diff --git a/.github/workflows/pypi-release.yaml b/.github/workflows/pypi-release.yaml
index ced1e55..8cb3c3f 100644
--- a/.github/workflows/pypi-release.yaml
+++ b/.github/workflows/pypi-release.yaml
@@ -56,8 +56,6 @@ jobs:
           name: releases
           path: dist
 
-  
-
   upload-to-pypi:
     needs: build-artifacts
     if: github.event_name == 'release'
diff --git a/.gitignore b/.gitignore
index b8fa2d6..2dc658c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -137,4 +137,4 @@ dmypy.json
 # Cython debug symbols
 cython_debug/
 
-.vscode/
\ No newline at end of file
+.vscode/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..ca58390
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,54 @@
+ci:
+  autoupdate_schedule: quarterly
+
+exclude: |
+  (?x)^(
+      versioneer.py|
+      cupy_xarray/_version.py
+  )$
+
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.3.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-docstring-first
+      - id: check-json
+      - id: check-yaml
+      # - id: double-quote-string-fixer
+      - id: debug-statements
+      - id: mixed-line-ending
+
+  - repo: https://github.com/asottile/pyupgrade
+    rev: v2.37.3
+    hooks:
+      - id: pyupgrade
+        args:
+          - '--py38-plus'
+
+  - repo: https://github.com/psf/black
+    rev: 22.6.0
+    hooks:
+      - id: black
+      - id: black-jupyter
+
+  - repo: https://github.com/keewis/blackdoc
+    rev: v0.3.5
+    hooks:
+      - id: blackdoc
+
+  - repo: https://github.com/PyCQA/flake8
+    rev: 5.0.4
+    hooks:
+      - id: flake8
+
+  - repo: https://github.com/PyCQA/isort
+    rev: 5.10.1
+    hooks:
+      - id: isort
+
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v2.7.1
+    hooks:
+      - id: prettier
diff --git a/.prettierrc.toml b/.prettierrc.toml
new file mode 100644
index 0000000..addd6d3
--- /dev/null
+++ b/.prettierrc.toml
@@ -0,0 +1,3 @@
+tabWidth = 2
+semi = false
+singleQuote = true
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 2beab05..169181c 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -12,7 +12,7 @@ sphinx:
 
 # Optionally set the version of Python and requirements required to build your docs
 conda:
-    environment: ci/doc.yml
+  environment: ci/doc.yml
 
 python:
   install:
diff --git a/README.md b/README.md
index 644a082..1990d6c 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,6 @@
 
 Interface for using cupy in xarray, providing convenience accessors.
 
