diff --git a/scripts/regenerate_missing.py b/scripts/regenerate_missing.py
new file mode 100644
index 0000000..33369ae
--- /dev/null
+++ b/scripts/regenerate_missing.py
@@ -0,0 +1,504 @@
+import os
+import sys
+import json
+import argparse
+import logging
+import shutil
+from typing import List, Dict, Any, Tuple, Optional, Set
+# python scripts/regenerate_missing.py --run_dir /root/autodl-tmp/TravelContentCreator/result/2025-05-12_21-36-33 --config poster_gen_config.json
+# 添加项目根目录到系统路径
+sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+# 导入所需的模块
+from utils.output_handler import FileSystemOutputHandler
+from utils.poster_notes_creator import select_additional_images
+from utils.tweet_generator import generate_posters_for_topic, generate_content_for_topic
+from core.topic_parser import TopicParser
+from core.ai_agent import AI_Agent
+from utils.prompt_manager import PromptManager
+
+def load_config(config_path="poster_gen_config.json"):
+    """加载配置文件"""
+    if not os.path.exists(config_path):
+        logging.error(f"错误：配置文件 '{config_path}' 不存在")
+        return None
+        
+    try:
+        with open(config_path, 'r', encoding='utf-8') as f:
+            config = json.load(f)
+        return config
+    except Exception as e:
+        logging.error(f"加载配置文件时出错: {e}")
+        return None
+
+def check_content_status(run_dir: str, topic_indices: List[int], variants_count: int) -> Dict:
+    """
+    检查所有主题和变体的内容状态
+    
+    Args:
+        run_dir: 运行目录路径
+        topic_indices: 所有主题索引列表
+        variants_count: 每个主题应有的变体数量
+        
+    Returns:
+        Dict: 包含所有主题变体内容状态的字典
+    """
+    status = {}
+    
+    for topic_index in topic_indices:
+        status[topic_index] = {}
+        
+        for variant_index in range(1, variants_count + 1):
+            variant_key = f"{topic_index}_{variant_index}"
+            topic_dir = os.path.join(run_dir, variant_key)
+            
+            # 如果变体目录不存在，则标记为完全缺失
+            if not os.path.exists(topic_dir):
+                status[topic_index][variant_index] = {
+                    "exists": False,
+                    "has_content": False,
+                    "has_poster": False,
+                    "has_additional": False
+                }
+                continue
+            
+            # 变体目录存在，检查内容
+            content_file = os.path.join(topic_dir, "tweet_content.json")
+            poster_dir = os.path.join(topic_dir, "poster")
+            
+            # 检查海报图片和元数据
+            has_poster_image = False
+            has_poster_metadata = False
+            has_additional_images = False
+            
+            if os.path.exists(poster_dir):
+                poster_files = [f for f in os.listdir(poster_dir) 
+                              if f.endswith(".jpg") and not f.startswith("additional_")]
+                has_poster_image = len(poster_files) > 0
+                
+                metadata_files = [f for f in os.listdir(poster_dir) 
+                                if f.endswith("_metadata.json")]
+                has_poster_metadata = len(metadata_files) > 0
+                
+                additional_files = [f for f in os.listdir(poster_dir) 
+                                  if f.startswith("additional_") and f.endswith(".jpg")]
+                has_additional_images = len(additional_files) > 0
+            
+            # 记录状态
+            status[topic_index][variant_index] = {
+                "exists": True,
+                "has_content": os.path.exists(content_file),
+                "has_poster": has_poster_image and has_poster_metadata,
+                "has_additional": has_additional_images
+            }
+    
+    return status
+
+def regenerate_missing_content(run_dir: str, config: Dict):
+    """重新生成缺失的海报和配图，包括完全缺失的变体"""
+    run_id = os.path.basename(run_dir)
+    logging.info(f"处理运行ID: {run_id}")
+    
+    # 创建输出处理器
+    output_handler = FileSystemOutputHandler(config.get("output_dir", "result"))
