.
+
+This script complies with:
+    1) Pylint
+    2) Pydocstyle
+    3) Pycodestyle
+    4) Flake8
+"""
+import os
+import argparse
+import re
+
+def escape_mdx_characters(text):
+    """
+    Escape special characters in a text string for MDX compatibility.
+    Avoids escaping already escaped characters.
+
+    Args:
+        text: A string containing the text to be processed.
+
+    Returns:
+        A string with special characters (<, >, {, }) escaped, avoiding
+        double escaping.
+    """
+    # Regular expressions to find unescaped special characters
+    patterns = {
+        "<": r"(?<!\\)<",
+        ">": r"(?<!\\)>",
+        "{": r"(?<!\\){",
+        "}": r"(?<!\\)}"
+    }
+
+    # Replace unescaped special characters
+    for char, pattern in patterns.items():
+        text = re.sub(pattern, f"\\{char}", text)
+
+    return text
+
+def process_file(filepath):
+    """
+    Process a single Markdown file for MDX compatibility.
+
+    Args:
+        filepath: The path to the Markdown file to process.
+
+    Returns:
+        None, writes the processed content back to the file only if there are changes.
+    """
+    with open(filepath, 'r', encoding='utf-8') as file:
+        content = file.read()
+
+    # Escape MDX characters
+    new_content = escape_mdx_characters(content)
+
+    # Write the processed content back to the file only if there is a change
+    if new_content != content:
+        with open(filepath, 'w', encoding='utf-8') as file:
+            file.write(new_content)
+
+def main():
+    """
+    Main function to process all Markdown files in a given directory.
+
+    Scans for all Markdown files in the specified directory and processes each
+    one for MDX compatibility.
+
+    Args:
+        None
+
+    Returns:
+        None
+    """
+    parser = argparse.ArgumentParser(description="Make Markdown files MDX compatible.")
+    parser.add_argument(
+        "--directory",
+        type=str,
+        required=True,
+        help="Directory containing Markdown files to process."
+    )
+
+    args = parser.parse_args()
+
+    # Process each Markdown file in the directory
+    for root, _, files in os.walk(args.directory):
+        for file in files:
+            if file.lower().endswith(".md"):
+                process_file(os.path.join(root, file))
+
+if __name__ == "__main__":
+    main()