diff --git a/.copier-answers.yml b/.copier-answers.yml
index c85d093..a4eddaa 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -8,7 +8,7 @@
 #
 # If you want to run this as a one-off command, prefix with:
 #   `pixi exec --spec copier --spec ruamel.yaml -- {command}`
-_commit: v0.5.3
+_commit: v0.6.0
 _src_path: https://github.com/Quantco/copier-template-python-open-source
 add_autobump_workflow: false
 author_email: noreply@quantco.com
diff --git a/.envrc b/.envrc
index 95052c6..88e0c80 100644
--- a/.envrc
+++ b/.envrc
@@ -1,4 +1,3 @@
-watch_file pixi.toml pixi.lock
-eval "$(pixi shell-hook)"
+layout pixi
 
 dotenv_if_exists .env
diff --git a/.gitattributes b/.gitattributes
index 1aaeb72..7c0fa8a 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -5,6 +5,6 @@
 *.{py,yaml,yml,sh} text eol=lf
 *.bat text eol=crlf
 
-pixi.lock merge=binary linguist-language=YAML linguist-generated=true
+pixi.lock merge=binary linguist-language=YAML linguist-generated=true -diff
 
 docs/docs/reference/*.md merge=binary linguist-generated=true
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c0a759d..493c4bd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -17,7 +17,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
       - name: Derive version
         id: version
         if: startsWith(github.ref, 'refs/tags/')
@@ -26,7 +26,7 @@ jobs:
       - name: Replace version
         if: startsWith(github.ref, 'refs/tags/')
         run: |
-          sed -i -e "s/0.0.0/${STEPS_VERSION_OUTPUTS_VERSION}/g" pyproject.toml
+          sed -i -E -e "s/(^|[^0-9])0\.0\.0([^0-9]|$)/\1${STEPS_VERSION_OUTPUTS_VERSION}\2/g" pyproject.toml
         env:
           STEPS_VERSION_OUTPUTS_VERSION: ${{ steps.version.outputs.version }}
       - name: Build project
@@ -34,7 +34,7 @@ jobs:
       - name: Check package
         run: pixi run check-wheel
       - name: Upload package
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: artifact
           path: dist/*
@@ -48,7 +48,7 @@ jobs:
       id-token: write
     environment: pypi
     steps:
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: artifact
           path: dist
diff --git a/.github/workflows/chore.yml b/.github/workflows/chore.yml
index ccd6451..bea6425 100644
--- a/.github/workflows/chore.yml
+++ b/.github/workflows/chore.yml
@@ -21,7 +21,7 @@ jobs:
           fetch-depth: 0
           persist-credentials: false
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
       - name: Check for breaking public API changes
         env:
           BASE_SHA: ${{ github.event.pull_request.base.sha }}
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 70ad4be..89d8f8f 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -19,10 +19,10 @@ jobs:
     timeout-minutes: 30
     runs-on: ubuntu-latest
     steps:
-      - name: Checkout branch
+      - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
       - name: Run linting
         run: pixi run lint
         env:
@@ -39,16 +39,17 @@ jobs:
       matrix:
         environment:
           - py314
+          - py315
         os:
           - ubuntu-latest
           - macos-latest
     steps:
-      - name: Checkout branch
+      - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
           fetch-depth: 0
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
           environments: ${{ matrix.environment }}
       - name: Run pytest
diff --git a/.github/workflows/copilot-setup-steps.yml b/.github/workflows/copilot-setup-steps.yml
index f68442a..8b90eae 100644
--- a/.github/workflows/copilot-setup-steps.yml
+++ b/.github/workflows/copilot-setup-steps.yml
@@ -14,6 +14,6 @@ jobs:
       - name: Check out branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
       - name: Set up pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
           locked: false
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 9dd97a5..668733f 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -26,7 +26,7 @@ jobs:
         id: pages
         uses: actions/configure-pages@45bfe0192ca1faeb007ade9deae92b16b8254a0d # v6.0.0
       - name: Set up Pixi
-        uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
         with:
           environments: docs
       - name: Build documentation
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 631398d..ff9d31a 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -34,13 +34,13 @@ jobs:
       # actions: read
 
     steps:
-      - name: "Checkout code"
+      - name: "Check out code"
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
           persist-credentials: false
 
       - name: "Run analysis"
-        uses: ossf/scorecard-action@2d1146689b8cda280b9bc96326124645441f03bc # v2.4.4
+        uses: ossf/scorecard-action@fa7117db83c52d787ae5a89f350999701505d78e # v2.5.0
         with:
           results_file: results.sarif
           results_format: sarif
@@ -65,7 +65,7 @@ jobs:
