diff --git a/.gitea/workflows/ci-pipeline.yml b/.gitea/workflows/ci-pipeline.yml
index c834c285a..f0ef7186c 100755
--- a/.gitea/workflows/ci-pipeline.yml
+++ b/.gitea/workflows/ci-pipeline.yml
@@ -465,9 +465,16 @@ jobs:
         GITEA_REGISTRY_TOKEN: ${{ secrets.REGISTRY_TOKEN }}
       run: |
         set -eu
-        printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin
-        docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"
-        echo "Docker login successful"
+        # Docker login 带重试（网络波动时自动重试）
+        for i in 1 2 3; do
+          echo "=== Docker login 尝试 $i/3 ==="
+          if printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin              && docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"; then
+            echo "✅ Docker login successful"
+            break
+          fi
+          echo "❌ Docker login 失败（尝试 $i/3），5s 后重试..."
+          sleep 5
+        done
     - name: Setup cache strategy
       shell: sh
       run: |
@@ -589,9 +596,16 @@ jobs:
         GITEA_REGISTRY_TOKEN: ${{ secrets.REGISTRY_TOKEN }}
       run: |
         set -eu
-        printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin
-        docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"
-        echo "Docker login successful"
+        # Docker login 带重试（网络波动时自动重试）
+        for i in 1 2 3; do
+          echo "=== Docker login 尝试 $i/3 ==="
+          if printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin              && docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"; then
+            echo "✅ Docker login successful"
+            break
+          fi
+          echo "❌ Docker login 失败（尝试 $i/3），5s 后重试..."
+          sleep 5
+        done
     - name: Install SSH client
       if: success()
       shell: sh
@@ -858,9 +872,16 @@ jobs:
         GITEA_REGISTRY_TOKEN: ${{ secrets.REGISTRY_TOKEN }}
       run: |
         set -eu
-        printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin
-        docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"
-        echo "Docker login successful"
+        # Docker login 带重试（网络波动时自动重试）
+        for i in 1 2 3; do
+          echo "=== Docker login 尝试 $i/3 ==="
+          if printf '%s' "${ACR_PASSWORD}" | docker login xiaoxia-registry.cn-hangzhou.cr.aliyuncs.com -u "${ACR_USERNAME}" --password-stdin              && docker login git.xiaoxiajianji.com -u "${GITEA_REGISTRY_USER}" -p "${GITEA_REGISTRY_TOKEN}"; then
+            echo "✅ Docker login successful"
+            break
+          fi
+          echo "❌ Docker login 失败（尝试 $i/3），5s 后重试..."
+          sleep 5
+        done
     - name: Setup cache strategy
       shell: sh
       run: |
diff --git a/.gitea/workflows/ci-trigger-monitor.yml b/.gitea/workflows/ci-trigger-monitor.yml
index eac6df81d..4a0292353 100644
--- a/.gitea/workflows/ci-trigger-monitor.yml
+++ b/.gitea/workflows/ci-trigger-monitor.yml
@@ -21,6 +21,10 @@ jobs:
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
+        # 网络波动自动重试2次
+        retry:
+          max_attempts: 2
+          retry_on: error
       
       - name: Check CI trigger status for all open PRs
         env:
diff --git a/.gitea/workflows/code-review.yml b/.gitea/workflows/code-review.yml
index 07daa8bd5..b961b9971 100644
--- a/.gitea/workflows/code-review.yml
+++ b/.gitea/workflows/code-review.yml
@@ -25,6 +25,10 @@ jobs:
         uses: actions/checkout@v3
         with:
           fetch-depth: 0
+        # 网络波动自动重试2次
+        retry:
+          max_attempts: 2
+          retry_on: error
 
       - name: Install dependencies
         run: |
@@ -64,3 +68,4 @@ jobs:
           START_TIME=""
           [ -f /tmp/ci_job_start_time ] && START_TIME=$(cat /tmp/ci_job_start_time)
           python3 scripts/ci/ci_trace_report.py --service xiaoxia-saas-ci --status $STATUS --start-time "$START_TIME" || true
+