+    
+    # 加载主题文件
+    topics_file = os.path.join(run_dir, f"tweet_topic_{run_id}.json")
+    if not os.path.exists(topics_file):
+        alternative_topics_file = os.path.join(run_dir, "tweet_topic.json")
+        if not os.path.exists(alternative_topics_file):
+            logging.error(f"主题文件不存在: {topics_file} 或 {alternative_topics_file}")
+            return
+        topics_file = alternative_topics_file
+    
+    logging.info(f"使用主题文件: {topics_file}")
+    topics_list = TopicParser.load_topics_from_json(topics_file)
+    if not topics_list:
+        logging.error("无法加载主题列表")
+        return
+    
+    # 获取所有主题索引和应有的变体数量
+    topic_indices = [topic.get('index') for topic in topics_list if topic.get('index')]
+    variants_count = config.get("variants", 1)
+    
+    logging.info(f"找到 {len(topic_indices)} 个主题，每个主题应有 {variants_count} 个变体")
+    
+    # 检查所有主题和变体的内容状态
+    content_status = check_content_status(run_dir, topic_indices, variants_count)
+    
+    # 统计需要处理的内容
+    missing_variants = []
+    incomplete_variants = []
+    
+    for topic_index in content_status:
+        for variant_index in content_status[topic_index]:
+            status = content_status[topic_index][variant_index]
+            variant_key = f"{topic_index}_{variant_index}"
+            
+            if not status["exists"]:
+                missing_variants.append((topic_index, variant_index))
+                logging.info(f"变体 {variant_key} 完全不存在，需要创建")
+            elif not (status["has_poster"] and status["has_additional"]):
+                incomplete_variants.append((topic_index, variant_index))
+                logging.info(f"变体 {variant_key} 不完整：海报={status['has_poster']} 配图={status['has_additional']}")
+    
+    logging.info(f"需要创建 {len(missing_variants)} 个完全缺失的变体，补充 {len(incomplete_variants)} 个不完整的变体")
+    
+    # 如果需要创建内容，则初始化AI代理
+    if missing_variants:
+        # 创建PromptManager实例
+        try:
+            prompt_manager = PromptManager(
+                topic_system_prompt_path=config.get("topic_system_prompt"),
+                topic_user_prompt_path=config.get("topic_user_prompt"),
+                content_system_prompt_path=config.get("content_system_prompt"),
+                prompts_config=config.get("prompts_config"),
+                resource_dir_config=config.get("resource_dir", []),
+                topic_gen_num=config.get("num", 1),
+                topic_gen_date=config.get("date", ""),
+                content_judger_system_prompt_path=config.get("content_judger_system_prompt")
+            )
+            logging.info("PromptManager实例创建成功")
+        except Exception as e:
+            logging.error(f"创建PromptManager实例失败: {e}")
+            return
+        
+        # 创建AI代理
+        try:
+            request_timeout = config.get("request_timeout", 180)
+            max_retries = config.get("max_retries", 3)
+            stream_chunk_timeout = config.get("stream_chunk_timeout", 30)
+            
+            ai_agent = AI_Agent(
+                config.get("api_url"),
+                config.get("model"),
+                config.get("api_key"),
+                timeout=request_timeout,
+                max_retries=max_retries,
+                stream_chunk_timeout=stream_chunk_timeout,
+            )
+            logging.info("AI代理创建成功")
+        except Exception as e:
+            logging.error(f"创建AI代理失败: {e}")
+            return
+    else:
+        ai_agent = None
+        prompt_manager = None
+    
+    # 读取配置参数
+    poster_assets_dir = config.get("poster_assets_base_dir")
+    img_base_dir = config.get("image_base_dir")
+    res_dir_config = config.get("resource_dir", [])
+    poster_size = tuple(config.get("poster_target_size", [900, 1200]))
+    txt_possibility = config.get("text_possibility", 0.3)
+    img_frame_possibility = config.get("img_frame_possibility", 0.7)
+    text_bg_possibility = config.get("text_bg_possibility", 0)
