diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index bfa8a58..6f98705 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,26 +13,6 @@ repos:
     - id: requirements-txt-fixer
     - id: trailing-whitespace
 
-- repo: https://github.com/asottile/pyupgrade
-  rev: v2.29.1
-  hooks:
-  - id: pyupgrade
-    args: [--py38-plus]
-
-- repo: https://github.com/psf/black
-  rev: 24.2.0
-  hooks:
-  - id: black
-    args: ["--config=pyproject.toml"]
-    files: "(sbijax|examples)"
-
-- repo: https://github.com/pycqa/isort
-  rev: 5.12.0
-  hooks:
-  - id: isort
-    args: ["--settings-path=pyproject.toml"]
-    files: "(sbijax|examples)"
-
 - repo: https://github.com/pycqa/bandit
   rev: 1.7.1
   hooks:
@@ -44,15 +24,6 @@ repos:
     additional_dependencies: ["toml"]
     files: "(sbijax|examples)"
 
-- repo: https://github.com/PyCQA/flake8
-  rev: 5.0.1
-  hooks:
-   - id: flake8
-     additional_dependencies: [
-       flake8-typing-imports==1.14.0,
-       flake8-pyproject==1.1.0.post0
-     ]
-
 - repo: https://github.com/pre-commit/mirrors-mypy
   rev: v0.910-1
   hooks:
@@ -60,8 +31,9 @@ repos:
     args: ["--ignore-missing-imports"]
     files: "(sbijax|examples)"
 
-- repo: https://github.com/pycqa/pydocstyle
-  rev: 6.1.1
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.3.0
   hooks:
-  - id: pydocstyle
-    additional_dependencies: ["toml"]
+    - id: ruff
+      args: [ --fix ]
+    - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index 60701b7..275234d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ license = "Apache-2.0"
 homepage = "https://github.com/dirmeier/sbijax"
 keywords = ["abc", "simulation-based inference", "approximate Bayesian computation", "normalizing flows", "smc-abc"]
 classifiers = [
-    "Development Status :: 1 - Planning",
+    "Development Status :: 3 - Alpha",
     "Intended Audience :: Science/Research",
     "License :: OSI Approved :: Apache Software License",
     "Programming Language :: Python :: 3",
@@ -57,54 +57,27 @@ dependencies = [
 
 [tool.hatch.envs.test]
 dependencies = [
-    "pylint>=2.15.10",
+    "ruff>=0.3.0",
     "pytest>=7.2.0",
     "pytest-cov>=4.0.0"
 ]
 
 [tool.hatch.envs.test.scripts]
-lint = 'pylint sbijax'
-test = 'pytest -v --cov=./sbijax --cov-report=xml sbijax'
-
-[tool.black]
-line-length = 80
-target-version = ['py311']
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | _build
-  | buck-out
-  | build
-  | dist
-)/
-'''
+lint = 'ruff check surjectors'
+test = 'pytest -v --cov=./surjectors --cov-report=xml surjectors'
 
+[tool.bandit]
+skips = ["B101"]
 
-[tool.isort]
-profile = "black"
-line_length = 80
-include_trailing_comma = true
+[tool.ruff]
+line-length = 80
+exclude = ["*_test.py", "docs/**", "examples/**"]
 
-[tool.flake8]
-max-line-length = 80
-extend-ignore = ["E203", "W503", "E731", "E231"]
-per-file-ignores = [
-    '__init__.py:F401',
+[tool.ruff.lint]
+select = ["E4", "E7", "E9", "F"]
+extend-select = [
+  "UP", "D", "I", "PL", "S"
 ]
 
-[tool.pylint.messages_control]
-disable = """
-invalid-name,missing-module-docstring,R0801,E0633
-"""
-
-[tool.bandit]
-skips = ["B101"]
-
-[tool.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention= 'google'
-match = '^sbijax/.*/((?!_test).)*\.py'