diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 4229b72..9bfefe1 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -22,7 +22,7 @@ jobs:
         with:
           go-version-file: go.mod
           cache: true
-      - uses: github/codeql-action/init@f205ea1c3313d32999d8d6a48b4f6530d4437b38 # v4.37.4
+      - uses: github/codeql-action/init@5595ccaf912efad79be6eef63a5619ff05969be3 # v4.37.6
         with:
           languages: go
-      - uses: github/codeql-action/analyze@f205ea1c3313d32999d8d6a48b4f6530d4437b38 # v4.37.4
+      - uses: github/codeql-action/analyze@5595ccaf912efad79be6eef63a5619ff05969be3 # v4.37.6
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f883597..d284798 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,7 @@
 ## v0.14.7 - Unreleased
 
 - Update `modernc.org/sqlite` to v1.56.0 for the SQLite 3.53.3 journal-rollback corruption fix and regenerated platform bindings.
+- Refresh the pinned CodeQL init and analysis actions to v4.37.6.
 
 ## v0.14.6 - 2026-08-06