diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index d3aa60e..7b6c731 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -52,7 +52,7 @@ jobs:
         uses: astral-sh/setup-uv@d9e0f98d3fc6adb07d1e3d37f3043649ddad06a1 # v6.5.0
 
       - name: Run tests
-        run: uvx --with tox-uv tox -e ${{ matrix.python-version }}
+        run: uvx --with tox-gh --with tox-uv tox
 
       - name: Upload coverage data
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
diff --git a/Makefile b/Makefile
deleted file mode 100644
index b354ae4..0000000
--- a/Makefile
+++ /dev/null
@@ -1,31 +0,0 @@
-PY_VERSION := $(wordlist 2,4,$(subst ., ,$(shell python --version 2>&1)))
-PY_MAJOR := $(word 1,${PY_VERSION})
-PY_MINOR := $(word 2,${PY_VERSION})
-PY_GTE_35 = $(shell echo $(PY_MAJOR).$(PY_MINOR)\>=3.5 | bc)
-
-
-.PHONY: all flake8 clean test check
-
-all:
-	@echo 'flake8            check flake8 compliance'
-	@echo 'clean             cleanup the source tree'
-	@echo 'test              run the unit tests'
-	@echo 'check             make sure you are ready to commit'
-
-flake8:
-	@flake8 --ignore=E741,W503,W504 backoff tests
-
-mypy:	
-	@mypy --show-error-codes backoff tests
-
-clean:
-	@find . -name "*.pyc" -delete
-	@find . -name "__pycache__" -delete
-	@rm -rf build dist .coverage MANIFEST
-
-test: clean
-	@PYTHONPATH=. py.test --cov-report term-missing --cov backoff tests
-
-check: flake8 mypy test
-	@coverage report | grep ^TOTAL | grep 100% >/dev/null || \
-	{ echo 'Unit tests coverage is incomplete.'; exit 1; }
diff --git a/pyproject.toml b/pyproject.toml
index 5453ac1..6cd0979 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,18 +39,25 @@ Repository = "https://github.com/python-backoff/backoff"
 
 [dependency-groups]
 dev = [
-    { include-group = "tests" },
-    "flake8>=4.0.1",
-    "mypy>=0.942",
-    "types-requests>=2.27.20",
+    { include-group = "lint" },
+    { include-group = "test" },
+    { include-group = "typing" },
+]
+lint = [
+    "ruff>=0.12.9",
 ]
-tests = [
+test = [
     "coverage>=7.2.7",
     "pytest>=7.1.2",
     "pytest-asyncio>=0.18.3",
     "requests>=2.26.0",
     "responses>=0.20.0",
 ]
+typing = [
+    { include-group = "test" },
+    "mypy>=0.942",
+    "types-requests>=2.27.20",
+]
 
 [tool.hatch.build.targets.sdist]
 include = ["backoff"]
@@ -60,8 +67,9 @@ include = ["backoff"]
 
 [tool.tox]
 min_version = "4.22"
-requires = [ "tox", "tox-uv" ]
+requires = [ "tox", "tox-gh", "tox-uv" ]
 env_list = [
+  "format",
   "3.7",
   "3.8",
   "3.9",
@@ -70,12 +78,16 @@ env_list = [
   "3.12",
   "3.13",
   "3.14",
+  "lint",
+  "typing",
 ]
 
 [tool.tox.env_run_base]
 description = "run unit tests"
-dependency_groups = [ "tests" ]
-commands = [ [ "coverage", "run", "-m", "pytest", { replace = "posargs", default = [ "tests" ], extend = true } ] ]
+dependency_groups = [ "test" ]
+commands = [
+    [ "coverage", "run", "-m", "pytest", { replace = "posargs", default = [ "tests" ], extend = true } ],
+]
 
 [tool.tox.env.coverage]
 description = "generate coverage report"
@@ -89,13 +101,51 @@ depends = [
   "3.13",
   "3.14",
 ]
-dependency_groups = [ "tests" ]
+dependency_groups = [ "test" ]
 commands = [
   [ "coverage", "combine" ],
   [ "coverage", "report" ],
   [ "coverage", "xml" ],
 ]
 
+[tool.tox.env.format]
+description = "format code"
+dependency_groups = [ "lint" ]
+commands = [
+    [ "ruff", "check", "--fix", { replace = "posargs", default = [ "backoff", "tests" ], extend = true } ],
+]
+
+[tool.tox.env.lint]
+description = "lint code"
+dependency_groups = [ "lint" ]
+commands = [
+    [ "ruff", "check", { replace = "posargs", default = [ "backoff", "tests" ], extend = true } ],
+]
+
+[tool.tox.env.typing]
+description = "run type checking"
+dependency_groups = [ "typing" ]
+commands = [
+  [
+    "mypy",
+    "--show-error-codes",
+    { replace = "posargs", default = [
+      "backoff",
+      "tests",
+    ], extend = true },
+  ],
+]
+
+[tool.tox.gh.python]
+"3.14" = ["3.14", "lint", "typing"]
+"3.13" = ["3.13"]
+"3.12" = ["3.12"]
+"3.11" = ["3.11"]
+"3.10" = ["3.10"]
+"3.9" = ["3.9"]
+"3.8" = ["3.8"]
+"3.7" = ["3.7"]
+
 [tool.pytest.ini_options]
 filterwarnings = [
     "error",
diff --git a/tests/test_backoff.py b/tests/test_backoff.py
index cd33b63..8f02ad2 100644
--- a/tests/test_backoff.py
+++ b/tests/test_backoff.py
@@ -460,9 +460,9 @@ def __init__(self):
     loggers = [Logger() for _ in range(3)]
 
