diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 0000000..b152ae8
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,40 @@
+name: CI
+
+on:
+  push:
+    branches: [main, master]
+  pull_request:
+    branches: [main, master]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+      - name: Check out the code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install uv
+        run: |
+          curl -LsSf https://astral.sh/uv/install.sh | sh
+          echo "$HOME/.cargo/bin" >> $GITHUB_PATH
+
+      - name: Install project with dev dependencies
+        run: |
+          uv pip install --system .[dev]
+
+      - name: Run ruff
+        run: |
+          ruff check .
+
+      - name: Run tests with pytest
+        run: |
+          pytest --cov --cov-report=term-missing
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
deleted file mode 100644
index 585ec40..0000000
--- a/.github/workflows/tests.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-name: build
-
-on:
-  push:
-    branches: [ master ]
-  pull_request:
-    branches: [ master ]
-
-jobs:
-  build:
-
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: [3.7, 3.8, 3.9]
-
-    steps:
-    - uses: actions/checkout@v2
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install flake8 pytest pytest-cov
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
-    - name: Lint with flake8
-      run: |
-        # stop the build if there are Python syntax errors or undefined names
-        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
-        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
-        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
-    - name: Run tests with pytest
-      run: |
-        pip install -e .
-        pytest --cov=./ --cov-report=xml
-    - name: Upload coverage to Codecov
-      uses: codecov/codecov-action@v1.0.12
diff --git a/docs/conf.py b/docs/conf.py
index f6eca22..76836ba 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -17,43 +17,43 @@
 # If extensions (or modules to document with autodoc) are in another directory,
 # 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.
-#sys.path.insert(0, os.path.abspath('.'))
+# sys.path.insert(0, os.path.abspath('.'))
 
 # -- General configuration ------------------------------------------------
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+# needs_sphinx = '1.0'
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'sphinx.ext.autodoc',
-    'sphinx.ext.intersphinx',
-    'sphinx.ext.coverage',
-    'sphinx.ext.mathjax',
-    'sphinx.ext.viewcode',
-    'sphinx.ext.napoleon'
+    "sphinx.ext.autodoc",
+    "sphinx.ext.intersphinx",
+    "sphinx.ext.coverage",
+    "sphinx.ext.mathjax",
+    "sphinx.ext.viewcode",
+    "sphinx.ext.napoleon",
 ]
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
 # source_suffix = ['.rst', '.md']
-source_suffix = '.rst'
+source_suffix = ".rst"
 
 # The encoding of source files.
-#source_encoding = 'utf-8-sig'
+# source_encoding = 'utf-8-sig'
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # General information about the project.
-project = u'jetpack'
-copyright = u'2015, Niru Maheswaranathan'
-author = u'Niru Maheswaranathan'
+project = "jetpack"
+copyright = "2015, Niru Maheswaranathan"
+author = "Niru Maheswaranathan"
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -73,37 +73,37 @@
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
-#today = ''
+# today = ''
 # Else, today_fmt is used as the format for a strftime call.
-#today_fmt = '%B %d, %Y'
+# today_fmt = '%B %d, %Y'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = ['_build']
+exclude_patterns = ["_build"]
 
 # The reST default role (used for this markup: `text`) to use for all
 # documents.
-#default_role = None
+# default_role = None
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
-#add_function_parentheses = True
+# add_function_parentheses = True
 
 # If true, the current module name will be prepended to all description
 # unit titles (such as .. function::).
-#add_module_names = True
+# add_module_names = True
 
 # If true, sectionauthor and moduleauthor directives will be shown in the
 # output. They are ignored by default.
-#show_authors = False
+# show_authors = False
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # A list of ignored prefixes for module index sorting.
-#modindex_common_prefix = []
+# modindex_common_prefix = []
 
 # If true, keep warnings as "system message" paragraphs in the built documents.
-#keep_warnings = False
+# keep_warnings = False
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
@@ -113,156 +113,155 @@
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = 'alabaster'
+html_theme = "alabaster"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
-#html_theme_options = {}
+# html_theme_options = {}
 
