diff --git a/.github/workflows/build_test_deploy.yml b/.github/workflows/build_test_deploy.yml
index 288e7788..f00cf3cb 100644
--- a/.github/workflows/build_test_deploy.yml
+++ b/.github/workflows/build_test_deploy.yml
@@ -24,72 +24,63 @@ concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
   cancel-in-progress: true
 
+permissions:
+  contents: read
+
+env:
+  # Force tox and pytest to use color
+  FORCE_COLOR: true
+  TEMPLATEFLOW_HOME: /tmp/templateflow
+
 jobs:
   build:
-    if: |
-      github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
-      || ! contains(github.event.head_commit.message, '[skip ci]')
-    runs-on: 'ubuntu-latest'
+    name: Build & verify package
+    runs-on: ubuntu-latest
+    permissions:
+      attestations: write
+      id-token: write
     steps:
       - uses: actions/checkout@v4
         with:
-          submodules: recursive
           fetch-depth: 0
-      - uses: actions/setup-python@v5
+      - uses: hynek/build-and-inspect-python-package@v2
         with:
-          python-version: '3.x'
-      - name: Install build dependencies
-        run: pip install --upgrade pip build twine
-      - name: Build sdist and wheel
-        run: python -m build -s -w
-      - name: Check distributions
-        run: twine check dist/*
-      - uses: actions/upload-artifact@v4
-        with:
-          name: dist
-          path: dist/
+          attest-build-provenance-github: ${{ github.event_name != 'pull_request' }}
 
   test:
-    needs: [build]
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
         #os: ['ubuntu-latest', 'windows-latest', 'macos-latest']
         os: ['ubuntu-latest']
-        python-version: [3.8, 3.9, '3.10', '3.11', '3.12']
-        architecture: ['x64', 'x86']
-        package: ['.', 'dist/*.whl', 'dist/*.tar.gz']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
+        dependencies: [latest] # , pre]
+        architecture: ['x64']
+        include:
+          # Test minimum dependencies on oldest supported Python
+          - os: ubuntu-latest
+            python-version: "3.9"
+            dependencies: min
         exclude:
-          # 32-bit is a Windows-only consideration
+          # Do not test pre-releases for versions out of SPEC0
+          - os: ubuntu-latest
+            python-version: "3.9"
+            dependencies: pre
           - os: ubuntu-latest
-            architecture: x86
-          - os: macos-latest
-            architecture: x86
-          # Only run newest on Windows/Mac
-          - os: windows-latest
-            python-version: 3.8
-          - os: windows-latest
-            python-version: 3.9
-          - os: macos-latest
-            python-version: 3.8
-          - os: macos-latest
-            python-version: 3.9
-          # Skip 32-bit Windows with Python 3.10 (see #42)
-          - os: windows-latest
-            architecture: x86
-            python-version: 3.10
+            python-version: "3.10"
+            dependencies: pre
+          # If we reenable Windows/Mac tests, add the following exclusions:
+          # 32-bit is a Windows-only consideration
+          # Only run 2 newest Python on Windows/Mac
+          # Skip 32-bit Windows with Python 3.10+ (see #42)
 
     env:
-      PACKAGE: ${{ matrix.package }}
-      TEMPLATEFLOW_HOME: /tmp/templateflow
+      DEPENDS: ${{ matrix.dependencies }}
 
     steps:
       - uses: actions/checkout@v4
-      - name: Fetch packages
-        uses: actions/download-artifact@v4
-        with:
-          name: dist
-          path: dist/
+      - name: Install the latest version of uv
+        uses: astral-sh/setup-uv@v3
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
@@ -109,49 +100,53 @@ jobs:
           sudo apt-get update
           sudo apt-get install -y --no-install-recommends dvipng texlive texlive-latex-extra cm-super
 
