diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1102284..5291952 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,14 +20,14 @@ repos:
     - id: trailing-whitespace
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.12
+    rev: v0.16.0
     hooks:
     - id: ruff
       args: [--fix]
     - id: ruff-format
 
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.20.2
+    rev: v2.3.0
     hooks:
     - id: mypy
       additional_dependencies: [markdown-it-py~=3.0]
diff --git a/mdit_py_plugins/admon/index.py b/mdit_py_plugins/admon/index.py
index 6e28940..c8933dc 100644
--- a/mdit_py_plugins/admon/index.py
+++ b/mdit_py_plugins/admon/index.py
@@ -183,7 +183,7 @@ def admonition(state: StateBlock, startLine: int, endLine: int, silent: bool) ->
     return True
 
 
-def admon_plugin(md: MarkdownIt, render: None | Callable[..., str] = None) -> None:
+def admon_plugin(md: MarkdownIt, render: Callable[..., str] | None = None) -> None:
     """Plugin to use
     `python-markdown style admonitions
     <https://python-markdown.github.io/extensions/admonition>`_.
diff --git a/mdit_py_plugins/container/index.py b/mdit_py_plugins/container/index.py
index c610268..3338f30 100644
--- a/mdit_py_plugins/container/index.py
+++ b/mdit_py_plugins/container/index.py
@@ -21,8 +21,8 @@ def container_plugin(
     md: MarkdownIt,
     name: str,
     marker: str = ":",
-    validate: None | Callable[[str, str], bool] = None,
-    render: None | Callable[..., str] = None,
+    validate: Callable[[str, str], bool] | None = None,
+    render: Callable[..., str] | None = None,
 ) -> None:
     """Plugin ported from
     `markdown-it-container <https://github.com/markdown-it/markdown-it-container>`__.
diff --git a/mdit_py_plugins/dollarmath/index.py b/mdit_py_plugins/dollarmath/index.py
index 57ba590..43727c1 100644
--- a/mdit_py_plugins/dollarmath/index.py
+++ b/mdit_py_plugins/dollarmath/index.py
@@ -54,7 +54,7 @@ def dollarmath_plugin(
 
     """
     if label_normalizer is None:
-        label_normalizer = lambda label: re.sub(r"\s+", "-", label)  # noqa: E731
+        label_normalizer = lambda label: re.sub(r"\s+", "-", label)
 
     md.inline.ruler.before(
         "escape",
@@ -77,10 +77,8 @@ def dollarmath_plugin(
 
     _label_renderer: Callable[[str], str]
     if label_renderer is None:
-        _label_renderer = (  # noqa: E731
-            lambda label: (
-                f'<a href="#{label}" class="mathlabel" title="Permalink to this equation">¶</a>'
-            )
+        _label_renderer = lambda label: (
+            f'<a href="#{label}" class="mathlabel" title="Permalink to this equation">¶</a>'
         )
     else:
         _label_renderer = label_renderer
diff --git a/mdit_py_plugins/texmath/index.py b/mdit_py_plugins/texmath/index.py
index 67372fa..51525a0 100644
--- a/mdit_py_plugins/texmath/index.py
+++ b/mdit_py_plugins/texmath/index.py
@@ -86,7 +86,7 @@ class RuleDictType(_RuleDictReqType, total=False):
 
