diff --git a/docs/contributing/lint.md b/docs/contributing/lint.md
index 17918912..fe838084 100644
--- a/docs/contributing/lint.md
+++ b/docs/contributing/lint.md
@@ -2,7 +2,7 @@
 
 To enforce some rules, **linters** are used in this project.
 Linters can be run either during the **development phase** (by the developer) or the **integration phase** (by GitHub Actions).
-To integrate and enforce this process in the project lifecycle, we are using **git hooks** through [pre-commit][pre-commit].
+To integrate and enforce this process in the project lifecycle, we are using **git hooks** through [pre-commit](https://pre-commit.com/).
 
 ## Using pre-commit hooks
 
@@ -44,11 +44,12 @@ More information can be found in [`.pre-commit-config.yaml` file](https://github
 
 ## Image Lint
 
-To comply with [Docker best practices][dbp], we are using the [Hadolint][hadolint] tool to analyze each `Dockerfile`.
+To comply with [Docker best practices](https://docs.docker.com/develop/develop-images/dockerfile_best-practices),
+we are using the [Hadolint](https://github.com/hadolint/hadolint) tool to analyze each `Dockerfile`.
 
 ### Ignoring Rules
 
-Sometimes it is necessary to ignore [some rules][rules].
+Sometimes it is necessary to ignore [some rules](https://github.com/hadolint/hadolint#rules).
 The following rules are ignored by default for all images in the `.hadolint.yaml` file.
 
 - [`DL3006`][dl3006]: We use a specific policy to manage image tags.
@@ -70,10 +71,6 @@ FROM ubuntu
 RUN cd /tmp && echo "hello!"
 ```
 
-[hadolint]: https://github.com/hadolint/hadolint
-[dbp]: https://docs.docker.com/develop/develop-images/dockerfile_best-practices
-[rules]: https://github.com/hadolint/hadolint#rules
 [dl3006]: https://github.com/hadolint/hadolint/wiki/DL3006
 [dl3008]: https://github.com/hadolint/hadolint/wiki/DL3008
 [dl3013]: https://github.com/hadolint/hadolint/wiki/DL3013
-[pre-commit]: https://pre-commit.com/
diff --git a/docs/contributing/stacks.md b/docs/contributing/stacks.md
index 4f911fa2..af551991 100644
--- a/docs/contributing/stacks.md
+++ b/docs/contributing/stacks.md
@@ -12,7 +12,7 @@ Following these steps will:
 4. Update the [list of community stacks](../using/selecting.md#community-stacks) in this documentation to include your image.
 
 This approach mirrors how we build and share the core stack images.
-Feel free to follow it or pave your own path using alternative services and build tools.
+Feel free to follow it or pave your path using alternative services and build tools.
 
 ## Creating a Project
 
diff --git a/docs/contributing/tests.md b/docs/contributing/tests.md
index 40278386..3d7888bf 100644
--- a/docs/contributing/tests.md
+++ b/docs/contributing/tests.md
@@ -25,7 +25,7 @@ defined in the [conftest.py](https://github.com/jupyter/docker-stacks/blob/main/
 You can add a unit test if you want to run a Python script in one of our images.
 You should create a `tests/<somestack>/units/` directory, if it doesn't already exist, and put your file there.
 Files in this folder will be executed in the container when tests are run.
-You can see an [example for the TensorFlow package here](https://github.com/jupyter/docker-stacks/blob/HEAD/tests/tensorflow-notebook/units/unit_tensorflow.py).
+You can see an [TensorFlow package example here](https://github.com/jupyter/docker-stacks/blob/HEAD/tests/tensorflow-notebook/units/unit_tensorflow.py).
 
 ## Contributing New Tests
 
diff --git a/docs/using/recipe_code/spellcheck_notebookv6.dockerfile b/docs/using/recipe_code/spellcheck_notebook_v6.dockerfile
similarity index 100%
rename from docs/using/recipe_code/spellcheck_notebookv6.dockerfile
rename to docs/using/recipe_code/spellcheck_notebook_v6.dockerfile
diff --git a/docs/using/recipes.md b/docs/using/recipes.md
index 39d2ab25..bdca0803 100644
--- a/docs/using/recipes.md
+++ b/docs/using/recipes.md
@@ -401,7 +401,7 @@ This recipe only works for NBCassic with Jupyter Notebook < 7.
 It is recommended to use [jupyterlab-spellchecker](https://github.com/jupyterlab-contrib/spellchecker) in modern environments.
 ```
 
-```{literalinclude} recipe_code/spellcheck_notebookv6.dockerfile
+```{literalinclude} recipe_code/spellcheck_notebook_v6.dockerfile
 :language: docker
 ```