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diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
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+name: "CodeQL"
+
+on:
+  push:
+    branches: [stable, dev]
+  pull_request:
+    branches: [stable, dev]
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+    container: # We use a previous image as it's expected to have all the dependencies
+      image: docker.io/aflplusplus/aflplusplus:dev
+    steps:
+      - name: Fix for using external repo in container build # https://github.com/actions/checkout/issues/760
+        run: git config --global --add safe.directory /__w/AFLplusplus/AFLplusplus
+      - name: Checkout
+        uses: actions/checkout@v3
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v2
+        with:
+          languages: cpp, python
+      - name: Build AFLplusplus # Rebuild because CodeQL needs to monitor the build process
+        env:
+          CC: gcc # These are symlinked to the version used in the container build
+          CXX: g++
+        run: make -i distrib # Best effort using -i
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v2