diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index cc5561a..970f850 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -7,24 +7,24 @@ jobs:
     strategy:
       max-parallel: 4
       matrix:
-        python-version: [3.7, 3.8, 3.9, "3.10"]
+        python-version: [3.8, 3.12]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v1
+        uses: actions/setup-python@v3
         with:
           python-version: ${{ matrix.python-version }}
 
       - name: install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install poetry==1.2.1
+          python -m pip install poetry==1.6.1
           python -m poetry install
 
       - name: run backend linter
         run: |
-          python -m poetry run pflake8 chapter_marker
+          python -m poetry run ruff check chapter_marker
 
       - name: build and install
         run: |
diff --git a/chapter_marker/bgt_get_titles.py b/chapter_marker/bgt_get_titles.py
index d779849..3dc3d2d 100644
--- a/chapter_marker/bgt_get_titles.py
+++ b/chapter_marker/bgt_get_titles.py
@@ -11,6 +11,7 @@
 """
 
 import os
+import sys
 import urllib.request
 
 import requests
@@ -26,7 +27,6 @@ def current_show():
 
 
 def main():
-
     args = docopt(__doc__)
     apikey = os.environ.get("PAD_APIKEY", args["--apikey"])
     show = args["SHOW"]
@@ -34,7 +34,7 @@ def main():
 
     if not apikey:
         print(__doc__)
-        exit(1)
+        sys.exit(1)
     if not show:
         show = current_show()
     try:
diff --git a/chapter_marker/bgt_replace_text.py b/chapter_marker/bgt_replace_text.py
index cd7f9cd..c63c5ff 100644
--- a/chapter_marker/bgt_replace_text.py
+++ b/chapter_marker/bgt_replace_text.py
@@ -10,6 +10,7 @@
 """
 
 import os
+import sys
 import urllib.request
 
 import requests
@@ -25,7 +26,6 @@ def current_show():
 
 
 def main():
-
     args = docopt(__doc__)
     apikey = os.environ.get("PAD_APIKEY", None)
     if not apikey:
@@ -36,7 +36,7 @@ def main():
 
     if not apikey:
         print(__doc__)
-        exit(1)
+        sys.exit(1)
     if not show:
         show = current_show()
     try:
diff --git a/chapter_marker/tray.py b/chapter_marker/tray.py
index e71daf6..4bc158f 100755
--- a/chapter_marker/tray.py
+++ b/chapter_marker/tray.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env nix-shell
-#!nix-shell -p python3Packages.docopt python3Packages.pyqt5 python3Packages.notify2 python3Packages.requests qt5.qtbase -i python3 # noqa
+#!nix-shell -p python3Packages.docopt python3Packages.pyqt5 python3Packages.notify2 python3Packages.requests qt5.qtbase -i python3
 """ usage: chapter-marker [options] TITLEFILE [SHOW]
 
 options:
@@ -72,7 +72,6 @@ def __init__(self, title, is_comment=False, delta=None):
         self.delta = delta  # timedelta
 
