diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..efb34621
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,44 @@
+name: Build and Publish Python Package
+
+on:
+  push:
+
+permissions:
+  contents: write
+  id-token: write
+
+jobs:
+  build:
+    name: Build wheel and sdist
+    runs-on: ubuntu-latest
+    outputs:
+      version: ${{ steps.baipp.outputs.package_version }}
+    steps:
+    - uses: actions/checkout@v4
+    - uses: hynek/build-and-inspect-python-package@v2
+      id: baipp
+
+  publish:
+    name: Publish to PyPI
+    runs-on: ubuntu-latest
+    needs: [build]
+    environment:
+      name: pypi
+      url: https://pypi.org/project/meltanolabs-tap-github/${{ needs.build.outputs.version }}
+    if: startsWith(github.ref, 'refs/tags/')
+
+    steps:
+    - uses: actions/download-artifact@v4
+      with:
+        name: Packages
+        path: dist
+    - name: Upload wheel to release
+      uses: svenstaro/upload-release-action@v2
+      with:
+        repo_token: ${{ secrets.GITHUB_TOKEN }}
+        file: dist/*.whl
+        tag: ${{ github.ref }}
+        overwrite: true
+        file_glob: true
+    - name: Deploy to PyPI
+      uses: pypa/gh-action-pypi-publish@v1.12.3
diff --git a/.github/workflows/test_tap.yml b/.github/workflows/test_tap.yml
index 9145f00d..ce9f24e0 100644
--- a/.github/workflows/test_tap.yml
+++ b/.github/workflows/test_tap.yml
@@ -34,11 +34,11 @@ jobs:
     strategy:
       matrix:
         python-version:
+        - "3.13"
         - "3.12"
         - "3.11"
         - "3.10"
         - "3.9"
-        - "3.8"
       # run the matrix jobs one after the other so they can benefit from caching
       max-parallel: 1
 
@@ -64,7 +64,7 @@ jobs:
       uses: snok/install-poetry@v1
       with:
         # Version of Poetry to use
-        version: 1.8.4
+        version: 1.8.5
         virtualenvs-create: true
         virtualenvs-in-project: true
     - name: Set up Python ${{ matrix.python-version }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3c12779d..b993271a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,14 +16,14 @@ repos:
 
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.8.1
+  rev: v0.8.6
   hooks:
     - id: ruff
       args: [ --fix ]
     - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.13.0
+  rev: v1.14.1
   hooks:
   - id: mypy
     pass_filenames: true
diff --git a/.sonarcloud.properties b/.sonarcloud.properties
index d2607ed4..7479be7d 100644
--- a/.sonarcloud.properties
+++ b/.sonarcloud.properties
@@ -1,2 +1,2 @@
-sonar.python.version=3.7, 3.8, 3.9, 3.10
+sonar.python.version=3.9, 3.10, 3.11, 3.12, 3.13
 sonar.cpd.exclusions=**/*
diff --git a/meltano.yml b/meltano.yml
index d69e8821..b5ca9781 100644
--- a/meltano.yml
+++ b/meltano.yml
@@ -1,6 +1,8 @@
 version: 1
 send_anonymous_usage_stats: false
 project_id: 96584f7b-a36c-46e0-b41a-7f9074293137
+venv:
+  backend: uv
 plugins:
   extractors:
   - name: tap-github
diff --git a/poetry.lock b/poetry.lock
index 3db659b7..e93cd563 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -13,19 +13,19 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
+    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
 benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
@@ -43,88 +43,60 @@ files = [
 
 [[package]]
 name = "backports-datetime-fromisoformat"
-version = "2.0.2"
+version = "2.0.3"
 description = "Backport of Python 3.11's datetime.fromisoformat"
 optional = false
 python-versions = ">3"
 files = [
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-    {file = "backports_datetime_fromisoformat-2.0.2-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:ec971f93353e0ee957b3bbb037d58371331eedb9bee1b6676a866f8be97289a4"},
-    {file = "backports_datetime_fromisoformat-2.0.2-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:191b0d327838eb21818e94a66b89118c086ada8f77ac9e6161980ef486fe0cbb"},
-    {file = "backports_datetime_fromisoformat-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00441807d47dec7b89acafaa6570f561c43f5c7b7934d86f101b783a365a0f0c"},
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 [[package]]
 name = "click"
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 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -401,55 +281,6 @@ files = [
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-optional = false
-python-versions = ">=3.7"
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-
-[package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
-
-[package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
-nox = ["nox"]
-pep8test = ["check-sdist", "click", "mypy", "ruff"]
-sdist = ["build"]
-ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
-test-randomorder = ["pytest-randomly"]
-
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -483,6 +314,45 @@ six = ">=1.10,<2.0"
 [package.extras]
 scandir = ["scandir (>=1.5,<2.0)"]
 
+[[package]]
+name = "fsspec"
+version = "2024.12.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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+tqdm = ["tqdm"]
+
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 name = "greenlet"
 version = "3.1.1"
@@ -585,32 +455,36 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
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-version = "7.2.1"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
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 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
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+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
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+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.5"
+version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -685,9 +559,7 @@ files = [
 
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 rpds-py = ">=0.7.1"
 
@@ -697,17 +569,16 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
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-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
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 referencing = ">=0.31.0"
 
 [[package]]
@@ -725,125 +596,13 @@ six = "*"
 
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-    {file = "singer_sdk-0.35.2.tar.gz", hash = "sha256:e8763759660baa4636f2956532227f924a303ce1ff2f40ca92acc910e516f793"},
+    {file = "singer_sdk-0.43.1-py3-none-any.whl", hash = "sha256:bd03da661317907b26db6806f1adb2a365c6183889f981602a405f8f784aa1ba"},
+    {file = "singer_sdk-0.43.1.tar.gz", hash = "sha256:4941208e95bde7865943b06677536aee316a755b5b3b7af0a6ef7717454e8645"},
 ]
 
 [package.dependencies]
 backoff = {version = ">=2.0.0", markers = "python_version < \"4\""}
 backports-datetime-fromisoformat = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 click = ">=8.0,<9.0"
-cryptography = ">=3.4.6"
 fs = ">=2.4.16"
-importlib-metadata = {version = "<8.0.0", markers = "python_version < \"3.12\""}
-importlib-resources = {version = ">=5.12.0", markers = "python_version < \"3.9\""}
+fsspec = ">=2024.9.0"
+importlib-metadata = {version = "<9.0.0", markers = "python_version < \"3.12\""}
+importlib-resources = {version = ">=5.12.0,<6.2.0 || >6.2.0,<6.3.0 || >6.3.0,<6.3.1 || >6.3.1", markers = "python_version < \"3.10\""}
 inflection = ">=0.5.1"
-joblib = ">=1.0.1"
+joblib = ">=1.3.0"
 jsonpath-ng = ">=1.5.3"
 jsonschema = ">=4.16.0"
 packaging = ">=23.1"
-pendulum = ">=2.1.0,<4"
-PyJWT = ">=2.4,<3.0"
-python-dateutil = ">=2.8.2"
 python-dotenv = ">=0.20"
 PyYAML = ">=6.0"
 referencing = ">=0.30.0"
 requests = ">=2.25.1"
-simpleeval = ">=0.9.13"
+setuptools = "<=70.3.0"
+simpleeval = ">=0.9.13,<1.0.1 || >1.0.1"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
-urllib3 = ">=1.26,<2"
 
