diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 3601848c..424fc5c6 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -21,6 +21,7 @@ beautifulsoup4==4.12.2
 black==23.11.0
 bleach==6.1.0
 cachetools==5.3.2
+cattrs==23.2.3
 certifi==2023.11.17
 cffi==1.16.0
 cfgv==3.4.0
@@ -49,6 +50,8 @@ flatbuffers==23.5.26
 fonttools==4.46.0
 fqdn==1.5.1
 gast==0.5.4
+gitdb==4.0.11
+gitpython==3.1.40
 google-auth==2.24.0
 google-auth-oauthlib==1.1.0
 google-pasta==0.2.0
@@ -69,6 +72,7 @@ ipython==8.18.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
+isort==5.12.0
 jax==0.4.20
 jaxlib==0.4.20
 jedi==0.19.1
@@ -83,9 +87,11 @@ jupyter-core==5.5.0
 jupyter-events==0.9.0
 jupyter-lsp==2.2.1
 jupyter-server==2.11.1
+jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.4.4
 jupyterlab==4.0.9
 jupyterlab-code-formatter==2.2.1
+jupyterlab-git==0.50.0
 jupyterlab-lsp==5.0.1
 jupyterlab-myst==2.1.0
 jupyterlab-pygments==0.3.0
@@ -96,6 +102,7 @@ kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
 livereload==2.6.3
+lsprotocol==2023.0.0
 markdown==3.5.1
 markdown-it-py==3.0.0
 markupsafe==2.1.3
@@ -111,6 +118,7 @@ myst-nb==1.0.0
 myst-parser==2.0.0
 nbclient==0.6.8
 nbconvert==7.11.0
+nbdime==4.0.1
 nbformat==5.9.2
 nbmake==1.4.6
 nest-asyncio==1.5.8
@@ -153,6 +161,7 @@ python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
+python-lsp-ruff==2.0.0
 python-lsp-server==1.9.0
 pytoolconfig==1.2.6
 pyyaml==6.0.1
@@ -170,6 +179,7 @@ ruff==0.1.6
 scipy==1.11.4
 send2trash==1.8.2
 six==1.16.0
+smmap==5.0.1
 sniffio==1.3.0
 snowballstemmer==2.2.0
 soupsieve==2.5
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index 7633ff0f..255d42b2 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -21,6 +21,7 @@ beautifulsoup4==4.12.2
 black==23.11.0
 bleach==6.1.0
 cachetools==5.3.2
+cattrs==23.2.3
 certifi==2023.11.17
 cffi==1.16.0
 cfgv==3.4.0
@@ -48,6 +49,8 @@ flatbuffers==23.5.26
 fonttools==4.46.0
 fqdn==1.5.1
 gast==0.5.4
+gitdb==4.0.11
+gitpython==3.1.40
 google-auth==2.24.0
 google-auth-oauthlib==1.1.0
 google-pasta==0.2.0
@@ -68,6 +71,7 @@ ipython==8.18.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
+isort==5.12.0
 jax==0.4.20
 jaxlib==0.4.20
 jedi==0.19.1
@@ -82,9 +86,11 @@ jupyter-core==5.5.0
 jupyter-events==0.9.0
 jupyter-lsp==2.2.1
 jupyter-server==2.11.1
+jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.4.4
 jupyterlab==4.0.9
 jupyterlab-code-formatter==2.2.1
+jupyterlab-git==0.50.0
 jupyterlab-lsp==5.0.1
 jupyterlab-myst==2.1.0
 jupyterlab-pygments==0.3.0
@@ -95,6 +101,7 @@ kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
 livereload==2.6.3
+lsprotocol==2023.0.0
 markdown==3.5.1
 markdown-it-py==3.0.0
 markupsafe==2.1.3
@@ -110,6 +117,7 @@ myst-nb==1.0.0
 myst-parser==2.0.0
 nbclient==0.6.8
 nbconvert==7.11.0
+nbdime==4.0.1
 nbformat==5.9.2
 nbmake==1.4.6
 nest-asyncio==1.5.8
@@ -152,6 +160,7 @@ python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
+python-lsp-ruff==2.0.0
 python-lsp-server==1.9.0
 pytoolconfig==1.2.6
 pyyaml==6.0.1
@@ -169,6 +178,7 @@ ruff==0.1.6
 scipy==1.11.4
 send2trash==1.8.2
 six==1.16.0
+smmap==5.0.1
 sniffio==1.3.0
 snowballstemmer==2.2.0
 soupsieve==2.5
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index 1e604d4a..8b32ee36 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -22,6 +22,7 @@ beautifulsoup4==4.12.2
 black==23.11.0
 bleach==6.1.0
 cachetools==5.3.2
+cattrs==23.2.3
 certifi==2023.11.17
 cffi==1.16.0
 cfgv==3.4.0
@@ -50,6 +51,8 @@ flatbuffers==23.5.26
 fonttools==4.46.0
 fqdn==1.5.1
 gast==0.4.0
+gitdb==4.0.11
+gitpython==3.1.40
 google-auth==2.24.0
 google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
@@ -71,6 +74,7 @@ ipython==8.12.3
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
+isort==5.12.0
 jax==0.4.13
 jaxlib==0.4.13
 jedi==0.19.1
@@ -85,9 +89,11 @@ jupyter-core==5.5.0
 jupyter-events==0.9.0
 jupyter-lsp==2.2.1
 jupyter-server==2.11.1
+jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.4.4
 jupyterlab==4.0.9
 jupyterlab-code-formatter==2.2.1
+jupyterlab-git==0.50.0
 jupyterlab-lsp==5.0.1
 jupyterlab-myst==2.1.0
 jupyterlab-pygments==0.3.0
@@ -98,6 +104,7 @@ kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
 livereload==2.6.3
+lsprotocol==2023.0.0
 markdown==3.5.1
 markdown-it-py==2.2.0
 markupsafe==2.1.3
@@ -113,6 +120,7 @@ myst-nb==0.17.2
 myst-parser==0.18.1
 nbclient==0.6.8
 nbconvert==7.11.0
+nbdime==4.0.1
 nbformat==5.9.2
 nbmake==1.4.6
 nest-asyncio==1.5.8
@@ -157,6 +165,7 @@ python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
+python-lsp-ruff==2.0.0
 python-lsp-server==1.9.0
 pytoolconfig==1.2.6
 pytz==2023.3.post1
@@ -175,6 +184,7 @@ ruff==0.1.6
 scipy==1.10.1
 send2trash==1.8.2
 six==1.16.0
+smmap==5.0.1
 sniffio==1.3.0
 snowballstemmer==2.2.0
 soupsieve==2.5
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 9a675109..2ae89af7 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -21,6 +21,7 @@ beautifulsoup4==4.12.2
 black==23.11.0
 bleach==6.1.0
 cachetools==5.3.2
+cattrs==23.2.3
 certifi==2023.11.17
 cffi==1.16.0
 cfgv==3.4.0
@@ -49,6 +50,8 @@ flatbuffers==23.5.26
 fonttools==4.46.0
 fqdn==1.5.1
 gast==0.5.4
+gitdb==4.0.11
+gitpython==3.1.40
 google-auth==2.24.0
 google-auth-oauthlib==1.1.0
 google-pasta==0.2.0
@@ -70,6 +73,7 @@ ipython==8.18.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.1
 isoduration==20.11.0
+isort==5.12.0
 jax==0.4.20
 jaxlib==0.4.20
 jedi==0.19.1
@@ -84,9 +88,11 @@ jupyter-core==5.5.0
 jupyter-events==0.9.0
 jupyter-lsp==2.2.1
 jupyter-server==2.11.1
+jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.4.4
 jupyterlab==4.0.9
 jupyterlab-code-formatter==2.2.1
+jupyterlab-git==0.50.0
 jupyterlab-lsp==5.0.1
 jupyterlab-myst==2.1.0
 jupyterlab-pygments==0.3.0
@@ -97,6 +103,7 @@ kiwisolver==1.4.5
 latexcodec==2.0.1
 libclang==16.0.6
 livereload==2.6.3
+lsprotocol==2023.0.0
 markdown==3.5.1
 markdown-it-py==3.0.0
 markupsafe==2.1.3
@@ -112,6 +119,7 @@ myst-nb==1.0.0
 myst-parser==2.0.0
 nbclient==0.6.8
 nbconvert==7.11.0
+nbdime==4.0.1
 nbformat==5.9.2
 nbmake==1.4.6
 nest-asyncio==1.5.8
@@ -154,6 +162,7 @@ python-constraint==1.4.0
 python-dateutil==2.8.2
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
+python-lsp-ruff==2.0.0
 python-lsp-server==1.9.0
 pytoolconfig==1.2.6
 pyyaml==6.0.1
@@ -171,6 +180,7 @@ ruff==0.1.6
 scipy==1.11.4
 send2trash==1.8.2
 six==1.16.0
+smmap==5.0.1
 sniffio==1.3.0
 snowballstemmer==2.2.0
 soupsieve==2.5
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0450f235..c7d3c99b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -28,7 +28,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.1.4
+    rev: 0.1.6
     hooks:
       - id: check-dev-files
         args:
@@ -39,16 +39,6 @@ repos:
           - --repo-title=AmpForm-DPD
       - id: colab-toc-visible
 
