diff --git a/docs/examples/suryaocr_with_custom_models.py b/docs/examples/suryaocr_with_custom_models.py
index 15574f1588..03320ff6bf 100644
--- a/docs/examples/suryaocr_with_custom_models.py
+++ b/docs/examples/suryaocr_with_custom_models.py
@@ -1,27 +1,36 @@
-# Example: Integrating SuryaOCR with Docling for PDF OCR and Markdown Export
+# %% [markdown]
+# Integrating SuryaOCR with Docling for PDF OCR and Markdown Export
 #
 # Overview:
+#
 # - Configures SuryaOCR options for OCR.
 # - Executes PDF pipeline with SuryaOCR integration.
 # - Models auto-download from Hugging Face on first run.
 #
 # Prerequisites:
+#
 # - Install: `pip install docling-surya`
 # - Ensure `docling` imports successfully.
 #
 # Execution:
+#
 # - Run from repo root: `python docs/examples/suryaocr_with_custom_models.py`
 # - Outputs Markdown to stdout.
 #
 # Notes:
+#
 # - Default source: EPA PDF URL; substitute with local path as needed.
 # - Models cached in `~/.cache/huggingface`; override with HF_HOME env var.
 # - Use proxy config for restricted networks.
 # - **Important Licensing Note**: The `docling-surya` package integrates SuryaOCR, which is licensed under the GNU General Public License (GPL).
-#   Using this integration may impose GPL obligations on your project. Review the license terms carefully.
+#
+# Using this integration may impose GPL obligations on your project. Review the license terms carefully.
 
 # Requires `pip install docling-surya`
-# See https://pypi.org/project/docling-surya/
+# See [https://pypi.org/project/docling-surya/](https://pypi.org/project/docling-surya/)
+
+# %%
+
 from docling_surya import SuryaOcrOptions
 
 from docling.datamodel.base_models import InputFormat
diff --git a/mkdocs.yml b/mkdocs.yml
index a65fa4737c..89785f107a 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -108,7 +108,6 @@ nav:
       - _generated/examples/video_pipeline.md
       - "Figure export": _generated/examples/export_figures.md
       - "Table export": _generated/examples/export_tables.md
-      - "Multimodal export": _generated/examples/export_multimodal.md
       - "Force full page OCR": _generated/examples/full_page_ocr.md
       - "Automatic OCR language detection with tesseract": _generated/examples/tesseract_lang_detection.md
       - "RapidOCR with custom OCR models": _generated/examples/rapidocr_with_custom_models.md