diff --git a/.gitea/workflows/ci.yml b/.gitea/workflows/ci.yml
index d9adbc9..33129e4 100644
--- a/.gitea/workflows/ci.yml
+++ b/.gitea/workflows/ci.yml
@@ -23,6 +23,16 @@ jobs:
 
       - name: Install uv
         uses: astral-sh/setup-uv@v3
+        with:
+          enable-cache: true
+
+      - name: Cache Python toolchain
+        uses: actions/cache@v4
+        with:
+          path: /opt/hostedtoolcache/Python
+          key: python-${{ matrix.python-version }}-${{ runner.os }}
+          restore-keys: |
+            python-${{ matrix.python-version }}-
 
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
@@ -64,6 +74,16 @@ jobs:
 
       - name: Install uv
         uses: astral-sh/setup-uv@v3
+        with:
+          enable-cache: true
+
+      - name: Cache Python toolchain
+        uses: actions/cache@v4
+        with:
+          path: /opt/hostedtoolcache/Python
+          key: python-3.13-${{ runner.os }}
+          restore-keys: |
+            python-3.13-
 
       - name: Set up Python
         uses: actions/setup-python@v5