-
 ## Installation
 
 ```console
diff --git a/cupy_xarray/__init__.py b/cupy_xarray/__init__.py
index e8b9692..5c3a06c 100644
--- a/cupy_xarray/__init__.py
+++ b/cupy_xarray/__init__.py
@@ -1,9 +1,4 @@
-from ._version import get_versions
-
-__version__ = get_versions()["version"]
-del get_versions
-
+from . import _version
 from .accessors import CupyDataArrayAccessor, CupyDatasetAccessor  # noqa
 
-from . import _version
-__version__ = _version.get_versions()['version']
+__version__ = _version.get_versions()["version"]
diff --git a/cupy_xarray/accessors.py b/cupy_xarray/accessors.py
index f2cf085..325f2f3 100644
--- a/cupy_xarray/accessors.py
+++ b/cupy_xarray/accessors.py
@@ -1,5 +1,4 @@
 import cupy as cp
-
 from xarray import (
     DataArray,
     Dataset,
@@ -119,11 +118,11 @@ def as_cupy(self):
 
     def as_numpy(self):
         if self.is_cupy:
-            data_vars = {
-                var: da.cupy.as_numpy() for var, da in self.ds.data_vars.items()
-            }
+            data_vars = {var: da.cupy.as_numpy() for var, da in self.ds.data_vars.items()}
             return Dataset(
-                data_vars=data_vars, coords=self.ds.coords, attrs=self.ds.attrs,
+                data_vars=data_vars,
+                coords=self.ds.coords,
+                attrs=self.ds.attrs,
             )
         else:
             return self.ds.as_numpy()
diff --git a/cupy_xarray/tests/test_accessors.py b/cupy_xarray/tests/test_accessors.py
index 4f41063..cad6955 100644
--- a/cupy_xarray/tests/test_accessors.py
+++ b/cupy_xarray/tests/test_accessors.py
@@ -1,10 +1,9 @@
+import numpy as np
 import pytest
-
 import xarray as xr
 from xarray.core.pycompat import dask_array_type
-import cupy as cp
-import numpy as np
-import cupy_xarray
+
+import cupy_xarray  # noqa: F401
 
 
 @pytest.fixture
@@ -19,9 +18,7 @@ def tutorial_da_air(tutorial_ds_air):
 
 @pytest.fixture
 def tutorial_ds_air_dask():
-    return xr.tutorial.open_dataset(
-        "air_temperature", chunks={"lat": 25, "lon": 25, "time": -1}
-    )
+    return xr.tutorial.open_dataset("air_temperature", chunks={"lat": 25, "lon": 25, "time": -1})
 
 
 @pytest.fixture
diff --git a/docs/conf.py b/docs/conf.py
index 257f037..12d16d6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -9,10 +9,10 @@
 # import cupy_xarray
 import sphinx_autosummary_accessors
 
-project = 'cupy-xarray'
-copyright = '2022, cupy-xarray developers'
-author = 'cupy-xarray developers'
-release = 'v0.1'
+project = "cupy-xarray"
+copyright = "2022, cupy-xarray developers"
+author = "cupy-xarray developers"
+release = "v0.1"
 
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
@@ -38,13 +38,13 @@
 }
 
 templates_path = ["_templates", sphinx_autosummary_accessors.templates_path]
-exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'api.rst']
+exclude_patterns = ["_build", "Thumbs.db", ".DS_Store", "api.rst"]
 
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-html_theme = 'furo'
-html_static_path = ['_static']
+html_theme = "furo"
+html_static_path = ["_static"]
 
 
 # Myst_nb options
diff --git a/docs/index.md b/docs/index.md
index be1fed9..597dd16 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,6 +1,7 @@
 # Welcome to cupy-xarray's documentation!
 
 ## Contents
+
 ```{eval-rst}
 .. toctree::
    :maxdepth: 1
diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb
index bce6db4..02e9d18 100644
--- a/docs/quickstart.ipynb
+++ b/docs/quickstart.ipynb
@@ -2730,7 +2730,7 @@
     }
    ],
    "source": [
-    "da_gpu.groupby('x').mean(...)"
+    "da_gpu.groupby(\"x\").mean(...)"
    ]
   },
   {
@@ -2817,7 +2817,7 @@
     }
    ],
    "source": [
-    "weights = xr.DataArray(cp.asarray([0, 0.5, 1, 0.5, 0]), dims='y')\n",
+    "weights = xr.DataArray(cp.asarray([0, 0.5, 1, 0.5, 0]), dims=\"y\")\n",
     "da_gpu.weighted(weights).sum().cupy.is_cupy"
    ]
   },
@@ -2897,18 +2897,21 @@
     }
    ],
    "source": [
-    "x = cp.arange(6, dtype='f').reshape(2, 3)\n",
-    "y = cp.arange(3, dtype='f')\n",
+    "x = cp.arange(6, dtype=\"f\").reshape(2, 3)\n",
+    "y = cp.arange(3, dtype=\"f\")\n",
     "\n",
     "kernel = cp.ElementwiseKernel(\n",
-    "    'float32 x, float32 y', 'float32 z',\n",
-    "    '''\n",
+    "    \"float32 x, float32 y\",\n",
+    "    \"float32 z\",\n",
+    "    \"\"\"\n",
     "    if (x - 2 > y) {\n",
     "      z = x * y;\n",
     "    } else {\n",
     "      z = x + y;\n",
     "    }\n",
-    "    ''', 'my_kernel')\n",
+    "    \"\"\",\n",
+    "    \"my_kernel\",\n",
+    ")\n",
     "\n",
     "kernel(x, y)"
    ]
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..96a9361
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,3 @@
+[tool.black]
+line-length = 100
+target-version = ['py38']
diff --git a/requirements.txt b/requirements.txt
index eb3c1a2..68466b3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,2 +1,2 @@
 cupy
-xarray
\ No newline at end of file
+xarray
diff --git a/requirements_test.txt b/requirements_test.txt
index eb5b152..78d2fa8 100644
--- a/requirements_test.txt
+++ b/requirements_test.txt
@@ -1,2 +1,2 @@
 pytest
-dask
\ No newline at end of file
+dask
diff --git a/setup.cfg b/setup.cfg
index d20de6f..be99e8d 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -5,3 +5,18 @@ versionfile_source = cupy_xarray/_version.py
 versionfile_build = cupy_xarray/_version.py
 tag_prefix =
 parentdir_prefix =
+
+[flake8]
+exclude = docs,versioneer.py,cupy_xarray/_version.py
+ignore = E203,E266,E501,W503,E722,E402,C901,E731
+max-line-length = 100
+max-complexity = 18
+select = B,C,E,F,W,T4,B9
+
+[isort]
+profile=black
+skip=
+    docs/source/conf.py
+    setup.py
+    versioneer.py
+    cupy_xarray/_version.py
diff --git a/setup.py b/setup.py
index f691906..c72e8eb 100644
--- a/setup.py
+++ b/setup.py
@@ -1,9 +1,10 @@
 import setuptools
+
 import versioneer
 
-with open("README.md", "r") as fh:
+with open("README.md") as fh:
     long_description = fh.read()
-with open("requirements.txt", "r") as fh:
+with open("requirements.txt") as fh:
     requirements = [line.strip() for line in fh]
 
 setuptools.setup(