diff --git a/.github/workflows/dependencies.yml b/.github/workflows/dependencies.yml
index cab337b..236b874 100644
--- a/.github/workflows/dependencies.yml
+++ b/.github/workflows/dependencies.yml
@@ -13,7 +13,7 @@ jobs:
       - uses: actions/checkout@v4
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.11'
 
diff --git a/.github/workflows/pyqual-ci.yml b/.github/workflows/pyqual-ci.yml
index 0a923fb..e967274 100644
--- a/.github/workflows/pyqual-ci.yml
+++ b/.github/workflows/pyqual-ci.yml
@@ -29,7 +29,7 @@ jobs:
         token: ${{ secrets.GITHUB_TOKEN }}
 
     - name: Setup Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with: 
         python-version: "3.11"
 
diff --git a/.github/workflows/pyqual-enhanced.yml b/.github/workflows/pyqual-enhanced.yml
index 7c0bf7f..1f66e56 100644
--- a/.github/workflows/pyqual-enhanced.yml
+++ b/.github/workflows/pyqual-enhanced.yml
@@ -43,7 +43,7 @@ jobs:
         fetch-depth: 0  # Full history for better analysis
     
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip'
diff --git a/.github/workflows/pyqual.yml b/.github/workflows/pyqual.yml
index 676082b..41c91d4 100644
--- a/.github/workflows/pyqual.yml
+++ b/.github/workflows/pyqual.yml
@@ -8,7 +8,7 @@ jobs:
     - uses: actions/checkout@v4
       with: {fetch-depth: 0}
 
-    - uses: actions/setup-python@v5
+    - uses: actions/setup-python@v6
       with: {python-version: "3.11"}
 
     - uses: actions/setup-node@v4