 def applyRule(
     rule: RuleDictType, string: str, begin: int, inBlockquote: bool
-) -> None | Match[str]:
+) -> Match[str] | None:
     if not (
         string.startswith(rule["tag"], begin)
         and (rule["pre"](string, begin) if "pre" in rule else True)
@@ -202,14 +202,15 @@ def render(tex: str, displayMode: bool, macros: Any) -> str:
             {
                 "name": "math_block_eqno",
                 "rex": re.compile(
-                    r"^\\\[(((?!\\\]|\\\[)[\s\S])+?)\\\]\s*?\(([^)$\r\n]+?)\)", re.M
+                    r"^\\\[(((?!\\\]|\\\[)[\s\S])+?)\\\]\s*?\(([^)$\r\n]+?)\)",
+                    re.MULTILINE,
                 ),
                 "tmpl": '<section class="eqno"><eqn>{0}</eqn><span>({1})</span></section>',
                 "tag": "\\[",
             },
             {
                 "name": "math_block",
-                "rex": re.compile(r"^\\\[([\s\S]+?)\\\]", re.M),
+                "rex": re.compile(r"^\\\[([\s\S]+?)\\\]", re.MULTILINE),
                 "tmpl": "<section>\n<eqn>{0}</eqn>\n</section>\n",
                 "tag": "\\[",
             },
@@ -228,14 +229,14 @@ def render(tex: str, displayMode: bool, macros: Any) -> str:
             {
                 "name": "math_block_eqno",
                 "rex": re.compile(
-                    r"^`{3}math\s+?([^`]+?)\s+?`{3}\s*?\(([^)$\r\n]+?)\)", re.M
+                    r"^`{3}math\s+?([^`]+?)\s+?`{3}\s*?\(([^)$\r\n]+?)\)", re.MULTILINE
                 ),
                 "tmpl": '<section class="eqno">\n<eqn>{0}</eqn><span>({1})</span>\n</section>\n',
                 "tag": "```math",
             },
             {
                 "name": "math_block",
-                "rex": re.compile(r"^`{3}math\s+?([^`]+?)\s+?`{3}", re.M),
+                "rex": re.compile(r"^`{3}math\s+?([^`]+?)\s+?`{3}", re.MULTILINE),
                 "tmpl": "<section>\n<eqn>{0}</eqn>\n</section>\n",
                 "tag": "```math",
             },
@@ -270,14 +271,14 @@ def render(tex: str, displayMode: bool, macros: Any) -> str:
             {
                 "name": "math_block_eqno",
                 "rex": re.compile(
-                    r"^`{3}math\s+?([^`]+?)\s+?`{3}\s*?\(([^)$\r\n]+?)\)", re.M
+                    r"^`{3}math\s+?([^`]+?)\s+?`{3}\s*?\(([^)$\r\n]+?)\)", re.MULTILINE
                 ),
                 "tmpl": '<section class="eqno"><eqn>{0}</eqn><span>({1})</span></section>',
                 "tag": "```math",
             },
             {
                 "name": "math_block",
-                "rex": re.compile(r"^`{3}math\s+?([^`]+?)\s+?`{3}", re.M),
+                "rex": re.compile(r"^`{3}math\s+?([^`]+?)\s+?`{3}", re.MULTILINE),
                 "tmpl": "<section><eqn>{0}</eqn></section>",
                 "tag": "```math",
             },
@@ -295,13 +296,15 @@ def render(tex: str, displayMode: bool, macros: Any) -> str:
         "block": [
             {
                 "name": "math_block_eqno",
-                "rex": re.compile(r"^\${2}([^$]*?)\${2}\s*?\(([^)$\r\n]+?)\)", re.M),
+                "rex": re.compile(
+                    r"^\${2}([^$]*?)\${2}\s*?\(([^)$\r\n]+?)\)", re.MULTILINE
+                ),
                 "tmpl": '<section class="eqno"><eqn>{0}</eqn><span>({1})</span></section>',
                 "tag": "$$",
             },
             {
                 "name": "math_block",
-                "rex": re.compile(r"^\${2}([^$]*?)\${2}", re.M),
+                "rex": re.compile(r"^\${2}([^$]*?)\${2}", re.MULTILINE),
                 "tmpl": "<section><eqn>{0}</eqn></section>",
                 "tag": "$$",
             },
@@ -329,13 +332,15 @@ def render(tex: str, displayMode: bool, macros: Any) -> str:
         "block": [
             {
                 "name": "math_block_eqno",
-                "rex": re.compile(r"^\${2}([^$]*?)\${2}\s*?\(([^)$\r\n]+?)\)", re.M),
+                "rex": re.compile(
+                    r"^\${2}([^$]*?)\${2}\s*?\(([^)$\r\n]+?)\)", re.MULTILINE
+                ),
                 "tmpl": '<section class="eqno">\n<eqn>{0}</eqn><span>({1})</span>\n</section>\n',
                 "tag": "$$",
             },
             {
                 "name": "math_block",
-                "rex": re.compile(r"^\${2}([^$]*?)\${2}", re.M),
+                "rex": re.compile(r"^\${2}([^$]*?)\${2}", re.MULTILINE),
                 "tmpl": "<section>\n<eqn>{0}</eqn>\n</section>\n",
                 "tag": "$$",
             },