diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml
index a45bc55ef..7e13963ec 100644
--- a/.github/workflows/docker-image.yml
+++ b/.github/workflows/docker-image.yml
@@ -1,9 +1,10 @@
-name: Docker Build and Push
+name: Docker CI
 
 on:
   push:
     branches:
       - master
+      - develop
     tags:
       - "v*.*.*"
       - "v*"
@@ -11,47 +12,59 @@ on:
       - "*.*.*-*"
   workflow_dispatch: # 允许手动触发工作流
 
-# Workflow's jobs
 jobs:
   build-amd64:
-    name: Build AMD64 Image
+    name: 构建 AMD64 镜像
     runs-on: ubuntu-24.04
     outputs:
       digest: ${{ steps.build.outputs.digest }}
     steps:
-      - name: Check out git repository
+      - name: 检出 Git 仓库
         uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
-      # Clone required dependencies
-      - name: Clone maim_message
-        run: git clone https://github.com/MaiM-with-u/maim_message maim_message
+      - name: 克隆 maim_message
+        uses: actions/checkout@v4
+        with:
+          repository: MaiM-with-u/maim_message
+          path: maim_message
 
-      - name: Clone lpmm
-        run: git clone https://github.com/MaiM-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
+      - name: 克隆 MaiMBot-LPMM
+        uses: actions/checkout@v4
+        with:
+          repository: MaiM-with-u/MaiMBot-LPMM
+          path: MaiMBot-LPMM
 
-      - name: Set up Docker Buildx
+      - name: 设置 Docker Buildx
         uses: docker/setup-buildx-action@v3
         with:
           buildkitd-flags: --debug
 
-      # Log in docker hub
-      - name: Log in to Docker Hub
+      - name: 登录到 Docker Hub
         uses: docker/login-action@v3
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
-      # Generate metadata for Docker images
-      - name: Docker meta
+      - name: Docker 元数据
         id: meta
         uses: docker/metadata-action@v5
         with:
           images: ${{ secrets.DOCKERHUB_USERNAME }}/maibot
 