 # Add any paths that contain custom themes here, relative to this directory.
-#html_theme_path = []
+# html_theme_path = []
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
-#html_title = None
+# html_title = None
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = None
+# html_short_title = None
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-#html_logo = None
+# html_logo = None
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-#html_favicon = None
+# html_favicon = None
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
+html_static_path = ["_static"]
 
 # Add any extra paths that contain custom files (such as robots.txt or
 # .htaccess) here, relative to this directory. These files are copied
 # directly to the root of the documentation.
-#html_extra_path = []
+# html_extra_path = []
 
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
-#html_last_updated_fmt = '%b %d, %Y'
+# html_last_updated_fmt = '%b %d, %Y'
 
 # If true, SmartyPants will be used to convert quotes and dashes to
 # typographically correct entities.
-#html_use_smartypants = True
+# html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-#html_sidebars = {}
+# html_sidebars = {}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
-#html_additional_pages = {}
+# html_additional_pages = {}
 
 # If false, no module index is generated.
-#html_domain_indices = True
+# html_domain_indices = True
 
 # If false, no index is generated.
-#html_use_index = True
+# html_use_index = True
 
 # If true, the index is split into individual pages for each letter.
-#html_split_index = False
+# html_split_index = False
 
 # If true, links to the reST sources are added to the pages.
-#html_show_sourcelink = True
+# html_show_sourcelink = True
 
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
-#html_show_sphinx = True
+# html_show_sphinx = True
 
 # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
-#html_show_copyright = True
+# html_show_copyright = True
 
 # If true, an OpenSearch description file will be output, and all pages will
 # contain a <link> tag referring to it.  The value of this option must be the
 # base URL from which the finished HTML is served.
-#html_use_opensearch = ''
+# html_use_opensearch = ''
 
 # This is the file name suffix for HTML files (e.g. ".xhtml").
-#html_file_suffix = None
+# html_file_suffix = None
 
 # Language to be used for generating the HTML full-text search index.
 # Sphinx supports the following languages:
 #   'da', 'de', 'en', 'es', 'fi', 'fr', 'hu', 'it', 'ja'
 #   'nl', 'no', 'pt', 'ro', 'ru', 'sv', 'tr'
-#html_search_language = 'en'
+# html_search_language = 'en'
 
 # A dictionary with options for the search language support, empty by default.
 # Now only 'ja' uses this config value
-#html_search_options = {'type': 'default'}
+# html_search_options = {'type': 'default'}
 
 # The name of a javascript file (relative to the configuration directory) that
 # implements a search results scorer. If empty, the default will be used.
-#html_search_scorer = 'scorer.js'
+# html_search_scorer = 'scorer.js'
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'jetpackdoc'
+htmlhelp_basename = "jetpackdoc"
 
 # -- Options for LaTeX output ---------------------------------------------
 
 latex_elements = {
-# The paper size ('letterpaper' or 'a4paper').
-#'papersize': 'letterpaper',
-
-# The font size ('10pt', '11pt' or '12pt').
-#'pointsize': '10pt',
-
-# Additional stuff for the LaTeX preamble.
-#'preamble': '',
-
-# Latex figure (float) alignment
-#'figure_align': 'htbp',
+    # The paper size ('letterpaper' or 'a4paper').
+    #'papersize': 'letterpaper',
+    # The font size ('10pt', '11pt' or '12pt').
+    #'pointsize': '10pt',
+    # Additional stuff for the LaTeX preamble.
+    #'preamble': '',
+    # Latex figure (float) alignment
+    #'figure_align': 'htbp',
 }
 
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-  (master_doc, 'jetpack.tex', u'jetpack Documentation',
-   u'Niru Maheswaranathan', 'manual'),
+    (
+        master_doc,
+        "jetpack.tex",
+        "jetpack Documentation",
+        "Niru Maheswaranathan",
+        "manual",
+    ),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
 # the title page.
-#latex_logo = None
+# latex_logo = None
 
