diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index e871931..9cbc962 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,6 +1,15 @@
-SUMMARY:
-"please provide a brief summary"
+## Summary:
 
-TEST PLAN:
-"please outline how the changes were tested"
+Short paragraph detailing the pull request changes and reasoning in addition to any relevant context.
 
+## Details:
+
+- Detailed list of changes made in the pull request
+
+## Test Plan:
+
+- Detailed list of steps to test the changes made in the pull request
+
+## Related Issues:
+
+- List of related issues or other pull requests; ex: "Fixes #1234"
\ No newline at end of file
diff --git a/.github/workflows/hygiene.yml b/.github/workflows/hygiene.yml
new file mode 100644
index 0000000..4709083
--- /dev/null
+++ b/.github/workflows/hygiene.yml
@@ -0,0 +1,19 @@
+---
+name: hygiene checks
+
+on:
+  push: null
+
+jobs:
+  quality:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+      - name: Install dependencies
+        run: pip install tox
+      - name: Run quality checks
+        run: tox -e quality
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..fd919b4
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,164 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+*.swp
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.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
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# 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/
+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/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# 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
+/site
+
+# 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/
diff --git a/.mdformat.toml b/.mdformat.toml
new file mode 100644
index 0000000..36d8d6d
--- /dev/null
+++ b/.mdformat.toml
@@ -0,0 +1,3 @@
+wrap = "no"
+number = true
+end_of_line = "lf"
diff --git a/.yamlfix.toml b/.yamlfix.toml
new file mode 100644
index 0000000..a6e2298
--- /dev/null
+++ b/.yamlfix.toml
@@ -0,0 +1,17 @@
+allow_duplicate_keys = false
+comments_min_spaces_from_content = 2
+comments_require_starting_space = true
+whitelines = 1
+comments_whitelines = 1
+section_whitelines = 1
+explicit_start = true
+sequence_style = "flow_style"
+indent_mapping = 2
+ident_offset = 2
+indent_sequence = 4
+line_length = 88
+none_representation = "null"
+quote_basic_values = false
+quote_keys_and_basic_values = false
+quote_representation = "'"
+preserve_quotes = false
diff --git a/README.md b/README.md
index 3b4a31a..11e68fc 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,79 @@
-# Neural Magic Actions
-Actions for Neural Magic GHA
+# NM GitHub Actions
+
+### Curated collection of commonly used GitHub Actions and workflows within Neural Magic's and vLLM's Processes
+
+## Overview
+
+This repository hosts a collection of GitHub Actions developed and maintained by Neural Magic. These actions aim to improve automation, CI/CD pipelines, and workflow orchestration. They are designed for performance, scalability, and ease of use and support a range of deployment, testing, and optimization workflows.
+
+### Key Actions
+
+- Coming soon
+
+Each action supports various configurable arguments to tailor the workflows to your project needs.
+
+## Getting Started
+
+To start using one of our GitHub Actions, include the relevant action within your workflow configuration file:
+
+```yaml
+name: Example Workflow
+on: [push]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout Code
+      uses: actions/checkout@v2
+
+    - name: ACTION
+      uses: neuralmagic/nm-actions/ACTION@main
+      with:
+        config-file: .eslintrc
+```
+
+This example shows how to integrate an NM action into a workflow. Visit each action's README for more configuration options and examples.
+
+## Development
+
+To contribute to NM Public Actions, follow these steps:
+
+1. Fork the repository.
+2. Create a new branch.
+3. Make your changes.
+4. `pip install tox` and run `tox -e quality` to ensure your changes meet the quality standards and `tox -e style` to enforce the style guide and formatting.
+5. Submit a pull request.
+
+## Resources
+
+### Documentation
+
+Each GitHub Action contains a `README.md` alongside any supporting documents. To learn more, dive into the action you'd like to use.
+
+### Releases
+
+Visit our [GitHub Releases page](https://github.com/neuralmagic/nm-actions/releases) and review the release notes to stay updated with the latest releases.
+
+### License
+
+NM Public Actions are licensed under the [Apache License 2.0](https://github.com/neuralmagic/guidellm/blob/main/LICENSE).
+
+## Community
+
+### Contribute
+
+We appreciate contributions to the code, examples, integrations, documentation, bug reports, and feature requests! To contribute:
+
+1. Fork the repository.
+2. Make your changes.
+3. Submit a pull request.
+
+### Join
+
+We invite you to join our growing community of developers, researchers, and enthusiasts passionate about LLMs and optimization. Whether you're looking for help, want to share your own experiences, or stay up to date with the latest developments, there are plenty of ways to get involved:
+
+- [**Neural Magic Community Slack**](https://neuralmagic.com/community/) - Join our Slack channel to connect with other NM users and developers. Ask questions, share your work, and get real-time support.
+- [**GitHub Issues**](https://github.com/neuralmagic/nm-actions/issues) - Report bugs, request features, or browse existing issues. Your feedback helps us improve.
+- [**Subscribe to Updates**](https://neuralmagic.com/subscribe/) - Sign up for the latest news, announcements, and updates about NM Public Actions, webinars, events, and more.
+- [**Contact Us**](http://neuralmagic.com/contact/) - Use our contact form for general questions about Neural Magic or NM Public Actions.
diff --git a/actions/build-ml-whl/action.yaml b/actions/build-ml-whl/action.yaml
index 2e2bcea..43e92ba 100644
--- a/actions/build-ml-whl/action.yaml
+++ b/actions/build-ml-whl/action.yaml
@@ -1,69 +1,71 @@
-name: "Build Wheel"
-description: "Build wheel for ML repos e.g. sparseml, compressed-tensors"
+---
+name: Build Wheel
+description: Build wheel for ML repos e.g. sparseml, compressed-tensors
 
