diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fcbf30b..59a54ea 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-case-conflict
       - id: check-added-large-files
@@ -19,7 +19,7 @@ repos:
       - id: check-docstring-first
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.5.1
+    rev: v0.7.0
     hooks:
       - id: ruff
         types_or: [python, pyi, jupyter]
@@ -32,8 +32,14 @@ repos:
     hooks:
       - id: nbstripout
 
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.12.1
+    hooks:
+      - id: mypy
+        args: [--config-file, .mypy.ini, --ignore-missing-imports]
+
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: "0.29.2"
+    rev: "0.29.4"
     hooks:
       - id: check-github-workflows
       - id: check-readthedocs
diff --git a/notebooks/usage.ipynb b/notebooks/usage.ipynb
index fef044b..55b0242 100644
--- a/notebooks/usage.ipynb
+++ b/notebooks/usage.ipynb
@@ -22,7 +22,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Add the plugin into configuration's `plugins` attribute\n",
+    "Add the `nbconvert` into configuration file (`mkdocs.yml`)'s `plugins` list\n",
     "\n",
     "```yaml\n",
     "plugins:\n",
@@ -127,11 +127,8 @@
  ],
  "metadata": {
   "file_extension": ".py",
-  "interpreter": {
-   "hash": "1b489b747beea828bea5943723d3eee92f25d87b9fc00ed10205e87b9c039aa4"
-  },
   "kernelspec": {
-   "display_name": "Python 3.8.10 64-bit ('venv': venv)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -145,7 +142,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.12.3"
   },
   "mimetype": "text/x-python",
   "name": "python",