 # For "manual" documents, if this is true, then toplevel headings are parts,
 # not chapters.
-#latex_use_parts = False
+# latex_use_parts = False
 
 # If true, show page references after internal links.
-#latex_show_pagerefs = False
+# latex_show_pagerefs = False
 
 # If true, show URL addresses after external links.
-#latex_show_urls = False
+# latex_show_urls = False
 
 # Documents to append as an appendix to all manuals.
-#latex_appendices = []
+# latex_appendices = []
 
 # If false, no module index is generated.
-#latex_domain_indices = True
+# latex_domain_indices = True
 
 
 # -- Options for manual page output ---------------------------------------
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [
-    (master_doc, 'jetpack', u'jetpack Documentation',
-     [author], 1)
-]
+man_pages = [(master_doc, "jetpack", "jetpack Documentation", [author], 1)]
 
 # If true, show URL addresses after external links.
-#man_show_urls = False
+# man_show_urls = False
 
 
 # -- Options for Texinfo output -------------------------------------------
@@ -271,23 +270,29 @@
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-  (master_doc, 'jetpack', u'jetpack Documentation',
-   author, 'jetpack', 'One line description of project.',
-   'Miscellaneous'),
+    (
+        master_doc,
+        "jetpack",
+        "jetpack Documentation",
+        author,
+        "jetpack",
+        "One line description of project.",
+        "Miscellaneous",
+    ),
 ]
 
 # Documents to append as an appendix to all manuals.
-#texinfo_appendices = []
+# texinfo_appendices = []
 
 # If false, no module index is generated.
-#texinfo_domain_indices = True
+# texinfo_domain_indices = True
 
 # How to display URL addresses: 'footnote', 'no', or 'inline'.
-#texinfo_show_urls = 'footnote'
+# texinfo_show_urls = 'footnote'
 
 # If true, do not generate a @detailmenu in the "Top" node's menu.
-#texinfo_no_detailmenu = False
+# texinfo_no_detailmenu = False
 
 
 # Example configuration for intersphinx: refer to the Python standard library.
-intersphinx_mapping = {'https://docs.python.org/3': None}
+intersphinx_mapping = {"https://docs.python.org/3": None}
diff --git a/jetplot/__init__.py b/jetplot/__init__.py
index 7cb85c3..15af291 100644
--- a/jetplot/__init__.py
+++ b/jetplot/__init__.py
@@ -2,7 +2,7 @@
 
 __version__ = "0.6.3"
 
-from . import colors as c, typing
+from . import colors as c, typing  # noqa: F401
 from .chart_utils import *
 from .colors import *
 from .images import *
diff --git a/jetplot/chart_utils.py b/jetplot/chart_utils.py
index 43fdcf3..6065179 100644
--- a/jetplot/chart_utils.py
+++ b/jetplot/chart_utils.py
@@ -36,7 +36,6 @@ def plotwrapper(fun):
 
     @wraps(fun)
     def wrapper(*args, **kwargs):
-
         if "ax" not in kwargs:
             if "fig" not in kwargs:
                 figsize = kwargs.get("figsize", None)
diff --git a/jetplot/colors.py b/jetplot/colors.py
index 81159ad..d60cfe2 100644
--- a/jetplot/colors.py
+++ b/jetplot/colors.py
@@ -35,7 +35,7 @@ def cubehelix(
 ):
     """Cubehelix parameterized colormap."""
     lambda_ = np.linspace(vmin, vmax, n)
-    x = lambda_ ** gamma
+    x = lambda_**gamma
     phi = 2 * np.pi * (start / 3 + rot * lambda_)
     alpha = 0.5 * hue * x * (1.0 - x)
     A = np.array([[-0.14861, 1.78277], [-0.29227, -0.90649], [1.97294, 0.0]])
diff --git a/jetplot/demo.py b/jetplot/demo.py
index 79f3fde..6ec7fc6 100644
--- a/jetplot/demo.py
+++ b/jetplot/demo.py
@@ -6,9 +6,9 @@ def peaks(n=256):
     pts = np.linspace(-3, 3, n)
     xm, ym = np.meshgrid(pts, pts)
     zm = (
-        3 * (1 - xm) ** 2 * np.exp(-(xm ** 2))
+        3 * (1 - xm) ** 2 * np.exp(-(xm**2))
         - (ym + 1) ** 2
-        - 10 * (0.2 * xm - xm ** 3 - ym ** 5) * np.exp(-(xm ** 2) - (ym ** 2))
-        - (1 / 3) * np.exp(-((xm + 1) ** 2) - ym ** 2)
+        - 10 * (0.2 * xm - xm**3 - ym**5) * np.exp(-(xm**2) - (ym**2))
+        - (1 / 3) * np.exp(-((xm + 1) ** 2) - ym**2)
     )
     return xm, ym, zm
diff --git a/jetplot/style.py b/jetplot/style.py
index 41ff081..3f86412 100644
--- a/jetplot/style.py
+++ b/jetplot/style.py
@@ -151,6 +151,6 @@ def install_fonts(filepath: str):
 
