diff --git a/.gitignore b/.gitignore
index 49e31988..78b71abc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -46,7 +46,6 @@ pyvenv*/
 !.github/*.yml
 !.github/*/*.yml
 !.gitpod.yml
-!.markdownlint.json
 !.pre-commit-config.yaml
 !.readthedocs.yml
 !.vscode/*.json
diff --git a/.gitpod.yml b/.gitpod.yml
index 360aad03..d981b21f 100644
--- a/.gitpod.yml
+++ b/.gitpod.yml
@@ -15,7 +15,6 @@ vscode:
   extensions:
     - charliermarsh.ruff
     - christian-kohler.path-intellisense
-    - davidanson.vscode-markdownlint
     - eamodio.gitlens
     - editorconfig.editorconfig
     - esbenp.prettier-vscode
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1e7027a4..0fc02c86 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -54,9 +54,6 @@ repos:
   - repo: https://github.com/nbQA-dev/nbQA
     rev: 1.7.0
     hooks:
-      - id: nbqa-black
-        additional_dependencies:
-          - black>=22.1.0
       - id: nbqa-pyupgrade
         args:
           - --py37-plus
@@ -68,6 +65,11 @@ repos:
     rev: 23.9.1
     hooks:
       - id: black
+      - id: black-jupyter
+        args:
+          - --line-length=85
+        types_or:
+          - jupyter
 
   - repo: https://github.com/asottile/blacken-docs
     rev: 1.16.0
@@ -100,11 +102,6 @@ repos:
             .*\.py
           )$
 
-  - repo: https://github.com/igorshubovych/markdownlint-cli
-    rev: v0.37.0
-    hooks:
-      - id: markdownlint
-
   - repo: local
     hooks:
       - id: mypy
@@ -125,6 +122,7 @@ repos:
             cell.attachments
             cell.metadata.code_folding
             cell.metadata.id
+            cell.metadata.pycharm
             cell.metadata.user_expressions
             metadata.celltoolbar
             metadata.colab.name
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 0380e17e..bdeb608f 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -2,7 +2,6 @@
   "recommendations": [
     "charliermarsh.ruff",
     "christian-kohler.path-intellisense",
-    "davidanson.vscode-markdownlint",
     "eamodio.gitlens",
     "editorconfig.editorconfig",
     "esbenp.prettier-vscode",
@@ -26,6 +25,7 @@
   ],
   "unwantedRecommendations": [
     "bungcip.better-toml",
+    "davidanson.vscode-markdownlint",
     "ms-python.flake8",
     "ms-python.isort",
     "ms-python.pylint",
diff --git a/pyproject.toml b/pyproject.toml
index 77b49f9a..0af3f472 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,9 +61,6 @@ ignore_missing_imports = true
 module = ["sphinxcontrib.bibtex.*"]
 
 [tool.nbqa.addopts]
-black = [
-    "--line-length=85",
-]
 ruff = [
     "--extend-ignore=B018",
     "--extend-ignore=C90",