       # Upload the results as artifacts (optional). Commenting out will disable uploads of run results in SARIF
       # format to the repository Actions tab.
       - name: "Upload artifact"
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: SARIF file
           path: results.sarif
@@ -74,6 +74,6 @@ jobs:
       # Upload the results to GitHub's code scanning dashboard (optional).
       # Commenting out will disable upload of results to your repo's Code Scanning dashboard
       - name: "Upload to code-scanning"
-        uses: github/codeql-action/upload-sarif@2892aa5e19bbd11bc0cff5427e3b750a04d9e3c2 # v4.38.2
+        uses: github/codeql-action/upload-sarif@6f2ac81f5cd81fe351a197ba0b00d91d03cd2aee # v4.39.0
         with:
           sarif_file: results.sarif
diff --git a/.gitignore b/.gitignore
index e0bca2e..753445a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,399 +2,67 @@
 # be ignored in the blocks below.
 !.*
 
-# NOTE: The block below is NOT copied sic from https://www.toptal.com/developers/gitignore.
-# Instead, it contains some customizations that should be taken into account when adjusting the
-# block.
-
-# Created by https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
-# Edit at https://www.toptal.com/developers/gitignore?templates=linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
-
-### direnv ###
-.direnv
-# `.envrc` is checked into this repository, so it must not be ignored.
-
-### Linux ###
-*~
-
-# temporary files which can be created if a process still has a handle open of a deleted file
-.fuse_hidden*
-
-# KDE directory preferences
-.directory
-
-# Linux trash folder which might appear on any partition or disk
-.Trash-*
-
-# .nfs files are created when an open file is removed but is still being accessed
-.nfs*
-
-### macOS ###
-# General
+# macOS
 .DS_Store
-.AppleDouble
-.LSOverride
-
-# Icon must end with two \r
-Icon
-
-
-# Thumbnails
-._*
-
-# Files that might appear in the root of a volume
-.DocumentRevisions-V100
-.fseventsd
-.Spotlight-V100
-.TemporaryItems
-.Trashes
-.VolumeIcon.icns
-.com.apple.timemachine.donotpresent
-
-# Directories potentially created on remote AFP share
-.AppleDB
-.AppleDesktop
-Network Trash Folder
-Temporary Items
-.apdisk
-
-### macOS Patch ###
-# iCloud generated files
-*.icloud
-
-### PyCharm+all ###
-# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
-# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
-
-# User-specific stuff
-.idea/**/workspace.xml
-.idea/**/tasks.xml
-.idea/**/usage.statistics.xml
-.idea/**/dictionaries
-.idea/**/shelf
-
-# AWS User-specific
-.idea/**/aws.xml
-
-# Generated files
-.idea/**/contentModel.xml
-
-# Sensitive or high-churn files
-.idea/**/dataSources/
-.idea/**/dataSources.ids
-.idea/**/dataSources.local.xml
-.idea/**/sqlDataSources.xml
-.idea/**/dynamic.xml
-.idea/**/uiDesigner.xml
-.idea/**/dbnavigator.xml
-
-# Gradle
-.idea/**/gradle.xml
-.idea/**/libraries
-
-# Gradle and Maven with auto-import
-# When using Gradle or Maven with auto-import, you should exclude module files,
-# since they will be recreated, and may cause churn.  Uncomment if using
-# auto-import.
