diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
new file mode 100644
index 0000000..0fa43a9
--- /dev/null
+++ b/.github/workflows/lint.yml
@@ -0,0 +1,31 @@
+# GitHub action to run linting
+
+name: run-linting
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          enable-cache: true
+
+      - name: Set up Python
+        run: uv python install 3.9
+
+      - name: Install dependencies
+        run: make install
+
+      - name: Lint
+        id: lint
+        run: |
+          make lint-check
+      
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
deleted file mode 100644
index 5b853e8..0000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,45 +0,0 @@
-default_stages: [commit, push]
-
-repos:
-  - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
-    hooks:
-      - id: codespell
-        args: [
-            "-w", # Write changes to files
-            "--skip",
-            "*.csv,*.bib,tests/books.py,*.ipynb,CHANGELOG.md",
-            # don't code output from notebooks
-            "-L",
-            "vise", # Ignore the Danish word 'vise'
-          ]
-
-  - repo: https://github.com/asottile/pyupgrade
-    rev: v3.15.0
-    hooks:
-      - id: pyupgrade
-
-  - repo: https://github.com/bwhmather/ssort
-    rev: 0.12.4
-    hooks:
-      - id: ssort
-
-  - repo: https://github.com/asottile/add-trailing-comma
-    rev: v3.1.0
-    hooks:
-      - id: add-trailing-comma
-
-  - repo: https://github.com/psf/black
-    rev: 24.2.0
-    hooks:
-      - id: black
-
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.2.1
-    hooks:
-      - id: ruff
-
-  - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.8.0
-    hooks:
-      - id: mypy
diff --git a/docs/conf.py b/docs/conf.py
index 749ea10..787a643 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -10,6 +10,7 @@
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
+from __future__ import annotations
 
 from textdescriptives.about import __version__
 
diff --git a/docs/tutorials/filter_corpus_using_quality.ipynb b/docs/tutorials/filter_corpus_using_quality.ipynb
index 3a07b48..577d0ec 100644
--- a/docs/tutorials/filter_corpus_using_quality.ipynb
+++ b/docs/tutorials/filter_corpus_using_quality.ipynb
@@ -73,7 +73,9 @@
     "from datasets import load_dataset\n",
     "\n",
     "# stream in the dataset\n",
-    "dataset = load_dataset(\"mc4\", \"en\", streaming=True, split=\"train\", trust_remote_code=True)\n",
+    "dataset = load_dataset(\n",
+    "    \"mc4\", \"en\", streaming=True, split=\"train\", trust_remote_code=True\n",
+    ")\n",
     "\n",
     "# download the first 1 000\n",
     "dataset = dataset.take(1000)\n",
diff --git a/docs/tutorials/sklearn_integration.ipynb b/docs/tutorials/sklearn_integration.ipynb
index f160642..be5f4ba 100644
--- a/docs/tutorials/sklearn_integration.ipynb
+++ b/docs/tutorials/sklearn_integration.ipynb
@@ -128,6 +128,7 @@
    ],
    "source": [
     "from textdescriptives.utils import load_sms_data\n",
+    "\n",
     "df = load_sms_data()\n",
     "df.head()"
    ]
@@ -152,7 +153,7 @@
     "# to textdescriptives.extract_metrics\n",
     "descriptive_stats_extractor = TextDescriptivesFeaturizer(\n",
     "    lang=\"en\", metrics=[\"descriptive_stats\"]\n",
-    "    )"
+    ")"
    ]
   },
   {
@@ -184,7 +185,7 @@
     "from sklearn.pipeline import Pipeline\n",
     "from sklearn.ensemble import RandomForestClassifier\n",
     "from sklearn.compose import ColumnTransformer\n",
-    "from sklearn.model_selection import train_test_split \n",
+    "from sklearn.model_selection import train_test_split\n",
     "from sklearn.impute import SimpleImputer\n",
     "from sklearn import set_config\n",
     "\n",
@@ -197,10 +198,9 @@
     "        (\n",
     "            \"featurizer\",\n",
     "            ColumnTransformer(\n",
-    "                [(\"text_processing\", descriptive_stats_extractor, \"message\")]\n",
-    "            ,\n",
-    "            # removes the `text_processing__` prefix from feature names\n",
-    "            verbose_feature_names_out=False, \n",
+    "                [(\"text_processing\", descriptive_stats_extractor, \"message\")],\n",
+    "                # removes the `text_processing__` prefix from feature names\n",
+    "                verbose_feature_names_out=False,\n",
     "            ),\n",
     "        ),\n",
     "        (\"imputer\", SimpleImputer(strategy=\"median\")),\n",
@@ -366,6 +366,7 @@
    ],
    "source": [
     "import pandas as pd\n",
+    "\n",
     "# extract feature importances\n",
     "feature_importance_mapping = list(\n",
     "    zip(\n",
diff --git a/makefile b/makefile
index 8efa26f..0956624 100644
--- a/makefile
+++ b/makefile
@@ -1,21 +1,23 @@
 install:
 	@echo "--- 🚀 Installing project ---"
-	uv sync --extra docs --extra tests --extra style --extra style
+	uv sync --extra docs --extra tests --extra style
+	uv pip install pip
+	uv pip install -r tests/requirements.txt
 
 lint:
 	@echo "--- 🧹 Running linters ---"
-	ruff format . 						            # running ruff formatting
-	ruff check **/*.py --fix						# running ruff linting
+	uv run ruff format . 						            # running ruff formatting
+	uv run ruff check **/*.py --fix						# running ruff linting
 
 lint-check:
 	@echo "--- 🧹 Check is project is linted ---"
-	ruff format . --check						    # running ruff formatting
-	ruff check **/*.py 						        # running ruff linting
+	uv run ruff format . --check						    # running ruff formatting
+	uv run ruff check **/*.py 						        # running ruff linting
 
 test:
 	@echo "--- 🧪 Running tests ---"
 	make install
-	pytest tests/
+	pytest tests/ -n auto
 
 build-docs:
 	@echo "--- 📚 Building docs ---"
diff --git a/pyproject.toml b/pyproject.toml
index 7057b25..4eae6f9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,10 @@ classifiers = [
     "Operating System :: Microsoft :: Windows",
     "Programming Language :: Python :: 3",
     "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 
 keywords = [
@@ -49,8 +53,8 @@ repository = "https://github.com/HLasse/textdescriptives"
 documentation = "https://hlasse.github.io/TextDescriptives/"
 
 [project.optional-dependencies]
-style = ["black==24.1.1", "pre-commit==3.6.0", "ruff==0.1.15", "mypy==1.8.0"]
-tests = ["pytest>=7.1.3", "pytest-cov>=3.0.0"]
+style = ["ruff==0.8.3"]
+tests = ["pytest>=7.1.3", "pytest-cov>=3.0.0", "pytest-xdist"]
 docs = [
     "pydantic==2.1",
     "sphinx>=5.3.0",
@@ -115,3 +119,12 @@ build_command = "python -m pip install build; python -m build"
 
 [tool.ruff]
 exclude = [".venv", ".env", ".git", "__pycache__"]
+
+[tool.ruff.lint]
+select = ["UP", "I"]
+
+[tool.ruff.lint.isort]
+required-imports = ["from __future__ import annotations"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
diff --git a/src/textdescriptives/about.py b/src/textdescriptives/about.py
index 3faf367..dab82a1 100644
--- a/src/textdescriptives/about.py
+++ b/src/textdescriptives/about.py
@@ -1,4 +1,4 @@
-""" About textdescriptives, version number is specified in the setup.cfg
+"""About textdescriptives, version number is specified in the setup.cfg
 file."""
 
 # if python >= 3.8, use importlib.metadata otherwise use pkg_resources
diff --git a/src/textdescriptives/components/dependency_distance.py b/src/textdescriptives/components/dependency_distance.py
index 0437f54..8e7f9ea 100644
--- a/src/textdescriptives/components/dependency_distance.py
+++ b/src/textdescriptives/components/dependency_distance.py
@@ -1,4 +1,4 @@
-""" Calculation of statistics related to dependency distance."""
+"""Calculation of statistics related to dependency distance."""
 
 from typing import Callable
 
diff --git a/src/textdescriptives/components/descriptive_stats.py b/src/textdescriptives/components/descriptive_stats.py
index 9dbbfe0..d48a6ff 100644
--- a/src/textdescriptives/components/descriptive_stats.py
+++ b/src/textdescriptives/components/descriptive_stats.py
@@ -1,4 +1,4 @@
-""" Calculation of descriptive statistics."""
+"""Calculation of descriptive statistics."""
 
 from typing import Callable, Dict, Union
 
diff --git a/src/textdescriptives/components/information_theory.py b/src/textdescriptives/components/information_theory.py
index 83156ed..fbf3d26 100644
--- a/src/textdescriptives/components/information_theory.py
+++ b/src/textdescriptives/components/information_theory.py
@@ -1,4 +1,4 @@
-""" Calculate the entropy and perplexity of a corpus."""
+"""Calculate the entropy and perplexity of a corpus."""
 
 from typing import Callable, Dict, Union
 
@@ -64,7 +64,10 @@ def per_word_perplexity_getter(doc: Union[Doc, Span]) -> float:
     else:
         perplexity = perplexity_getter(doc)
 
-    return perplexity / len(doc)
+    len_doc = len(doc)
+    if len_doc:
+        return perplexity / len(doc)
+    return np.nan
 
 
 def set_docspan_extension(
diff --git a/src/textdescriptives/components/pos_proportions.py b/src/textdescriptives/components/pos_proportions.py
index 4bb2cc8..8bffb46 100644
--- a/src/textdescriptives/components/pos_proportions.py
+++ b/src/textdescriptives/components/pos_proportions.py
@@ -1,4 +1,4 @@
-""" Calculation of statistics that require a pos-tagger in the pipeline."""
+"""Calculation of statistics that require a pos-tagger in the pipeline."""
 
 from typing import Callable, Counter, List, Union
 
diff --git a/src/textdescriptives/components/quality.py b/src/textdescriptives/components/quality.py
index ffc064a..93b4e13 100644
--- a/src/textdescriptives/components/quality.py
+++ b/src/textdescriptives/components/quality.py
@@ -1,4 +1,4 @@
-""" Component for calculating quality metrics."""
+"""Component for calculating quality metrics."""
 
 from collections import Counter, defaultdict
 from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union
diff --git a/src/textdescriptives/components/quality_data_classes.py b/src/textdescriptives/components/quality_data_classes.py
index e7424ac..ea8fbb1 100644
--- a/src/textdescriptives/components/quality_data_classes.py
+++ b/src/textdescriptives/components/quality_data_classes.py
@@ -1,4 +1,4 @@
-""" Data classes used for the quality component."""
+"""Data classes used for the quality component."""
 
 from typing import Any, Dict, Optional, Tuple, Union
 
diff --git a/src/textdescriptives/components/readability.py b/src/textdescriptives/components/readability.py
index 48724ca..7097643 100644
--- a/src/textdescriptives/components/readability.py
+++ b/src/textdescriptives/components/readability.py
@@ -1,4 +1,4 @@
-""" Calculation of various readability metrics."""
+"""Calculation of various readability metrics."""
 
 from typing import Callable, Dict
 
diff --git a/src/textdescriptives/components/utils.py b/src/textdescriptives/components/utils.py
index 1995a79..c9ce245 100644
--- a/src/textdescriptives/components/utils.py
+++ b/src/textdescriptives/components/utils.py
@@ -1,4 +1,4 @@
-""" Utility functions for calculating various text descriptives."""
+"""Utility functions for calculating various text descriptives."""
 
 from typing import Union
 
diff --git a/src/textdescriptives/extractors.py b/src/textdescriptives/extractors.py
index 8ff4f70..24e3135 100644
--- a/src/textdescriptives/extractors.py
+++ b/src/textdescriptives/extractors.py
@@ -1,4 +1,4 @@
-""" Extract metrics as Pandas DataFrame."""
+"""Extract metrics as Pandas DataFrame."""
 
 from typing import Any, Dict, Iterable, List, Optional, Union
 
diff --git a/src/textdescriptives/load_components.py b/src/textdescriptives/load_components.py
index 4e9c462..a0a40d2 100644
--- a/src/textdescriptives/load_components.py
+++ b/src/textdescriptives/load_components.py
@@ -1,4 +1,4 @@
-""" Adds all components to a spaCy pipeline."""
+"""Adds all components to a spaCy pipeline."""
 
 from spacy.language import Language
 from spacy.tokens import Doc
diff --git a/tests/books.py b/tests/books.py
index a6c6a01..91a640b 100644
--- a/tests/books.py
+++ b/tests/books.py
@@ -1,6 +1,8 @@
-""" These books and several tests are borrowed from
+"""These books and several tests are borrowed from
 https://github.com/mholtzscher/spacy_readability."""
 
+from __future__ import annotations
+
 oliver_twist = """Among other public buildings in a certain town, which for many reasons
 it will be prudent to refrain from mentioning, and to which I will
 assign no fictitious name, there is one anciently common to most towns,
diff --git a/tests/test_coherence.py b/tests/test_coherence.py
index 01ae405..4066635 100644
--- a/tests/test_coherence.py
+++ b/tests/test_coherence.py
@@ -1,16 +1,19 @@
+from __future__ import annotations
+
+import warnings
+
 import numpy as np
 import pytest
 import spacy
 
 import textdescriptives as td  # noqa: F401
-import warnings
 
 
 @pytest.fixture(scope="function")
 def nlp():
-    nlp = spacy.load("en_core_web_sm")
-    nlp.add_pipe("textdescriptives/coherence")
-    return nlp
+    nlp_en = spacy.load("en_core_web_sm")
+    nlp_en.add_pipe("textdescriptives/coherence")
+    return nlp_en
 
 
 def test_coherence_integration(nlp):
diff --git a/tests/test_dependency_distance.py b/tests/test_dependency_distance.py
index 18600a3..09bb0e3 100644
--- a/tests/test_dependency_distance.py
+++ b/tests/test_dependency_distance.py
@@ -1,9 +1,11 @@
+from __future__ import annotations
+
 import ftfy
 import numpy as np
 import pytest
 import spacy
-import textdescriptives as td  # noqa: F401
 
+import textdescriptives as td  # noqa: F401
 
 from .books import flatland, oliver_twist, secret_garden
 
diff --git a/tests/test_descriptive_stats.py b/tests/test_descriptive_stats.py
index 2d342b5..e6c3c46 100644
--- a/tests/test_descriptive_stats.py
+++ b/tests/test_descriptive_stats.py
@@ -1,3 +1,7 @@
+from __future__ import annotations
+
+import warnings
+
 import ftfy
 import pytest
 from spacy.lang.en import English
@@ -6,8 +10,6 @@
 
 from .books import flatland, oliver_twist, secret_garden
 
-import warnings
-
 
 @pytest.fixture(scope="function")
 def nlp():
diff --git a/tests/test_extractors.py b/tests/test_extractors.py
index 769ccf8..16862a2 100644
--- a/tests/test_extractors.py
+++ b/tests/test_extractors.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import pytest
 import spacy
 
diff --git a/tests/test_information.py b/tests/test_information.py
index 79abe24..e58ee0b 100644
--- a/tests/test_information.py
+++ b/tests/test_information.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import numpy as np
 import pytest
 import spacy
diff --git a/tests/test_load_components.py b/tests/test_load_components.py
index 991b443..eff5110 100644
--- a/tests/test_load_components.py
+++ b/tests/test_load_components.py
@@ -1,5 +1,8 @@
+from __future__ import annotations
+
 import pytest
 import spacy
+
 import textdescriptives as td  # noqa: F401
 
 
diff --git a/tests/test_pos_proportions.py b/tests/test_pos_proportions.py
index be6252f..067431e 100644
--- a/tests/test_pos_proportions.py
+++ b/tests/test_pos_proportions.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import pytest
 import spacy
 from spacy.tokens import Doc
diff --git a/tests/test_quality.py b/tests/test_quality.py
index 3fb9160..35a4ace 100644
--- a/tests/test_quality.py
+++ b/tests/test_quality.py
@@ -1,9 +1,10 @@
-""" Tests for the quality module."""
+"""Tests for the quality module."""
 
