diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7ba644f..36f4bad 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,27 +1,29 @@
+---
 name: CI
 
+# yamllint disable-line rule:truthy
 on:
   push:
-    branches: [ main ]
+    branches: [main]
   pull_request:
-    branches: [ main ]
+    branches: [main]
 
 jobs:
   ci:
     runs-on: ubuntu-latest
 
     steps:
-    - uses: actions/checkout@v2
+      - uses: actions/checkout@v2
 
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: "3.8"
+      - name: 'Set up Python'
+        uses: actions/setup-python@v2
+        with:
+          python-version: '3.9'
 
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install tox
+      - name: 'Install dependencies'
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
 
-    - name: Run auto-tests
-      run: tox
+      - name: Run auto-tests
+        run: tox
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
new file mode 100644
index 0000000..af4478f
--- /dev/null
+++ b/.github/workflows/release.yaml
@@ -0,0 +1,167 @@
+---
+name: '🐍📦 Production build and release'
+
+# GitHub/PyPI trusted publisher documentation:
+# https://packaging.python.org/en/latest/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows/
+
+# yamllint disable-line rule:truthy
+on:
+  # workflow_dispatch:
+  push:
+    # Only invoked on release tag pushes
+    tags:
+      - v*.*.*
+
+env:
+  python-version: '3.10'
+
+### BUILD ###
+
+jobs:
+  build:
+    name: '🐍 Build packages'
+    runs-on: ubuntu-latest
+    permissions:
+      # IMPORTANT: mandatory for Sigstore
+      id-token: write
+    steps:
+      ### BUILDING ###
+
+      - name: 'Checkout repository'
+        uses: actions/checkout@v4
+
+      - name: 'Setup PDM for build commands'
+        uses: pdm-project/setup-pdm@v3
+        with:
+          version: 2.10.0
+
+      - name: 'Setup Python 3.10'
+        uses: actions/setup-python@v4.7.0
+        with:
+          python-version: ${{ env.python-version }}
+
+      - name: 'Update version from tags for production release'
+        run: |
+          echo "Github versioning: ${{ github.ref_name }}"
+          scripts/release-versioning.sh
+
+      - name: 'Build with PDM backend'
+        run: |
+          pdm build
+
+      ### SIGNING ###
+
+      - name: 'Sign packages with Sigstore'
+        uses: sigstore/gh-action-sigstore-python@v1.2.3
+        with:
+          inputs: >-
+            ./dist/*.tar.gz
+            ./dist/*.whl
+
+      - name: Store the distribution packages
+        uses: actions/upload-artifact@v3
+        with:
+          name: ${{ github.ref_name }}
+          path: dist/
+
+  ### PUBLISH GITHUB ###
+
+  github:
+    name: '📦 Publish to GitHub'
+    # Only publish on tag pushes
+    if: startsWith(github.ref, 'refs/tags/')
+    needs:
+      - build
+    runs-on: ubuntu-latest
+    permissions:
+      # IMPORTANT: mandatory to publish artefacts
+      contents: write
+    steps:
+      - name: '⬇ Download build artefacts'
+        uses: actions/download-artifact@v3
+        with:
+          name: ${{ github.ref_name }}
+          path: dist/
+
+      - name: '📦 Publish release to GitHub'
+        uses: ModeSevenIndustrialSolutions/action-automatic-releases@latest
+        with:
+          # Valid inputs are:
+          # repo_token, automatic_release_tag, draft, prerelease, title, files
+          repo_token: ${{ secrets.GITHUB_TOKEN }}
+          prerelease: false
+          automatic_release_tag: ${{ github.ref_name }}
+          title: ${{ github.ref_name }}
+          files: |
+            dist/*.tar.gz
+            dist/*.whl
+
+  ### PUBLISH PYPI TEST ###
+
+  testpypi:
+    name: '📦 Publish to PyPi Test'
+    # Only publish on tag pushes
+    if: startsWith(github.ref, 'refs/tags/')
+    needs:
+      - build
+    runs-on: ubuntu-latest
+    environment:
+      name: testpypi
+    permissions:
+      # IMPORTANT: mandatory for trusted publishing
+      id-token: write
+    steps:
+      - name: '⬇ Download build artefacts'
+        uses: actions/download-artifact@v3
+        with:
+          name: ${{ github.ref_name }}
+          path: dist/
+
+      - name: 'Remove files unsupported by PyPi'
+        run: |
+          if [ -f dist/buildvars.txt ]; then
+            rm dist/buildvars.txt
+          fi
+          rm dist/*.crt dist/*.sig*
+
+      - name: Publish distribution to Test PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          repository-url: https://test.pypi.org/legacy/
+          verbose: true
+
+  ### PUBLISH PYPI ###
+
+  pypi:
+    name: '📦 Publish to PyPi'
+    # Only publish on tag pushes
+    if: startsWith(github.ref, 'refs/tags/')
+    needs:
+      - testpypi
+    runs-on: ubuntu-latest
+    environment:
+      name: pypi
+    permissions:
+      # IMPORTANT: mandatory for trusted publishing
+      id-token: write
+    steps:
+      - name: '⬇ Download build artefacts'
+        uses: actions/download-artifact@v3
+        with:
+          name: ${{ github.ref_name }}
+          path: dist/
+
+      - name: 'Remove files unsupported by PyPi'
+        run: |
+          if [ -f dist/buildvars.txt ]; then
+            rm dist/buildvars.txt
+          fi
+          rm dist/*.crt dist/*.sig*
+
+      - name: 'Setup PDM for build commands'
+        uses: pdm-project/setup-pdm@v3
+
+      - name: 'Publish release to PyPI'
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          verbose: true
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index c69dbb9..383257f 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,34 +1,36 @@
-# This workflow will upload a Python package using Twine when a tagged commit is merged.
+---
+# This workflow will upload a Python package
+# using Twine when a tagged commit is merged.
 