     @backoff.on_predicate(backoff.constant,
-                          on_backoff=(l.backoffs.append for l in loggers),
-                          on_giveup=(l.giveups.append for l in loggers),
-                          on_success=(l.successes.append for l in loggers),
+                          on_backoff=(l.backoffs.append for l in loggers),  # noqa: E741
+                          on_giveup=(l.giveups.append for l in loggers),  # noqa: E741
+                          on_success=(l.successes.append for l in loggers),  # noqa: E741
                           max_tries=3,
                           jitter=None,
                           interval=0)
diff --git a/tests/test_types.py b/tests/test_types.py
index 4e4b8cf..1e75e85 100644
--- a/tests/test_types.py
+++ b/tests/test_types.py
@@ -3,4 +3,4 @@
 from backoff.types import Details
 
 
-assert Details
+assert Details  # type: ignore[truthy-function]
diff --git a/uv.lock b/uv.lock
index 9ba4459..f414299 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3,8 +3,7 @@ revision = 3
 requires-python = ">=3.7"
 resolution-markers = [
     "python_full_version >= '3.9'",
-    "python_full_version >= '3.8.1' and python_full_version < '3.9'",
-    "python_full_version >= '3.8' and python_full_version < '3.8.1'",
+    "python_full_version == '3.8.*'",
     "python_full_version < '3.8'",
 ]
 
@@ -18,9 +17,6 @@ dev = [
     { name = "coverage", version = "7.2.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "coverage", version = "7.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
     { name = "coverage", version = "7.10.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
-    { name = "flake8", version = "5.0.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8.1'" },
-    { name = "flake8", version = "7.1.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8.1' and python_full_version < '3.9'" },
-    { name = "flake8", version = "7.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
     { name = "mypy", version = "1.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "mypy", version = "1.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
     { name = "mypy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
@@ -35,14 +31,37 @@ dev = [
     { name = "requests", version = "2.32.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
     { name = "responses", version = "0.23.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "responses", version = "0.25.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8'" },
+    { name = "ruff" },
     { name = "types-requests", version = "2.31.0.20231231", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "types-requests", version = "2.32.0.20241016", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
     { name = "types-requests", version = "2.32.4.20250809", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
 ]
-tests = [
+lint = [
+    { name = "ruff" },
+]
+test = [
+    { name = "coverage", version = "7.2.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "coverage", version = "7.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "coverage", version = "7.10.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "pytest", version = "7.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "pytest", version = "8.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "pytest", version = "8.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "pytest-asyncio", version = "0.21.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "pytest-asyncio", version = "0.24.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "pytest-asyncio", version = "1.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "requests", version = "2.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "requests", version = "2.32.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "requests", version = "2.32.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "responses", version = "0.23.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "responses", version = "0.25.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8'" },
+]
+typing = [
     { name = "coverage", version = "7.2.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "coverage", version = "7.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
     { name = "coverage", version = "7.10.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
+    { name = "mypy", version = "1.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "mypy", version = "1.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "mypy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
     { name = "pytest", version = "7.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "pytest", version = "8.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
     { name = "pytest", version = "8.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
@@ -54,6 +73,9 @@ tests = [
     { name = "requests", version = "2.32.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
     { name = "responses", version = "0.23.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "responses", version = "0.25.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8'" },
+    { name = "types-requests", version = "2.31.0.20231231", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
+    { name = "types-requests", version = "2.32.0.20241016", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.8.*'" },
+    { name = "types-requests", version = "2.32.4.20250809", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
 ]
 
 [package.metadata]
@@ -61,21 +83,31 @@ tests = [
 [package.metadata.requires-dev]
 dev = [
     { name = "coverage", specifier = ">=7.2.7" },
-    { name = "flake8", specifier = ">=4.0.1" },
     { name = "mypy", specifier = ">=0.942" },
     { name = "pytest", specifier = ">=7.1.2" },
     { name = "pytest-asyncio", specifier = ">=0.18.3" },
     { name = "requests", specifier = ">=2.26.0" },
     { name = "responses", specifier = ">=0.20.0" },
+    { name = "ruff", specifier = ">=0.12.9" },
     { name = "types-requests", specifier = ">=2.27.20" },
 ]
-tests = [
+lint = [{ name = "ruff", specifier = ">=0.12.9" }]
+test = [
     { name = "coverage", specifier = ">=7.2.7" },
     { name = "pytest", specifier = ">=7.1.2" },
     { name = "pytest-asyncio", specifier = ">=0.18.3" },
     { name = "requests", specifier = ">=2.26.0" },
     { name = "responses", specifier = ">=0.20.0" },
 ]
+typing = [
+    { name = "coverage", specifier = ">=7.2.7" },
+    { name = "mypy", specifier = ">=0.942" },
+    { name = "pytest", specifier = ">=7.1.2" },
+    { name = "pytest-asyncio", specifier = ">=0.18.3" },
+    { name = "requests", specifier = ">=2.26.0" },
+    { name = "responses", specifier = ">=0.20.0" },
+    { name = "types-requests", specifier = ">=2.27.20" },
+]
 