 inputs:
-    dev:
-      description: 'If the build is a dev build'
-      required: false
-      default: false
-    release:
-      description: 'If the build is a release build'
-      required: false
-      default: false
-    name:
-      description: 'Name to append to the wheel'
-      required: false
-    venv:
-      description: 'path of virtualenv if using it'
-      required: false
+  dev:
+    description: If the build is a dev build
+    required: false
+    default: false
+  release:
+    description: If the build is a release build
+    required: false
+    default: false
+  name:
+    description: Name to append to the wheel
+    required: false
+  venv:
+    description: path of virtualenv if using it
+    required: false
+
 outputs:
-    whlname:
-      description: 'wheel filename'
-      value: ${{ steps.build.outputs.whlname }}
-    tarname:
-      description: 'tar.gz filename'
-      value: ${{ steps.build.outputs.tarname }}
-    status:
-      description: 'status of wheel build'
-      value: ${{ steps.build.outputs.status }}
+  whlname:
+    description: wheel filename
+    value: ${{ steps.build.outputs.whlname }}
+  tarname:
+    description: tar.gz filename
+    value: ${{ steps.build.outputs.tarname }}
+  status:
+    description: status of wheel build
+    value: ${{ steps.build.outputs.status }}
 
 # can we just pass in build args instead of updating the variables in version.py?
 runs:
-  using: "composite"
+  using: composite
   steps:
     - name: build
       id: build
       shell: bash
-      run:  |
-            if [[ ! -z "${{ inputs.venv }}" ]]; then
-                source ${{ inputs.venv }}/bin/activate
-            fi
-            pip install wheel
-            name="${{ inputs.name }}"
-            ver_file=$(find . -type f -name "version.py")
-            if ${{ inputs.release }}; then
-              sed -i 's/is_release = False/is_release = True/g' ${ver_file}
-              sed -i 's/build_type = "dev"/build_type = "release"/g' ${ver_file}
-            elif ${{ inputs.dev }}; then
-              sed -i 's/is_dev = False/is_dev = True/g' ${ver_file}
-              sed -i 's/dev_number = None/dev_number = '"$name"'/g' ${ver_file}
-            else
-                sed -i 's/build_type = "dev"/build_type = "nightly"/g' ${ver_file}
-            fi
-            status=0
-            makefile_path=$(find . -type f -name "Makefile")
-            cd $(dirname ${makefile_path})
-            make -B build || status=$?
-            ls dist/; mkdir build-results
-            echo "
-            <testsuites>
-                <testsuite errors=\"$status\" failures=\"$status\" name=\"build\" skipped=\"0\" tests=\"1\">
-                    <testcase classname=\"build\"/>
-                </testsuite>
-            </testsuites>" > build-results/result.xml
-            echo "=========== Build log ==========="
-            echo "$status"
-            echo "whlname=$(find dist -name '*.whl' -exec basename {} \;)" >> "$GITHUB_OUTPUT"
-            echo "tarname=$(find dist -name '*.tar.gz' -exec basename {} \;)" >> "$GITHUB_OUTPUT"
-            echo "status=${status}" >> "$GITHUB_OUTPUT"
-            exit ${status}
+      run: |-
+        if [[ ! -z "${{ inputs.venv }}" ]]; then
+            source ${{ inputs.venv }}/bin/activate
+        fi
+        pip install wheel
+        name="${{ inputs.name }}"
+        ver_file=$(find . -type f -name "version.py")
+        if ${{ inputs.release }}; then
+          sed -i 's/is_release = False/is_release = True/g' ${ver_file}
+          sed -i 's/build_type = "dev"/build_type = "release"/g' ${ver_file}
+        elif ${{ inputs.dev }}; then
+          sed -i 's/is_dev = False/is_dev = True/g' ${ver_file}
+          sed -i 's/dev_number = None/dev_number = '"$name"'/g' ${ver_file}
+        else
+            sed -i 's/build_type = "dev"/build_type = "nightly"/g' ${ver_file}
+        fi
+        status=0
+        makefile_path=$(find . -type f -name "Makefile")
+        cd $(dirname ${makefile_path})
+        make -B build || status=$?
+        ls dist/; mkdir build-results
+        echo "
+        <testsuites>
+            <testsuite errors=\"$status\" failures=\"$status\" name=\"build\" skipped=\"0\" tests=\"1\">
+                <testcase classname=\"build\"/>
+            </testsuite>
+        </testsuites>" > build-results/result.xml
+        echo "=========== Build log ==========="
+        echo "$status"
+        echo "whlname=$(find dist -name '*.whl' -exec basename {} \;)" >> "$GITHUB_OUTPUT"
+        echo "tarname=$(find dist -name '*.tar.gz' -exec basename {} \;)" >> "$GITHUB_OUTPUT"
+        echo "status=${status}" >> "$GITHUB_OUTPUT"
+        exit ${status}
diff --git a/actions/create-virtualenv/action.yml b/actions/create-virtualenv/action.yml
index c71976f..030ecd5 100644
--- a/actions/create-virtualenv/action.yml
+++ b/actions/create-virtualenv/action.yml
@@ -1,22 +1,25 @@
+---
 name: create virtualenv
-description: 'create virtualenv using input name'
+description: create virtualenv using input name
+
 inputs:
   venv:
-    description: 'name of virtualenv'
+    description: name of virtualenv
     required: true
+
 outputs:
   penv:
-    description: 'path of the created virtualenv'
+    description: path of the created virtualenv
     value: ${{ steps.env.outputs.penv }}
+
 runs:
   using: composite
   steps:
-  - id: env
-    run: |
-      # install virtualenv
-      python -m pip install virtualenv
-      python -m virtualenv ${{ inputs.venv }}
-      pwd; ls -al
-      echo "penv=$(pwd)/${{ inputs.venv }}" >> "$GITHUB_OUTPUT" 
-    shell: bash
-
+    - id: env
+      run: |
+        # install virtualenv
+        python -m pip install virtualenv
+        python -m virtualenv ${{ inputs.venv }}
+        pwd; ls -al
+        echo "penv=$(pwd)/${{ inputs.venv }}" >> "$GITHUB_OUTPUT" 
+      shell: bash
diff --git a/actions/find-asset/README.md b/actions/find-asset/README.md
index 320858a..d84010e 100644
--- a/actions/find-asset/README.md
+++ b/actions/find-asset/README.md
@@ -2,7 +2,6 @@
 
 Used to find asset in downloaded build assets folder. The search is done via the bash utility `find`, so REGEX is suggested. Outputs REPO relative path to found asset. If nothing is found, then output will be empty.
 
