diff --git a/docs/book.toml b/docs/book.toml
index 91309c263f..f1726787a9 100644
--- a/docs/book.toml
+++ b/docs/book.toml
@@ -11,4 +11,13 @@ edition = "2021"
 
 [output.html]
 default-theme = "ayu"
-git-repository-url = "https://github.com/scylladb/scylla-rust-driver"
\ No newline at end of file
+git-repository-url = "https://github.com/scylladb/scylla-rust-driver"
+
+[preprocessor.sphinx]
+command = '''bash -c '
+if test -f "./docs/sphinx_preprocessor.py"; then
+    python ./docs/sphinx_preprocessor.py "$@" 
+else 
+    python ./sphinx_preprocessor.py "$@"
+fi' run_preprocessor
+'''
diff --git a/docs/sphinx_preprocessor.py b/docs/sphinx_preprocessor.py
new file mode 100644
index 0000000000..fc85848e11
--- /dev/null
+++ b/docs/sphinx_preprocessor.py
@@ -0,0 +1,34 @@
+import json
+import sys
+
+def remove_sphinx_markdown(md_file_text):
+    text_split = md_file_text.split("```eval_rst")
+    
+    result = text_split[0]
+
+    for i in range(1, len(text_split)):
+        cur_chunk = text_split[i]
+        result += cur_chunk[cur_chunk.find("```") + 3:]
+
+    return result
+
+def process_section(section):
+    if 'Chapter' in section:
+        section['Chapter']['content'] = remove_sphinx_markdown(section['Chapter']['content'])
+        for s in section['Chapter']['sub_items']:
+            process_section(s)
+
+if __name__ == '__main__':
+    if len(sys.argv) > 1: # we check if we received any argument
+        if sys.argv[1] == "supports": 
+            # then we are good to return an exit status code of 0, since the other argument will just be the renderer's name
+            sys.exit(0)
+
+    # load both the context and the book representations from stdin
+    context, book = json.load(sys.stdin)
+
+    for section in book['sections']:
+        process_section(section)
+
+    # we are done with the book's modification, we can just print it to stdout
+    print(json.dumps(book))