     new_fonts = set(available_fonts()) - original_fonts
     if new_fonts:
-        print(f'Added the following fonts: {", ".join(new_fonts)}')
+        print(f"Added the following fonts: {', '.join(new_fonts)}")
     else:
         print("No new fonts added.")
diff --git a/jetplot/timepiece.py b/jetplot/timepiece.py
index 5063671..eb73bff 100644
--- a/jetplot/timepiece.py
+++ b/jetplot/timepiece.py
@@ -89,7 +89,7 @@ def hrtime(t):
 
     # microseconds
     elif t >= 1e-6:
-        timestr = "{:g} {}s".format(t * 1e6, "\u03BC")
+        timestr = "{:g} {}s".format(t * 1e6, "\u03bc")
 
     # nanoseconds or smaller
     else:
@@ -115,7 +115,7 @@ def wrapper(*args, **kwargs):
     wrapper.serr = lambda: np.std(calls) / np.sqrt(len(calls))
     wrapper.summary = lambda: print(
         "Runtimes: {} {} {}".format(
-            hrtime(wrapper.mean()), "\u00B1", hrtime(wrapper.serr())
+            hrtime(wrapper.mean()), "\u00b1", hrtime(wrapper.serr())
         )
     )
 
diff --git a/pyproject.toml b/pyproject.toml
index e67ca56..acb12b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,5 +22,25 @@ license = {file = "LICENSE.md"}
 [project.urls]
 Homepage = "https://github.com/nirum/jetplot"
 
+[project.optional-dependencies]
+dev = [
+    "pre-commit>=2.21.0",
+    "pyrefly>=0.14.0",
+    "pytest>=7.4.4",
+    "pytest-cov>=4.1.0",
+    "ruff>=0.11.10",
+]
+
+[tool.ruff]
+lint.extend-ignore = ["E111", "E114", "E501", "F403"]
+
 [tool.setuptools.dynamic]
 version = {attr = "jetplot.__version__"}
+
+[tool.uv]
+default-groups = ["dev", "docs"]
+
+[dependency-groups]
+docs = [
+    "mkdocs>=1.5.3",
+]
diff --git a/tests/test_signals.py b/tests/test_signals.py
index d300cb5..2ecbc96 100644
--- a/tests/test_signals.py
+++ b/tests/test_signals.py
@@ -5,13 +5,12 @@
 
 
 def test_stable_rank():
-
     U, _ = np.linalg.qr(np.random.randn(32, 32))
     V, _ = np.linalg.qr(np.random.randn(32, 32))
     S = np.random.randn(32)
 
     X = U @ np.diag(S) @ V.T
-    expected = (S ** 2).sum() / (S ** 2).max()
+    expected = (S**2).sum() / (S**2).max()
     computed = signals.stable_rank(X)
     print(expected)
     print(computed)
@@ -20,23 +19,21 @@ def test_stable_rank():
 
 
 def test_participation_ratio():
-
     def _random_matrix(evals):
         dim = evals.size
         Q, _ = np.linalg.qr(np.random.randn(dim, dim))
         return Q @ np.diag(evals) @ Q.T
-    
-    C = _random_matrix(np.array([1., 0., 0.]))
+
+    C = _random_matrix(np.array([1.0, 0.0, 0.0]))
     assert np.allclose(signals.participation_ratio(C), 1.0)
 