 [package.extras]
-docs = ["furo (>=2022.12.7)", "myst-parser (>=1)", "pytest (>=7.2.1)", "sphinx (>=4.5)", "sphinx-autobuild (>=2021.3.14)", "sphinx-copybutton (>=0.3.1)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-notfound-page (>=1.0.0)", "sphinx-reredirects (>=0.1.1)"]
-faker = ["faker (>=22.5,<24.0)"]
-parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "pyarrow (>=13)"]
-s3 = ["fs-s3fs (>=1.1.1)"]
-testing = ["pytest (>=7.2.1)", "pytest-durations (>=1.2.0)"]
+docs = ["furo (>=2024.5.6)", "myst-parser (>=3)", "pytest (>=7.2.1)", "sphinx (>=7)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-notfound-page (>=1.0.0)", "sphinx-reredirects (>=0.1.5)"]
+faker = ["faker (>=22.5)"]
+jwt = ["PyJWT (>=2.4,<3.0)", "cryptography (>=3.4.6)"]
+parquet = ["numpy (>=1.22)", "numpy (>=1.22,<2.1)", "pyarrow (>=13)"]
+s3 = ["fs-s3fs (>=1.1.1)", "s3fs (>=2024.9.0)"]
+ssh = ["paramiko (>=3.3.0)"]
+testing = ["pytest (>=7.2.1)"]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
-    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
-    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
 [[package]]
@@ -1519,13 +1261,43 @@ sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
-    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+    {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
+    {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6972ca9c9cc9f0acaa56a8ca1ff51e7af152a9f87fb64623e31d5c83700080ee"},
+    {file = "tomli-2.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c954d2250168d28797dd4e3ac5cf812a406cd5a92674ee4c8f123c889786aa8e"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8dd28b3e155b80f4d54beb40a441d366adcfe740969820caf156c019fb5c7ec4"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e59e304978767a54663af13c07b3d1af22ddee3bb2fb0618ca1593e4f593a106"},
+    {file = "tomli-2.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:33580bccab0338d00994d7f16f4c4ec25b776af3ffaac1ed74e0b3fc95e885a8"},
+    {file = "tomli-2.2.1-cp311-cp311-win32.whl", hash = "sha256:465af0e0875402f1d226519c9904f37254b3045fc5084697cefb9bdde1ff99ff"},
+    {file = "tomli-2.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:2d0f2fdd22b02c6d81637a3c95f8cd77f995846af7414c5c4b8d0545afa1bc4b"},
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+    {file = "tomli-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222"},
+    {file = "tomli-2.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd"},
+    {file = "tomli-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e"},
+    {file = "tomli-2.2.1-cp312-cp312-win32.whl", hash = "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98"},
+    {file = "tomli-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4"},
+    {file = "tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"},
+    {file = "tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744"},
+    {file = "tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec"},
+    {file = "tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69"},
+    {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
 
 [[package]]
@@ -1544,13 +1316,13 @@ types-html5lib = "*"
 
 [[package]]
 name = "types-html5lib"
-version = "1.1.11.20240806"
+version = "1.1.11.20241018"
 description = "Typing stubs for html5lib"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-html5lib-1.1.11.20240806.tar.gz", hash = "sha256:8060dc98baf63d6796a765bbbc809fff9f7a383f6e3a9add526f814c086545ef"},
-    {file = "types_html5lib-1.1.11.20240806-py3-none-any.whl", hash = "sha256:575c4fd84ba8eeeaa8520c7e4c7042b7791f5ec3e9c0a5d5c418124c42d9e7e4"},
+    {file = "types-html5lib-1.1.11.20241018.tar.gz", hash = "sha256:98042555ff78d9e3a51c77c918b1041acbb7eb6c405408d8a9e150ff5beccafa"},
+    {file = "types_html5lib-1.1.11.20241018-py3-none-any.whl", hash = "sha256:3f1e064d9ed2c289001ae6392c84c93833abb0816165c6ff0abfc304a779f403"},
 ]
 
 [[package]]
@@ -1566,38 +1338,27 @@ files = [
 
 [[package]]
 name = "types-requests"
-version = "2.31.0.6"
+version = "2.32.0.20241016"
 description = "Typing stubs for requests"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
-    {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
+    {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
+    {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"},
 ]
 
 [package.dependencies]
-types-urllib3 = "*"
+urllib3 = ">=2"
 
 [[package]]
 name = "types-simplejson"
-version = "3.19.0.20240801"
+version = "3.19.0.20241221"
 description = "Typing stubs for simplejson"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-simplejson-3.19.0.20240801.tar.gz", hash = "sha256:ef90cc81dd915f26c452fa2b5e0cbd3a36af81074ae63878fcf8a477e7594e4d"},
-    {file = "types_simplejson-3.19.0.20240801-py3-none-any.whl", hash = "sha256:37f1b33c8626d7f072ea87737629310674845d54d187f12387fe33d31c938288"},
-]
-
-[[package]]
-name = "types-urllib3"
-version = "1.26.25.14"
-description = "Typing stubs for urllib3"
-optional = false
-python-versions = "*"
-files = [
-    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
-    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+    {file = "types_simplejson-3.19.0.20241221-py3-none-any.whl", hash = "sha256:179dfaef8c357156c781fa47cfdfcd953a7953fc375dfe9ab19a20054a828980"},
+    {file = "types_simplejson-3.19.0.20241221.tar.gz", hash = "sha256:114af9db0f49ad15755d2b6ad8e6fd04b5a493815e2fc1e011729d4650defc70"},
 ]
 
 [[package]]
@@ -1611,17 +1372,6 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
-[[package]]
-name = "tzdata"
-version = "2024.2"
-description = "Provider of IANA time zone data"
-optional = false
-python-versions = ">=2"
-files = [
-    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
-    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
-]
-
 [[package]]
 name = "url-normalize"
 version = "1.4.3"
@@ -1638,29 +1388,30 @@ six = "*"
 
 [[package]]
 name = "urllib3"
-version = "1.26.20"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+python-versions = ">=3.9"
 files = [
-    {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
-    {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
-brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -1673,5 +1424,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8"
-content-hash = "9a52336c5f554c34172174f6c6ca77da528ed06ff5029b2869992cf3a8497c0e"
+python-versions = ">=3.9"
+content-hash = "f77b6095b9ba8c3f582dd5cb050797027d7151b7b33bcb333612b65165d35430"
diff --git a/pyproject.toml b/pyproject.toml
index 533a70ee..b2a35cc6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,24 +1,32 @@
 [tool.poetry]
-name = "tap-github"
-version = "1.4.2"
-description = "`tap-github` is Singer tap for GitHub, built with the Singer SDK."
-authors = ["Meltano and Meltano Community"]
+name = "meltanolabs-tap-github"
+version = "1.10.0"
+description = "Singer tap for GitHub, built with the Singer SDK."
+authors = ["Meltano and Meltano Community <hello@meltano.com>"]
+maintainers = [
+	"Meltano and Meltano Community <hello@meltano.com>",
+	"Edgar Ramírez-Mondragón <edgarrm358@gmail.com>",
+]
 homepage = "https://github.com/MeltanoLabs/tap-github"
 repository = "https://github.com/MeltanoLabs/tap-github"
-license = "Apache 2.0"
+license = "Apache-2.0"
 keywords = ["Meltano", "Singer", "Meltano SDK", "Singer SDK", "ELT", "Github"]
+readme = "README.md"
 classifiers = [
 	"Intended Audience :: Developers",
 	"License :: OSI Approved :: Apache Software License",
 	"Operating System :: OS Independent",
-	"Programming Language :: Python :: 3.8",
 	"Programming Language :: Python :: 3.9",
 	"Programming Language :: Python :: 3.10",
 	"Programming Language :: Python :: 3.11",
 	"Programming Language :: Python :: 3.12",
+	"Programming Language :: Python :: 3.13",
 	"Programming Language :: Python :: Implementation :: CPython",
 	"Typing :: Typed",
 ]
+packages = [
+	{ include = "tap_github", format = ["sdist", "wheel"] }
+]
 
 [tool.poetry.urls]
 "Issue Tracker" = "https://github.com/MeltanoLabs/tap-github/issues"
@@ -26,15 +34,15 @@ classifiers = [
 [tool.poetry.dependencies]
 beautifulsoup4 = "~=4.12.0"
 nested-lookup = "~=0.2.25"
-PyJWT = "2.9.0"
-python = ">=3.8"
+PyJWT = "2.10.1"
+python = ">=3.9"
 python-dateutil = "~=2.9"
 requests = "~=2.32.3"
 # For local SDK dev:
 # singer-sdk = {path = "../singer-sdk", develop = true}
-singer-sdk = "~=0.35.0"
+singer-sdk = "~=0.43.1"
 
-[tool.poetry.dev-dependencies]
+[tool.poetry.group.dev.dependencies]
 pytest = ">=7.3.1"
 requests-cache = ">=1.0.1"
 types-beautifulsoup4 = ">=4.12.0"
@@ -61,17 +69,30 @@ markers = [
 ]
 
 [tool.ruff]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = []
 select = [
-	"F",   # Pyflakes
-	"E",   # pycodestyle (errors)
-	"W",   # pycodestyle (warnings)
-	"I",   # isort
-	"UP",  # pyupgrade
-	"FA",  # flake8-future-annotations
-	"SIM", # flake8-simplify
-	"RUF", # Ruff-specific rules
+	"F",    # Pyflakes
+	"E",    # pycodestyle (errors)
+	"W",    # pycodestyle (warnings)
+	"I",    # isort
+	"N",    # pep8-naming
+	"UP",   # pyupgrade
+	"YTT",  # flake8-2020
+	"ANN",  # flake8-annotations
+	"B",    # flake8-bugbear
+	"A",    # flake8-builtins
+	"C4",   # flake8-comprehensions
+	"DTZ",  # flake8-datetimez
+	"FA",   # flake8-future-annotations
+	"SIM",  # flake8-simplify
+	"TC",   # flake8-type-checking
+	"PERF", # Perflint
+	"FURB", # refurb
+	"RUF",  # Ruff-specific rules
 ]
+
+[tool.ruff.lint.per-file-ignores]
+"tap_github/tests/*" = ["ANN"]
diff --git a/tap-github.sh b/tap-github.sh
deleted file mode 100755
index f153fd8a..00000000
--- a/tap-github.sh
+++ /dev/null
@@ -1,14 +0,0 @@
-#!/bin/sh
-
-# This simple script allows you to test your tap from any directory, while still taking
-# advantage of the poetry-managed virtual environment.
-# Adapted from: https://github.com/python-poetry/poetry/issues/2179#issuecomment-668815276
-
-unset VIRTUAL_ENV
-
-STARTDIR=$(pwd)
-TOML_DIR=$(dirname "$0")
-
-cd "$TOML_DIR" || exit
-poetry install 1>&2
-poetry run tap-github $*
diff --git a/tap_github/authenticator.py b/tap_github/authenticator.py
index 10cead25..4e5f512e 100644
--- a/tap_github/authenticator.py
+++ b/tap_github/authenticator.py
@@ -8,12 +8,14 @@
 from datetime import datetime, timedelta, timezone
 from os import environ
 from random import choice, shuffle
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
 import jwt
 import requests
 from singer_sdk.authenticators import APIAuthenticatorBase
-from singer_sdk.streams import RESTStream
+
+if TYPE_CHECKING:
+    from singer_sdk.streams import RESTStream
 
 
 class TokenManager:
@@ -31,8 +33,8 @@ def __init__(
         self,
         token: str | None,
         rate_limit_buffer: int | None = None,
-        logger: Any | None = None,
-    ):
+        logger: Any | None = None,  # noqa: ANN401
+    ) -> None:
         """Init TokenManager info."""
         self.token = token
         self.logger = logger
@@ -46,7 +48,7 @@ def __init__(
             else self.DEFAULT_RATE_LIMIT_BUFFER
         )
 
-    def update_rate_limit(self, response_headers: Any) -> None:
+    def update_rate_limit(self, response_headers: Any) -> None:  # noqa: ANN401
         self.rate_limit = int(response_headers["X-RateLimit-Limit"])
         self.rate_limit_remaining = int(response_headers["X-RateLimit-Remaining"])
         self.rate_limit_reset = datetime.fromtimestamp(
@@ -95,7 +97,12 @@ def has_calls_remaining(self) -> bool:
 class PersonalTokenManager(TokenManager):
     """A class to store token rate limiting information."""
 
-    def __init__(self, token: str, rate_limit_buffer: int | None = None, **kwargs):
+    def __init__(
+        self,
+        token: str,
+        rate_limit_buffer: int | None = None,
+        **kwargs,  # noqa: ANN003
+    ) -> None:
         """Init PersonalTokenRateLimit info."""
         super().__init__(token, rate_limit_buffer=rate_limit_buffer, **kwargs)
 
@@ -164,8 +171,8 @@ def __init__(
         env_key: str,
         rate_limit_buffer: int | None = None,
         expiry_time_buffer: int | None = None,
-        **kwargs,
-    ):
+        **kwargs,  # noqa: ANN003
+    ) -> None:
         if rate_limit_buffer is None:
             rate_limit_buffer = self.DEFAULT_RATE_LIMIT_BUFFER
         super().__init__(None, rate_limit_buffer=rate_limit_buffer, **kwargs)
@@ -182,7 +189,7 @@ def __init__(
         self.token_expires_at: datetime | None = None
         self.claim_token()
 
-    def claim_token(self):
+    def claim_token(self) -> None:
         """Updates the TokenManager's token and token_expires_at attributes.
 
         The outcome will be _either_ that self.token is updated to a newly claimed valid token and
@@ -240,7 +247,7 @@ class GitHubTokenAuthenticator(APIAuthenticatorBase):
     """Base class for offloading API auth."""
 