+    collage_subdir = config.get("output_collage_subdir", "collage_img")
+    poster_subdir = config.get("output_poster_subdir", "poster")
+    poster_filename = config.get("output_poster_filename", "poster.jpg")
+    poster_content_system_prompt_path = config.get("poster_content_system_prompt")
+    collage_style = config.get("collage_style")
+    title_possibility = config.get("title_possibility", 0.3)
+    request_timeout = config.get("request_timeout", 180)
+    additional_images_count = config.get("additional_images_count", 3)
+    
+    # 获取图像选择配置参数
+    image_selection_config = config.get("image_selection", {})
+    variation_strength = image_selection_config.get("variation_strength", "medium")
+    extra_effects = image_selection_config.get("extra_effects", True)
+    
+    # 检查关键配置
+    if not poster_assets_dir or not img_base_dir or not poster_content_system_prompt_path:
+        logging.error("缺少关键配置参数")
+        return
+    
+    # 读取海报内容系统提示词
+    with open(poster_content_system_prompt_path, "r", encoding="utf-8") as f:
+        poster_content_system_prompt = f.read()
+    
+    # 构建主题索引到主题项的映射
+    topic_map = {topic.get('index'): topic for topic in topics_list if topic.get('index')}
+    
+    # 1. 处理完全缺失的变体
+    if missing_variants and ai_agent and prompt_manager:
+        for topic_index, variant_index in missing_variants:
+            variant_key = f"{topic_index}_{variant_index}"
+            logging.info(f"创建完全缺失的变体: {variant_key}")
+            
+            topic_item = topic_map.get(topic_index)
+            if not topic_item:
+                logging.error(f"找不到主题 {topic_index} 的数据，跳过")
+                continue
+            
+            # 1.1 复制已有变体的内容文件（如果存在）
+            content_copied = False
+            for existing_variant in range(1, variants_count + 1):
+                if existing_variant == variant_index:
+                    continue
+                
+                existing_dir = os.path.join(run_dir, f"{topic_index}_{existing_variant}")
+                existing_content = os.path.join(existing_dir, "tweet_content.json")
+                
+                if os.path.exists(existing_content):
+                    # 创建变体目录
+                    new_variant_dir = os.path.join(run_dir, variant_key)
+                    os.makedirs(new_variant_dir, exist_ok=True)
+                    
+                    # 复制内容文件
+                    new_content_file = os.path.join(new_variant_dir, "tweet_content.json")
+                    shutil.copy2(existing_content, new_content_file)
+                    logging.info(f"已从变体 {topic_index}_{existing_variant} 复制内容文件到 {variant_key}")
+                    content_copied = True
+                    break
+            
+            # 1.2 如果没有可复制的内容，则生成新内容
+            if not content_copied:
+                logging.info(f"为变体 {variant_key} 生成新内容...")
+                
+                # 只为当前变体生成内容
+                content_success = generate_content_for_topic(
+                    ai_agent,
+                    prompt_manager,
+                    topic_item,
+                    run_id,
+                    topic_index,
+                    output_handler,
+                    variants=1,
+                    variant_start_index=variant_index,
+                    temperature=config.get("content_temperature", 0.3),
+                    top_p=config.get("content_top_p", 0.4),
+                    presence_penalty=config.get("content_presence_penalty", 1.5),
+                    enable_content_judge=config.get("enable_content_judge", False)
+                )
+                
+                if not content_success:
+                    logging.error(f"为变体 {variant_key} 生成内容失败，跳过后续处理")
+                    continue
+                
+                logging.info(f"已为变体 {variant_key} 生成内容")
+            
+            # 1.3 生成海报
+            logging.info(f"为变体 {variant_key} 生成海报...")
