diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0af8531ad..437b61ac4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # Change Log
 
+## [0.4.4] (November 7, 2023)
+
+- Additional documentation. #686
+
 ## [0.4.3] (November 7, 2023)
 
 - Migrate `config` helper scripts to Spyglass codebase. #662
@@ -7,7 +11,6 @@
 - Minor bug fixes. #656, #657, #659, #651, #671
 - Add setup instruction specificity.
 - Reduce primary key varchar allocation aross may tables. #664
-- Additional documentation. #682, #686
 
 ## [0.4.2] (October 10, 2023)
 
@@ -96,6 +99,7 @@
 - Allow creation and linkage of device metadata from YAML #400
 - Move helper functions to utils directory #386
 
+[0.4.4]: https://github.com/LorenFrankLab/spyglass/releases/tag/0.4.4
 [0.4.3]: https://github.com/LorenFrankLab/spyglass/releases/tag/0.4.3
 [0.4.2]: https://github.com/LorenFrankLab/spyglass/releases/tag/0.4.2
 [0.4.1]: https://github.com/LorenFrankLab/spyglass/releases/tag/0.4.1
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 2bbed90ea..32f789bb9 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -112,11 +112,11 @@ plugins:
   - gen-files:
       scripts:
         - ./src/api/make_pages.py
-  # - mkdocs-jupyter: # Comment this block during dev to reduce build time
-  #     execute: False # Very slow, needs gh-action edit to work/link to db
-  #     include_source: False
-  #     ignore_h1_titles: True
-  #     ignore: ["*make_pages.py", "**checkpoints**", "*/py_scripts/*"]
+  - mkdocs-jupyter: # Comment this block during dev to reduce build time
+      execute: False # Very slow, needs gh-action edit to work/link to db
+      include_source: False
+      ignore_h1_titles: True
+      ignore: ["*make_pages.py", "**checkpoints**", "*/py_scripts/*"]
 
 markdown_extensions:
   - attr_list
diff --git a/docs/src/misc/index.md b/docs/src/misc/index.md
index c7ef031fe..9b3991cb6 100644
--- a/docs/src/misc/index.md
+++ b/docs/src/misc/index.md
@@ -2,8 +2,8 @@
 
 This folder contains miscellaneous supporting files documentation.
 
-- [Database Management.md](./database_management.md)
-- [figurl Views.md](./figurl_views.md)
-- [insert Data.md](./insert_data.md)
-- [Merge Tables.md](./merge_tables.md)
-- [Session Groups.md](./session_groups.md)
+- [Database Management](./database_management.md)
+- [figurl Views](./figurl_views.md)
+- [insert Data](./insert_data.md)
+- [Merge Tables](./merge_tables.md)
+- [Session Groups](./session_groups.md)