-      # Build and push AMD64 image by digest
-      - name: Build and push AMD64
+      - name: 动态生成镜像标签
+        id: tag
+        run: |
+          if [ "$GITHUB_REF" == "refs/heads/master" ]; then
+            echo "tag=latest" >> $GITHUB_ENV
+          elif [ "$GITHUB_REF" == "refs/heads/develop" ]; then
+            echo "tag=dev" >> $GITHUB_ENV
+          else
+            echo "tag=${{ github.ref_name }}" >> $GITHUB_ENV
+          fi
+
+      - name: 构建并推送 AMD64 镜像
         id: build
         uses: docker/build-push-action@v5
         with:
@@ -61,102 +74,8 @@ jobs:
           file: ./Dockerfile
           cache-from: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/maibot:amd64-buildcache
           cache-to: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/maibot:amd64-buildcache,mode=max
-          outputs: type=image,name=${{ secrets.DOCKERHUB_USERNAME }}/maibot,push-by-digest=true,name-canonical=true,push=true
+          outputs: type=image,name=${{ secrets.DOCKERHUB_USERNAME }}/maibot:${{ env.tag }},name-canonical=true,push=true
           build-args: |
             BUILD_DATE=$(date -u +'%Y-%m-%dT%H:%M:%SZ')
             VCS_REF=${{ github.sha }}
-
-  build-arm64:
-    name: Build ARM64 Image
-    runs-on: ubuntu-24.04-arm
-    outputs:
-      digest: ${{ steps.build.outputs.digest }}
-    steps:
-      - name: Check out git repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-
-      # Clone required dependencies
-      - name: Clone maim_message
-        run: git clone https://github.com/MaiM-with-u/maim_message maim_message
-
-      - name: Clone lpmm
-        run: git clone https://github.com/MaiM-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-        with:
-          buildkitd-flags: --debug
-
-      # Log in docker hub
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      # Generate metadata for Docker images
-      - name: Docker meta
-        id: meta
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ secrets.DOCKERHUB_USERNAME }}/maibot
-
-      # Build and push ARM64 image by digest
-      - name: Build and push ARM64
-        id: build
-        uses: docker/build-push-action@v5
-        with:
-          context: .
-          platforms: linux/arm64/v8
-          labels: ${{ steps.meta.outputs.labels }}
-          file: ./Dockerfile
-          cache-from: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/maibot:arm64-buildcache
-          cache-to: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/maibot:arm64-buildcache,mode=max
-          outputs: type=image,name=${{ secrets.DOCKERHUB_USERNAME }}/maibot,push-by-digest=true,name-canonical=true,push=true
-          build-args: |
-            BUILD_DATE=$(date -u +'%Y-%m-%dT%H:%M:%SZ')
-            VCS_REF=${{ github.sha }}
-
-  create-manifest:
-    name: Create Multi-Arch Manifest
-    runs-on: ubuntu-24.04
-    needs:
-      - build-amd64
-      - build-arm64
-    steps:
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      # Log in docker hub
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      # Generate metadata for Docker images
-      - name: Docker meta
-        id: meta
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ secrets.DOCKERHUB_USERNAME }}/maibot
-          tags: |
-            type=ref,event=branch
-            type=ref,event=tag
-            type=raw,value=latest,enable=${{ github.ref == 'refs/heads/main' }}
-            type=semver,pattern={{version}}
-            type=semver,pattern={{major}}.{{minor}}
-            type=semver,pattern={{major}}
-            type=sha,prefix=${{ github.ref_name }}-,enable=${{ github.ref_type == 'branch' }}
-
-      - name: Create and Push Manifest
-        run: |
-          # 为每个标签创建多架构镜像
-          for tag in $(echo "${{ steps.meta.outputs.tags }}" | tr '\n' ' '); do
-            echo "Creating manifest for $tag"
-            docker buildx imagetools create -t $tag \
-              ${{ secrets.DOCKERHUB_USERNAME }}/maibot@${{ needs.build-amd64.outputs.digest }} \
-              ${{ secrets.DOCKERHUB_USERNAME }}/maibot@${{ needs.build-arm64.outputs.digest }}
-          done
+            BRANCH_NAME=${{ github.ref_name }}
diff --git a/src/plugins/built_in/maizone_refactored/plugin.py b/src/plugins/built_in/maizone_refactored/plugin.py
index 77c9cef99..90f466f1d 100644
--- a/src/plugins/built_in/maizone_refactored/plugin.py
+++ b/src/plugins/built_in/maizone_refactored/plugin.py
@@ -23,6 +23,7 @@ from .services.image_service import ImageService
 from .services.qzone_service import QZoneService
 from .services.scheduler_service import SchedulerService
 from .services.monitor_service import MonitorService
+from .services.cookie_service import CookieService
 from .services.manager import register_service
 
 logger = get_logger("MaiZone.Plugin")
@@ -68,6 +69,10 @@ class MaiZoneRefactoredPlugin(BasePlugin):
         "schedule": {
             "enable_schedule": ConfigField(type=bool, default=False, description="是否启用定时发送"),
         },
+        "cookie": {
+            "http_fallback_host": ConfigField(type=str, default="127.0.0.1", description="备用Cookie获取服务的主机地址"),
+            "http_fallback_port": ConfigField(type=int, default=8080, description="备用Cookie获取服务的端口"),
+        },
     }
 
     def __init__(self, *args, **kwargs):
@@ -75,7 +80,8 @@ class MaiZoneRefactoredPlugin(BasePlugin):
         
         content_service = ContentService(self.get_config)
         image_service = ImageService(self.get_config)
-        qzone_service = QZoneService(self.get_config, content_service, image_service)
+        cookie_service = CookieService(self.get_config)
+        qzone_service = QZoneService(self.get_config, content_service, image_service, cookie_service)
         scheduler_service = SchedulerService(self.get_config, qzone_service)
         monitor_service = MonitorService(self.get_config, qzone_service)
         