-# .idea/artifacts
-# .idea/compiler.xml
-# .idea/jarRepositories.xml
-# .idea/modules.xml
-# .idea/*.iml
-# .idea/modules
-# *.iml
-# *.ipr
-
-# CMake
-cmake-build-*/
-
-# Mongo Explorer plugin
-.idea/**/mongoSettings.xml
-
-# File-based project format
-*.iws
-
-# IntelliJ
-out/
-
-# mpeltonen/sbt-idea plugin
-.idea_modules/
-
-# JIRA plugin
-atlassian-ide-plugin.xml
-
-# Cursive Clojure plugin
-.idea/replstate.xml
-
-# SonarLint plugin
-.idea/sonarlint/
-
-# Crashlytics plugin (for Android Studio and IntelliJ)
-com_crashlytics_export_strings.xml
-crashlytics.properties
-crashlytics-build.properties
-fabric.properties
-
-# Editor-based Rest Client
-.idea/httpRequests
-
-# Android studio 3.1+ serialized cache file
-.idea/caches/build_file_checksums.ser
-
-### PyCharm+all Patch ###
-# Ignore everything but code style settings and run configurations
-# that are supposed to be shared within teams.
 
-.idea/*
-
-!.idea/codeStyles
-!.idea/runConfigurations
+# IDEs
+.idea/
+.vscode/
+#!.vscode/settings.json
+#!.vscode/tasks.json
+#!.vscode/launch.json
+#!.vscode/extensions.json
+#!.vscode/*.code-snippets
+# Local History for Visual Studio Code
+.history/
 
-### Python ###
-# Byte-compiled / optimized / DLL files
+# python
 __pycache__/
+.pytest_cache/
+.mypy_cache/
 *.py[cod]
 *$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
+.ipynb_checkpoints
+.ruff_cache/
+.venv
+venv/
+__pypackages__/
+cython_debug/
 *.egg-info/
-.installed.cfg
 *.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
+.pixi
 
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
+# coverage
 .coverage
 .coverage.*
-.cache
-nosetests.xml
 coverage.xml
+/coverage
 *.cover
 *.py,cover
-.hypothesis/
-.pytest_cache/
 cover/
+htmlcov/
+.tox/
+.nox/
 
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-
-# PyBuilder
-.pybuilder/
+# build outputs
+build/
+out/
+output/
 target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/#use-with-ide
-.pdm.toml
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
+dist/
+.cache/
 /site
+docs/_build/
+*.conda
 
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# PyCharm
-#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
-#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-.idea/
-
-### Python Patch ###
-# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
-poetry.toml
-
-# ruff
-.ruff_cache/
-
-# LSP config files
-pyrightconfig.json
-
-### Vim ###
-# Swap
-[._]*.s[a-v][a-z]
-!*.svg  # comment out if you don't need vector files
-[._]*.sw[a-p]
-[._]s[a-rt-v][a-z]
-[._]ss[a-gi-z]
-[._]sw[a-p]
-
-# Session
-Session.vim
-Sessionx.vim
-
-# Temporary
-.netrwhist
-# Auto-generated tag files
-# tags  # Removed as being too broad, see https://github.com/Quantco/copier-template-python/pull/161
-# Persistent undo
-[._]*.un~
-
-### VisualStudioCode ###
-.vscode/
-#!.vscode/settings.json
-#!.vscode/tasks.json
-#!.vscode/launch.json
-#!.vscode/extensions.json
-#!.vscode/*.code-snippets
-
-# Local History for Visual Studio Code
-.history/
-
-# Built Visual Studio Code Extensions
-*.vsix
-
-### VisualStudioCode Patch ###
-# Ignore all local history of files
-.history
