diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 161342f..334eb6b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,18 +25,13 @@ repos:
       - id: flynt
         args: [--verbose]
   - repo: https://github.com/PyCQA/isort
-    rev: "5.12.0"
+    rev: "5.13.2"
     hooks:
       - id: isort
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.1.6"
+    rev: "v0.1.14"
     hooks:
       - id: ruff
-  - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 23.11.0
-    hooks:
-      - id: black
-        language_version: python3.9
   - repo: https://github.com/adamchainz/blacken-docs
     rev: 1.16.0
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index f0ab790..0857a71 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -208,6 +208,9 @@ convention = "numpy"
 "utilities/*" = ["EXE001", "INP"]
 "utilities/unicode_to_ascii.py" = ["RUF001"]
 
+[tool.ruff.format]
+docstring-code-format = true
+
 [build-system]
 requires = [ "poetry_core>=1.0.0" ]
 build-backend = "poetry.core.masonry.api"