diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml
index e54cdd4e..aefa77d0 100644
--- a/.github/workflows/docker-image.yml
+++ b/.github/workflows/docker-image.yml
@@ -31,6 +31,9 @@ jobs:
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
+        with:
+          driver-opts: |
+            network=host
 
       - name: Login to GitHub Container Registry
         uses: docker/login-action@v3
@@ -60,6 +63,10 @@ jobs:
           tags: |
             ${{ env.IS_VERSION == 'true' && format('ghcr.io/{0}:server_{1},ghcr.io/{0}:server_latest', github.repository, env.VERSION) || format('ghcr.io/{0}:server_latest', github.repository) }}
           platforms: linux/amd64,linux/arm64
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+          build-args: |
+            BUILDKIT_PROGRESS=plain
 
       # 构建 manager-api 镜像
       - name: Build and push manager-web
@@ -70,4 +77,8 @@ jobs:
           push: true
           tags: |
             ${{ env.IS_VERSION == 'true' && format('ghcr.io/{0}:web_{1},ghcr.io/{0}:web_latest', github.repository, env.VERSION) || format('ghcr.io/{0}:web_latest', github.repository) }}
-          platforms: linux/amd64,linux/arm64
\ No newline at end of file
+          platforms: linux/amd64,linux/arm64
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+          build-args: |
+            BUILDKIT_PROGRESS=plain
\ No newline at end of file
diff --git a/Dockerfile-server b/Dockerfile-server
index 6e87f7c0..a12fbb11 100644
--- a/Dockerfile-server
+++ b/Dockerfile-server
@@ -3,10 +3,17 @@ FROM python:3.10-slim AS builder
 
 WORKDIR /app
 
+# 配置pip使用国内镜像源（阿里云）并设置超时和重试
+RUN pip config set global.index-url https://mirrors.aliyun.com/pypi/simple/ && \
+    pip config set global.trusted-host mirrors.aliyun.com && \
+    pip config set global.timeout 120 && \
+    pip config set install.retries 5
+
 COPY main/xiaozhi-server/requirements.txt .
 
-# 安装Python依赖
-RUN pip install --no-cache-dir -r requirements.txt
+# 安装Python依赖，使用并行下载
+RUN pip install --no-cache-dir --upgrade pip setuptools wheel && \
+    pip install --no-cache-dir -r requirements.txt --default-timeout=120 --retries 5
 
 # 第二阶段：生产镜像
 FROM python:3.10-slim