     def __str__(self):
-
         if self.is_comment:
             return "# " + self.title
         elif self.delta is None:
diff --git a/poetry.lock b/poetry.lock
index 52905f6..abbf02d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,19 +1,44 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
 [[package]]
 name = "black"
-version = "22.8.0"
+version = "23.9.1"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.8"
+files = [
+    {file = "black-23.9.1-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:d6bc09188020c9ac2555a498949401ab35bb6bf76d4e0f8ee251694664df6301"},
+    {file = "black-23.9.1-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:13ef033794029b85dfea8032c9d3b92b42b526f1ff4bf13b2182ce4e917f5100"},
+    {file = "black-23.9.1-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:75a2dc41b183d4872d3a500d2b9c9016e67ed95738a3624f4751a0cb4818fe71"},
+    {file = "black-23.9.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:13a2e4a93bb8ca74a749b6974925c27219bb3df4d42fc45e948a5d9feb5122b7"},
+    {file = "black-23.9.1-cp310-cp310-win_amd64.whl", hash = "sha256:adc3e4442eef57f99b5590b245a328aad19c99552e0bdc7f0b04db6656debd80"},
+    {file = "black-23.9.1-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:8431445bf62d2a914b541da7ab3e2b4f3bc052d2ccbf157ebad18ea126efb91f"},
+    {file = "black-23.9.1-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:8fc1ddcf83f996247505db6b715294eba56ea9372e107fd54963c7553f2b6dfe"},
+    {file = "black-23.9.1-cp311-cp311-macosx_10_16_x86_64.whl", hash = "sha256:7d30ec46de88091e4316b17ae58bbbfc12b2de05e069030f6b747dfc649ad186"},
+    {file = "black-23.9.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:031e8c69f3d3b09e1aa471a926a1eeb0b9071f80b17689a655f7885ac9325a6f"},
+    {file = "black-23.9.1-cp311-cp311-win_amd64.whl", hash = "sha256:538efb451cd50f43aba394e9ec7ad55a37598faae3348d723b59ea8e91616300"},
+    {file = "black-23.9.1-cp38-cp38-macosx_10_16_arm64.whl", hash = "sha256:638619a559280de0c2aa4d76f504891c9860bb8fa214267358f0a20f27c12948"},
+    {file = "black-23.9.1-cp38-cp38-macosx_10_16_universal2.whl", hash = "sha256:a732b82747235e0542c03bf352c126052c0fbc458d8a239a94701175b17d4855"},
+    {file = "black-23.9.1-cp38-cp38-macosx_10_16_x86_64.whl", hash = "sha256:cf3a4d00e4cdb6734b64bf23cd4341421e8953615cba6b3670453737a72ec204"},
+    {file = "black-23.9.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cf99f3de8b3273a8317681d8194ea222f10e0133a24a7548c73ce44ea1679377"},
+    {file = "black-23.9.1-cp38-cp38-win_amd64.whl", hash = "sha256:14f04c990259576acd093871e7e9b14918eb28f1866f91968ff5524293f9c573"},
+    {file = "black-23.9.1-cp39-cp39-macosx_10_16_arm64.whl", hash = "sha256:c619f063c2d68f19b2d7270f4cf3192cb81c9ec5bc5ba02df91471d0b88c4c5c"},
+    {file = "black-23.9.1-cp39-cp39-macosx_10_16_universal2.whl", hash = "sha256:6a3b50e4b93f43b34a9d3ef00d9b6728b4a722c997c99ab09102fd5efdb88325"},
+    {file = "black-23.9.1-cp39-cp39-macosx_10_16_x86_64.whl", hash = "sha256:c46767e8df1b7beefb0899c4a95fb43058fa8500b6db144f4ff3ca38eb2f6393"},
+    {file = "black-23.9.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:50254ebfa56aa46a9fdd5d651f9637485068a1adf42270148cd101cdf56e0ad9"},
+    {file = "black-23.9.1-cp39-cp39-win_amd64.whl", hash = "sha256:403397c033adbc45c2bd41747da1f7fc7eaa44efbee256b53842470d4ac5a70f"},
+    {file = "black-23.9.1-py3-none-any.whl", hash = "sha256:6ccd59584cc834b6d127628713e4b6b968e5f79572da66284532525a042549f9"},
+    {file = "black-23.9.1.tar.gz", hash = "sha256:24b6b3ff5c6d9ea08a8888f6977eae858e1f340d7260cf56d70a49823236b62d"},
+]
 
 [package.dependencies]
 click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -23,217 +48,239 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2022.12.7"
+version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+]
 
 [[package]]
 name = "charset-normalizer"
-version = "2.1.1"
+version = "3.3.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
-python-versions = ">=3.6.0"
-
-[package.extras]
-unicode-backport = ["unicodedata2"]
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.3.0.tar.gz", hash = "sha256:63563193aec44bce707e0c5ca64ff69fa72ed7cf34ce6e11d5127555756fd2f6"},
+    {file = "charset_normalizer-3.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:effe5406c9bd748a871dbcaf3ac69167c38d72db8c9baf3ff954c344f31c4cbe"},
+    {file = "charset_normalizer-3.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4162918ef3098851fcd8a628bf9b6a98d10c380725df9e04caf5ca6dd48c847a"},
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+]
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.5"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+]
 
 [[package]]
 name = "docopt"
 version = "0.6.2"
 description = "Pythonic argument parser, that will make you smile"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
+]
 
 [[package]]
 name = "evdev"
-version = "1.6.0"
+version = "1.6.1"
 description = "Bindings to the Linux input handling subsystem"
-category = "main"
 optional = false
 python-versions = "*"
-
-[[package]]
-name = "flake8"
-version = "5.0.4"
-description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
-optional = false
-python-versions = ">=3.6.1"
-
-[package.dependencies]
-importlib-metadata = {version = ">=1.1.0,<4.3", markers = "python_version < \"3.8\""}
-mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.9.0,<2.10.0"
-pyflakes = ">=2.5.0,<2.6.0"
-
-[[package]]
-name = "flake8-black"
-version = "0.3.3"
-description = "flake8 plugin to call black as a code style validator"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-black = ">=22.1.0"
-flake8 = ">=3.0.0"
-tomli = "*"
-
-[[package]]
-name = "flake8-isort"
-version = "4.2.0"
-description = "flake8 plugin that integrates isort ."
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-flake8 = ">=3.2.1,<6"
-isort = ">=4.3.5,<6"
-
-[package.extras]
-test = ["pytest-cov"]
+files = [
+    {file = "evdev-1.6.1.tar.gz", hash = "sha256:299db8628cc73b237fc1cc57d3c2948faa0756e2a58b6194b5bf81dc2081f1e3"},
+]
 