-.ionide
-
-### Windows ###
-# Windows thumbnail cache files
-Thumbs.db
-Thumbs.db:encryptable
-ehthumbs.db
-ehthumbs_vista.db
-
-# Dump file
-*.stackdump
-
-# Folder config file
-[Dd]esktop.ini
-
-# Recycle Bin used on file shares
-$RECYCLE.BIN/
-
-# Windows Installer files
-*.cab
-*.msi
-*.msix
-*.msm
-*.msp
-
-# Windows shortcuts
-*.lnk
-
-# End of https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
-
-# pixi
-.pixi
-
-# rattler-build
-output/
+# general
+*.so
+cmake-build-*/
+*.log
+.env
 
 # Claude
 .claude/*.local.*
 .claude/worktrees/
-.claude/settings.local.json
+
+# customizations per repo
diff --git a/.lefthook.yaml b/.lefthook.yaml
index 21e1a02..441537f 100644
--- a/.lefthook.yaml
+++ b/.lefthook.yaml
@@ -30,9 +30,9 @@ pre-commit:
             run: pixi {run} prettier --write --no-error-on-unmatched-pattern --list-different --ignore-unknown {staged_files}
             env:
               CI: "1"
-          - name: taplo
+          - name: tombi
             glob: "*.toml"
-            run: pixi {run} taplo format {staged_files}
+            run: pixi {run} tombi format --offline {staged_files}
           - name: trailing-whitespace-fixer
             glob: "*"
             file_types: text
@@ -47,6 +47,8 @@ pre-commit:
             run: pixi {run} check-merge-conflict --assume-in-merge {staged_files}
           - name: typos
             glob: "*"
+            exclude:
+              - .copier-answers.yml
             file_types: text
             run: pixi {run} typos --force-exclude {staged_files}
           - name: zizmor
diff --git a/docs/contents/reference/python-api.md b/docs/contents/reference/python-api.md
index 2362fae..93ce2ab 100644
--- a/docs/contents/reference/python-api.md
+++ b/docs/contents/reference/python-api.md
@@ -1322,7 +1322,7 @@ model_config = ConfigDict(frozen=True, extra='forbid')
 **Classes:**
 
 - **CommitAuthor** –
-- **CopierMigration** – Changes one answer in a repository's `.copier-answers.yml` by re-running \`copier
+- **CopierMigration** – Changes one answer in a repository's `.copier-answers.yml`.
 - **PullRequestTemplate** –
 - **PullRequestTemplates** –
 - **SiteConfig** – Site-wide configuration provided by a `quant_ranger.site_config` plugin.
@@ -1375,7 +1375,10 @@ email: str
 CopierMigration(answer_key: str, templates: frozenset[str], resolve_desired_value: Callable[[CopierMigrationValue], CopierMigrationValue], pull_request_template: PullRequestTemplate, post_migration: Callable[[RepositoryCheckout, RunContext], None] | None = None) -> None
 ```
 
-Changes one answer in a repository's `.copier-answers.yml` by re-running `copier update` with the desired value and opening a pull request.
+Changes one answer in a repository's `.copier-answers.yml`.
+
+The migration re-runs `copier update` with the desired value and opens a pull
+request.
 
 **Attributes:**
 
diff --git a/examples/plugin/pyproject.toml b/examples/plugin/pyproject.toml
index 464cc4e..5af7b43 100644
--- a/examples/plugin/pyproject.toml
+++ b/examples/plugin/pyproject.toml
@@ -8,9 +8,6 @@ description = "Example plugin package for quant-ranger."