diff --git a/src/plugins/built_in/maizone_refactored/services/cookie_service.py b/src/plugins/built_in/maizone_refactored/services/cookie_service.py
new file mode 100644
index 000000000..a244fdccb
--- /dev/null
+++ b/src/plugins/built_in/maizone_refactored/services/cookie_service.py
@@ -0,0 +1,120 @@
+# -*- coding: utf-8 -*-
+"""
+Cookie服务模块
+负责从多种来源获取、缓存和管理QZone的Cookie。
+"""
+import json
+from pathlib import Path
+from typing import Callable, Optional, Dict
+
+import aiohttp
+from src.common.logger import get_logger
+from src.plugin_system.apis import send_api
+
+logger = get_logger("MaiZone.CookieService")
+
+
+class CookieService:
+    """
+    管理Cookie的获取和缓存，支持多种获取策略。
+    """
+
+    def __init__(self, get_config: Callable):
+        self.get_config = get_config
+        self.cookie_dir = Path(__file__).resolve().parent.parent / "cookies"
+        self.cookie_dir.mkdir(exist_ok=True)
+
+    def _get_cookie_file_path(self, qq_account: str) -> Path:
+        """获取指定QQ账号的cookie文件路径"""
+        return self.cookie_dir / f"cookies-{qq_account}.json"
+
+    def _save_cookies_to_file(self, qq_account: str, cookies: Dict[str, str]):
+        """将Cookie保存到本地文件"""
+        cookie_file_path = self._get_cookie_file_path(qq_account)
+        try:
+            with open(cookie_file_path, "w", encoding="utf-8") as f:
+                json.dump(cookies, f)
+            logger.info(f"Cookie已成功缓存至: {cookie_file_path}")
+        except IOError as e:
+            logger.error(f"无法写入Cookie文件 {cookie_file_path}: {e}")
+
+    def _load_cookies_from_file(self, qq_account: str) -> Optional[Dict[str, str]]:
+        """从本地文件加载Cookie"""
+        cookie_file_path = self._get_cookie_file_path(qq_account)
+        if cookie_file_path.exists():
+            try:
+                with open(cookie_file_path, "r", encoding="utf-8") as f:
+                    return json.load(f)
+            except (IOError, json.JSONDecodeError) as e:
+                logger.error(f"无法读取或解析Cookie文件 {cookie_file_path}: {e}")
+        return None
+
+    async def _get_cookies_from_adapter(self, stream_id: Optional[str]) -> Optional[Dict[str, str]]:
+        """通过Adapter API获取Cookie"""
+        try:
+            params = {"domain": "user.qzone.qq.com"}
+            if stream_id:
+                response = await send_api.adapter_command_to_stream(action="get_cookies", params=params, platform="qq", stream_id=stream_id, timeout=40.0)
+            else:
+                response = await send_api.adapter_command_to_stream(action="get_cookies", params=params, platform="qq", timeout=40.0)
+
+            if response.get("status") == "ok":
+                cookie_str = response.get("data", {}).get("cookies", "")
+                if cookie_str:
+                    return {k.strip(): v.strip() for k, v in (p.split('=', 1) for p in cookie_str.split('; ') if '=' in p)}
+        except Exception as e:
+            logger.error(f"通过Adapter获取Cookie时发生异常: {e}")
+        return None
+
+    async def _get_cookies_from_http(self) -> Optional[Dict[str, str]]:
+        """通过备用HTTP端点获取Cookie"""
+        host = self.get_config("cookie.http_fallback_host")
+        port = self.get_config("cookie.http_fallback_port")
+
+        if not host or not port:
+            return None
+
+        http_url = f"http://{host}:{port}/get_cookies"
+        
+        try:
+            timeout = aiohttp.ClientTimeout(total=15)
+            async with aiohttp.ClientSession() as session:
+                async with session.get(http_url, timeout=timeout) as response:
+                    response.raise_for_status()
+                    # 假设API直接返回JSON格式的cookie
+                    return await response.json()
+        except Exception as e:
+            logger.error(f"通过HTTP备用地址 {http_url} 获取Cookie失败: {e}")
+        return None
+
+    async def get_cookies(self, qq_account: str, stream_id: Optional[str]) -> Optional[Dict[str, str]]:
+        """
+        获取Cookie，按以下顺序尝试：
+        1. Adapter API
+        2. HTTP备用端点
+        3. 本地文件缓存
+        """
+        # 1. 尝试从Adapter获取
+        cookies = await self._get_cookies_from_adapter(stream_id)
+        if cookies:
+            logger.info("成功从Adapter获取Cookie。")
+            self._save_cookies_to_file(qq_account, cookies)
+            return cookies
+
+        # 2. 尝试从HTTP备用端点获取
+        logger.warning("从Adapter获取Cookie失败，尝试使用HTTP备用地址。")
+        cookies = await self._get_cookies_from_http()
+        if cookies:
+            logger.info("成功从HTTP备用地址获取Cookie。")
+            self._save_cookies_to_file(qq_account, cookies)
+            return cookies
+
+        # 3. 尝试从本地文件加载
+        logger.warning("从HTTP备用地址获取Cookie失败，尝试加载本地缓存。")
+        cookies = self._load_cookies_from_file(qq_account)
+        if cookies:
+            logger.info("成功从本地文件加载缓存的Cookie。")
+            return cookies
+
+        logger.error("所有Cookie获取方法均失败。")
+        return None
\ No newline at end of file
diff --git a/src/plugins/built_in/maizone_refactored/services/qzone_service.py b/src/plugins/built_in/maizone_refactored/services/qzone_service.py
index 589c8b34f..de470019b 100644
--- a/src/plugins/built_in/maizone_refactored/services/qzone_service.py
+++ b/src/plugins/built_in/maizone_refactored/services/qzone_service.py
@@ -9,7 +9,6 @@ import json
 import os
 import random
 import time
-from pathlib import Path
 from typing import Callable, Optional, Dict, Any, List, Tuple
 