-      - name: Install package
-        run: pip install $PACKAGE
-      - name: Verify installation
-        run: python -c "import nireports; print(nireports.__version__)"
-      - name: Install test dependencies
-        run: pip install .[test]
-
       - name: Restore cached templateflow
         id: tf-cache-restore
-        uses: actions/cache/restore@v4
+        uses: actions/cache@v4
         with:
           path: /tmp/templateflow
-          key: templateflow-v1
-      - name: Fetch templates
+          key: templateflow-v2
+          # Fall back to and build on v1
+          # If the cache need to be cleared, remove this when bumping key version
+          restore-keys: |
+            templateflow-v1
+      - name: Pre-fetch templates
         run: |
+          uv pip install --system templateflow
           python -c "from templateflow.api import get; get('Fischer344', desc=None, suffix='T2w')"
           python -c "from templateflow.api import get; get('MNI152NLin6Asym', resolution=2, desc='LR', suffix='T1w')"
-      - name: Save templateflow cache
-        id: tf-cache-save
-        uses: actions/cache/save@v4
-        with:
-          path: /tmp/templateflow
-          key: ${{ steps.tf-cache-restore.outputs.cache-primary-key }}
+        if: steps.tf-restore-cache.outputs.cache-hit != 'true'
 
-      - name: Run tests
-        run: pytest --cov nireports nireports
-      - uses: codecov/codecov-action@v5
-        if: ${{ always() }}
+      - name: Install tox
+        run: |
+          uv tool install tox --with=tox-uv --with=tox-gh-actions
+      - name: Show tox config
+        run: tox c
+      - name: Run tox
+        run: tox -v --exit-and-dump-after 1200
+      - uses: codecov/codecov-action@v4
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
+        if: ${{ always() }}
 
-  deploy:
+  publish:
+    name: Publish released package to pypi.org
     if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
-    needs: [test]
     runs-on: ubuntu-latest
+    needs: [build, test]
+    permissions:
+      attestations: write
+      id-token: write
+
     steps:
-      - name: Fetch packages
+      - name: Download packages built by build-and-inspect-python-package
         uses: actions/download-artifact@v4
         with:
-          name: dist
-          path: dist/
-      - name: Upload to PyPI
+          name: Packages
+          path: dist
+
+      - name: Upload package to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
+        # Remove once OIDC is set up
         with:
-          user: __token__
           password: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/pyproject.toml b/pyproject.toml
index b67d93e9..5255c73f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,25 +12,26 @@ classifiers = [
     "Intended Audience :: Science/Research",
     "Topic :: Scientific/Engineering :: Image Recognition",
     "License :: OSI Approved :: Apache Software License",
-    "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",
 ]
-license = {file = "LICENSE"}
-requires-python = ">=3.8"
+license = "Apache-2.0"
+requires-python = ">=3.9"
 dependencies = [
     "importlib_resources >= 5.12; python_version < '3.12'",
-    "matplotlib >= 3.4.2",
+    "matplotlib >= 3.5",
     "nibabel >= 3.0.1",
-    "nilearn >= 0.5.2",
-    "nipype",
-    "numpy",
-    "pandas",
-    "pybids",
-    "pyyaml",
-    "seaborn",
+    "nilearn >= 0.8",
+    "nipype >= 1.8.5",
+    "numpy >= 1.20",
+    "pandas >= 1.2",
+    "pybids >= 0.15.1",
+    "pyyaml >= 5.4",
+    "seaborn >= 0.13",
     "svgutils >= 0.3.4",
-    "templateflow",
+    "templateflow >= 23.1",
 ]
 dynamic = ["version"]
 
@@ -55,14 +56,13 @@ dev = [
 ]
 
 test = [
-    "coverage",
-    "matplotlib",
+    "coverage[toml] >=5.2.1",
     "packaging",
-    "pytest",
-    "pytest-cov",
+    "pytest >= 6",
+    "pytest-cov >= 2.11",
     "pytest-env",
-    "pytest-xdist",
-    "sphinx",
+    "pytest-xdist >= 2.5",
+    "sphinx >= 6",
 ]
 