 version = "0.1.0"
 requires-python = ">=3.14"
 
-[tool.hatch.build.targets.wheel]
-packages = ["quant_ranger_example_plugin"]
-
 [project.entry-points."quant_ranger.updaters"]
 ensure_config = "quant_ranger_example_plugin.updater:EnsureConfigUpdater"
 
@@ -19,3 +16,6 @@ status_summary = "quant_ranger_example_plugin.aggregator:StatusSummaryAggregator
 
 [project.entry-points."quant_ranger.site_config"]
 example = "quant_ranger_example_plugin.site_config:site_config"
+
+[tool.hatch.build.targets.wheel]
+packages = ["quant_ranger_example_plugin"]
diff --git a/pixi.lock b/pixi.lock
index ee7128a..fcb56e6 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -80,8 +80,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rattler-sandbox-0.2.3-hb17b654_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.15-py315hd4e796c_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.16.6-hbcb56a7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/taplo-0.10.0-he64ecbb_2.conda
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@@ -5788,6 +7097,35 @@ packages:
   run_exports: {}
   size: 14674027
   timestamp: 1788567040511
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.13.5-hbb8eed7_0.conda
+  sha256: ce9eb619686279d5e7bfb251ac68c0af0d4ae41eaa79222ce6fc33cc5a0f2a96
+  md5: b720d75dac4a57a61acdcf6c68b8f8e5
+  depends:
+  - libcxx >=21
+  - __osx >=11.0
+  - zstd >=1.5.7,<1.6.0a0
+  constrains:
+  - __osx >=11.0
+  license: Apache-2.0 OR MIT
+  run_exports: {}
+  size: 12534710
+  timestamp: 1792672520798
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/wcwidth-0.9.4-py311h8794d7f_0.conda
+  noarch: python
+  sha256: 6b93381f88e3811200950847793d086c960dff7b499b960a8d393ad63ac5143a
+  md5: ec906d70052188f4e039c7ca346f4873
+  depends:
+  - python
+  - python >=3.11
+  - python-abi3
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.11
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 377493
+  timestamp: 1792880498657
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/wrapt-2.4.0-py314hd98292b_1.conda
   sha256: 0814cb91a02210cf1e50f027d74e17ea40867d813906a4279785c97513cd3bc3
   md5: 5aa4816a129211d05177a99a991905ae
@@ -5957,6 +7295,59 @@ packages:
   - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.1-pyhcf101f3_0.conda
   - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.6.1.19-pyhcf101f3_0.conda
   - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+- conda_source: quant-ranger[866b7251] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - copier >=9.8.0,<10
+  - git >=2.54.0
+  - mergiraf >=0.17.0
+  - packaging >=26.2
+  - pixi-diff-to-markdown >=0.3.3,<0.4.0
+  - pydantic >=2.13.4,<3
+  - pygithub >=2.9.1,<3
+  - python *
+  - python >=3.14
+  - pyyaml >=6.0.3,<7
+  - rattler-sandbox >=0.2.3
+  - requests >=2.34.2,<3
+  - rich >=15.0.0,<16
+  - tomlkit >=0.15.0,<0.16.0
+  - typer >=0.25.1,<0.26
+  - urllib3 >=2.7.0,<3
+  - zizmor ==1.22.0
+  license: BSD-3-Clause
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.46.1-default_h1979696_103.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libedit-3.1.20260512-pl5321hc48eb74_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libexpat-2.8.5-h4154aff_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libffi-3.7.0-hdaad0be_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgcc-16.2.0-h205dda4_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgomp-16.2.0-h8acb6b2_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/liblzma-5.8.3-he30d5cf_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libmpdec-4.0.0-he30d5cf_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libsqlite-3.54.1-hd26f1b6_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libstdcxx-16.2.0-hef695bb_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libuuid-2.42.4-hd6fdeab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libzlib-1.3.2-hdc9db2a_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ncurses-6.6-h2b6f883_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.6.5-he6ad1d5_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/python-3.15.1-h0c7c799_100_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-noxft_hf03c496_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/uv-0.13.5-h779c035_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstd-1.5.7-h9d15635_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026e-h5d301ff_0.conda
 - conda_source: quant-ranger[97c7e493] @ .
   variants:
     target_platform: noarch
@@ -6006,3 +7397,104 @@ packages:
   - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-hbeba79b_4.conda
   - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.12.10-h0e72303_0.conda
   - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
+- conda_source: quant-ranger[b60e20c6] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - copier >=9.8.0,<10
+  - git >=2.54.0
+  - mergiraf >=0.17.0
+  - packaging >=26.2
+  - pixi-diff-to-markdown >=0.3.3,<0.4.0
+  - pydantic >=2.13.4,<3
+  - pygithub >=2.9.1,<3
+  - python *
+  - python >=3.14
+  - pyyaml >=6.0.3,<7
+  - rattler-sandbox >=0.2.3
+  - requests >=2.34.2,<3
+  - rich >=15.0.0,<16
+  - tomlkit >=0.15.0,<0.16.0
+  - typer >=0.25.1,<0.26
+  - urllib3 >=2.7.0,<3
+  - zizmor ==1.22.0
+  license: BSD-3-Clause
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026e-h5d301ff_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h4e30115_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-23.1.4-h55c6f16_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20260512-pl5321h26f1114_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.8.5-h6111c0a_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.7.0-h47dc5ef_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.3-h8088a28_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libmpdec-4.0.0-h84a0fba_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.54.1-h34a968b_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.2-h8088a28_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-he64c551_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.5-h55eecbc_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.15.1-h2e4dbab_100_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-hbeba79b_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.13.5-hbb8eed7_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
+- conda_source: quant-ranger[ed1215d4] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - copier >=9.8.0,<10
+  - git >=2.54.0
+  - mergiraf >=0.17.0
+  - packaging >=26.2
+  - pixi-diff-to-markdown >=0.3.3,<0.4.0
+  - pydantic >=2.13.4,<3
+  - pygithub >=2.9.1,<3
+  - python *
+  - python >=3.14
+  - pyyaml >=6.0.3,<7
+  - rattler-sandbox >=0.2.3
+  - requests >=2.34.2,<3
+  - rich >=15.0.0,<16
+  - tomlkit >=0.15.0,<0.16.0
+  - typer >=0.25.1,<0.26
+  - urllib3 >=2.7.0,<3
+  - zizmor ==1.22.0
+  license: BSD-3-Clause
+  host_packages:
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20260512-pl5321h373387f_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.5-hd2095e1_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.7.0-h81df57d_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.2.0-he0feb66_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.54.1-h0737f62_100.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.5-h781a0a9_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.15.1-h6e52b48_100_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.13.5-h535ca38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/editables-0.6-pyhcf101f3_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.32.4-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.7.0-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.15-9_cp315.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.15.2-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/trove-classifiers-2026.9.21.13-pyh5ded981_0.conda
+  - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2026e-h5d301ff_0.conda
diff --git a/pixi.toml b/pixi.toml
index a801a6c..7087589 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -11,16 +11,20 @@ name = "quant-ranger"
 version = "0.0.0"
 license = "BSD-3-Clause"
 license-file = "LICENSE"
+
 [package.build.backend]
 name = "pixi-build-python"
 version = "*"
+
 [package.build.config]
 # Derive the conda run-dependencies from `[project.dependencies]` in
 # `pyproject.toml` so that the PyPI metadata is the single source of truth.
 ignore-pypi-mapping = false
+
 [package.host-dependencies]
 python = ">=3.14"
 hatchling = "*"
+
 # Only dependencies that are unavailable on PyPI belong here; everything else is
 # declared in `pyproject.toml` and mapped automatically. These are all invoked as
 # external executables, so `pip` users must install them separately (see README).
@@ -41,6 +45,7 @@ pyrefly = "*"
 griffe = "*"
 types-pyyaml = "*"
 types-requests = "*"
+
 [feature.test.tasks]
 test = "pytest"
 test-coverage = "pytest --cov=quant_ranger --cov-report=xml --cov-report=term-missing"
@@ -50,6 +55,7 @@ python = "*"
 hatchling = "*"
 python-build = "*"
 twine = ">=6"
+
 [feature.build.tasks]
 build-wheel = "python -m build --no-isolation ."