     @staticmethod
-    def get_env():
+    def get_env():  # noqa: ANN205
         return dict(environ)
 
     def prepare_tokens(self) -> list[TokenManager]:
@@ -307,7 +314,7 @@ def prepare_tokens(self) -> list[TokenManager]:
                 )
                 if app_token_manager.is_valid_token():
                     app_token_managers.append(app_token_manager)
-            except ValueError as e:
+            except ValueError as e:  # noqa: PERF203
                 self.logger.warning(
                     f"An error was thrown while preparing an app token: {e}"
                 )
diff --git a/tap_github/client.py b/tap_github/client.py
index b0de19ad..b4ff6a03 100644
--- a/tap_github/client.py
+++ b/tap_github/client.py
@@ -7,11 +7,9 @@
 import random
 import time
 from types import FrameType
-from typing import Any, ClassVar, Iterable, cast
+from typing import TYPE_CHECKING, Any, ClassVar, cast
 from urllib.parse import parse_qs, urlparse
 
-import requests
-from backoff.types import Details
 from dateutil.parser import parse
 from nested_lookup import nested_lookup
 from singer_sdk.exceptions import FatalAPIError, RetriableAPIError
@@ -20,6 +18,12 @@
 
 from tap_github.authenticator import GitHubTokenAuthenticator
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    import requests
+    from backoff.types import Details
+
 EMPTY_REPO_ERROR_STATUS = 409
 
 
@@ -61,8 +65,10 @@ def http_headers(self) -> dict[str, str]:
         return headers
 
     def get_next_page_token(
-        self, response: requests.Response, previous_token: Any | None
-    ) -> Any | None:
+        self,
+        response: requests.Response,
+        previous_token: Any | None,  # noqa: ANN401
+    ) -> Any | None:  # noqa: ANN401
         """Return a token for identifying next page or None if no more pages."""
         if (
             previous_token
@@ -132,7 +138,9 @@ def get_next_page_token(
         return (previous_token or 1) + 1
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         params: dict = {"per_page": self.MAX_PER_PAGE}
@@ -324,8 +332,10 @@ def parse_response(self, response: requests.Response) -> Iterable[dict]:
         yield from extract_jsonpath(self.query_jsonpath, input=resp_json)
 
     def get_next_page_token(
-        self, response: requests.Response, previous_token: Any | None
-    ) -> Any | None:
+        self,
+        response: requests.Response,
+        previous_token: Any | None,  # noqa: ANN401
+    ) -> Any | None:  # noqa: ANN401
         """
         Return a dict of cursors for identifying next page or None if no more pages.
 
@@ -366,7 +376,7 @@ def get_next_page_token(
 
         # We leverage previous_token to remember the pagination cursors
         # for indices below max_pagination_index.
-        next_page_cursors: dict[str, str] = dict()
+        next_page_cursors: dict[str, str] = {}
         for key, value in (previous_token or {}).items():
             # Only keep pagination info for indices below max_pagination_index.
             pagination_index = int(str(key).split("_")[1])
@@ -388,10 +398,12 @@ def get_next_page_token(
         return next_page_cursors
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
-        params = context.copy() if context else dict()
+        params = context.copy() if context else {}
         params["per_page"] = self.MAX_PER_PAGE
         if next_page_token:
             params.update(next_page_token)
diff --git a/tap_github/organization_streams.py b/tap_github/organization_streams.py
index 0cb3fa35..66950b1f 100644
--- a/tap_github/organization_streams.py
+++ b/tap_github/organization_streams.py
@@ -2,12 +2,15 @@
 
 from __future__ import annotations
 
-from typing import Any, ClassVar, Iterable
+from typing import TYPE_CHECKING, Any, ClassVar
 
 from singer_sdk import typing as th  # JSON Schema typing helpers
 
 from tap_github.client import GitHubRestStream
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
 
 class OrganizationStream(GitHubRestStream):
     """Defines a GitHub Organization Stream.
diff --git a/tap_github/repository_streams.py b/tap_github/repository_streams.py
index 732fa41f..03913e4d 100644
--- a/tap_github/repository_streams.py
+++ b/tap_github/repository_streams.py
@@ -2,10 +2,9 @@
 
 from __future__ import annotations
 
-from typing import Any, ClassVar, Iterable
+from typing import TYPE_CHECKING, Any, ClassVar
 from urllib.parse import parse_qs, urlparse
 
-import requests
 from dateutil.parser import parse
 from singer_sdk import typing as th  # JSON Schema typing helpers
 from singer_sdk.exceptions import FatalAPIError
@@ -21,6 +20,11 @@
 )
 from tap_github.scraping import scrape_dependents, scrape_metrics
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    import requests
+
 
 class RepositoryStream(GitHubRestStream):
     """Defines 'Repository' stream."""
@@ -31,7 +35,9 @@ class RepositoryStream(GitHubRestStream):
     replication_key = "updated_at"
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         assert context is not None, f"Context cannot be empty for '{self.name}' stream."
@@ -80,13 +86,13 @@ class TempStream(GitHubGraphqlStream):
                 th.Property("databaseId", th.IntegerType),
             ).to_dict()
 
-            def __init__(self, tap, repo_list) -> None:
+            def __init__(self, tap, repo_list) -> None:  # noqa: ANN001
                 super().__init__(tap)
                 self.repo_list = repo_list
 
             @property
             def query(self) -> str:
-                chunks = list()
+                chunks = []
                 for i, repo in enumerate(self.repo_list):
                     chunks.append(
                         f'repo{i}: repository(name: "{repo[1]}", owner: "{repo[0]}") '
@@ -110,7 +116,7 @@ def validate_response(self, response: requests.Response) -> None:
         if len(repo_list) < 1:
             return []
 
-        repos_with_ids: list = list()
+        repos_with_ids: list = []
         temp_stream = TempStream(self._tap, list(repo_list))
         # replace manually provided org/repo values by the ones obtained
         # from github api. This guarantees that case is correct in the output data.
@@ -162,10 +168,8 @@ def partitions(self) -> list[dict[str, str]] | None:
             ]
 
         if "repositories" in self.config:
-            split_repo_names = list(
-                map(lambda s: s.split("/"), self.config["repositories"])
-            )
-            augmented_repo_list = list()
+            split_repo_names = [s.split("/") for s in self.config["repositories"]]
+            augmented_repo_list = []
             # chunk requests to the graphql endpoint to avoid timeouts and other
             # obscure errors that the api doesn't say much about. The actual limit
             # seems closer to 1000, use half that to stay safe.
@@ -636,7 +640,9 @@ class MilestonesStream(GitHubRestStream):
     ignore_parent_replication_key = True
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         assert context is not None, f"Context cannot be empty for '{self.name}' stream."
@@ -836,7 +842,9 @@ class IssuesStream(GitHubRestStream):
     state_partitioning_keys: ClassVar[list[str]] = ["repo", "org"]
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         assert context is not None, f"Context cannot be empty for '{self.name}' stream."
@@ -1194,7 +1202,9 @@ class PullRequestsStream(GitHubRestStream):
     use_fake_since_parameter = True
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         assert context is not None, f"Context cannot be empty for '{self.name}' stream."
@@ -1649,7 +1659,9 @@ class AnonymousContributorsStream(GitHubRestStream):
     tolerated_http_errors: ClassVar[list[int]] = [204]
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization."""
         assert context is not None, f"Context cannot be empty for '{self.name}' stream."
@@ -1688,7 +1700,7 @@ class StargazersStream(GitHubRestStream):
     # GitHub is missing the "since" parameter on this endpoint.
     use_fake_since_parameter = True
 
