diff --git a/.cspell.json b/.cspell.json
index fd8472c..9beaf0e 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -32,7 +32,7 @@
     ".readthedocs.yml",
     ".vscode/*",
     ".vscode/.gitignore",
-    ".zenodo.json",
+    "CITATION.cff",
     "codecov.yml",
     "Dockerfile",
     "docs/_templates/*",
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
deleted file mode 100644
index d0cc61c..0000000
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ /dev/null
@@ -1,32 +0,0 @@
----
-name: Bug report
-about: Create a report to help us improve
-title: ""
-labels: Bug
-assignees: ""
----
-
-## Bug description
-
-<!-- A clear and concise description of what the bug is. -->
-
-<!-- If applicable, add a log or screenshot to help explain your problem. -->
-
-## How to reproduce?
-
-Steps to reproduce the behavior:
-
-1.
-
-## Expected behavior
-
-<!-- A clear and concise description of what you expected to happen. -->
-
-## System info
-
-Bug resulted on the following system:
-
-- OS: <!-- e.g. macOS, WSL Ubuntu, ...-->
-- Version <!-- e.g. 10.15, 20.04, ... -->
-- Python version: <!-- e.g. 3.7, 3.8, ... -->
-- Virtual environment: <!-- e.g. venv, Conda, pip user install, ... -->
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
deleted file mode 100644
index 049eb32..0000000
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ /dev/null
@@ -1,22 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for this project
-title: ""
-labels: "✨ Enhancement"
-assignees: ""
----
-
-## Problem description
-
-<!-- Is your feature request related to a problem? Please provide a clear and
-concise description of what the problem is. [Example: "I'm always frustrated
-when ..." -->
-
-## Proposed solution
-
-<!-- Describe the solution you'd want to happen. -->
-
-<!-- Are there alternatives you have considered? -->
-
-<!-- Additional context: -->
-<!-- Add any other context or screenshots about the feature -->
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
deleted file mode 100644
index 14b8085..0000000
--- a/.github/pull_request_template.md
+++ /dev/null
@@ -1,11 +0,0 @@
-<!-- Fixes #xxx -->
-
-<!--
-For the PR title, follow a conventional commit message style:
-https://compwa-org.readthedocs.io/en/stable/develop.html#commit-conventions
--->
-
-<!--
-Contents of this PR appear in the release notes. Please use screenshots, code snippets
-etc. to illustrate proposed changes
--->
diff --git a/.gitignore b/.gitignore
index ce224c2..938a56a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -45,7 +45,6 @@ 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 be8807d..360912b 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
@@ -23,6 +22,7 @@ vscode:
     - garaioag.garaio-vscode-unwanted-recommendations
     - github.vscode-github-actions
     - github.vscode-pull-request-github
+    - ms-python.black-formatter
     - ms-python.python
     - ms-vscode.live-server
     - redhat.vscode-yaml
diff --git a/.markdownlint.json b/.markdownlint.json
deleted file mode 100644
index 23bb7fa..0000000
--- a/.markdownlint.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "MD013": { "line_length": 88 },
-  "MD026": { "punctuation": ".,;:。，；：！" },
-  "MD033": {
-    "allowed_elements": ["br"]
-  }
-}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1eb4b64..b0bc0e3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -46,6 +46,11 @@ repos:
     rev: 23.9.1
     hooks:
       - id: black
+      - id: black-jupyter
+        args:
+          - --line-length=85
+        types_or:
+          - jupyter
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
     rev: v7.3.1
@@ -63,11 +68,6 @@ repos:
             .*\.py
           )$
 
-  - repo: https://github.com/igorshubovych/markdownlint-cli
-    rev: v0.37.0
-    hooks:
-      - id: markdownlint
-
   - repo: https://github.com/pre-commit/mirrors-prettier
     rev: v3.0.3
     hooks:
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 7230dae..3d7ca2b 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",
@@ -10,6 +9,7 @@
     "garaioag.garaio-vscode-unwanted-recommendations",
     "github.vscode-github-actions",
     "github.vscode-pull-request-github",
+    "ms-python.black-formatter",
     "ms-python.python",
     "ms-vscode.live-server",
     "redhat.vscode-yaml",
@@ -21,6 +21,7 @@
   ],
   "unwantedRecommendations": [
     "bungcip.better-toml",
+    "davidanson.vscode-markdownlint",
     "ms-python.flake8",
     "ms-python.isort",
     "ms-python.mypy-type-checker",
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 03e08d3..90c9e02 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -18,11 +18,13 @@
   "[python]": {
     "editor.codeActionsOnSave": {
       "source.organizeImports": true
-    }
+    },
+    "editor.defaultFormatter": "ms-python.black-formatter"
   },
   "[yaml]": {
     "editor.defaultFormatter": "esbenp.prettier-vscode"
   },
+  "black-formatter.importStrategy": "fromEnvironment",
   "cSpell.enabled": true,
   "editor.formatOnSave": true,
   "editor.rulers": [88],
@@ -35,14 +37,6 @@
   "git.rebaseWhenSync": true,
   "github-actions.workflows.pinned.workflows": [".github/workflows/ci.yml"],
   "livePreview.defaultPreviewPath": "docs/_build/html",
-  "python.formatting.provider": "black",
-  "python.linting.banditEnabled": false,
-  "python.linting.enabled": false,
-  "python.linting.flake8Enabled": false,
-  "python.linting.mypyEnabled": false,
-  "python.linting.pydocstyleEnabled": false,
-  "python.linting.pylamaEnabled": false,
-  "python.linting.pylintEnabled": false,
   "python.testing.pytestArgs": ["--color=no", "--no-cov"],
   "python.testing.pytestEnabled": false,
   "python.testing.unittestEnabled": false,