-    C = _random_matrix(np.array([1., 1., 1.]))
+    C = _random_matrix(np.array([1.0, 1.0, 1.0]))
     assert np.allclose(signals.participation_ratio(C), 3.0)
 
 
 def test_smooth():
-
     def curvature(x):
-        second_derivative = np.convolve(x, [-1, 2, -1], mode='valid')
+        second_derivative = np.convolve(x, [-1, 2, -1], mode="valid")
         return np.abs(second_derivative).mean()
 
     # Sample white noise.
@@ -44,9 +41,9 @@ def curvature(x):
     x = rs.randn(1000)
 
     # Smooth white noise with different sigmas.
-    y1 = signals.smooth(x, sigma=1.)
-    y2 = signals.smooth(x, sigma=2.)
-    y3 = signals.smooth(x, sigma=5.)
+    y1 = signals.smooth(x, sigma=1.0)
+    y2 = signals.smooth(x, sigma=2.0)
+    y3 = signals.smooth(x, sigma=5.0)
 
     assert curvature(x) > curvature(y1) > curvature(y2) > curvature(y3)
 
@@ -68,16 +65,16 @@ def test_cca():
 
     # Correlation with a different random subspace.
     xy = signals.canoncorr(X, Y)
-    assert np.all(xy <= 1.)
-    assert np.all(0. <= xy)
+    assert np.all(xy <= 1.0)
+    assert np.all(0.0 <= xy)
     assert 0 < np.sum(xy) < k
 
     # Correlation with random rotation should be all ones.
     xz = signals.canoncorr(X, Z)
     assert np.allclose(xz, np.ones(k))
 
-def test_normalize():
 
+def test_normalize():
     X = np.random.randn(10, 3)
     expected = np.stack([x / np.linalg.norm(x) for x in X])
     computed = signals.normalize(X)
diff --git a/tests/test_timepiece.py b/tests/test_timepiece.py
index 09ab71b..ac09316 100644
--- a/tests/test_timepiece.py
+++ b/tests/test_timepiece.py
@@ -7,28 +7,26 @@
 
 
 def test_hrtime():
-
     # test numeric input
-    assert hrtime(1e6) == u'1 weeks, 4 days, 13 hours, 46 min., 40 s'
-    assert hrtime(2e5) == u'2 days, 7 hours, 33 min., 20 s'
-    assert hrtime(5e3) == u'1 hours, 23 min., 20 s'
-    assert hrtime(60) == u'1 min., 0 s'
-    assert hrtime(1) == u'1 s'
-    assert hrtime(0) == u'0 s'
-    assert hrtime(0.1) == u'100 ms'
-    assert hrtime(0.005) == u'5 ms'
-    assert hrtime(1e-5) == u'10 {}s'.format(u'\u03BC')
-    assert hrtime(5.25e-4) == u'525 {}s'.format(u'\u03BC')
-    assert hrtime(5e-7) == u'500 ns'
-    assert hrtime(1e-12) == u'0.001 ns'
+    assert hrtime(1e6) == "1 weeks, 4 days, 13 hours, 46 min., 40 s"
+    assert hrtime(2e5) == "2 days, 7 hours, 33 min., 20 s"
+    assert hrtime(5e3) == "1 hours, 23 min., 20 s"
+    assert hrtime(60) == "1 min., 0 s"
+    assert hrtime(1) == "1 s"
+    assert hrtime(0) == "0 s"
+    assert hrtime(0.1) == "100 ms"
+    assert hrtime(0.005) == "5 ms"
+    assert hrtime(1e-5) == "10 {}s".format("\u03bc")
+    assert hrtime(5.25e-4) == "525 {}s".format("\u03bc")
+    assert hrtime(5e-7) == "500 ns"
+    assert hrtime(1e-12) == "0.001 ns"
 
