diff --git a/.gitea/workflows/ci.yml b/.gitea/workflows/ci.yml
index 228cb87..0c8fd0d 100644
--- a/.gitea/workflows/ci.yml
+++ b/.gitea/workflows/ci.yml
@@ -51,12 +51,14 @@ jobs:
           sudo apt update
           sudo apt install -y docker.io
 
-      - name: 安装 Docker Compose 插件
+      - name: 安装 Docker Compose（直接下载二进制文件）
         run: |
-          sudo apt update
-          sudo apt install -y docker-compose-plugin
-          docker compose version
+          COMPOSE_VERSION=v2.23.0
+          sudo curl -L "https://ghproxy.com/https://github.com/docker/compose/releases/download/${COMPOSE_VERSION}/docker-compose-$(uname -s)-$(uname -m)" \
+            -o /usr/local/bin/docker-compose
+          sudo chmod +x /usr/local/bin/docker-compose
+          docker-compose --version
 
       - name: 构建 Docker 镜像
         run: |
-          docker compose build
\ No newline at end of file
+          docker-compose build
\ No newline at end of file