diff --git a/.forgejo/workflows/build-artifacts.yml b/.forgejo/workflows/build-artifacts.yml
index f36645b..32ca2a8 100644
--- a/.forgejo/workflows/build-artifacts.yml
+++ b/.forgejo/workflows/build-artifacts.yml
@@ -23,7 +23,7 @@ on:
   workflow_dispatch:
 
 env:
-  DEBIAN_VERSION: "13"
+  DEBIAN_VERSION: "13 (Trixie)"
   RUST_VERSION: "1.84.1"
 
 jobs:
@@ -32,7 +32,8 @@ jobs:
     runs-on: ubuntu-latest
     container:
       # Use Debian 13 (Trixie) since this is a Debian-focused project
-      image: debian:13
+      # Note: debian:trixie is the correct tag for Debian 13
+      image: debian:trixie
     steps:
       - name: Setup build environment
         shell: bash
diff --git a/.forgejo/workflows/simple-build.yml b/.forgejo/workflows/simple-build.yml
index 8c40f0f..abef30a 100644
--- a/.forgejo/workflows/simple-build.yml
+++ b/.forgejo/workflows/simple-build.yml
@@ -15,7 +15,8 @@ jobs:
     runs-on: ubuntu-latest
     container:
       # Use Debian 13 (Trixie) since this is a Debian-focused project
-      image: debian:13
+      # Note: debian:trixie is the correct tag for Debian 13
+      image: debian:trixie
     steps:
       - name: Checkout code and setup environment
         run: |