diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a410562..8ce2804 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,12 +18,12 @@ repos:
     args: ['--maxkb=3000']
 
 - repo: https://github.com/psf/black
-  rev: 23.1.0
+  rev: 23.9.1
   hooks:
   - id: black
 
 - repo: https://github.com/asottile/blacken-docs
-  rev: 1.13.0
+  rev: 1.16.0
   hooks:
   - id: blacken-docs
     additional_dependencies: [black==23.1.0]
@@ -38,13 +38,13 @@ repos:
     - --profile=black
 
 - repo: https://github.com/asottile/pyupgrade
-  rev: v3.3.1
+  rev: v3.13.0
   hooks:
     - id: pyupgrade
       args: [--py38-plus]
 
 - repo: https://github.com/PyCQA/autoflake
-  rev: v2.0.1
+  rev: v2.2.1
   hooks:
     - id: autoflake
       args:
@@ -80,9 +80,9 @@ repos:
   - id: rst-inline-touching-normal
 
 - repo: https://github.com/codespell-project/codespell
-  rev: v2.2.2
+  rev: v2.2.6
   hooks:
     - id: codespell
       stages: [commit, commit-msg]
       exclude_types: [html]
-      args: [--ignore-words-list, 'nd, tread, mater, titel', --skip, "*.ipynb"]
+      args: [--ignore-words-list, 'nd, tread, mater, titel, atomate, Atomate', --skip, "*.ipynb"]
diff --git a/docs/src/contributing.rst b/docs/src/contributing.rst
index 5823038..e6f5669 100644
--- a/docs/src/contributing.rst
+++ b/docs/src/contributing.rst
@@ -98,7 +98,7 @@ Adding code contributions
 
     * We recommend to only your forks *main* branch for short/easy fixes and additions.
     * For more complex features, try to use a feature branch with a descriptive name.
-    * For very complex feautres feel free to open up a PR even before your contribution is finished with
+    * For very complex features feel free to open up a PR even before your contribution is finished with
       [WIP] in its name, and optionally mark it as a *draft*.
 
 #.  While developing we recommend you use the pre-commit hook that is setup to ensure that your
diff --git a/tests/test_utils/test_sparselm_estimators.py b/tests/test_utils/test_sparselm_estimators.py
index bd967a3..ef22ed2 100644
--- a/tests/test_utils/test_sparselm_estimators.py
+++ b/tests/test_utils/test_sparselm_estimators.py
@@ -1,4 +1,4 @@
-"""Test sparselm estimator untilities."""
+"""Test sparselm estimator utilities."""
 from itertools import chain
 
 import numpy as np