diff --git a/.forgejo/workflows/build.yaml b/.forgejo/workflows/build.yaml
index 5e68c85..0ab45ab 100644
--- a/.forgejo/workflows/build.yaml
+++ b/.forgejo/workflows/build.yaml
@@ -51,9 +51,10 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
       - name: Set up Python toolchain
-        uses: actions/setup-python@v5
+        uses: https://github.com/actions/setup-python@v5
         with:
-          python-version: 3.13.2
+          python-version: "3.13"
+          cache: pip
       - name: Set up Python environment
         run: pip install -r requirements.txt
       - name: Set up Rust