-    def __init__(self, *args, **kwargs):
+    def __init__(self, *args, **kwargs) -> None:  # noqa: ANN002, ANN003
         super().__init__(*args, **kwargs)
         # TODO - remove warning with next release.
         self.logger.warning(
@@ -1738,7 +1750,7 @@ class StargazersGraphqlStream(GitHubGraphqlStream):
     # The parent repository object changes if the number of stargazers changes.
     ignore_parent_replication_key = False
 
-    def __init__(self, *args, **kwargs):
+    def __init__(self, *args, **kwargs) -> None:  # noqa: ANN002, ANN003
         super().__init__(*args, **kwargs)
         # TODO - remove warning with next release.
         self.logger.warning(
@@ -1755,8 +1767,10 @@ def post_process(self, row: dict, context: dict | None = None) -> dict:
         return row
 
     def get_next_page_token(
-        self, response: requests.Response, previous_token: Any | None
-    ) -> Any | None:
+        self,
+        response: requests.Response,
+        previous_token: Any | None,  # noqa: ANN401
+    ) -> Any | None:  # noqa: ANN401
         """
         Exit early if a since parameter is provided.
         """
@@ -2154,7 +2168,7 @@ class WorkflowRunJobsStream(GitHubRestStream):
         th.Property("runner_group_name", th.StringType),
     ).to_dict()
 
-    def __init__(self, *args, **kwargs):
+    def __init__(self, *args, **kwargs) -> None:  # noqa: ANN002, ANN003
         super().__init__(*args, **kwargs)
         self._schema_emitted = False
 
@@ -2163,13 +2177,15 @@ def parse_response(self, response: requests.Response) -> Iterable[dict]:
         yield from extract_jsonpath(self.records_jsonpath, input=response.json())
 
     def get_url_params(
-        self, context: dict | None, next_page_token: Any | None
+        self,
+        context: dict | None,
+        next_page_token: Any | None,  # noqa: ANN401
     ) -> dict[str, Any]:
         params = super().get_url_params(context, next_page_token)
         params["filter"] = "all"
         return params
 
-    def _write_schema_message(self):
+    def _write_schema_message(self) -> None:
         """Write out a SCHEMA message with the stream schema."""
         if not self._schema_emitted:
             super()._write_schema_message()
diff --git a/tap_github/scraping.py b/tap_github/scraping.py
index f6e5e06d..72208583 100644
--- a/tap_github/scraping.py
+++ b/tap_github/scraping.py
@@ -9,11 +9,15 @@
 import re
 import time
 from datetime import datetime, timezone
-from typing import Any, Iterable, cast
+from typing import TYPE_CHECKING, Any, cast
 from urllib.parse import urlparse
 
 import requests
-from bs4 import NavigableString, Tag
+
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    from bs4 import NavigableString, Tag
 
 used_by_regex = re.compile(" {3}Used by ")
 contributors_regex = re.compile(" {3}Contributors ")
@@ -30,12 +34,7 @@ def scrape_dependents(
     # Navigate through Package toggle if present
     base_url = urlparse(response.url).hostname or "github.com"
     options = soup.find_all("a", class_="select-menu-item")
-    links = []
-    if len(options) > 0:
-        for link in options:
-            links.append(link["href"])
-    else:
-        links.append(response.url)
+    links = [link["href"] for link in options] if len(options) > 0 else [response.url]
 
     logger.debug(links)
 
@@ -113,10 +112,10 @@ def parse_counter(tag: Tag | NavigableString | None) -> int:
         else:
             title_string = cast(str, title[0])
         return int(title_string.strip().replace(",", "").replace("+", ""))
-    except (KeyError, ValueError):
+    except (KeyError, ValueError) as e:
         raise IndexError(
             f"Could not parse counter {tag}. Maybe the GitHub page format has changed?"
-        )
+        ) from e
 
 
 def scrape_metrics(
@@ -131,11 +130,11 @@ def scrape_metrics(
     try:
         issues = parse_counter(soup.find("span", id="issues-repo-tab-count"))
         prs = parse_counter(soup.find("span", id="pull-requests-repo-tab-count"))
-    except IndexError:
+    except IndexError as e:
         # These two items should exist. We raise an error if we could not find them.
         raise IndexError(
             "Could not find issues or prs info. Maybe the GitHub page format has changed?"  # noqa: E501
-        )
+        ) from e
 
     dependents_node = soup.find(string=used_by_regex)
     # verify that we didn't hit some random text in the page.
diff --git a/tap_github/streams.py b/tap_github/streams.py
index e4c1342c..f72861d9 100644
--- a/tap_github/streams.py
+++ b/tap_github/streams.py
@@ -1,8 +1,7 @@
 from __future__ import annotations
 
 from enum import Enum
-
-from singer_sdk.streams.core import Stream
+from typing import TYPE_CHECKING
 
 from tap_github.organization_streams import (
     OrganizationStream,
@@ -53,6 +52,9 @@
 )
 from tap_github.user_streams import StarredStream, UserContributedToStream, UserStream
 
+if TYPE_CHECKING:
+    from singer_sdk.streams.core import Stream
+
 
 class Streams(Enum):
     """
@@ -62,7 +64,7 @@ class Streams(Enum):
     valid_queries: set[str]
     streams: list[type[Stream]]
 
-    def __init__(self, valid_queries: set[str], streams: list[type[Stream]]):
+    def __init__(self, valid_queries: set[str], streams: list[type[Stream]]) -> None:
         self.valid_queries = valid_queries
         self.streams = streams
 
@@ -124,5 +126,5 @@ def __init__(self, valid_queries: set[str], streams: list[type[Stream]]):
     )
 
     @classmethod
-    def all_valid_queries(cls):
+    def all_valid_queries(cls) -> set[str]:
         return set.union(*[stream.valid_queries for stream in Streams])
diff --git a/tap_github/tap.py b/tap_github/tap.py
index 311bc244..97f7c601 100644
--- a/tap_github/tap.py
+++ b/tap_github/tap.py
@@ -13,19 +13,20 @@
 
 
 class TapGitHub(Tap):
-    """GitHub tap class."""
+    """Singer tap for the GitHub API."""
 
     name = "tap-github"
+    package_name = "meltanolabs-tap-github"
 
     @classproperty
-    def logger(cls) -> logging.Logger:
+    def logger(cls: type[TapGitHub]) -> logging.Logger:  # noqa: N805
         """Get logger.
 