     # test non-numeric input
-    for val in ('abc', [], {'x': 5}):
-
+    for val in ("abc", [], {"x": 5}):
         with pytest.raises(ValueError) as context:
             hrtime(val)
 
-        assert 'Input must be numeric' in str(context.value)
+        assert "Input must be numeric" in str(context.value)
 
 
 def test_profile():
@@ -42,5 +40,5 @@ def test_profile():
     assert isinstance(wrapper.calls, list)
     assert len(wrapper.calls) == K
     assert np.allclose(wrapper.mean(), T, atol=0.01)
-    assert np.allclose(wrapper.serr(), 0., atol=0.01)
+    assert np.allclose(wrapper.serr(), 0.0, atol=0.01)
     assert wrapper.summary() is None
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 5165a60..b50920d 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -6,14 +6,13 @@
 
 
 def test_wrappers():
-    
     @cu.figwrapper
     def fig_func(**kwargs):
-        assert 'fig' in kwargs
+        assert "fig" in kwargs
 
     def ax_func(**kwargs):
-        assert 'fig' in kwargs
-        assert 'ax' in kwargs
+        assert "fig" in kwargs
+        assert "ax" in kwargs
 
     fig_func()
     cu.axwrapper(ax_func)()
@@ -23,7 +22,7 @@ def ax_func(**kwargs):
 def test_noticks():
     """Tests all combinations of removing spines."""
 
-    compass = ('left', 'right', 'top', 'bottom')
+    compass = ("left", "right", "top", "bottom")
     args = ((True, False),) * len(compass)
 
     for bools in product(*args):
diff --git a/uv.lock b/uv.lock
index 6134091..1be2b03 100644
--- a/uv.lock
+++ b/uv.lock
@@ -8,6 +8,74 @@ resolution-markers = [
     "python_full_version < '3.8'",
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.3.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.8'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c4/bf/d0d622b660d414a47dc7f0d303791a627663f554345b21250e39e7acb48b/cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736", size = 7864 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6d/82/0a0ebd35bae9981dea55c06f8e6aaf44a49171ad798795c72c6f64cba4c2/cfgv-3.3.1-py2.py3-none-any.whl", hash = "sha256:c6a0883f3917a037485059700b9e75da2464e6c27051014ad85ba6aaa5884426", size = 7312 },
+]
+
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.10'",
+    "python_full_version == '3.9.*'",
+    "python_full_version == '3.8.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114 }
+wheels = [
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+]
+
+[[package]]
+name = "click"
+version = "8.1.8"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.9.*'",
+    "python_full_version == '3.8.*'",
+    "python_full_version < '3.8'",
+]
+dependencies = [
+    { name = "colorama", marker = "python_full_version < '3.10' and sys_platform == 'win32'" },
+    { name = "importlib-metadata", marker = "python_full_version < '3.8'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
+wheels = [
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+]
+
+[[package]]
+name = "click"
+version = "8.2.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.10'",
+]
+dependencies = [
+    { name = "colorama", marker = "python_full_version >= '3.10' and sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cd/0f/62ca20172d4f87d93cf89665fbaedcd560ac48b465bd1d92bfc7ea6b0a41/click-8.2.0.tar.gz", hash = "sha256:f5452aeddd9988eefa20f90f05ab66f17fce1ee2a36907fd30b05bbb5953814d", size = 235857 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a2/58/1f37bf81e3c689cc74ffa42102fa8915b59085f54a6e4a80bc6265c0f6bf/click-8.2.0-py3-none-any.whl", hash = "sha256:6b303f0b2aa85f1cb4e5303078fadcbcd4e476f114fab9b5007005711839325c", size = 102156 },
+]
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
+]
+
 [[package]]
 name = "contourpy"
 version = "1.1.1"
@@ -221,6 +289,247 @@ wheels = [
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 ]
 
+[[package]]
+name = "coverage"
+version = "7.2.7"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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