-name: Publish on PyPI
+name: 'Publish on PyPI'
 
+# yamllint disable-line rule:truthy
 on:
   push:
     tags:
-    - v*
+      - v*
 
 jobs:
   deploy:
-
     runs-on: ubuntu-latest
 
     steps:
-    - uses: actions/checkout@v2
-
-    - name: Set up Python
-      uses: actions/setup-python@v2
-      with:
-        python-version: '3.x'
-
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install setuptools wheel twine
-
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.OSC_PHYSRISK_API_PYPI_TOKEN }}
-      run: |
-        python setup.py sdist bdist_wheel
-        twine upload dist/*
+      - uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: '3.x'
+
+      - name: 'Install dependencies'
+        run: |
+          python -m pip install --upgrade pip
+          pip install setuptools wheel twine
+
+      - name: 'Build and publish'
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.OSC_PHYSRISK_API_PYPI_TOKEN }}
+        run: |
+          python setup.py sdist bdist_wheel
+          twine upload dist/*
diff --git a/.github/workflows/test-build-push.yml b/.github/workflows/test-build-push.yml
index 67a5441..1532947 100644
--- a/.github/workflows/test-build-push.yml
+++ b/.github/workflows/test-build-push.yml
@@ -1,85 +1,91 @@
-# Workflow to build Docker image, based on openshift.yml (excluding OpenShift deployment)
+---
+# Workflow to build Docker image
+# Based on openshift.yml (excluding OpenShift deployment)
 
-name: Run tests, build and push image
+name: 'Run tests, build and push image'
 
 env:
-  APP_NAME: "physrisk-api"
-  IMAGE_REGISTRY: "quay.io/os-climate"
-  IMAGE_TAGS: ""
+  APP_NAME: 'physrisk-api'
+  IMAGE_REGISTRY: 'quay.io/os-climate'
+  IMAGE_TAGS: ''
 
