diff --git a/mkdocs.yml b/mkdocs.yml
index e593ef7f..20c73487 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -28,6 +28,8 @@ markdown_extensions:
 - pymdownx.tabbed:
     alternate_style: true
 - tables
+- toc:
+    permalink: 🔗
 nav:
 - Getting Started: 'index.md'
 - Containers:
diff --git a/pytorch/README.md b/pytorch/README.md
index 09af79e0..1b140fb4 100644
--- a/pytorch/README.md
+++ b/pytorch/README.md
@@ -329,7 +329,7 @@ It is the image user's responsibility to ensure that any use of The images below
 [Intel® Data Center GPU Flex Series]: https://ark.intel.com/content/www/us/en/ark/products/series/230021/intel-data-center-gpu-flex-series.html
 [Intel® Data Center GPU Max Series]: https://ark.intel.com/content/www/us/en/ark/products/series/232874/intel-data-center-gpu-max-series.html
 
-[Intel® MPI]: (https://www.intel.com/content/www/us/en/developer/tools/oneapi/mpi-library.html)
+[Intel® MPI]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/mpi-library.html
 [Intel® Extension for PyTorch*]: https://intel.github.io/intel-extension-for-pytorch/
 [Intel® Distribution for Python*]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html
 [Intel® oneAPI Collective Communications Library]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/oneccl.html