 [[package]]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
-
-[[package]]
-name = "importlib-metadata"
-version = "4.2.0"
-description = "Read metadata from Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
-zipp = ">=0.5"
-
-[package.extras]
-docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pep517", "pyfakefs", "pytest (>=4.6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy"]
-
-[[package]]
-name = "isort"
-version = "5.10.1"
-description = "A Python utility / library to sort Python imports."
-category = "dev"
-optional = false
-python-versions = ">=3.6.1,<4.0"
-
-[package.extras]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
-
-[[package]]
-name = "mccabe"
-version = "0.7.0"
-description = "McCabe checker, plugin for flake8"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "mypy-extensions"
-version = "0.4.3"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = "*"
+python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
 
 [[package]]
 name = "notify2"
 version = "0.3.1"
 description = "Python interface to DBus notifications"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "notify2-0.3.1-py2.py3-none-any.whl", hash = "sha256:d7e27e63c2120c074225e526754101e22f029e38e5f002b1ceaa965258bf1073"},
+    {file = "notify2-0.3.1.tar.gz", hash = "sha256:33fa108d50c42f3cd3407cc437518ad3f6225d1bb237011f16393c9dd3ce197d"},
+]
 
 [[package]]
-name = "pathspec"
-version = "0.10.1"
-description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
+name = "packaging"
+version = "23.2"
+description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "packaging-23.2-py3-none-any.whl", hash = "sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7"},
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+]
 
 [[package]]
-name = "pep8-naming"
-version = "0.13.2"
-description = "Check PEP-8 naming conventions, plugin for flake8"
-category = "dev"
+name = "pathspec"
+version = "0.11.2"
+description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.7"
-
-[package.dependencies]
-flake8 = ">=3.9.1"
+files = [
+    {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"},
+    {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
+]
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
+version = "3.11.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "platformdirs-3.11.0-py3-none-any.whl", hash = "sha256:e9d171d00af68be50e9202731309c4e658fd8bc76f55c11c7dd760d023bda68e"},
+    {file = "platformdirs-3.11.0.tar.gz", hash = "sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3"},
+]
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
-
-[[package]]
-name = "pycodestyle"
-version = "2.9.1"
-description = "Python style guide checker"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[[package]]
-name = "pyflakes"
-version = "2.5.0"
-description = "passive checker of Python programs"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
 [[package]]
 name = "pynput"
 version = "1.7.6"
 description = "Monitor and control user input devices"
-category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pynput-1.7.6-py2.py3-none-any.whl", hash = "sha256:19861b2a0c430d646489852f89500e0c9332e295f2c020e7c2775e7046aa2e2f"},
+    {file = "pynput-1.7.6.tar.gz", hash = "sha256:3a5726546da54116b687785d38b1db56997ce1d28e53e8d22fc656d8b92e533c"},
+]
 
 [package.dependencies]
 evdev = {version = ">=1.3", markers = "sys_platform in \"linux\""}
@@ -244,430 +291,253 @@ six = "*"
 
 [[package]]
 name = "pyobjc-core"
-version = "8.5.1"
+version = "10.0"
 description = "Python<->ObjC Interoperability Module"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "pyobjc-core-10.0.tar.gz", hash = "sha256:3dd0a7b3acd7e0b8ffd3f5331b29a3aaebe79a03323e61efeece38627a6020b3"},
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+lock-version = "2.0"
+python-versions = "^3.8"
+content-hash = "95bec8438560620f88b52d1dd6a3a5f97ef6b80afbbbc63bcfe4fb77f89578af"
diff --git a/pyproject.toml b/pyproject.toml
index 7f9ee38..7cae9be 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,7 +32,7 @@ chapter-marker = "chapter_marker.tray:main"
 [tool.poetry.dependencies]
 # ^ is shorthand for >=3.X, <4
 # https://github.com/python-poetry/poetry/issues/1013#issuecomment-479511436
-python = "^3.7"
+python = "^3.8"
 requests = "*"
 docopt = "*"
 pyqt5 = "*"
@@ -40,18 +40,15 @@ pynput = "*"
 notify2 = "*"
 
 [tool.poetry.dev-dependencies]
-pyproject-flake8 = "*"
-flake8-black = "*"
-flake8-isort = "*"
-toml = "*"
-pep8-naming = "*"
+ruff = "*"
+black = "*"
 
 [tool.black]
 line-length = 140
 
-[tool.flake8]
-max-line-length = 140
-exclude = "chapter_marker/resources.py"
+[tool.ruff]
+line-length = 140
+select = ["I", "E", "B", "F", "W", "C90", "PLR", "ARG", "PL", "RUF"]
 
 [tool.isort]
 multi_line_output = 3