 import aiohttp
@@ -17,10 +16,11 @@ import bs4
 import json5
 from src.chat.utils.utils_image import get_image_manager
 from src.common.logger import get_logger
-from src.plugin_system.apis import send_api, config_api, person_api
+from src.plugin_system.apis import config_api, person_api
 
 from .content_service import ContentService
 from .image_service import ImageService
+from .cookie_service import CookieService
 
 logger = get_logger("MaiZone.QZoneService")
 
@@ -38,10 +38,11 @@ class QZoneService:
     REPLY_URL = "https://user.qzone.qq.com/proxy/domain/taotao.qzone.qq.com/cgi-bin/emotion_cgi_re_feeds"
 
 
-    def __init__(self, get_config: Callable, content_service: ContentService, image_service: ImageService):
+    def __init__(self, get_config: Callable, content_service: ContentService, image_service: ImageService, cookie_service: CookieService):
         self.get_config = get_config
         self.content_service = content_service
         self.image_service = image_service
+        self.cookie_service = cookie_service
 
     # --- Public Methods (High-Level Business Logic) ---
 
@@ -225,37 +226,8 @@ class QZoneService:
             hash_val += (hash_val << 5) + ord(char)
         return str(hash_val & 2147483647)
 
-    async def _renew_and_load_cookies(self, qq_account: str, stream_id: Optional[str]) -> Optional[Dict[str, str]]:
-        cookie_dir = Path(__file__).resolve().parent.parent / "cookies"
-        cookie_dir.mkdir(exist_ok=True)
-        cookie_file_path = cookie_dir / f"cookies-{qq_account}.json"
-
-        try:
-            params = {"domain": "user.qzone.qq.com"}
-            if stream_id:
-                response = await send_api.adapter_command_to_stream(action="get_cookies", params=params, platform="qq", stream_id=stream_id, timeout=40.0)
-            else:
-                response = await send_api.adapter_command_to_stream(action="get_cookies", params=params, platform="qq", timeout=40.0)
-
-            if response.get("status") == "ok":
-                cookie_str = response.get("data", {}).get("cookies", "")
-                if cookie_str:
-                    parsed_cookies = {k.strip(): v.strip() for k, v in (p.split('=', 1) for p in cookie_str.split('; ') if '=' in p)}
-                    with open(cookie_file_path, "w", encoding="utf-8") as f:
-                        json.dump(parsed_cookies, f)
-                    logger.info(f"Cookie已更新并保存至: {cookie_file_path}")
-                    return parsed_cookies
-
-            if cookie_file_path.exists():
-                with open(cookie_file_path, "r", encoding="utf-8") as f:
-                    return json.load(f)
-            return None
-        except Exception as e:
-            logger.error(f"更新或加载Cookie时发生异常: {e}")
-            return None
-
     async def _get_api_client(self, qq_account: str, stream_id: Optional[str]) -> Optional[Dict]:
-        cookies = await self._renew_and_load_cookies(qq_account, stream_id)
+        cookies = await self.cookie_service.get_cookies(qq_account, stream_id)
         if not cookies: return None
         
         p_skey = cookies.get('p_skey') or cookies.get('p_skey'.upper())