diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4c58ef5..0d492b4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v5.0.0
     hooks:
     -   id: check-added-large-files
         args: ['--maxkb=25']
@@ -25,12 +25,12 @@ repos:
     -   id: python-use-type-annotations
     -   id: text-unicode-replacement-char
 -   repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.4.1
+    rev: v0.11.12
     hooks:
       - id: ruff
       - id: ruff-format
 -   repo: https://github.com/executablebooks/mdformat
-    rev: 0.7.17
+    rev: 0.7.22
     hooks:
     -   id: mdformat
         additional_dependencies: [
@@ -40,7 +40,7 @@ repos:
         args: [--wrap, "88"]
         files: (README\.md)
 -   repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.4.1
     hooks:
     -   id: codespell
 -   repo: meta
diff --git a/src/latex_dependency_scanner/scanner.py b/src/latex_dependency_scanner/scanner.py
index fe6aa29..2ea75e2 100644
--- a/src/latex_dependency_scanner/scanner.py
+++ b/src/latex_dependency_scanner/scanner.py
@@ -39,7 +39,7 @@
     r"(<[^<>]*>)?"
     r"(\[[^\[\]]*\])?"
     r"({(?P<relative_to>[^{}]*)})?{(?P<file>[^{}]*)}",
-    re.M,
+    re.MULTILINE,
 )
 """re.Pattern: The regular expression pattern to extract included files from a LaTeX
 document."""
diff --git a/tests/test_regex.py b/tests/test_regex.py
index c037747..14bf3d5 100644
--- a/tests/test_regex.py
+++ b/tests/test_regex.py
@@ -3,10 +3,11 @@
 from __future__ import annotations
 
 import pytest
+
 from latex_dependency_scanner.scanner import REGEX_TEX
 
 
-@pytest.mark.unit()
+@pytest.mark.unit
 @pytest.mark.parametrize(
     ("text", "expected"),
     [
diff --git a/tests/test_scan.py b/tests/test_scan.py
index ecff6d7..37de330 100644
--- a/tests/test_scan.py
+++ b/tests/test_scan.py
@@ -4,16 +4,16 @@
 import textwrap
 
 import pytest
+
 from latex_dependency_scanner.compile import compile_pdf
 from latex_dependency_scanner.scanner import COMMON_GRAPHICS_EXTENSIONS
 from latex_dependency_scanner.scanner import scan
-
 from tests.conftest import TEST_RESOURCES
 from tests.conftest import needs_latexmk
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_document_without_inclusions(tmp_path):
     source = r"""
     \documentclass{article}
@@ -31,7 +31,7 @@ def test_document_without_inclusions(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 @pytest.mark.parametrize("directive", ["include", "input"])
 def test_input_or_include(tmp_path, directive):
     source = f"""
@@ -61,7 +61,7 @@ def test_input_or_include(tmp_path, directive):
     ]
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 @pytest.mark.parametrize("directive", ["include", "input"])
 def test_input_or_include_without_extension_and_file(tmp_path, directive):
     source = f"""
@@ -83,7 +83,7 @@ def test_input_or_include_without_extension_and_file(tmp_path, directive):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 @pytest.mark.parametrize("image_ext", COMMON_GRAPHICS_EXTENSIONS)
 @pytest.mark.parametrize("has_extension", [True, False])
 @pytest.mark.parametrize("file_exists", [True, False])
@@ -108,7 +108,7 @@ def test_includegraphics(tmp_path, image_ext, has_extension, file_exists):
     \\documentclass{{article}}
     \\usepackage{{graphicx}}
     \\begin{{document}}
-    \\includegraphics{{image{image_ext if has_extension else ''}}}
+    \\includegraphics{{image{image_ext if has_extension else ""}}}
     \\end{{document}}
     """
     tmp_path.joinpath("document.tex").write_text(textwrap.dedent(source))
@@ -138,7 +138,7 @@ def test_includegraphics(tmp_path, image_ext, has_extension, file_exists):
     assert nodes == expected
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_includegraphics_with_beamer_overlay(tmp_path):
     source = r"""
     \documentclass{beamer}
@@ -157,7 +157,7 @@ def test_includegraphics_with_beamer_overlay(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_import(tmp_path):
     source = """
     \\documentclass{article}
@@ -185,7 +185,7 @@ def test_import(tmp_path):
     ]
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_import_without_extension_and_file(tmp_path):
     source = """
     \\documentclass{article}
@@ -205,7 +205,7 @@ def test_import_without_extension_and_file(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_sub_import(tmp_path):
     source = """
     \\documentclass{article}
@@ -235,7 +235,7 @@ def test_sub_import(tmp_path):
     ]
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_sub_import_without_extension_and_file(tmp_path):
     source = """
     \\documentclass{article}
@@ -261,7 +261,7 @@ def test_sub_import_without_extension_and_file(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_mixed_import_and_subimport(tmp_path):
     """Test document with mixed import and subimport directives.
 
@@ -314,7 +314,7 @@ def test_mixed_import_and_subimport(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_natbib_bibliography(tmp_path):
     source = """
     \\documentclass{article}
@@ -335,7 +335,7 @@ def test_natbib_bibliography(tmp_path):
     assert nodes == [tmp_path / "document.tex", tmp_path / "bibliography.bib"]
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_natbib_bibliography_without_extension_and_file(tmp_path):
     source = """
     \\documentclass{article}
@@ -354,7 +354,7 @@ def test_natbib_bibliography_without_extension_and_file(tmp_path):
 
 
 @needs_latexmk
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_biblatex_bibliography(tmp_path):
     """Test document with biblatex bibliography."""
     source = """
@@ -376,7 +376,7 @@ def test_biblatex_bibliography(tmp_path):
     assert nodes == [tmp_path / "document.tex", tmp_path / "bibliography.bib"]
 
 
-@pytest.mark.end_to_end()
+@pytest.mark.end_to_end
 def test_biblatex_bibliography_without_extension_and_file(tmp_path):
     """Test document without biblatex bibliography file and extension."""
     source = """