         Returns:
             Logger with local LOGLEVEL. LOGLEVEL from env takes priority.
         """
 
-        LOGLEVEL = os.environ.get("LOGLEVEL", "INFO").upper()
+        LOGLEVEL = os.environ.get("LOGLEVEL", "INFO").upper()  # noqa: N806
         assert (
             LOGLEVEL in logging._levelToName.values()
         ), f"Invalid LOGLEVEL configuration: {LOGLEVEL}"
diff --git a/tap_github/tests/fixtures.py b/tap_github/tests/fixtures.py
index 8cd75874..bcc88784 100644
--- a/tap_github/tests/fixtures.py
+++ b/tap_github/tests/fixtures.py
@@ -105,7 +105,7 @@ def alternative_sync_chidren(self, child_context: dict, no_sync: bool = True) ->
     for child_stream in self.child_streams:
         # Use org:write access level credentials for collaborators stream
         if child_stream.name in ["collaborators"]:
-            ORG_LEVEL_TOKEN = os.environ.get("ORG_LEVEL_TOKEN")
+            ORG_LEVEL_TOKEN = os.environ.get("ORG_LEVEL_TOKEN")  # noqa: N806
             # TODO - Fix collaborators tests, likely by mocking API responses directly.
             # Currently we have to bypass them as they are failing frequently.
             if not ORG_LEVEL_TOKEN or no_sync:
@@ -113,7 +113,7 @@ def alternative_sync_chidren(self, child_context: dict, no_sync: bool = True) ->
                     'No "ORG_LEVEL_TOKEN" found. Skipping collaborators stream sync.'
                 )
                 continue
-            SAVED_GTHUB_TOKEN = os.environ.get("GITHUB_TOKEN")
+            SAVED_GTHUB_TOKEN = os.environ.get("GITHUB_TOKEN")  # noqa: N806
             os.environ["GITHUB_TOKEN"] = ORG_LEVEL_TOKEN
             child_stream.sync(context=child_context)
             os.environ["GITHUB_TOKEN"] = SAVED_GTHUB_TOKEN or ""
diff --git a/tap_github/tests/test_authenticator.py b/tap_github/tests/test_authenticator.py
index 8bc2261d..672634dd 100644
--- a/tap_github/tests/test_authenticator.py
+++ b/tap_github/tests/test_authenticator.py
@@ -154,9 +154,12 @@ def test_initialization_with_malformed_env_key(self):
             AppTokenManager("12345key\\ncontent")
 
     def test_generate_token_with_invalid_credentials(self):
-        with patch.object(AppTokenManager, "is_valid_token", return_value=False), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("some_token", MagicMock()),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=False),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("some_token", MagicMock()),
+            ),
         ):
             token_manager = AppTokenManager("12345;;key\\ncontent;;67890")
             assert token_manager.token is None
@@ -164,9 +167,12 @@ def test_generate_token_with_invalid_credentials(self):
 
     def test_successful_token_generation(self):
         token_time = MagicMock()
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", token_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", token_time),
+            ),
         ):
             token_manager = AppTokenManager("12345;;key\\ncontent;;67890")
             token_manager.claim_token()
@@ -176,9 +182,12 @@ def test_successful_token_generation(self):
     def test_has_calls_remaining_regenerates_a_token_if_close_to_expiry(self):
         unexpired_time = _now() + timedelta(days=1)
         expired_time = _now() - timedelta(days=1)
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             mock_response_headers = {
                 "X-RateLimit-Limit": "5000",
@@ -205,11 +214,14 @@ def test_has_calls_remaining_regenerates_a_token_if_close_to_expiry(self):
     def test_has_calls_remaining_logs_warning_if_token_regeneration_fails(self):
         unexpired_time = _now() + timedelta(days=1)
         expired_time = _now() - timedelta(days=1)
-        with patch.object(
-            AppTokenManager, "is_valid_token", return_value=True
-        ) as mock_is_valid, patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(
+                AppTokenManager, "is_valid_token", return_value=True
+            ) as mock_is_valid,
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             mock_response_headers = {
                 "X-RateLimit-Limit": "5000",
@@ -233,18 +245,24 @@ def test_has_calls_remaining_logs_warning_if_token_regeneration_fails(self):
 
     def test_has_calls_remaining_succeeds_if_token_new_and_never_used(self):
         unexpired_time = _now() + timedelta(days=1)
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             token_manager = AppTokenManager("12345;;key\\ncontent;;67890")
             assert token_manager.has_calls_remaining()
 
     def test_has_calls_remaining_succeeds_if_time_and_requests_left(self):
         unexpired_time = _now() + timedelta(days=1)
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             mock_response_headers = {
                 "X-RateLimit-Limit": "5000",
@@ -260,9 +278,12 @@ def test_has_calls_remaining_succeeds_if_time_and_requests_left(self):
 
     def test_has_calls_remaining_succeeds_if_time_left_and_reset_time_reached(self):
         unexpired_time = _now() + timedelta(days=1)
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             mock_response_headers = {
                 "X-RateLimit-Limit": "5000",
@@ -282,9 +303,12 @@ def test_has_calls_remaining_fails_if_time_left_and_few_calls_remaining_and_rese
         self,
     ):
         unexpired_time = _now() + timedelta(days=1)
-        with patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("valid_token", unexpired_time),
+        with (
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("valid_token", unexpired_time),
+            ),
         ):
             mock_response_headers = {
                 "X-RateLimit-Limit": "5000",
@@ -314,20 +338,28 @@ def mock_stream():
 
 class TestGitHubTokenAuthenticator:
     def test_prepare_tokens_returns_empty_if_none_found(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator, "get_env", return_value={"GITHUB_TLJKJFDS": "gt1"}
-        ), patch.object(PersonalTokenManager, "is_valid_token", return_value=True):
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={"GITHUB_TLJKJFDS": "gt1"},
+            ),
+            patch.object(PersonalTokenManager, "is_valid_token", return_value=True),
+        ):
             auth = GitHubTokenAuthenticator(stream=mock_stream)
             token_managers = auth.prepare_tokens()
 
             assert len(token_managers) == 0
 
     def test_config_auth_token_only(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"OTHER_TOKEN": "blah", "NOT_THE_RIGHT_TOKEN": "meh"},
-        ), patch.object(PersonalTokenManager, "is_valid_token", return_value=True):
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={"OTHER_TOKEN": "blah", "NOT_THE_RIGHT_TOKEN": "meh"},
+            ),
+            patch.object(PersonalTokenManager, "is_valid_token", return_value=True),
+        ):
             stream = mock_stream
             stream.config.update({"auth_token": "gt5"})
             auth = GitHubTokenAuthenticator(stream=stream)
@@ -337,11 +369,14 @@ def test_config_auth_token_only(self, mock_stream):
             assert token_managers[0].token == "gt5"
 
     def test_config_additional_auth_tokens_only(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"OTHER_TOKEN": "blah", "NOT_THE_RIGHT_TOKEN": "meh"},
-        ), patch.object(PersonalTokenManager, "is_valid_token", return_value=True):
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={"OTHER_TOKEN": "blah", "NOT_THE_RIGHT_TOKEN": "meh"},
+            ),
+            patch.object(PersonalTokenManager, "is_valid_token", return_value=True),
+        ):
             stream = mock_stream
             stream.config.update({"additional_auth_tokens": ["gt7", "gt8", "gt9"]})
             auth = GitHubTokenAuthenticator(stream=stream)
@@ -351,15 +386,18 @@ def test_config_additional_auth_tokens_only(self, mock_stream):
             assert sorted({tm.token for tm in token_managers}) == ["gt7", "gt8", "gt9"]
 
     def test_env_personal_tokens_only(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={
-                "GITHUB_TOKEN1": "gt1",
-                "GITHUB_TOKENxyz": "gt2",
-                "OTHER_TOKEN": "blah",
-            },
-        ), patch.object(PersonalTokenManager, "is_valid_token", return_value=True):
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_TOKENxyz": "gt2",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(PersonalTokenManager, "is_valid_token", return_value=True),
+        ):
             auth = GitHubTokenAuthenticator(stream=mock_stream)
             token_managers = auth.prepare_tokens()
 
