diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 296b8b8..b3f2074 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -28,13 +28,13 @@ jobs:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1  # v7.0.1
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@d1ba80a13dd99fba24a470575428917156a28b43  # v4.37.5
+        uses: github/codeql-action/init@ff2f1c621b7f889edc0d3c761ac2e6a3f8cdb0dd  # v4.37.7
         with:
           languages: python
           queries: security-and-quality
 
       # Python is interpreted — no build step is needed, so autobuild is omitted.
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@d1ba80a13dd99fba24a470575428917156a28b43  # v4.37.5
+        uses: github/codeql-action/analyze@ff2f1c621b7f889edc0d3c761ac2e6a3f8cdb0dd  # v4.37.7
         with:
           category: "/language:python"