 [[package]]
 name = "backports-asyncio-runner"
@@ -265,8 +297,7 @@ name = "coverage"
 version = "7.6.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.8.1' and python_full_version < '3.9'",
-    "python_full_version >= '3.8' and python_full_version < '3.8.1'",
+    "python_full_version == '3.8.*'",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/f7/08/7e37f82e4d1aead42a7443ff06a1e406aabf7302c4f00a546e4b320b994c/coverage-7.6.1.tar.gz", hash = "sha256:953510dfb7b12ab69d20135a0662397f077c59b1e6379a768e97c59d852ee51d", size = 798791, upload-time = "2024-08-04T19:45:30.9Z" }
 wheels = [
@@ -455,59 +486,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = "2025-05-10T17:42:49.33Z" },
 ]
 
-[[package]]
-name = "flake8"
-version = "5.0.4"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.8' and python_full_version < '3.8.1'",
-    "python_full_version < '3.8'",
-]
-dependencies = [
-    { name = "importlib-metadata", marker = "python_full_version < '3.8'" },
-    { name = "mccabe", marker = "python_full_version < '3.8.1'" },
-    { name = "pycodestyle", version = "2.9.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8.1'" },
-    { name = "pyflakes", version = "2.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8.1'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/ad/00/9808c62b2d529cefc69ce4e4a1ea42c0f855effa55817b7327ec5b75e60a/flake8-5.0.4.tar.gz", hash = "sha256:6fbe320aad8d6b95cec8b8e47bc933004678dc63095be98528b7bdd2a9f510db", size = 145862, upload-time = "2022-08-03T23:21:27.108Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/cf/a0/b881b63a17a59d9d07f5c0cc91a29182c8e8a9aa2bde5b3b2b16519c02f4/flake8-5.0.4-py2.py3-none-any.whl", hash = "sha256:7a1cf6b73744f5806ab95e526f6f0d8c01c66d7bbe349562d22dfca20610b248", size = 61897, upload-time = "2022-08-03T23:21:25.027Z" },
-]
-
-[[package]]
-name = "flake8"
-version = "7.1.2"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.8.1' and python_full_version < '3.9'",
-]
-dependencies = [
-    { name = "mccabe", marker = "python_full_version >= '3.8.1' and python_full_version < '3.9'" },
-    { name = "pycodestyle", version = "2.12.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8.1' and python_full_version < '3.9'" },
-    { name = "pyflakes", version = "3.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.8.1' and python_full_version < '3.9'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/58/16/3f2a0bb700ad65ac9663262905a025917c020a3f92f014d2ba8964b4602c/flake8-7.1.2.tar.gz", hash = "sha256:c586ffd0b41540951ae41af572e6790dbd49fc12b3aa2541685d253d9bd504bd", size = 48119, upload-time = "2025-02-16T18:45:44.296Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/35/f8/08d37b2cd89da306e3520bd27f8a85692122b42b56c0c2c3784ff09c022f/flake8-7.1.2-py2.py3-none-any.whl", hash = "sha256:1cbc62e65536f65e6d754dfe6f1bada7f5cf392d6f5db3c2b85892466c3e7c1a", size = 57745, upload-time = "2025-02-16T18:45:42.351Z" },
-]
-
-[[package]]
-name = "flake8"
-version = "7.3.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.9'",
-]
-dependencies = [
-    { name = "mccabe", marker = "python_full_version >= '3.9'" },
-    { name = "pycodestyle", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
-    { name = "pyflakes", version = "3.4.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/9b/af/fbfe3c4b5a657d79e5c47a2827a362f9e1b763336a52f926126aa6dc7123/flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872", size = 48326, upload-time = "2025-06-20T19:31:35.838Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9f/56/13ab06b4f93ca7cac71078fbe37fcea175d3216f31f85c3168a6bbd0bb9a/flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e", size = 57922, upload-time = "2025-06-20T19:31:34.425Z" },
-]
-
 [[package]]
 name = "idna"
 version = "3.10"
@@ -519,15 +497,15 @@ wheels = [
 
 [[package]]
 name = "importlib-metadata"
-version = "4.2.0"
+version = "6.7.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", version = "4.7.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.8'" },
     { name = "zipp", marker = "python_full_version < '3.8'" },
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