@@ -370,9 +408,12 @@ def test_config_app_keys(self, mock_stream):
         def generate_token_mock(app_id, private_key, installation_id):
             return (f"installationtokenfor{app_id}", MagicMock())
 
-        with patch.object(TokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            side_effect=generate_token_mock,
+        with (
+            patch.object(TokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                side_effect=generate_token_mock,
+            ),
         ):
             stream = mock_stream
             stream.config.update(
@@ -404,13 +445,20 @@ def generate_token_mock(app_id, private_key, installation_id):
             }
 
     def test_env_app_key_only(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"GITHUB_APP_PRIVATE_KEY": "123;;key", "OTHER_TOKEN": "blah"},
-        ), patch.object(AppTokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_APP_PRIVATE_KEY": "123;;key",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(AppTokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             auth = GitHubTokenAuthenticator(stream=mock_stream)
             token_managers = auth.prepare_tokens()
@@ -422,18 +470,22 @@ def test_all_token_types(self, mock_stream):
         # Expectations:
         # - the presence of additional_auth_tokens causes personal tokens in the environment to be ignored.  # noqa: E501
         # - the other types all coexist
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={
-                "GITHUB_TOKEN1": "gt1",
-                "GITHUB_TOKENxyz": "gt2",
-                "GITHUB_APP_PRIVATE_KEY": "123;;key;;install_id",
-                "OTHER_TOKEN": "blah",
-            },
-        ), patch.object(TokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_TOKENxyz": "gt2",
+                    "GITHUB_APP_PRIVATE_KEY": "123;;key;;install_id",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(TokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             stream = mock_stream
             stream.config.update(
@@ -457,18 +509,22 @@ def test_all_token_types(self, mock_stream):
     def test_all_token_types_except_additional_auth_tokens(self, mock_stream):
         # Expectations:
         # - in the absence of additional_auth_tokens, all the other types can coexist
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={
-                "GITHUB_TOKEN1": "gt1",
-                "GITHUB_TOKENxyz": "gt2",
-                "GITHUB_APP_PRIVATE_KEY": "123;;key;;install_id",
-                "OTHER_TOKEN": "blah",
-            },
-        ), patch.object(TokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_TOKENxyz": "gt2",
+                    "GITHUB_APP_PRIVATE_KEY": "123;;key;;install_id",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(TokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             stream = mock_stream
             stream.config.update(
@@ -488,17 +544,21 @@ def test_all_token_types_except_additional_auth_tokens(self, mock_stream):
             ]
 
     def test_auth_token_and_additional_auth_tokens_deduped(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={
-                "GITHUB_TOKEN1": "gt1",
-                "GITHUB_TOKENxyz": "gt2",
-                "OTHER_TOKEN": "blah",
-            },
-        ), patch.object(TokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_TOKENxyz": "gt2",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(TokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             stream = mock_stream
             stream.config.update(
@@ -514,18 +574,22 @@ def test_auth_token_and_additional_auth_tokens_deduped(self, mock_stream):
             assert sorted({tm.token for tm in token_managers}) == ["gt1", "gt8", "gt9"]
 
     def test_auth_token_and_env_tokens_deduped(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={
-                "GITHUB_TOKEN1": "gt1",
-                "GITHUB_TOKENa": "gt2",
-                "GITHUB_TOKENxyz": "gt2",
-                "OTHER_TOKEN": "blah",
-            },
-        ), patch.object(TokenManager, "is_valid_token", return_value=True), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_TOKENa": "gt2",
+                    "GITHUB_TOKENxyz": "gt2",
+                    "OTHER_TOKEN": "blah",
+                },
+            ),
+            patch.object(TokenManager, "is_valid_token", return_value=True),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             stream = mock_stream
             stream.config.update({"auth_token": "gt1"})
@@ -540,11 +604,14 @@ def test_handle_error_if_app_key_invalid(self, mock_stream):
         # - don"t crash
         # - print the error as a warning
         # - continue with any other obtained tokens
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"GITHUB_APP_PRIVATE_KEY": "123garbagekey"},
-        ), patch("tap_github.authenticator.AppTokenManager") as mock_app_manager:
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={"GITHUB_APP_PRIVATE_KEY": "123garbagekey"},
+            ),
+            patch("tap_github.authenticator.AppTokenManager") as mock_app_manager,
+        ):
             mock_app_manager.side_effect = ValueError("Invalid key format")
 
             auth = GitHubTokenAuthenticator(stream=mock_stream)
@@ -555,13 +622,17 @@ def test_handle_error_if_app_key_invalid(self, mock_stream):
             )
 
     def test_exclude_generated_app_token_if_invalid(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"GITHUB_APP_PRIVATE_KEY": "123;;key"},
-        ), patch.object(AppTokenManager, "is_valid_token", return_value=False), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={"GITHUB_APP_PRIVATE_KEY": "123;;key"},
+            ),
+            patch.object(AppTokenManager, "is_valid_token", return_value=False),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             auth = GitHubTokenAuthenticator(stream=mock_stream)
             token_managers = auth.prepare_tokens()
@@ -569,15 +640,21 @@ def test_exclude_generated_app_token_if_invalid(self, mock_stream):
             assert len(token_managers) == 0
 
     def test_prepare_tokens_returns_empty_if_all_tokens_invalid(self, mock_stream):
-        with patch.object(
-            GitHubTokenAuthenticator,
-            "get_env",
-            return_value={"GITHUB_TOKEN1": "gt1", "GITHUB_APP_PRIVATE_KEY": "123;;key"},
-        ), patch.object(
-            PersonalTokenManager, "is_valid_token", return_value=False
-        ), patch.object(AppTokenManager, "is_valid_token", return_value=False), patch(
-            "tap_github.authenticator.generate_app_access_token",
-            return_value=("installationtoken12345", MagicMock()),
+        with (
+            patch.object(
+                GitHubTokenAuthenticator,
+                "get_env",
+                return_value={
+                    "GITHUB_TOKEN1": "gt1",
+                    "GITHUB_APP_PRIVATE_KEY": "123;;key",
+                },
+            ),
+            patch.object(PersonalTokenManager, "is_valid_token", return_value=False),
+            patch.object(AppTokenManager, "is_valid_token", return_value=False),
+            patch(
+                "tap_github.authenticator.generate_app_access_token",
+                return_value=("installationtoken12345", MagicMock()),
+            ),
         ):
             stream = mock_stream
             stream.config.update(
diff --git a/tap_github/tests/test_core.py b/tap_github/tests/test_core.py
index 891eaf18..90c5b9b7 100644
--- a/tap_github/tests/test_core.py
+++ b/tap_github/tests/test_core.py
@@ -23,9 +23,12 @@
 def test_standard_tap_tests_for_search_mode(search_config):  # noqa: F811
     """Run standard tap tests from the SDK."""
     tests = get_standard_tap_tests(TapGitHub, config=search_config)
-    with patch(
-        "singer_sdk.streams.core.Stream._sync_children", alternative_sync_chidren
-    ), nostdout():
+    with (
+        patch(
+            "singer_sdk.streams.core.Stream._sync_children", alternative_sync_chidren
+        ),
+        nostdout(),
+    ):
         for test in tests:
             test()
 
