diff --git a/AUTHORS.md b/AUTHORS.md
index b67f0060d..d457f72ad 100644
--- a/AUTHORS.md
+++ b/AUTHORS.md
@@ -100,7 +100,7 @@ Contributors
 - [@MollyCroke](https://github.com/MollyCroke) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3AMollyCroke)
 - [@ericclessantostv](https://github.com/ericlessantostv) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3Aericclessantostv)
 - [@fireddd](https://github.com/fireddd) |  [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3Afireddd)
-- [@Zeroto521](https://github.com/Zeroto521) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/pulls?utf8=%E2%9C%93&q=is%3Aclosed+mentions%3Zeroto521)
+- [@Zeroto521](https://github.com/Zeroto521) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/pulls?q=is%3Aclosed+mentions%3Azeroto521)
 - [@thatlittleboy](https://github.com/thatlittleboy) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3Athatlittleboy)
 - [@robertmitchellv](https://github.com/robertmitchellv) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3Arobertmitchellv)
 - [@Econundrums](https://github.com/Econundrums) | [contributions](https://github.com/pyjanitor-devs/pyjanitor/issues?q=is%3Aclosed+mentions%3AEconundrums)
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 10a04cc1a..17a46b56f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -14,6 +14,7 @@
 -   [ENH] Add `names_expand` and `index_expand` parameters to `pivot_wider` for exposing missing categoricals. Issue #1108 @samukweku
 -   [ENH] Add fix  for slicing error when selecting columns in `pivot_wider`. Issue #1134 @samukweku
 -   [ENH] `dropna` parameter added to `pivot_longer`. Issue #1132 @samukweku
+-   [INF] Update `mkdocstrings` version and to fit its new coming features. PR #1138 @Zeroto521
 -   [BUG] Force `math.softmax` returning `Series`. PR #1139 @Zeroto521
 
 ## [v0.23.1] - 2022-05-03
diff --git a/environment-dev.yml b/environment-dev.yml
index 40854788c..b2ff0c6f8 100644
--- a/environment-dev.yml
+++ b/environment-dev.yml
@@ -22,7 +22,7 @@ dependencies:
   - make
   - mkdocs
   - mkdocs-material
-  - mkdocstrings<0.18.0
+  - mkdocstrings-python
   - missingno
   - multipledispatch
   - mypy
diff --git a/mkdocs.yml b/mkdocs.yml
index 3c95832c1..7d0c2dc63 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -46,7 +46,7 @@ plugins:
             show_source: true
           # https://github.com/mkdocstrings/mkdocstrings/issues/278#issuecomment-831411193
           selection:
-            docstring_style: restructured-text
+            docstring_style: sphinx
       # custom_templates: templates
       watch:
         - janitor/