-
 ## Usage
 
 ### Example
diff --git a/actions/find-asset/action.yml b/actions/find-asset/action.yml
index 0ec87ef..15a8315 100644
--- a/actions/find-asset/action.yml
+++ b/actions/find-asset/action.yml
@@ -1,16 +1,20 @@
+---
 name: download run assets from GCP
-description: 'find asset using specified identifier and return REPO relative filepath'
+description: find asset using specified identifier and return REPO relative filepath
+
 inputs:
   run_id:
-    description: 'GHA run id of build'
+    description: GHA run id of build
     required: true
   asset_identifier:
-    description: 'REGEX that is used to find the asset.'
+    description: REGEX that is used to find the asset.
     required: true
+
 outputs:
   asset:
-    description: 'REPO relative path to downloaded "whl"'
+    description: REPO relative path to downloaded "whl"
     value: ${{ steps.find.outputs.asset }}
+
 runs:
   using: composite
   steps:
diff --git a/actions/gcp-download-assets/README.md b/actions/gcp-download-assets/README.md
index 96ff939..bf17b85 100644
--- a/actions/gcp-download-assets/README.md
+++ b/actions/gcp-download-assets/README.md
@@ -2,13 +2,10 @@
 
 Used to download build assets from GCP. Assets are identified by the Github Actions Run that generated them. The download is recusive and will download whatever was placed under the "run id" prefix.
 
-
 **Requires "runner" to already be authenticated.**
 
-
 **Requires access to Github secret `GCP_BUILD_ASSETS`**
 
-
 ## Usage
 
 ### Example
diff --git a/actions/gcp-download-assets/action.yml b/actions/gcp-download-assets/action.yml
index 1cb5ccc..04a3788 100644
--- a/actions/gcp-download-assets/action.yml
+++ b/actions/gcp-download-assets/action.yml
@@ -1,16 +1,20 @@
+---
 name: download run assets from GCP
-description: 'recursively downloads build assets from specified GHA run'
+description: recursively downloads build assets from specified GHA run
+
 inputs:
   bucket_source:
-    description: 'bucket source, location from which assets are downloaded'
+    description: bucket source, location from which assets are downloaded
     required: true
   run_id:
-    description: 'GHA run id of build'
+    description: GHA run id of build
     required: true
+
 outputs:
   asset:
-    description: 'REPO relative path to downloaded "whl"'
+    description: REPO relative path to downloaded "whl"
     value: ${{ steps.download.outputs.asset }}
+
 runs:
   using: composite
   steps:
diff --git a/actions/gcp-upload-asset/README.md b/actions/gcp-upload-asset/README.md
index 4cf8577..9ac2bac 100644
--- a/actions/gcp-upload-asset/README.md
+++ b/actions/gcp-upload-asset/README.md
@@ -4,7 +4,6 @@ Used to upload build asset to GCP. Requires that the assets are available locall
 
 **Requires "runner" to already be authenticated.**
 
-
 ## Usage
 
 ### Example
diff --git a/actions/gcp-upload-asset/action.yml b/actions/gcp-upload-asset/action.yml
index 0dc6632..c5ed70f 100644
--- a/actions/gcp-upload-asset/action.yml
+++ b/actions/gcp-upload-asset/action.yml
@@ -1,12 +1,15 @@
+---
 name: upload asset to GCP
-description: 'upload specified asset to specified bucket target'
+description: upload specified asset to specified bucket target
+
 inputs:
   bucket_target:
-    description: 'bucket target, result will be object at "bucket_target/asset"'
+    description: bucket target, result will be object at "bucket_target/asset"
     required: true
   asset:
-    description: 'REPO relative path for asset to be uploaded'
+    description: REPO relative path for asset to be uploaded
     required: true
+
 runs:
   using: composite
   steps:
diff --git a/actions/install-automation-components/action.yml b/actions/install-automation-components/action.yml
index fa2d792..8f02b78 100644
--- a/actions/install-automation-components/action.yml
+++ b/actions/install-automation-components/action.yml
@@ -1,3 +1,4 @@
+---
 name: Install Automation Components
 description: Install various components used during automation
 
@@ -5,7 +6,7 @@ runs:
   using: composite
   steps:
     - shell: bash
-      run: |
+      run: |-
         # packages
         sudo apt-get update --fix-missing
         sudo apt-get install -y curl git-all wget jq
diff --git a/actions/install-testmo/action.yml b/actions/install-testmo/action.yml
index 32edf22..2aa2d99 100644
--- a/actions/install-testmo/action.yml
+++ b/actions/install-testmo/action.yml
@@ -1,3 +1,4 @@
+---
 name: Install Testmo CLI tool
 description: Install Testmo including requirements (Node.js)
 