@@ -33,9 +36,12 @@ def test_standard_tap_tests_for_search_mode(search_config):  # noqa: F811
 def test_standard_tap_tests_for_repo_list_mode(repo_list_config):  # noqa: F811
     """Run standard tap tests from the SDK."""
     tests = get_standard_tap_tests(TapGitHub, config=repo_list_config)
-    with patch(
-        "singer_sdk.streams.core.Stream._sync_children", alternative_sync_chidren
-    ), nostdout():
+    with (
+        patch(
+            "singer_sdk.streams.core.Stream._sync_children", alternative_sync_chidren
+        ),
+        nostdout(),
+    ):
         for test in tests:
             test()
 
diff --git a/tap_github/tests/test_tap.py b/tap_github/tests/test_tap.py
index cbd26c23..fb7fa303 100644
--- a/tap_github/tests/test_tap.py
+++ b/tap_github/tests/test_tap.py
@@ -155,10 +155,8 @@ def test_last_state_message_is_valid(capsys, repo_list_config):  # noqa: F811
         ]
     )
     latest_updated_at = max(
-        map(
-            lambda record: isoparse(json.loads(record)["record"]["updated_at"]),
-            issue_comments_records,
-        )
+        isoparse(json.loads(record)["record"]["updated_at"])
+        for record in issue_comments_records
     )
     assert last_state_updated_at == latest_updated_at
 
diff --git a/tap_github/user_streams.py b/tap_github/user_streams.py
index 5836fa0b..4433663e 100644
--- a/tap_github/user_streams.py
+++ b/tap_github/user_streams.py
@@ -3,7 +3,7 @@
 from __future__ import annotations
 
 import re
-from typing import Any, ClassVar, Iterable
+from typing import TYPE_CHECKING, Any, ClassVar
 
 from singer_sdk import typing as th  # JSON Schema typing helpers
 from singer_sdk.exceptions import FatalAPIError
@@ -11,6 +11,11 @@
 from tap_github.client import GitHubGraphqlStream, GitHubRestStream
 from tap_github.schema_objects import user_object
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    from singer_sdk.tap_base import Tap
+
 
 class UserStream(GitHubRestStream):
     """Defines 'User' stream."""
@@ -32,7 +37,7 @@ def partitions(self) -> list[dict] | None:
         if "user_usernames" in self.config:
             input_user_list = self.config["user_usernames"]
 
-            augmented_user_list = list()
+            augmented_user_list = []
             # chunk requests to the graphql endpoint to avoid timeouts and other
             # obscure errors that the api doesn't say much about. The actual limit
             # seems closer to 1000, use half that to stay safe.
@@ -47,7 +52,7 @@ def partitions(self) -> list[dict] | None:
             return augmented_user_list
 
         elif "user_ids" in self.config:
-            return [{"id": id} for id in self.config["user_ids"]]
+            return [{"id": user_id} for user_id in self.config["user_ids"]]
         return None
 
     def get_child_context(self, record: dict, context: dict | None) -> dict:
@@ -73,13 +78,13 @@ class TempStream(GitHubGraphqlStream):
                 th.Property("databaseId", th.IntegerType),
             ).to_dict()
 
-            def __init__(self, tap, user_list) -> None:
+            def __init__(self, tap: Tap, user_list: list[str]) -> None:
                 super().__init__(tap)
                 self.user_list = user_list
 
             @property
             def query(self) -> str:
-                chunks = list()
+                chunks = []
                 for i, user in enumerate(self.user_list):
                     # we use the `repositoryOwner` query which is the only one that
                     # works on both users and orgs with graphql. REST is less picky
@@ -93,10 +98,10 @@ def query(self) -> str:
         if len(user_list) < 1:
             return []
 
-        users_with_ids: list = list()
+        users_with_ids: list = []
         temp_stream = TempStream(self._tap, list(user_list))
 
-        databaseIdPattern: re.Pattern = re.compile(
+        database_id_pattern: re.Pattern = re.compile(
             r"https://avatars.githubusercontent.com/u/(\d+)?.*"
         )
         # replace manually provided org/repo values by the ones obtained
@@ -121,10 +126,10 @@ def query(self) -> str:
                     continue
                 # the databaseId (in graphql language) is not available on
                 # repositoryOwner, so we parse the avatarUrl to get it :/
-                m = databaseIdPattern.match(record[item]["avatarUrl"])
+                m = database_id_pattern.match(record[item]["avatarUrl"])
                 if m is not None:
-                    dbId = m.group(1)
-                    users_with_ids.append({"username": username, "user_id": dbId})
+                    db_id = m.group(1)
+                    users_with_ids.append({"username": username, "user_id": db_id})
                 else:
                     # If we get here, github's API is not returning what
                     # we expected, so it's most likely a breaking change on
diff --git a/tap_github/utils/filter_stdout.py b/tap_github/utils/filter_stdout.py
index 72441413..638cf213 100644
--- a/tap_github/utils/filter_stdout.py
+++ b/tap_github/utils/filter_stdout.py
@@ -4,23 +4,27 @@
 import io
 import re
 import sys
-from typing import Pattern, TextIO
+from re import Pattern
+from typing import TYPE_CHECKING, TextIO
+
+if TYPE_CHECKING:
+    from collections.abc import Generator
 
 
 class FilterStdOutput:
     """Filter out stdout/sterr given a regex pattern."""
 
-    def __init__(self, stream: TextIO, re_pattern: str | Pattern):
+    def __init__(self, stream: TextIO, re_pattern: str | Pattern) -> None:
         self.stream = stream
         self.pattern = (
             re.compile(re_pattern) if isinstance(re_pattern, str) else re_pattern
         )
         self.triggered = False
 
-    def __getattr__(self, attr_name: str):
+    def __getattr__(self, attr_name: str) -> object:
         return getattr(self.stream, attr_name)
 
-    def write(self, data):
+    def write(self, data: str) -> None:
         if data == "\n" and self.triggered:
             self.triggered = False
         else:
@@ -31,12 +35,12 @@ def write(self, data):
                 # caught bad pattern
                 self.triggered = True
 
-    def flush(self):
+    def flush(self) -> None:
         self.stream.flush()
 
 
 @contextlib.contextmanager
-def nostdout():
+def nostdout() -> Generator[None, None, None]:
     save_stdout = sys.stdout
     sys.stdout = io.StringIO()
     yield
diff --git a/tox.ini b/tox.ini
index d2651d32..fec18fcb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,19 +1,9 @@
 [tox]
 isolated_build = true
-envlist = py3{8,9,10,11,12}
+envlist = py3{9,10,11,12,13}
 
 [testenv]
 whitelist_externals = poetry
 commands =
     poetry install -v
     poetry run pytest
-
-[flake8]
-; ignore = E226,E302,E41
-ignore = W503
-max-line-length = 88
-exclude = cookiecutter
-max-complexity = 10
-
-[pydocstyle]
-ignore = D105,D203,D213