-from typing import List, Tuple
+from __future__ import annotations
 
 import pytest
 import spacy
+
 import textdescriptives as td
 from textdescriptives.components.quality import (
     alpha_ratio,
@@ -138,8 +139,8 @@ def test_symbol_to_word_ratio(text: str, symbol_to_word: float, nlp: spacy.Langu
 )
 def test_duplicate_ngram_chr_fraction(
     text: str,
-    duplicate_ngram: List[float],
-    ngram_range: Tuple[int, int],
+    duplicate_ngram: list[float],
+    ngram_range: tuple[int, int],
     nlp: spacy.Language,
 ):
     """Test the duplicate_ngram_fraction function."""
@@ -166,8 +167,8 @@ def test_duplicate_ngram_chr_fraction(
 )
 def test_top_ngram_chr_fraction(
     text: str,
-    top_ngram_chr_frac: List[float],
-    ngram_range: Tuple[int, int],
+    top_ngram_chr_frac: list[float],
+    ngram_range: tuple[int, int],
     nlp: spacy.Language,
 ):
     """Test the top_ngram_chr_fraction function."""
diff --git a/tests/test_readability.py b/tests/test_readability.py
index 2c07aab..5f2f07a 100644
--- a/tests/test_readability.py
+++ b/tests/test_readability.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import warnings
 
 import ftfy
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 20499a9..f064164 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import textdescriptives as td
 
 
diff --git a/uv.lock b/uv.lock
index 171d205..77c4574 100644
--- a/uv.lock
+++ b/uv.lock
@@ -282,40 +282,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b1/fe/e8c672695b37eecc5cbf43e1d0638d88d66ba3a44c4d321c796f4e59167f/beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed", size = 147925 },
 ]
 
-[[package]]
-name = "black"
-version = "24.1.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "mypy-extensions" },
-    { name = "packaging" },
-    { name = "pathspec" },
-    { name = "platformdirs" },
-    { name = "tomli", marker = "python_full_version < '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/77/ec/a429d15d2e7f996203bff98e2b2e84ad4cb3de318de147b0038dc93fbc71/black-24.1.1.tar.gz", hash = "sha256:48b5760dcbfe5cf97fd4fba23946681f3a81514c6ab8a45b50da67ac8fbc6c7b", size = 623755 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/9e/70f6f3e8e3137c282f7729241d6fede8a1e0dc7a14653c8ac54530b0ea0d/black-24.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2588021038bd5ada078de606f2a804cadd0a3cc6a79cb3e9bb3a8bf581325a4c", size = 1554494 },
-    { url = "https://files.pythonhosted.org/packages/a8/3e/9e02aa484f3c0f23ccbb69152b0d20d239b78aed87c15e8583bd92dcc8c4/black-24.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1a95915c98d6e32ca43809d46d932e2abc5f1f7d582ffbe65a5b4d1588af7445", size = 1402333 },
-    { url = "https://files.pythonhosted.org/packages/ee/93/8abf6f3722460eb53f37a55356cd33462502748867d767ec2adc4d43cecd/black-24.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fa6a0e965779c8f2afb286f9ef798df770ba2b6cee063c650b96adec22c056a", size = 1710463 },
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-    { url = "https://files.pythonhosted.org/packages/c0/92/cc543b133cd1337cbfce3e7d2c9d45b5e913224ed1fc791875d062d7be46/black-24.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0269dfdea12442022e88043d2910429bed717b2d04523867a85dacce535916b8", size = 1386681 },
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