 check-wheel = "twine check dist/*"
@@ -59,7 +65,7 @@ lefthook = "*"
 docformatter = "<1.7.8"
 ruff = "*"
 prettier = "*"
-taplo = "*"
+tombi = "*"
 pre-commit-hooks = "*"
 typos = "*"
 zizmor = "*"
@@ -101,10 +107,14 @@ docs-check = { depends-on = [
   "docs-build",
 ] }
 
+[feature.py315.dependencies]
+python = "3.15.*"
+
 [environments]
 default = ["test", "build", "lint"]
 py314 = ["py314", "test"]
 docs = ["docs"]
+py315 = ["py315", "test"]
 
 [tool.update]
 autoupdate-commit-message = "chore: Update pixi lockfile"
diff --git a/pyproject.toml b/pyproject.toml
index 7b97d9b..6c97a39 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,6 +14,7 @@ classifiers = [
   "Operating System :: OS Independent",
   "Programming Language :: Python :: 3",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
 ]
 requires-python = ">=3.14"
 readme = "README.md"
@@ -38,23 +39,24 @@ dependencies = [
 [project.urls]
 repository = "https://github.com/quantco/quant-ranger"
 
-[tool.hatch.build.targets.wheel]
-packages = ["quant_ranger"]
-
 [project.scripts]
 quant-ranger = "quant_ranger.cli:main"
 
+[tool.hatch.build.targets.wheel]
+packages = ["quant_ranger"]
+
 [tool.docformatter]
-black = true # only sets the style options to the default values of black
+black = true  # only sets the style options to the default values of black
 
 [tool.ruff]
 line-length = 88
 
 [tool.ruff.lint]
 ignore = [
-  "N803", # https://docs.astral.sh/ruff/rules/invalid-argument-name
-  "N806", # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
-  "E501", # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
+  "N803",  # https://docs.astral.sh/ruff/rules/invalid-argument-name
+  "N806",  # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
+  "E501",  # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
+  "D1",  # https://docs.astral.sh/ruff/rules/#pydocstyle-d
 ]
 select = [
   # pyflakes
@@ -68,8 +70,13 @@ select = [
   "N",
   # pyupgrade
   "UP",
+  # pydocstyle
+  "D",
 ]
 
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
 [tool.ruff.format]
 quote-style = "double"
 indent-style = "space"
@@ -77,6 +84,7 @@ indent-style = "space"
 [tool.pyrefly]
 python-version = "3.14.0"
 preset = "strict"
+
 [tool.pyrefly.errors]
 # https://github.com/Quantco/quant-ranger/issues/17
 implicit-any-lambda = false
@@ -100,3 +108,6 @@ default.extend-ignore-re = [
 [tool.pyright]
 venv = "default"
 venvPath = ".pixi/envs/"
+
+[tool.tombi]
+schema.enabled = false
diff --git a/quant_ranger/_impl/helpers.py b/quant_ranger/_impl/helpers.py
index 7cdb07f..a1e31f5 100644
--- a/quant_ranger/_impl/helpers.py
+++ b/quant_ranger/_impl/helpers.py
@@ -45,8 +45,7 @@ def pluralize(count: int, singular: str, plural: str | None = None) -> str:
 
 
 def truncate_lines(text: str, *, max_lines: int) -> str:
-    """Keep the first and last lines of `text`, eliding the middle beyond
-    `max_lines`."""
+    """Elide the middle of `text` so that at most `max_lines` lines remain."""
     lines = text.splitlines()
     if len(lines) <= max_lines:
         return text
@@ -107,9 +106,9 @@ def map_concurrently[ItemT, ResultT](
     logger: Logger,
     description: str,
 ) -> list[ResultT]:
-    """Run `fn` over `items` in a thread pool, collecting results in completion order as
-    a progress bar advances.
+    """Run `fn` over `items` in a thread pool while a progress bar advances.
 
+    Results are collected in completion order.
     On Ctrl+C, pending items are cancelled and running ones are awaited before the
     `KeyboardInterrupt` propagates. A second Ctrl+C terminates the process immediately
     via SIGINT, skipping cleanup handlers such as temporary directory removal.
diff --git a/quant_ranger/_impl/site_config.py b/quant_ranger/_impl/site_config.py
index 7a1a8c3..32790e9 100644
--- a/quant_ranger/_impl/site_config.py
+++ b/quant_ranger/_impl/site_config.py
@@ -40,8 +40,11 @@ class PullRequestTemplate:
 
 @dataclass(frozen=True, slots=True)
 class CopierMigration:
-    """Changes one answer in a repository's `.copier-answers.yml` by re-running `copier
-    update` with the desired value and opening a pull request."""
+    """Changes one answer in a repository's `.copier-answers.yml`.
+
+    The migration re-runs `copier update` with the desired value and opens a pull
+    request.
