diff --git a/.gitea/workflows/ci-cd.yml b/.gitea/workflows/ci-cd.yml
index fc33a4af0..0b566181f 100644
--- a/.gitea/workflows/ci-cd.yml
+++ b/.gitea/workflows/ci-cd.yml
@@ -23,19 +23,21 @@ jobs:
           git clone --depth=1 --branch=${GITHUB_REF_NAME} https://api.xiaoxiajianji.com/git/${GITHUB_REPOSITORY}.git .
           git checkout ${GITHUB_SHA}
 
-      - name: Prepare Python environment
+      - name: Install quality tools
         run: |
-          python3 --version
-          python3 -m venv .venv
-          . .venv/bin/activate
-          python -m pip install --upgrade pip
-          python -m pip install black isort mypy flake8 bandit
+          apt-get update
+          DEBIAN_FRONTEND=noninteractive apt-get install -y \
+            python3-black \
+            python3-isort \
+            python3-flake8 \
+            python3-mypy \
+            python3-bandit
 
       - name: Run checks
         run: |
-          . .venv/bin/activate
+          python3 --version
           black --version
-          isort --version
+          isort --version-number
           flake8 --version
           mypy --version
           bandit --version
@@ -54,18 +56,17 @@ jobs:
           git clone --depth=1 --branch=${GITHUB_REF_NAME} https://api.xiaoxiajianji.com/git/${GITHUB_REPOSITORY}.git .
           git checkout ${GITHUB_SHA}
 
-      - name: Prepare test environment
+      - name: Install test tools
         run: |
-          python3 --version
-          python3 -m venv .venv
-          . .venv/bin/activate
-          python -m pip install --upgrade pip
-          python -m pip install pytest pytest-cov pytest-asyncio
+          apt-get update
+          DEBIAN_FRONTEND=noninteractive apt-get install -y \
+            python3-pytest \
+            python3-pytest-cov
 
       - name: Run tests
         run: |
-          . .venv/bin/activate
-          python --version
+          python3 --version
+          pytest --version
           echo "✅ Test environment is ready"
 
   build-summary:
diff --git a/.github/workflows/ci-cd.yml b/.github/workflows/ci-cd.yml
index fc33a4af0..0b566181f 100644
--- a/.github/workflows/ci-cd.yml
+++ b/.github/workflows/ci-cd.yml
@@ -23,19 +23,21 @@ jobs:
           git clone --depth=1 --branch=${GITHUB_REF_NAME} https://api.xiaoxiajianji.com/git/${GITHUB_REPOSITORY}.git .
           git checkout ${GITHUB_SHA}
 
-      - name: Prepare Python environment
+      - name: Install quality tools
         run: |
-          python3 --version
-          python3 -m venv .venv
-          . .venv/bin/activate
-          python -m pip install --upgrade pip
-          python -m pip install black isort mypy flake8 bandit
+          apt-get update
+          DEBIAN_FRONTEND=noninteractive apt-get install -y \
+            python3-black \
+            python3-isort \
+            python3-flake8 \
+            python3-mypy \
+            python3-bandit
 
       - name: Run checks
         run: |
-          . .venv/bin/activate
+          python3 --version
           black --version
-          isort --version
+          isort --version-number
           flake8 --version
           mypy --version
           bandit --version
@@ -54,18 +56,17 @@ jobs:
           git clone --depth=1 --branch=${GITHUB_REF_NAME} https://api.xiaoxiajianji.com/git/${GITHUB_REPOSITORY}.git .
           git checkout ${GITHUB_SHA}
 
-      - name: Prepare test environment
+      - name: Install test tools
         run: |
-          python3 --version
-          python3 -m venv .venv
-          . .venv/bin/activate
-          python -m pip install --upgrade pip
-          python -m pip install pytest pytest-cov pytest-asyncio
+          apt-get update
+          DEBIAN_FRONTEND=noninteractive apt-get install -y \
+            python3-pytest \
+            python3-pytest-cov
 
       - name: Run tests
         run: |
-          . .venv/bin/activate
-          python --version
+          python3 --version
+          pytest --version
           echo "✅ Test environment is ready"
 
   build-summary: