diff --git a/.github/workflows/codeql.yaml b/.github/workflows/codeql.yaml
new file mode 100644
index 0000000..e828331
--- /dev/null
+++ b/.github/workflows/codeql.yaml
@@ -0,0 +1,44 @@
+name: CodeQL Extended
+
+on:
+  pull_request:
+  schedule:
+    - cron: '0 9 * * 1' # Monday morning at 9am
+
+jobs:
+  analyze:
+    name: Analyze Python code
+    runs-on: ubuntu-latest
+    timeout-minutes: 360
+    permissions:
+      security-events: write
+      packages: read
+      actions: read
+      contents: read
+
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [3.11, 3.12, 3.13]
+
+    steps:
+    - uses: actions/checkout@v5
+
+    # Set up Python for each version specified in the matrix
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    # Initialize CodeQL with the current Python version
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@v4
+      with:
+        languages: python
+        build-mode: none
+        queries: security-extended
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@v4
+      with:
+        category: "/language:python"
\ No newline at end of file
diff --git a/csvw-safe-library/README.md b/csvw-safe-library/README.md
index efb8b45..bc9f458 100644
--- a/csvw-safe-library/README.md
+++ b/csvw-safe-library/README.md
@@ -1,5 +1,16 @@
 # CSVW-SAFE Utility Library
 
+![GitHub License](https://img.shields.io/github/license/dscc-admin-ch/csvw-safe)
+
+![PyPI - Python Version](https://img.shields.io/pypi/pyversions/csvw-safe)
+[![Documentation](https://img.shields.io/badge/docs-Read%20the%20Docs-blue)](https://dscc-admin-ch.github.io/csvw-safe-docs/index.html)
+
+[![Coverage](https://raw.githubusercontent.com/dscc-admin-ch/csvw-safe/python-coverage-comment-action-data/badge.svg)](https://htmlpreview.github.io/?https://github.com/dscc-admin-ch/csvw-safe/blob/python-coverage-comment-action-data/htmlcov/index.html)
+
+[![CodeQL](https://github.com/dscc-admin-ch/csvw-safe/actions/workflows/codeql.yml/badge.svg)](https://github.com/dscc-admin-ch/csvw-safe/actions/workflows/codeql.yml)
+
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+
 This library provides Python utilities for generating, validating, and testing CSVW-SAFE metadata and associated dummy datasets for differential privacy (DP) development and safe data modeling workflows.
 
 It includes five main scripts: