diff --git a/.github/workflows/python_package_ci.yaml b/.github/workflows/python_package_ci.yaml
index 371299c42..2d057120d 100644
--- a/.github/workflows/python_package_ci.yaml
+++ b/.github/workflows/python_package_ci.yaml
@@ -38,7 +38,7 @@ jobs:
         run: |
           brew bundle install --file=Brewfile
           # configure PATH & PKG_CONFIG_PATH as per
-          # https://gitlab.pyicu.org/main/pyicu#installing-pyicu
+          # https://gitlab.pyicu.org/main/pyicu
           echo "/opt/homebrew/opt/icu4c/bin:/opt/homebrew/opt/icu4c/sbin:$PATH" >> $GITHUB_PATH
           echo "PKG_CONFIG_PATH=$PKG_CONFIG_PATH:/opt/homebrew/opt/icu4c/lib/pkgconfig" >> $GITHUB_ENV
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ee986b093..45fb3891a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,3 +13,9 @@ repos:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
       - id: ruff-format
+
+  - repo: https://github.com/tcort/markdown-link-check
+    rev: v3.13.6
+    hooks:
+      - id: markdown-link-check
+        args: [-q]
diff --git a/docs/source/index.rst b/docs/source/index.rst
index d521f4dc3..bb5f90f6d 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -9,7 +9,7 @@
     :target: https://github.com/scribe-org/Scribe-Data
 
 .. |rtd| image:: https://img.shields.io/readthedocs/scribe-data.svg?label=%20&logo=read-the-docs&logoColor=ffffff
-    :target: http://scribe-datareadthedocs.io/en/latest/
+    :target: http://scribe-data.readthedocs.io/en/latest/
 
 .. |issues| image:: https://img.shields.io/github/issues/scribe-org/Scribe-Data?label=%20&logo=github
     :target: https://github.com/scribe-org/Scribe-Data/issues
diff --git a/docs/source/scribe_data/load/index.rst b/docs/source/scribe_data/load/index.rst
index 0c887ab3d..e47c69a1f 100644
--- a/docs/source/scribe_data/load/index.rst
+++ b/docs/source/scribe_data/load/index.rst
@@ -3,11 +3,6 @@ load/
 
 `View code on Github <https://github.com/scribe-org/Scribe-Data/tree/main/src/scribe_data/load>`_
 
-.. toctree::
-    :maxdepth: 2
-
-    update_files/index
-
 .. toctree::
     :maxdepth: 1
 
diff --git a/docs/source/scribe_data/load/update_files/index.rst b/docs/source/scribe_data/load/update_files/index.rst
deleted file mode 100644
index 3b630cd34..000000000
--- a/docs/source/scribe_data/load/update_files/index.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-update_files/
-=============
-
-`View code on Github <https://github.com/scribe-org/Scribe-Data/blob/main/src/scribe_data/load/update_files>`_
-
-This directory includes all files needed to present the total amount of language data produced by Scribe-Data processes as well as the total amount of data added in the last update.
-
-Use the :code:`View code on GitHub` link above to view and explore the directory files!
diff --git a/docs/source/scribe_data/unicode/index.rst b/docs/source/scribe_data/unicode/index.rst
index 8c442ba2f..358fbad6d 100644
--- a/docs/source/scribe_data/unicode/index.rst
+++ b/docs/source/scribe_data/unicode/index.rst
@@ -5,7 +5,7 @@ unicode/
 
 The Scribe-Data Unicode process is powered by `cldr-json <https://github.com/unicode-org/cldr-json>`_ data from the `Unicode Consortium <https://home.unicode.org/>`_ and `PyICU <https://gitlab.pyicu.org/main/pyicu>`_, a Python extension that wraps the Unicode Consortium's `International Components for Unicode (ICU) <https://github.com/unicode-org/icu>`_ C++ project.
 
-Please see the `installation guide for PyICU <https://gitlab.pyicu.org/main/pyicu#installing-pyicu>`_ as the extension must be linked to ICU on your machine to work properly.
+Please see the `installation guide for PyICU <https://gitlab.pyicu.org/main/pyicu>`_ as the extension must be linked to ICU on your machine to work properly.
 
 .. toctree::
     :maxdepth: 1
diff --git a/src/scribe_data/unicode/UNICODE_INSTALLTION.md b/src/scribe_data/unicode/UNICODE_INSTALLTION.md
index 2dbe323be..3000a53e8 100644
--- a/src/scribe_data/unicode/UNICODE_INSTALLTION.md
+++ b/src/scribe_data/unicode/UNICODE_INSTALLTION.md
@@ -2,7 +2,7 @@
 
 The Scribe-Data Unicode process is powered by [cldr-json](https://github.com/unicode-org/cldr-json) data from the [Unicode Consortium](https://home.unicode.org/) and [PyICU](https://gitlab.pyicu.org/main/pyicu), a Python extension that wraps the Unicode Consortium's [International Components for Unicode (ICU)](https://github.com/unicode-org/icu) C++ project.
 
-Please see the [installation guide for PyICU](https://gitlab.pyicu.org/main/pyicu#installing-pyicu) as the extension must be linked to ICU on your machine to work properly.
+Please see the [installation guide for PyICU](https://gitlab.pyicu.org/main/pyicu) as the extension must be linked to ICU on your machine to work properly.
 
 ## macOS Support