 # Aliases
@@ -150,8 +150,22 @@ quote-style = "double"
 known-first-party=["nireports"]
 
 [tool.pytest.ini_options]
+minversion = "6"
+testpaths = ["nireports"]
+log_cli_level = "INFO"
+xfail_strict = true
 norecursedirs = [".git"]
-addopts = "-svx --doctest-modules -n auto"
+addopts = [
+  "-svx",
+  "-ra",
+  "--strict-config",
+  "--strict-markers",
+  "--doctest-modules",
+  # Config pytest-cov
+  "--cov=nireports",
+  "--cov-report=xml",
+  "--cov-config=pyproject.toml",
+]
 doctest_optionflags = "ALLOW_UNICODE NORMALIZE_WHITESPACE ELLIPSIS"
 env = "PYTHONHASHSEED=0"
 filterwarnings = ["ignore::DeprecationWarning"]
@@ -173,3 +187,12 @@ exclude_lines = [
     'raise NotImplementedError',
     'warnings\.warn',
 ]
+
+[tool.codespell]
+skip = "*/data/*,*/docs/_build/*"
+ignore-words-list = "objekt"
+
+[tool.check-wheel-contents]
+ignore = [
+  "W002",
+]
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 00000000..92f00deb
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,126 @@
+[tox]
+requires =
+  tox>=4
+envlist =
+  py3{9,10,11,12,13}-latest
+  py39-min
+  py3{11,12,13}-pre
+  style
+  spellcheck
+skip_missing_interpreters = true
+
+# Configuration that allows us to split tests across GitHub runners effectively
+[gh-actions]
+python =
+  3.9: py39
+  3.10: py310
+  3.11: py311
+  3.12: py312
+  3.13: py313
+
+[gh-actions:env]
+DEPENDS =
+  min: min
+  latest: latest
+  pre: pre
+
+[testenv]
+description = Pytest with coverage
+labels = test
+pip_pre =
+  pre: true
+pass_env =
+  TEMPLATEFLOW_HOME
+  # Freesurfer variables searched for
+  FREESURFER_HOME
+  SUBJECTS_DIR
+  FS_LICENSE
+  # CI variables
+  TEST_DATA_HOME
+  TEST_OUTPUT_DIR
+  TEST_WORK_DIR
+  FMRIPREP_REGRESSION_SOURCE
+  CACHED_WORK_DIRECTORY
+  # CircleCI-specific
+  CIRCLE_NPROCS
+  SAVE_CIRCLE_ARTIFACTS
+  # getpass.getuser() sources for Windows:
+  LOGNAME
+  USER
+  LNAME
+  USERNAME
+  # Pass user color preferences through
+  PY_COLORS
+  FORCE_COLOR
+  NO_COLOR
+  CLICOLOR
+  CLICOLOR_FORCE
+  PYTHON_GIL
+deps =
+  # Waiting on a release
+  py313: traits @ git+https://github.com/enthought/traits.git@10954eb
+extras = tests
+setenv =
+  pre: PIP_EXTRA_INDEX_URL=https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+  pre: UV_EXTRA_INDEX_URL=https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+uv_resolution =
+  min: lowest-direct
+
+commands =
+  pytest --durations=20 --durations-min=1.0 --cov-report term-missing {posargs:-n auto}
+
+[testenv:style]
+description = Check our style guide
+labels = check
+deps =
+  ruff
+skip_install = true
+commands =
+  ruff check --diff
+  ruff format --diff
+
+[testenv:style-fix]
+description = Auto-apply style guide to the extent possible
+labels = pre-release
+deps =
+  ruff
+skip_install = true
+commands =
+  ruff check --fix
+  ruff format
+  ruff check --select ISC001
+
+[testenv:spellcheck]
+description = Check spelling
+labels = check
+deps =
+  codespell[toml]
+skip_install = true
+commands =
+  codespell . {posargs}
+
+[testenv:build{,-strict}]
+labels =
+  check
+  pre-release
+deps =
+  build
+  twine
+skip_install = true
+set_env =
+  # Ignore specific known warnings:
+  # https://github.com/pypa/pip/issues/11684
+  # https://github.com/pypa/pip/issues/12243
+  strict: PYTHONWARNINGS=error,once:pkg_resources is deprecated as an API.:DeprecationWarning:pip._internal.metadata.importlib._envs,once:Unimplemented abstract methods {'locate_file'}:DeprecationWarning:pip._internal.metadata.importlib._dists
+commands =
+  python -m build
+  python -m twine check dist/*
+
+[testenv:publish]
+depends = build
+labels = release
+deps =
+  twine
+skip_install = true
+commands =
+  python -m twine upload dist/*