@@ -6,7 +7,7 @@ runs:
   steps:
     - uses: actions/setup-node@v4
       with:
-        node-version: 'lts/*'
+        node-version: lts/*
     - shell: bash
-      run: |
+      run: |-
         npm install --global @testmo/testmo-cli
diff --git a/actions/install-whl/action.yml b/actions/install-whl/action.yml
index 9dc729f..571c35d 100644
--- a/actions/install-whl/action.yml
+++ b/actions/install-whl/action.yml
@@ -1,15 +1,18 @@
+---
 name: install whl
-description: 'installs found whl based on python version into specified venv'
+description: installs found whl based on python version into specified venv
+
 inputs:
   venv:
-    description: "path of virtualenv"
+    description: path of virtualenv
     required: true
   name:
-    description: "name contained in the whl name, e.g. llmcompressor, compressed_tensors etc"
+    description: name contained in the whl name, e.g. llmcompressor, compressed_tensors etc
     required: true
   extra:
-    description: "extra dependency of the whl to install"
+    description: extra dependency of the whl to install
     required: false
+
 runs:
   using: composite
   steps:
diff --git a/actions/publish-whl/action.yml b/actions/publish-whl/action.yml
index 14f8875..12345e8 100644
--- a/actions/publish-whl/action.yml
+++ b/actions/publish-whl/action.yml
@@ -1,19 +1,23 @@
+---
 name: publish whl to public pypi
-description: 'upload specified whl to public pypi'
+description: upload specified whl to public pypi
+
 inputs:
   username:
-    description: 'username associated with upload'
+    description: username associated with upload
     required: true
   password:
-    description: 'password associated with username'
+    description: password associated with username
     required: true
   whl:
-    description: 'filepath of whl to put pushed'
+    description: filepath of whl to put pushed
     required: true
+
 outputs:
   status:
-    description: 'return status from upload'
+    description: return status from upload
     value: ${{ steps.upload.outputs.status }}
+
 runs:
   using: composite
   steps:
diff --git a/actions/python-tox-release/action.yml b/actions/python-tox-release/action.yml
index 3e105da..6ad407a 100644
--- a/actions/python-tox-release/action.yml
+++ b/actions/python-tox-release/action.yml
@@ -1,13 +1,15 @@
-name: 'Python Tox Release Action'
-description: 'A reusable GitHub Action to finalize pyproject.toml, build Python package, and publish to PyPI'
+---
+name: Python Tox Release Action
+description: A reusable GitHub Action to finalize pyproject.toml, build Python package, and
+  publish to PyPI
 
 inputs:
   publish_pypi:
-    description: 'Boolean to push to public PyPI'
+    description: Boolean to push to public PyPI
     required: true
     type: boolean
   publish_nm_pypi:
-    description: 'Boolean to push to Neural Magic internal PyPI'
+    description: Boolean to push to Neural Magic internal PyPI
     required: true
     type: boolean
   build_type:
@@ -17,28 +19,25 @@ inputs:
 
 outputs:
   wheel:
-    description: 'The built wheel output from the build'
+    description: The built wheel output from the build
     value: ${{ steps.build.outputs.wheel }}
   tar:
-    description: 'The built tar output from the build'
+    description: The built tar output from the build
     value: ${{ steps.build.outputs.tar }}
 
 runs:
-  using: 'composite'
+  using: composite
   steps:
     - name: Checkout code
       uses: actions/checkout@v4
-
     - name: Set up Python
       uses: actions/setup-python@v5
       with:
         python-version: 3.10
-
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
         python -m pip install ./
-
     - name: Determine Build Number
       if: ${{ inputs.build_type }} == 'dev'
       id: get_pr_number
@@ -50,11 +49,9 @@ runs:
           echo "Using PR number as build number: ${{ github.event.pull_request.number }}"
           echo "BUILD_NUMBER=${{ github.event.pull_request.number }}" >> $GITHUB_ENV
         fi
-
     - name: Finalize package toml
       run: |
         toml_finalizer --build_type=${{ inputs.build_type }} --dev_build_number=${{ env.BUILD_NUMBER }}
-
     - name: Build package
       id: build
       run: |
@@ -63,7 +60,6 @@ runs:
         echo "TAR=$(find dist -name '*.tar.gz')" >> $GITHUB_ENV
         echo "wheel=${{ env.WHEEL }}" >> $GITHUB_OUTPUT
         echo "tar=${{ env.TAR }}" >> $GITHUB_OUTPUT
-
     - name: Authenticate to GCP
       if: ${{ inputs.publish_nm_pypi }}
       uses: google-github-actions/auth@v2.1.3
@@ -71,14 +67,12 @@ runs:
         project_id: ${{ secrets.GCP_PROJECT }}
         workload_identity_provider: ${{ secrets.GCP_WORKLOAD_IDENTITY_PROVIDER }}
         service_account: ${{ secrets.NM_PYPI_SA }}
-
     - name: Upload to Internal PyPI
       if: ${{ inputs.publish_nm_pypi }}
       uses: neuralmagic/nm-actions/actions/gcp-upload-asset@main
       with:
         bucket_target: ${{ secrets.GCP_NM_PYPI_DIST }}
         asset: ${{ env.WHEEL }}
-
     - name: Publish to Public PyPI
       if: ${{ inputs.publish_pypi }}
       uses: neuralmagic/nm-actions/actions/publish-whl@main
diff --git a/actions/s3_pull/action.yaml b/actions/s3_pull/action.yaml
index 1ad9132..7636ebe 100644
--- a/actions/s3_pull/action.yaml
+++ b/actions/s3_pull/action.yaml
@@ -1,19 +1,21 @@
-name: "Pull PyPi Wheel"
-description: "Pull PyPi wheel"
+---
+name: Pull PyPi Wheel
+description: Pull PyPi wheel
 
 inputs:
   filename:
-    description: 'File to pull from s3 bucket'
+    description: File to pull from s3 bucket
     required: true
   dst:
-    description: 'Folder to pull down wheel file'
+    description: Folder to pull down wheel file
     required: false
-    default: true 
+    default: true
+
 runs:
-  using: "composite"
+  using: composite
   steps:
     - name: Push to s3
       shell: bash
-      run:  |
-            aws s3 cp ${{ inputs.filename }} ${{ inputs.dst }}
-            exitCode=$?
+      run: |-
+        aws s3 cp ${{ inputs.filename }} ${{ inputs.dst }}
+        exitCode=$?
diff --git a/actions/s3_push/action.yaml b/actions/s3_push/action.yaml
index b279029..9ee277b 100644
--- a/actions/s3_push/action.yaml
+++ b/actions/s3_push/action.yaml
@@ -1,34 +1,36 @@
-name: "Push PyPi Wheel"
-description: "Push PyPi wheel"
+---
+name: Push PyPi Wheel
+description: Push PyPi wheel
 
 inputs:
   filename:
-    description: 'File to push to s3'
+    description: File to push to s3
     required: true
   internal:
-    description: 'Push to internal pypi or not'
+    description: Push to internal pypi or not
     required: false
-    default: true 
+    default: true
   bucket_name:
     type: string
     required: true
+
 outputs:
   wheel:
-    description: 'Full path of the wheel'
+    description: Full path of the wheel
     value: ${{ steps.push-s3.outputs.wheel }}
 
 runs:
-  using: "composite"
+  using: composite
   steps:
     - name: Push to s3
       id: push-s3
       shell: bash
-      run:  |
-            if ${{ inputs.internal }}; then
-              dst=s3://${{ inputs.bucket_name }}/internal/${{ github.event.repository.name }}/
-            else
-              dst=s3://${{ inputs.bucket_name }}/${{ github.event.repository.name }}/
-            fi
-            echo "wheel=$dst$(basename ${{ inputs.filename }})" >> $GITHUB_OUTPUT
-            aws s3 cp ${{ inputs.filename }} $dst
-            exitCode=$?
+      run: |-
+        if ${{ inputs.internal }}; then
+          dst=s3://${{ inputs.bucket_name }}/internal/${{ github.event.repository.name }}/
+        else
+          dst=s3://${{ inputs.bucket_name }}/${{ github.event.repository.name }}/
+        fi
+        echo "wheel=$dst$(basename ${{ inputs.filename }})" >> $GITHUB_OUTPUT
+        aws s3 cp ${{ inputs.filename }} $dst
+        exitCode=$?
diff --git a/actions/set-cuda-env/action.yml b/actions/set-cuda-env/action.yml
index 759f7b2..05195cb 100644
--- a/actions/set-cuda-env/action.yml
+++ b/actions/set-cuda-env/action.yml
@@ -1,12 +1,14 @@
+---
 name: set cuda env
-description: 'sets environment variables related to CUDA'
+description: sets environment variables related to CUDA
+
 runs:
   using: composite
   steps:
-  - run: |
-      echo "TORCH_CUDA_ARCH_LIST=7.0 7.5 8.0 8.6 8.9 9.0+PTX" >> $GITHUB_ENV
-      echo "PATH=/usr/local/cuda-12.1/bin:${PATH}" >> $GITHUB_ENV
-      echo "LD_LIBRARY_PATH=/usr/local/cuda-12.1/lib64::/usr/local/cuda-12.1/lib64:" >> $GITHUB_ENV
-    env:
+    - run: |
+        echo "TORCH_CUDA_ARCH_LIST=7.0 7.5 8.0 8.6 8.9 9.0+PTX" >> $GITHUB_ENV
+        echo "PATH=/usr/local/cuda-12.1/bin:${PATH}" >> $GITHUB_ENV
+        echo "LD_LIBRARY_PATH=/usr/local/cuda-12.1/lib64::/usr/local/cuda-12.1/lib64:" >> $GITHUB_ENV
+      env:
         HF_TOKEN_SECRET: ${{ inputs.hf_token }}
-    shell: bash
+      shell: bash
diff --git a/actions/set-python/README.md b/actions/set-python/README.md
index 381ee17..35b76f3 100644
--- a/actions/set-python/README.md
+++ b/actions/set-python/README.md
@@ -12,14 +12,14 @@ This action requires `pyenv` to be installed.
 
 ### Inputs
 
-* `python`: the python version to use
-* `venv`: the base name for the virtual environment
+- `python`: the python version to use
+- `venv`: the base name for the virtual environment
 
 ### Outputs
 
-* `version`: the full Python version (from `python --version`)
-* `venv_path`: the full path to the virtual environment’s base folder
-  * ex. `source ${{ steps.set_python.outputs.venv_path }}/bin/activate`
+- `version`: the full Python version (from `python --version`)
+- `venv_path`: the full path to the virtual environment’s base folder
+  - ex. `source ${{ steps.set_python.outputs.venv_path }}/bin/activate`
 
 ### Example
 
diff --git a/actions/set-python/action.yml b/actions/set-python/action.yml
index b023c83..fe0bb47 100644
--- a/actions/set-python/action.yml
+++ b/actions/set-python/action.yml
@@ -1,3 +1,4 @@
+---
 name: Set Python With Pyenv
 description: Sets the Python version with pyenv and creates a virtual environment
 