+    """
 
     answer_key: str
     """The key in `.copier-answers.yml` whose value the migration changes.
diff --git a/quant_ranger/_impl/updaters/_copier/_common.py b/quant_ranger/_impl/updaters/_copier/_common.py
index 60037e4..56e2fa7 100644
--- a/quant_ranger/_impl/updaters/_copier/_common.py
+++ b/quant_ranger/_impl/updaters/_copier/_common.py
@@ -88,8 +88,10 @@ def parse_template_repository_for_host(
     src_path: str,
     github_server_host: str,
 ) -> RepositoryRef:
-    """To protect against SSRF, we only accept template src_paths that originate from
-    the same GitHub host as the repository being updated.
+    """Ensure the template src_path is hosted on the repository's GitHub host.
+
+    To protect against SSRF, we only accept template src_paths that originate from the
+    same GitHub host as the repository being updated.
 
     Raises ValueError for src_paths that do not match that host.
     """
diff --git a/quant_ranger/_impl/updaters/_pixi_update/_auth.py b/quant_ranger/_impl/updaters/_pixi_update/_auth.py
index af7cb39..b7bd8b0 100644
--- a/quant_ranger/_impl/updaters/_pixi_update/_auth.py
+++ b/quant_ranger/_impl/updaters/_pixi_update/_auth.py
@@ -43,8 +43,10 @@ def prepare_sandbox_auth(
     tempdir: Path,
     pixi_info: Mapping[str, JsonValue],
 ) -> SandboxAuth:
-    """Find credentials for the given channel hosts in the macOS Keychain or the rattler
-    credentials file."""
+    """Find credentials for the given channel hosts.
+
+    Looks in the macOS Keychain or the rattler credentials file.
+    """
     if not channel_hosts:
         return SandboxAuth()
 
diff --git a/quant_ranger/_impl/updaters/_pixi_update/_checkout_copy.py b/quant_ranger/_impl/updaters/_pixi_update/_checkout_copy.py
index 6b3b403..f1b838a 100644
--- a/quant_ranger/_impl/updaters/_pixi_update/_checkout_copy.py
+++ b/quant_ranger/_impl/updaters/_pixi_update/_checkout_copy.py
@@ -75,8 +75,7 @@ def copy_back_lockfile(
 
 
 def _open_without_symlinks(root: Path, relative_path: Path) -> int:
-    """Open `root / relative_path` for reading without following symlinks below
-    `root`."""
+    """Open `root / relative_path` for reading without following symlinks."""
     *directories, name = relative_path.parts
     directory_fd = os.open(root, os.O_RDONLY | os.O_DIRECTORY)
     try:
diff --git a/tests/conftest.py b/tests/conftest.py
index 4b05fff..b856345 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -15,8 +15,10 @@
 
 @pytest.fixture(autouse=True)
 def _plain_console_output(monkeypatch: pytest.MonkeyPatch) -> None:
-    """Keep rich consoles created during tests free of ANSI codes regardless of the
-    caller's environment, so assertions on console output are deterministic.
+    """Keep rich consoles created during tests free of ANSI codes.
+
+    This holds regardless of the caller's environment, so assertions on console output
+    are deterministic.
 
     Rich reads these variables at runtime to decide whether to emit ANSI codes, so an
     ambient value would make styled-output assertions environment-dependent.
@@ -28,8 +30,11 @@ def _plain_console_output(monkeypatch: pytest.MonkeyPatch) -> None:
 
 @pytest.fixture(autouse=True)
 def _no_ambient_proxy(monkeypatch: pytest.MonkeyPatch) -> None:
-    """Remove proxy variables so subprocess environments asserted in tests do not depend
-    on the caller's environment."""
+    """Remove proxy variables from the environment.
+
+    This keeps subprocess environments asserted in tests independent of the caller's
+    environment.
+    """
     for name in ("HTTP_PROXY", "HTTPS_PROXY", "NO_PROXY"):
         monkeypatch.delenv(name, raising=False)
         monkeypatch.delenv(name.lower(), raising=False)