+# yamllint disable-line rule:truthy
 on:
   # https://docs.github.com/en/actions/reference/events-that-trigger-workflows
   push
 
+# yamllint disable rule:line-length
+
 jobs:
   build:
-    name: Build and push to Quay
+    name: 'Build and push to Quay'
     runs-on: ubuntu-latest
 
     steps:
-    - name: Check for required secrets
-      uses: actions/github-script@v4
-      with:
-        script: |
-          const secrets = {
-            OSC_PHYSRISK_API_QUAY_USER: `${{ secrets.OSC_PHYSRISK_API_QUAY_USER }}`,
-            OSC_PHYSRISK_API_QUAY_TOKEN: `${{ secrets.OSC_PHYSRISK_API_QUAY_TOKEN }}`,
-          };
+      - name: 'Check for required secrets'
+        uses: actions/github-script@v4
+        with:
+          script: |
+            const secrets = {
+              OSC_PHYSRISK_API_QUAY_USER: `${{ secrets.OSC_PHYSRISK_API_QUAY_USER }}`,
+              OSC_PHYSRISK_API_QUAY_TOKEN: `${{ secrets.OSC_PHYSRISK_API_QUAY_TOKEN }}`,
+            };
 
-          const missingSecrets = Object.entries(secrets).filter(([ name, value ]) => {
-            if (value.length === 0) {
-              core.error(`Secret "${name}" is not set`);
-              return true;
-            }
-            core.info(`✔️ Secret "${name}" is set`);
-            return false;
-          });
+            const missingSecrets = Object.entries(secrets).filter(([ name, value ]) => {
+              if (value.length === 0) {
+                core.error(`Secret "${name}" is not set`);
+                return true;
+              }
+              core.info(`✔️ Secret "${name}" is set`);
+              return false;
+            });
 
-          if (missingSecrets.length > 0) {
-            core.setFailed(`❌ At least one required secret is not set in the repository. \n` +
-              "You can add it using:\n" +
-              "GitHub UI: https://docs.github.com/en/actions/reference/encrypted-secrets#creating-encrypted-secrets-for-a-repository \n" +
-              "GitHub CLI: https://cli.github.com/manual/gh_secret_set \n" +
-              "Also, refer to https://github.com/redhat-actions/oc-login#getting-started-with-the-action-or-see-example");
-          }
-          else {
-            core.info(`✅ All the required secrets are set`);
-          }
+            if (missingSecrets.length > 0) {
+              core.setFailed(`❌ At least one required secret is not set in the repository. \n` +
+                "You can add it using:\n" +
+                "GitHub UI: https://docs.github.com/en/actions/reference/encrypted-secrets#creating-encrypted-secrets-for-a-repository \n" +
+                "GitHub CLI: https://cli.github.com/manual/gh_secret_set \n" +
+                "Also, refer to https://github.com/redhat-actions/oc-login#getting-started-with-the-action-or-see-example");
+            }
+            else {
+              core.info(`✅ All the required secrets are set`);
+            }
 
-    - name: Check out repository
-      uses: actions/checkout@v2
+      - name: 'Check out repository'
+        uses: actions/checkout@v2
 
-    - name: Determine app name
-      if: env.APP_NAME == ''
-      run: |
-        echo "APP_NAME=$(basename $PWD)" | tee -a $GITHUB_ENV
+      - name: 'Determine app name'
+        if: env.APP_NAME == ''
+        run: |
+          APP_NAME=$(basename "${PWD}")
+          echo "${APP_NAME}" | tee -a "${GITHUB_ENV}"
 
-    - name: Determine image tags
-      if: env.IMAGE_TAGS == ''
-      run: |
-        echo "IMAGE_TAGS=latest ${GITHUB_SHA::12}" | tee -a $GITHUB_ENV
+      - name: 'Determine image tags'
+        if: env.IMAGE_TAGS == ''
+        run: |
+          echo "IMAGE_TAGS=latest ${GITHUB_SHA::12}" | tee -a "${GITHUB_ENV}"
 
-    # https://github.com/redhat-actions/buildah-build#readme
-    - name: Build from Dockerfile
-      id: build-image
-      uses: redhat-actions/buildah-build@v2
-      with:
-        image: ${{ env.APP_NAME }}
-        tags: ${{ env.IMAGE_TAGS }}
+      # https://github.com/redhat-actions/buildah-build#readme
+      - name: 'Build from Dockerfile'
+        id: build-image
+        uses: redhat-actions/buildah-build@v2
+        with:
+          image: ${{ env.APP_NAME }}
+          tags: ${{ env.IMAGE_TAGS }}
 
-        # If you don't have a Dockerfile/Containerfile, refer to https://github.com/redhat-actions/buildah-build#scratch-build-inputs
-        # Or, perform a source-to-image build using https://github.com/redhat-actions/s2i-build
-        # Otherwise, point this to your Dockerfile/Containerfile relative to the repository root.
-        dockerfiles: |
-          ./Dockerfile
+          # If you don't have a Dockerfile/Containerfile, refer to https://github.com/redhat-actions/buildah-build#scratch-build-inputs
+          # Or, perform a source-to-image build using https://github.com/redhat-actions/s2i-build
+          # Otherwise, point this to your Dockerfile/Containerfile relative to the repository root.
+          dockerfiles: |
+            ./Dockerfile
 
-    # https://github.com/redhat-actions/push-to-registry#readme
-    - name: Push to registry
-      id: push-image
-      uses: redhat-actions/push-to-registry@v2
-      with:
-        image: ${{ steps.build-image.outputs.image }}
-        tags: ${{ steps.build-image.outputs.tags }}
-        registry: ${{ env.IMAGE_REGISTRY }}
-        username: ${{ secrets.OSC_PHYSRISK_API_QUAY_USER }}
-        password: ${{ secrets.OSC_PHYSRISK_API_QUAY_TOKEN }}
+      # https://github.com/redhat-actions/push-to-registry#readme
+      - name: 'Push to registry'
+        id: push-image
+        uses: redhat-actions/push-to-registry@v2
+        with:
+          image: ${{ steps.build-image.outputs.image }}
+          tags: ${{ steps.build-image.outputs.tags }}
+          registry: ${{ env.IMAGE_REGISTRY }}
+          username: ${{ secrets.OSC_PHYSRISK_API_QUAY_USER }}
+          password: ${{ secrets.OSC_PHYSRISK_API_QUAY_TOKEN }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 497f1a2..185981b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,6 +6,8 @@ ci:
     - tomllint
     # pre-commit.ci throws some error related to Docker!
     - shellcheck
+    # Redundant with pre-commit.ci
+    - pip-audit
 
 exclude: |
   (?x)^(
diff --git a/.thoth.yaml b/.thoth.yaml
index 6cc2b48..f09e549 100644
--- a/.thoth.yaml
+++ b/.thoth.yaml
@@ -1,3 +1,4 @@
+---
 host: khemenu.thoth-station.ninja
 tls_verify: false
 requirements_format: pipenv
@@ -6,8 +7,8 @@ runtime_environments:
   - name: default
     operating_system:
       name: ubi
-      version: "8"
-    python_version: "3.8"
+      version: '8'
+    python_version: '3.8'
     recommendation_type: latest
 
 managers:
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 3c71f9c..2d0af4d 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,27 +1,27 @@
 # Contributing to phsyrisk-api
 
 ## Getting started
+
 To get set up, clone and enter the repo.
-```
-git clone git@github.com:os-climate/physrisk-api.git
-cd physrisk-api
-```
+
+    git clone git@github.com:os-climate/physrisk-api.git
+    cd physrisk-api
 
 We recommend using [pipenv](https://pipenv.pypa.io/en/latest/) for a
 consistent working environment.
-```
-pip install pipenv
-pipenv install
-pipenv shell
-```
+
+    pip install pipenv
+    pipenv install
+    pipenv shell
 
 When adding a package for use in new or improved functionality,
 `pipenv install <package-name>`. Or, when adding something helpful for
 testing or development, `pipenv install -d <package-name>`.
 
 ## Development
+
 Patches may be contributed via pull requests to
-https://github.com/os-climate/physrisk-api.
+<https://github.com/os-climate/physrisk-api>.
 
 All changes must pass the automated test suite, along with various static
 checks.
@@ -30,40 +30,45 @@ checks.
 [isort](https://pycqa.github.io/isort/) import ordering are enforced
 and enabling automatic formatting via [pre-commit](https://pre-commit.com/)
 is recommended:
-```
-pre-commit install
-```
 
-To ensure compliance with static check tools, developers may wish to run black and isort against modified files.
+    pre-commit install
+
+This will ensure changes meet common best practice.
 
 E.g.,
-```
-# auto-sort imports
-isort .
-# auto-format code
-black .
-```
+
+    # auto-sort imports
+    isort .
+    # auto-format code
+    black .
 
 Code can then be tested using tox.
-```
-# run static checks and unit tests
-tox
-# run only tests
-tox -e py3
-# run only static checks
-tox -e static
-# run unit tests and produce an HTML code coverage report (/htmlcov)
-tox -e cov
-```
+
+### run static checks and unit tests
+
+    tox
+
+### run only tests
+
+    tox -e py3
+
+### run only static checks
+
+    tox -e static
+
+### run unit tests and produce an HTML code coverage report (/htmlcov)
+
+    tox -e cov
 
 To run the application locally, run either of the following commands;
-```
-docker-compose up
-# or
-podman-compose up
-```
-One may then make requests of https://0.0.0.0:8080.
+
+    docker-compose up
+    # or
+    podman-compose up
+
+One may then make requests of <https://0.0.0.0:8080>.
 
 ## Releasing
+
 Currently, this service is released automatically to quay.io and manually
 deployed onto OpenShift.
diff --git a/Pipfile b/Pipfile
index ec205ba..7165f62 100644
--- a/Pipfile
+++ b/Pipfile
@@ -11,6 +11,7 @@ physrisk-lib = ">=0.19.0"
 flask-jwt-extended = "*"
 
 [dev-packages]
+pdm = "*"
 pytest = "*"
 tox = "*"
 black = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 7a17034..cdc99c3 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,1538 +1,1785 @@
 {
-    "_meta": {
-        "hash": {
-            "sha256": "8efba14e0ca7a7c7af790c720c027d748d19dbeff115443510e66488246760b1"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.9"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "affine": {
-            "hashes": [
-                "sha256:2e045def1aa29e613c42e801a7e10e0b9bacfed1a7c6af0cadf8843530a15102",
-                "sha256:34b05b070d954c382e56f02c207a372d8a32621a87653cc30cdd31cd7f65799f"
-            ],
-            "version": "==2.3.0"
-        },
-        "aiobotocore": {
-            "hashes": [
-                "sha256:00fd7f43cc0484d8ed274fd0be492aa16a7fea679dbea96a602bb722ca4c2d22",
-                "sha256:132a7ccae3bbd35d44dce84a0f4bd77cdac8653f676575afba10ce4879605836"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.1.2"
-        },
-        "aiohttp": {
-            "hashes": [
-                "sha256:05857848da443c8c12110d99285d499b4e84d59918a21132e45c3f0804876994",
-                "sha256:05a183f1978802588711aed0dea31e697d760ce9055292db9dc1604daa9a8ded",
-                "sha256:09f23292d29135025e19e8ff4f0a68df078fe4ee013bca0105b2e803989de92d",
-                "sha256:11ca808f9a6b63485059f5f6e164ef7ec826483c1212a44f268b3653c91237d8",
-                "sha256:1736d87dad8ef46a8ec9cddd349fa9f7bd3a064c47dd6469c0d6763d3d49a4fc",
-                "sha256:1df43596b826022b14998f0460926ce261544fedefe0d2f653e1b20f49e96454",
-                "sha256:23170247ef89ffa842a02bbfdc425028574d9e010611659abeb24d890bc53bb8",
-                "sha256:2779f5e7c70f7b421915fd47db332c81de365678180a9f3ab404088f87ba5ff9",
-                "sha256:28185e36a78d247c55e9fbea2332d16aefa14c5276a582ce7a896231c6b1c208",
-                "sha256:2cbc14a13fb6b42d344e4f27746a4b03a2cb0c1c3c5b932b0d6ad8881aa390e3",
-                "sha256:2d71abc15ff7047412ef26bf812dfc8d0d1020d664617f4913df2df469f26b76",
-                "sha256:2d820162c8c2bdbe97d328cd4f417c955ca370027dce593345e437b2e9ffdc4d",
-                "sha256:317719d7f824eba55857fe0729363af58e27c066c731bc62cd97bc9c3d9c7ea4",
-                "sha256:35a68cd63ca6aaef5707888f17a70c36efe62b099a4e853d33dc2e9872125be8",
-                "sha256:3607375053df58ed6f23903aa10cf3112b1240e8c799d243bbad0f7be0666986",
-                "sha256:366bc870d7ac61726f32a489fbe3d1d8876e87506870be66b01aeb84389e967e",
-                "sha256:3abf0551874fecf95f93b58f25ef4fc9a250669a2257753f38f8f592db85ddea",
-                "sha256:3d7f6235c7475658acfc1769d968e07ab585c79f6ca438ddfecaa9a08006aee2",
-                "sha256:3dd8119752dd30dd7bca7d4bc2a92a59be6a003e4e5c2cf7e248b89751b8f4b7",
-                "sha256:42fe4fd9f0dfcc7be4248c162d8056f1d51a04c60e53366b0098d1267c4c9da8",
-                "sha256:45820ddbb276113ead8d4907a7802adb77548087ff5465d5c554f9aa3928ae7d",
-                "sha256:4790e44f46a4aa07b64504089def5744d3b6780468c4ec3a1a36eb7f2cae9814",
-                "sha256:4afa8f71dba3a5a2e1e1282a51cba7341ae76585345c43d8f0e624882b622218",
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+      ],
+      "markers": "python_version >= '3.6'",
+      "version": "==6.0.1"
+    },
+    "requests": {
+      "hashes": [
+        "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61",
+        "sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d"
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+      "version": "==2.27.1"
+    },
+    "requests-toolbelt": {
+      "hashes": [
+        "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6",
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+    },
+    "resolvelib": {
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+    },
+    "setuptools": {
+      "hashes": [
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+      ],
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+      "version": "==69.0.1"
+    },
+    "shellingham": {
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+        "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"
+      ],
+      "markers": "python_version >= '3.7'",
+      "version": "==1.5.4"
+    },
+    "tomli": {
+      "hashes": [
+        "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
+        "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
+      ],
+      "markers": "python_version < '3.11'",
+      "version": "==2.0.1"
+    },
+    "tomlkit": {
+      "hashes": [
+        "sha256:75baf5012d06501f07bee5bf8e801b9f343e7aac5a92581f20f80ce632e6b5a4",
+        "sha256:b0a645a9156dc7cb5d3a1f0d4bab66db287fcb8e0430bdd4664a095ea16414ba"
+      ],
+      "markers": "python_version >= '3.7'",
+      "version": "==0.12.3"
+    },
+    "tox": {
+      "hashes": [
+        "sha256:5039f68276461fae6a9452a3b2c7295798f00a0e92edcd9a3b78ba1a73577951",
+        "sha256:599af5e5bb0cad0148ac1558a0b66f8fff219ef88363483b8d92a81e4246f28f"
+      ],
+      "index": "pypi",
+      "markers": "python_version >= '3.8'",
+      "version": "==4.11.3"
+    },
+    "typing-extensions": {
+      "hashes": [
+        "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0",
+        "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"
+      ],
+      "markers": "python_version >= '3.8'",
+      "version": "==4.8.0"
+    },
+    "unearth": {
+      "hashes": [
+        "sha256:4caad941b60f51e50fdc109866234d407910aef77f1233aa1b6b5d168c7427ee",
+        "sha256:a5a5c51ca44965cbe3618116bd592bb0bbe3705af5fe14e5792660d904aad7c8"
+      ],
+      "markers": "python_version >= '3.7'",
+      "version": "==0.12.1"
+    },
+    "urllib3": {
+      "hashes": [
+        "sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07",
+        "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"
+      ],
+      "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+      "version": "==1.26.18"
+    },
+    "virtualenv": {
+      "hashes": [
+        "sha256:02ece4f56fbf939dbbc33c0715159951d6bf14aaf5457b092e4548e1382455af",
+        "sha256:520d056652454c5098a00c0f073611ccbea4c79089331f60bf9d7ba247bb7381"
+      ],
+      "markers": "python_version >= '3.7'",
+      "version": "==20.24.6"
+    },
+    "zipp": {
+      "hashes": [
+        "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31",
+        "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"
+      ],
+      "markers": "python_version >= '3.8'",
+      "version": "==3.17.0"
     }
+  }
 }
diff --git a/README.md b/README.md
index 1ea31ba..7743710 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,5 @@
 # physrisk-api
+
 API service for the OS-Climate physical risk tool
 
 ![Build Status](https://github.com/os-climate/physrisk-api/actions/workflows/ci.yml/badge.svg?branch=main)
@@ -6,5 +7,6 @@ API service for the OS-Climate physical risk tool
 - [Source](https://github.com/os-climate/physrisk-api)
 
 ## License
+
 This program is free software: you can redistribute it and/or modify
 it under the terms of the Apache 2.0 License as published by Apache.
diff --git a/docker-compose.yml b/docker-compose.yml
index ed5b906..42ffe7c 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,3 +1,4 @@
+---
 version: '2'
 
 services:
@@ -12,6 +13,6 @@ services:
     build: ./nginx
     container_name: nginx
     ports:
-      - "8443:8443"
+      - '8443:8443'
     depends_on:
       - web
diff --git a/scripts/pipaudit.sh b/scripts/pipaudit.sh
new file mode 100755
index 0000000..754e087
--- /dev/null
+++ b/scripts/pipaudit.sh
@@ -0,0 +1,42 @@
+#!/bin/bash
+
+# set -x
+
+status_code="0"
+
+# Process commmand-line arguments
+if [ $# -eq 0 ]; then
+    TARGET=$(pwd)
+elif [ $# -ge 1 ]; then
+    TARGET="$*"
+fi
+
+cleanup_tmp() {
+    # Only clean the temp directory if it was used
+    if [ -f /tmp/"${TAPLO_BIN}" ] || [ -f /tmp/"${TAPLO_GZIP}" ]; then
+        echo "Cleaning up..."
+        rm /tmp/"${TAPLO_BIN}"*
+    fi
+}
+
+install_pipaudit() {
+    pip install --upgrade pip-audit || true
+    AUDIT_BIN=$(which pip-audit)
+    if [ ! -x "${AUDIT_BIN}" ]; then
+        echo "Install failed: pip-audit tool could not be installed [pip-audit]"
+        status_code="1"
+    else
+        # To avoid execution when sourcing this script for testing
+        [ "$0" = "${BASH_SOURCE[0]}" ] && pip-audit "$*"
+    fi
+}
+
+AUDIT_BIN=$(which pip-audit)
+if [ ! -x "${AUDIT_BIN}" ]; then
+    install_pipaudit "$0"
+else
+    pip-audit "${TARGET}"
+fi
+
+cleanup_tmp
+exit $status_code