diff --git a/docs/_scripts/generate_api_reference_links.py b/docs/_scripts/generate_api_reference_links.py
index bbd440a1a..714dc641f 100644
--- a/docs/_scripts/generate_api_reference_links.py
+++ b/docs/_scripts/generate_api_reference_links.py
@@ -213,41 +213,6 @@ def _get_imports(
     return imports
 
 
-class ImportPreprocessor(Preprocessor):
-    """A preprocessor to replace imports in each Python code cell with links to their
-    documentation and append the import info in a comment."""
-
-    def preprocess(self, nb, resources):
-        self.all_imports = []
-        file_name = os.path.basename(resources.get("metadata", {}).get("name", ""))
-        _DOC_TITLE = _get_doc_title(nb.cells[0].source, file_name)
-
-        cells = []
-        for cell in nb.cells:
-            if cell.cell_type == "code":
-                cells.append(cell)
-                imports = _get_imports(
-                    cell.source, _DOC_TITLE, "langchain"
-                ) + _get_imports(cell.source, _DOC_TITLE, "langgraph")
-                if not imports:
-                    continue
-
-                cells.append(
-                    nbformat.v4.new_markdown_cell(
-                        source=f"""
-<div>
-<b>API Reference:</b>
-{' | '.join(f'<a href="{imp["docs"]}">{imp["imported"]}</a>' for imp in imports)}
-</div>
-                    """
-                    )
-                )
-            else:
-                cells.append(cell)
-        nb.cells = cells
-        return nb, resources
-
-
 def get_imports(code: str, doc_title: str) -> List[ImportInformation]:
     """Retrieve all import references from the given code for specified ecosystems.
 
diff --git a/docs/_scripts/notebook_convert.py b/docs/_scripts/notebook_convert.py
index 5db6d7d0c..4bb3131e8 100644
--- a/docs/_scripts/notebook_convert.py
+++ b/docs/_scripts/notebook_convert.py
@@ -107,7 +107,6 @@ exporter = MarkdownExporter(
     preprocessors=[
         EscapePreprocessor,
         ExtractAttachmentsPreprocessor,
-        ImportPreprocessor,
     ],
     template_name="mdoutput",
     extra_template_basedirs=[
diff --git a/docs/_scripts/notebook_hooks.py b/docs/_scripts/notebook_hooks.py
index 8d3649bb1..9eb161c8f 100644
--- a/docs/_scripts/notebook_hooks.py
+++ b/docs/_scripts/notebook_hooks.py
@@ -112,11 +112,9 @@ def on_page_markdown(markdown: str, page: Page, **kwargs: Dict[str, Any]):
     if page.file.src_path.endswith(".ipynb"):
         logger.info("Processing Jupyter notebook: %s", page.file.src_path)
         markdown = convert_notebook(page.file.abs_src_path)
-    else:
-        # Append API reference links to code blocks
-        # This logic is already applied for notebooks in `convert_notebook`.
-        # We add it here to apply it to regular markdown files.
-        markdown = update_markdown_with_imports(markdown)
+
+    # Append API reference links to code blocks
+    markdown = update_markdown_with_imports(markdown)
     # Apply highlight comments to code blocks
     markdown = _highlight_code_blocks(markdown)
     return markdown