@@ -22,16 +23,13 @@ runs:
   steps:
     - id: set_python
       shell: bash
-      run: |
+      run: |-
         pyenv local ${{ inputs.python }}
-
         COMMIT=${{ github.sha }}
         VENV="${{ inputs.venv }}-${COMMIT:0:7}"
         pyenv virtualenv --force "$VENV"
-
         VENV_PATH="$(pyenv root)/versions/${{ inputs.python }}/envs/$VENV"
         source "$VENV_PATH/bin/activate"
         VERSION=$(python --version)
-
         echo "version=$VERSION" >> "$GITHUB_OUTPUT"
         echo "venv_path=$VENV_PATH" >> "$GITHUB_OUTPUT"
diff --git a/actions/summary-build/action.yml b/actions/summary-build/action.yml
index 36cd333..bc35780 100644
--- a/actions/summary-build/action.yml
+++ b/actions/summary-build/action.yml
@@ -1,32 +1,35 @@
+---
 name: build summary
-description: 'creates a GHA run summary'
+description: creates a GHA run summary
+
 inputs:
   label:
-    description: 'GHA runner label'
+    description: GHA runner label
     required: true
   gitref:
-    description: 'git commit hash or branch name'
+    description: git commit hash or branch name
     required: true
   whl_status:
-    description: 'status from build step'
+    description: status from build step
     required: true
+
 runs:
   using: composite
   steps:
-  - run: |
-      if [ ${{ inputs.whl_status }} -eq 0 ]; then
-          # green check
-          WHL_EMOJI=$(echo -e "\xE2\x9C\x85")
-      else
-          # red x
-          WHL_EMOJI=$(echo -e "\xE2\x9D\x8C")
-      fi
-      echo ""
-      echo "| Parameter | |" >> $GITHUB_STEP_SUMMARY
-      echo "|---|---|" >> $GITHUB_STEP_SUMMARY
-      echo "| label: | \`${{ inputs.label }}\` |" >> $GITHUB_STEP_SUMMARY
-      echo "| git sha: | \`${{ github.sha }}\` |" >> $GITHUB_STEP_SUMMARY
-      echo "| github actor: | '${{ github.actor }}' |" >> $GITHUB_STEP_SUMMARY
-      echo "| gitref: | '${{ inputs.gitref }}' |" >> $GITHUB_STEP_SUMMARY
-      echo "| whl: | ${WHL_EMOJI} |" >> $GITHUB_STEP_SUMMARY
-    shell: bash
+    - run: |
+        if [ ${{ inputs.whl_status }} -eq 0 ]; then
+            # green check
+            WHL_EMOJI=$(echo -e "\xE2\x9C\x85")
+        else
+            # red x
+            WHL_EMOJI=$(echo -e "\xE2\x9D\x8C")
+        fi
+        echo ""
+        echo "| Parameter | |" >> $GITHUB_STEP_SUMMARY
+        echo "|---|---|" >> $GITHUB_STEP_SUMMARY
+        echo "| label: | \`${{ inputs.label }}\` |" >> $GITHUB_STEP_SUMMARY
+        echo "| git sha: | \`${{ github.sha }}\` |" >> $GITHUB_STEP_SUMMARY
+        echo "| github actor: | '${{ github.actor }}' |" >> $GITHUB_STEP_SUMMARY
+        echo "| gitref: | '${{ inputs.gitref }}' |" >> $GITHUB_STEP_SUMMARY
+        echo "| whl: | ${WHL_EMOJI} |" >> $GITHUB_STEP_SUMMARY
+      shell: bash
diff --git a/actions/summary-test/action.yml b/actions/summary-test/action.yml
index e9810e6..310a533 100644
--- a/actions/summary-test/action.yml
+++ b/actions/summary-test/action.yml
@@ -1,45 +1,48 @@
+---
 name: test summary
-description: 'creates a neuralmagic GHA run summary'
+description: creates a neuralmagic GHA run summary
+
 inputs:
   test_label:
-    description: 'GHA runner label'
+    description: GHA runner label
     required: true
   gitref:
-    description: 'git commit hash or branch name'
+    description: git commit hash or branch name
     required: true
   testmo_run_url:
-    description: 'testmo URL for this particular run'
+    description: testmo URL for this particular run
     required: true
   python:
-    description: 'python version info'
+    description: python version info
     required: true
   whl:
-    description: 'whl file tested'
+    description: whl file tested
     required: true
   test_status:
-    description: 'status from test step'
+    description: status from test step
     required: true
+
 runs:
   using: composite
   steps:
-  - run: |
-      if [ ${{ inputs.test_status }} -eq 0 ]; then
-          # green check
-          TEST_EMOJI=$(echo -e "\xE2\x9C\x85")
-      else
-          # red x
-          TEST_EMOJI=$(echo -e "\xE2\x9D\x8C")
-      fi
-      echo "| Parameter | |" >> $GITHUB_STEP_SUMMARY
-      echo "|---|---|" >> $GITHUB_STEP_SUMMARY
-      echo "| label: | \`${{ inputs.test_label }}\` |" >> $GITHUB_STEP_SUMMARY
-      echo "| git sha: | \`${{ github.sha }}\` |" >> $GITHUB_STEP_SUMMARY
-      echo "| github actor: | '${{ github.actor }}' |" >> $GITHUB_STEP_SUMMARY
-      echo "| gitref: | '${{ inputs.gitref }}' |" >> $GITHUB_STEP_SUMMARY
-      echo "| branch name: | '${{ github.ref_name }}' |" >> $GITHUB_STEP_SUMMARY
-      echo "| python: | ${{ inputs.python }} |" >> $GITHUB_STEP_SUMMARY
-      echo "| whl: | ${{ inputs.whl }} |" >> $GITHUB_STEP_SUMMARY
-      echo "| test: | ${TEST_EMOJI} |" >> $GITHUB_STEP_SUMMARY
-      echo "" >> $GITHUB_STEP_SUMMARY
-      echo "#### TestMo URL: ${{ inputs.testmo_run_url }}" >> $GITHUB_STEP_SUMMARY
-    shell: bash
+    - run: |
+        if [ ${{ inputs.test_status }} -eq 0 ]; then
+            # green check
+            TEST_EMOJI=$(echo -e "\xE2\x9C\x85")
+        else
+            # red x
+            TEST_EMOJI=$(echo -e "\xE2\x9D\x8C")
+        fi
+        echo "| Parameter | |" >> $GITHUB_STEP_SUMMARY
+        echo "|---|---|" >> $GITHUB_STEP_SUMMARY
+        echo "| label: | \`${{ inputs.test_label }}\` |" >> $GITHUB_STEP_SUMMARY
+        echo "| git sha: | \`${{ github.sha }}\` |" >> $GITHUB_STEP_SUMMARY
+        echo "| github actor: | '${{ github.actor }}' |" >> $GITHUB_STEP_SUMMARY
+        echo "| gitref: | '${{ inputs.gitref }}' |" >> $GITHUB_STEP_SUMMARY
+        echo "| branch name: | '${{ github.ref_name }}' |" >> $GITHUB_STEP_SUMMARY
+        echo "| python: | ${{ inputs.python }} |" >> $GITHUB_STEP_SUMMARY
+        echo "| whl: | ${{ inputs.whl }} |" >> $GITHUB_STEP_SUMMARY
+        echo "| test: | ${TEST_EMOJI} |" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "#### TestMo URL: ${{ inputs.testmo_run_url }}" >> $GITHUB_STEP_SUMMARY
+      shell: bash
diff --git a/actions/testmo-run-complete/action.yml b/actions/testmo-run-complete/action.yml
index 0f89cd8..6972287 100644
--- a/actions/testmo-run-complete/action.yml
+++ b/actions/testmo-run-complete/action.yml
@@ -1,17 +1,20 @@
+---
 name: complete testmo run
-description: 'complete neuralmagic testmo run'
+description: complete neuralmagic testmo run
+
 inputs:
   testmo_url:
-    description: 'testmo URL'
+    description: testmo URL
     required: true
   testmo_token:
-    description: 'testmo token'
+    description: testmo token
     required: true
   testmo_run_id:
-    description: 'testmo run id'
+    description: testmo run id
     required: true
+
 runs:
-  using: "composite"
+  using: composite
   steps:
     - run: |
         echo "completing TESTMO run ..."
diff --git a/actions/testmo-run-create/action.yml b/actions/testmo-run-create/action.yml
index 08208e6..2ec836f 100644
--- a/actions/testmo-run-create/action.yml
+++ b/actions/testmo-run-create/action.yml
@@ -1,27 +1,31 @@
+---
 name: create testmo run
-description: 'create neuralmagic testmo run and return its ID'
+description: create neuralmagic testmo run and return its ID
+
 inputs:
   testmo_url:
-    description: 'testmo URL'
+    description: testmo URL
     required: true
   testmo_token:
-    description: 'testmo token'
+    description: testmo token
     required: true
   source:
-    description: "source for testmo, e.g. 'build-test'"
+    description: source for testmo, e.g. 'build-test'
     required: true
   project_id:
-    description: "testmo project id"
+    description: testmo project id
     required: true
   run_name:
-    description: 'run name'
+    description: run name
     required: false
+
 outputs:
   id:
-    description: 'testmo run id'
+    description: testmo run id
     value: ${{ steps.testmo_id.outputs.id }}
+
 runs:
-  using: "composite"
+  using: composite
   steps:
     - name: create run
       id: testmo_id
diff --git a/actions/testmo-run-submit-thread/action.yml b/actions/testmo-run-submit-thread/action.yml
index b63bb57..3da964e 100644
--- a/actions/testmo-run-submit-thread/action.yml
+++ b/actions/testmo-run-submit-thread/action.yml
@@ -1,27 +1,31 @@
+---
 name: submit results to testmo run
-description: 'asynchronously submit step results to neuralmagic testmo run'
+description: asynchronously submit step results to neuralmagic testmo run
+
 inputs:
   testmo_url:
-    description: 'testmo URL'
+    description: testmo URL
     required: true
   testmo_token:
-    description: 'testmo token'
+    description: testmo token
     required: true
   testmo_run_id:
-    description: 'testmo run id'
+    description: testmo run id
     required: true
   results:
-    description: "directory of JUnit '*.xml' formatted result files"
+    description: directory of JUnit '*.xml' formatted result files
     required: true
   step_status:
-    description: 'status of reported step'
+    description: status of reported step
     required: true
+
 outputs:
   status:
-    description: "status of updating testmo. if there was no update, then 'success' is returned."
+    description: status of updating testmo. if there was no update, then 'success' is returned.
     value: ${{ steps.submit_thread.outputs.status }}
+
 runs:
-  using: "composite"
+  using: composite
   steps:
     - id: submit_thread
       run: |
diff --git a/actions/upload-whl/action.yml b/actions/upload-whl/action.yml
index 044e38d..547fd80 100644
--- a/actions/upload-whl/action.yml
+++ b/actions/upload-whl/action.yml
@@ -1,25 +1,29 @@
+---
 name: upload whl
-description: 'upload specified whl to pypi server'
+description: upload specified whl to pypi server
+
 inputs:
   server:
-    description: 'pypi server ip'
+    description: pypi server ip
     required: true
   port:
-    description: 'port to use for pypi server, e.g. 8080'
+    description: port to use for pypi server, e.g. 8080
     required: true
   username:
-    description: 'username associated with upload'
+    description: username associated with upload
     required: true
   password:
-    description: 'password associated with username'
+    description: password associated with username
     required: true
   whl:
-    description: 'filepath of whl to put pushed'
+    description: filepath of whl to put pushed
     required: true
+
 outputs:
   status:
-    description: 'return status from upload'
+    description: return status from upload
     value: ${{ steps.upload.outputs.status }}
+
 runs:
   using: composite
   steps:
diff --git a/actions/verify-python/action.yml b/actions/verify-python/action.yml
index 1ce9475..b0fe0be 100644
--- a/actions/verify-python/action.yml
+++ b/actions/verify-python/action.yml
@@ -1,13 +1,17 @@
+---
 name: verify python
-description: 'verify env python version if matching the expected version'
+description: verify env python version if matching the expected version
+
 inputs:
   python-version:
-    description: "version of python to verify, e.g. 3.10"
+    description: version of python to verify, e.g. 3.10
     required: true
+
 outputs:
   version:
-    description: "result from 'python --version'"
+    description: result from 'python --version'
     value: ${{ steps.env_python.outputs.version }}
+
 runs:
   using: composite
   steps:
diff --git a/mypy.ini b/mypy.ini
new file mode 100644
index 0000000..00b457e
--- /dev/null
+++ b/mypy.ini