-  - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.7.1
-    hooks:
-      - id: nbqa-pyupgrade
-        args:
-          - --py38-plus
-      - id: nbqa-ruff
-        args:
-          - --fix
-
   - repo: https://github.com/psf/black-pre-commit-mirror
     rev: 23.11.0
     hooks:
@@ -108,19 +98,12 @@ repos:
     hooks:
       - id: pyright
 
-  - repo: https://github.com/asottile/pyupgrade
-    rev: v3.15.0
-    hooks:
-      - id: pyupgrade
-        args:
-          - --py38-plus
-
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.1.6
     hooks:
       - id: ruff
-        args:
-          - --fix
+        args: [--fix]
+        types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/ComPWA/mirrors-taplo
     rev: v0.8.1
diff --git a/pyproject.toml b/pyproject.toml
index 27730912..33878777 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,10 +69,14 @@ jax = [
 ]
 jupyter = [
     "ampform-dpd[doc]",
+    "isort",
     "jupyterlab >=3.0",
+    "jupyterlab",
     "jupyterlab-code-formatter",
+    "jupyterlab-git",
     "jupyterlab-lsp",
     "jupyterlab-myst",
+    "python-lsp-ruff",
     "python-lsp-server[rope]",
 ]
 lint = [
@@ -151,21 +155,6 @@ target-version = [
     "py39",
 ]
 
-[tool.nbqa.addopts]
-ruff = [
-    "--extend-ignore=B018",
-    "--extend-ignore=C90",
-    "--extend-ignore=D",
-    "--extend-ignore=N806",
-    "--extend-ignore=N816",
-    "--extend-ignore=PLR09",
-    "--extend-ignore=PLR2004",
-    "--extend-ignore=PLW0602",
-    "--extend-ignore=PLW0603",
-    "--extend-ignore=PLW2901",
-    "--line-length=85",
-]
-
 [tool.pyright]
 reportGeneralTypeIssues = false
 reportImportCycles = false
@@ -214,6 +203,7 @@ testpaths = [
 ]
 
 [tool.ruff]
+extend-include = ["*.ipynb"]
 extend-select = [
     "A",
     "B",
@@ -287,6 +277,23 @@ ignore-names = [
 
 [tool.ruff.per-file-ignores]
 "*" = ["D"]
+"*.ipynb" = [
+    "B018",
+    "C90",
+    "D",
+    "E402",
+    "E703",
+    "N806",
+    "N816",
+    "PLR09",
+    "PLR2004",
+    "PLW0602",
+    "PLW0603",
+    "PLW2901",
+    "S101",
+    "T201",
+    "TCH00",
+]
 "docs/*" = [
     "E402",
     "INP001",