diff --git a/docs/src/index.md b/docs/src/index.md
index b340110..124493b 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -31,14 +31,14 @@ Add this where you want the iFrame to be:
 
 ## For Developers
 
-To locally deploy the website and start coding, follow the [setup guide](../setup).
+To locally deploy the website and start coding, follow the [setup guide](./setup).
 
 Once you have the website setup locally, you now have access to the following:
 
-- Deploy the website to Heroku (guide [here](../deployment))
+- Deploy the website to Heroku (guide [here](./deployment))
 - Manually run commands and download data through the `flask shell`.
 - Make changes to the predictive model, including revising its coefficients. (Guide is currently WIP)
-- (Advanced) Make other changes to the website.
+Make other changes to the website.
 
 ## To Deploy
 
diff --git a/docs/src/setup.md b/docs/src/setup.md
index 8643504..fac22e0 100644
--- a/docs/src/setup.md
+++ b/docs/src/setup.md
@@ -79,7 +79,7 @@ After you get everything set up, you should run the website at least once.
     To do this, run the following:
 
 === "Windows (CMD)"
-    ```shell
+    ```cmd
     uv venv .venv
     .\.venv\Scripts\activate.bat
     uv pip sync requirements.txt
diff --git a/mkdocs.yml b/mkdocs.yml
index 3dd6f08..85eec60 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -45,9 +45,9 @@ markdown_extensions:
 - pymdownx.inlinehilite
 - pymdownx.superfences:
     custom_fences:
-    - name: mermaid
-      class: mermaid
-      format: "!!python/name:pymdownx.superfences.fence_div_format"
+      - name: mermaid
+        class: mermaid
+        format: "!!python/name:pymdownx.superfences.fence_code_format"
 - sane_lists
 extra:
   flagging_website_url: https://crwa-flagging.herokuapp.com