@@ -0,0 +1,12 @@
+[mypy]
+files = ["src/guidellm", "tests"]
+python_version = '3.8'
+warn_redundant_casts = true
+warn_unused_ignores = false
+show_error_codes = true
+namespace_packages = true
+exclude = ["venv", ".tox"]
+
+# Silence "type import errors" as our 3rd-party libs does not have types
+# Check: https://mypy.readthedocs.io/en/latest/config_file.html#import-discovery
+follow_imports = 'silent'
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 0000000..c7a04fc
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,69 @@
+line-length = 88
+indent-width = 4
+exclude = ["build", "dist", "env", ".venv"]
+
+[format]
+quote-style = "double"
+indent-style = "space"
+
+[lint]
+ignore = [
+    "PLR0913",
+    "TCH001",
+    "COM812",
+    "ISC001",
+    "TCH002",
+    "PLW1514", # allow Path.open without encoding
+]
+select = [
+    # Rules reference: https://docs.astral.sh/ruff/rules/
+
+    # Code Style / Formatting
+    "E", # pycodestyle: checks adherence to PEP 8 conventions including spacing, indentation, and line length
+    "W", # pycodestyle: checks adherence to PEP 8 conventions including spacing, indentation, and line length
+    "A", # flake8-builtins: prevents shadowing of Python built-in names
+    "C", # Convention: ensures code adheres to specific style and formatting conventions
+    "COM", # flake8-commas: enforces the correct use of trailing commas
+    "ERA", # eradicate: detects commented-out code that should be removed
+    "I", # isort: ensures imports are sorted in a consistent manner
+    "ICN", # flake8-import-conventions: enforces import conventions for better readability
+    "N", # pep8-naming: enforces PEP 8 naming conventions for classes, functions, and variables
+    "NPY", # NumPy: enforces best practices for using the NumPy library
+    "PD", # pandas-vet: enforces best practices for using the pandas library
+    "PT", # flake8-pytest-style: enforces best practices and style conventions for pytest tests
+    "PTH", # flake8-use-pathlib: encourages the use of pathlib over os.path for file system operations
+    "Q", # flake8-quotes: enforces consistent use of single or double quotes
+    "TCH", # flake8-type-checking: enforces type checking practices and standards
+    "TID", # flake8-tidy-imports: enforces tidy and well-organized imports
+    "RUF022", # flake8-ruff: enforce sorting of __all__ in modules
+
+    # Code Structure / Complexity
+    "C4", # flake8-comprehensions: improves readability and performance of list, set, and dict comprehensions
+    "C90", # mccabe: checks for overly complex code using cyclomatic complexity
+    "ISC", # flake8-implicit-str-concat: prevents implicit string concatenation
+    "PIE", # flake8-pie: identifies and corrects common code inefficiencies and mistakes
+    "R", # Refactor: suggests improvements to code structure and readability
+    "SIM", # flake8-simplify: simplifies complex expressions and improves code readability
+
+    # Code Security / Bug Prevention
+    "ARG", # flake8-unused-arguments: detects unused function and method arguments
+    "ASYNC", # flake8-async: identifies incorrect or inefficient usage patterns in asynchronous code
+    "B", # flake8-bugbear: detects common programming mistakes and potential bugs
+    "BLE", # flake8-blind-except: prevents blind exceptions that catch all exceptions without handling
+    "E", # Error: detects and reports errors in the code
+    "F", # Pyflakes: detects unused imports, shadowed imports, undefined variables, and various formatting errors in string operations
+    "INP", # flake8-no-pep420: prevents implicit namespace packages by requiring __init__.py
+    "PGH", # pygrep-hooks: detects deprecated and dangerous code patterns
+    "PL", # Pylint: comprehensive source code analyzer for enforcing coding standards and detecting errors
+    "RSE", # flake8-raise: ensures exceptions are raised correctly
+    "S", # flake8-bandit: detects security issues and vulnerabilities in the code
+    "SLF", # flake8-self: prevents incorrect usage of the self argument in class methods
+    "T10", # flake8-debugger: detects the presence of debugging tools such as pdb
+    "T20", # flake8-print: detects print statements left in the code
+    "UP", # pyupgrade: automatically upgrades syntax for newer versions of Python
+    "W", # Warning: provides warnings about potential issues in the code
+    "YTT", # flake8-2020: identifies code that will break with future Python releases
+
+    # Code Documentation
+    "FIX", # flake8-fixme: detects FIXMEs and other temporary comments that should be resolved
+]
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 0000000..c8fb379
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,35 @@
+[tox]
+min_version = 4.0
+env_list = py38,py39,py310,py311,py312
+
+
+[testenv:quality]
+description = Run all quality checks
+deps =
+    mypy~=1.10.1
+    ruff~=0.5.2
+    mdformat~=0.7.17
+    mdformat-footnote~=0.1.1
+    mdformat-frontmatter~=2.0.8
+    mdformat-gfm~=0.3.6
+    yamlfix~=1.17.0
+commands =
+    ruff check
+    python -m mdformat --check README.md actions/
+    yamlfix --check --config-file .yamlfix.toml -i .github/**/*.yml -i .github/**/*.yaml -i actions/**/*.yml -i actions/**/*.yaml ./
+
+[testenv:style]
+description = Run style checks and fixes
+deps =
+    mypy~=1.10.1
+    ruff~=0.5.2
+    mdformat~=0.7.17
+    mdformat-footnote~=0.1.1
+    mdformat-frontmatter~=2.0.8
+    mdformat-gfm~=0.3.6
+    yamlfix~=1.17.0
+commands =
+    ruff format
+    ruff check --fix
+    python -m mdformat README.md actions/
+    yamlfix --config-file .yamlfix.toml -i .github/**/*.yml -i .github/**/*.yaml -i actions/**/*.yml -i actions/**/*.yaml ./