+            
+            try:
+                posters_attempted = generate_posters_for_topic(
+                    topic_item=topic_item,
+                    output_dir=config["output_dir"],
+                    run_id=run_id,
+                    topic_index=topic_index,
+                    output_handler=output_handler,
+                    model_name=config["model"],
+                    base_url=config["api_url"],
+                    api_key=config["api_key"],
+                    variants=1,  # 只生成一个变体
+                    variant_start_index=variant_index,  # 从指定变体索引开始
+                    title_possibility=title_possibility,
+                    poster_assets_base_dir=poster_assets_dir,
+                    image_base_dir=img_base_dir,
+                    resource_dir_config=res_dir_config,
+                    poster_target_size=poster_size,
+                    text_possibility=txt_possibility,
+                    img_frame_possibility=img_frame_possibility,
+                    text_bg_possibility=text_bg_possibility,
+                    output_collage_subdir=collage_subdir,
+                    output_poster_subdir=poster_subdir,
+                    output_poster_filename=poster_filename,
+                    system_prompt=poster_content_system_prompt,
+                    collage_style=collage_style,
+                    timeout=request_timeout
+                )
+                
+                if posters_attempted:
+                    logging.info(f"变体 {variant_key} 海报生成完成")
+                else:
+                    logging.warning(f"变体 {variant_key} 海报生成失败")
+                    continue
+                
+            except Exception as e:
+                logging.exception(f"生成海报时出错: {e}")
+                continue
+            
+            # 1.4 生成额外配图
+            topic_dir = os.path.join(run_dir, variant_key)
+            poster_dir = os.path.join(topic_dir, poster_subdir)
+            
+            if not os.path.exists(poster_dir):
+                logging.warning(f"海报目录不存在: {poster_dir}，无法生成配图")
+                continue
+            
+            try:
+                metadata_files = [f for f in os.listdir(poster_dir) 
+                                if f.endswith("_metadata.json") and os.path.isfile(os.path.join(poster_dir, f))]
+                
+                if metadata_files:
+                    poster_metadata_path = os.path.join(poster_dir, metadata_files[0])
+                    logging.info(f"为变体 {variant_key} 生成额外配图，使用元数据: {poster_metadata_path}")
+                    
+                    try:
+                        object_name = topic_item.get("object", "").split(".")[0].replace("景点信息-", "").strip()
+                        source_image_dir = os.path.join(img_base_dir, object_name)
+                        
+                        if os.path.exists(source_image_dir) and os.path.isdir(source_image_dir):
+                            additional_paths = select_additional_images(
+                                run_id=run_id,
+                                topic_index=topic_index,
+                                variant_index=variant_index,
+                                poster_metadata_path=poster_metadata_path,
+                                source_image_dir=source_image_dir,
+                                num_additional_images=additional_images_count,
+                                output_handler=output_handler,
+                                variation_strength=variation_strength,
+                                extra_effects=extra_effects
+                            )
+                            
+                            if additional_paths:
+                                logging.info(f"已为变体 {variant_key} 生成 {len(additional_paths)} 张额外配图")
+                            else:
+                                logging.warning(f"未能为变体 {variant_key} 生成任何额外配图")
+                        else:
+                            logging.warning(f"源图像目录不存在: {source_image_dir}")
+                    except Exception as e:
+                        logging.exception(f"生成额外配图时出错: {e}")
+                else:
+                    logging.warning(f"未找到海报元数据文件，无法生成额外配图")
+                    
+            except Exception as e:
+                logging.warning(f"访问海报目录时出错: {e}")
+    
+    # 2. 处理已存在但不完整的变体
+    for topic_index, variant_index in incomplete_variants:
+        variant_key = f"{topic_index}_{variant_index}"
+        topic_dir = os.path.join(run_dir, variant_key)
+        topic_item = topic_map.get(topic_index)
+        
+        if not topic_item:
+            logging.error(f"找不到主题 {topic_index} 的数据，跳过")
+            continue
+        
+        status = content_status[topic_index][variant_index]
+        
+        # 2.1 如果缺少海报，生成海报
+        if not status["has_poster"]:
+            logging.info(f"为变体 {variant_key} 补充生成海报...")
+            
+            try:
+                posters_attempted = generate_posters_for_topic(
+                    topic_item=topic_item,
+                    output_dir=config["output_dir"],
+                    run_id=run_id,
+                    topic_index=topic_index,
+                    output_handler=output_handler,
+                    model_name=config["model"],
+                    base_url=config["api_url"],
+                    api_key=config["api_key"],
+                    variants=1,
+                    variant_start_index=variant_index,
+                    title_possibility=title_possibility,
+                    poster_assets_base_dir=poster_assets_dir,
+                    image_base_dir=img_base_dir,
+                    resource_dir_config=res_dir_config,
+                    poster_target_size=poster_size,
+                    text_possibility=txt_possibility,
+                    img_frame_possibility=img_frame_possibility,
+                    text_bg_possibility=text_bg_possibility,
+                    output_collage_subdir=collage_subdir,
+                    output_poster_subdir=poster_subdir,
+                    output_poster_filename=poster_filename,
+                    system_prompt=poster_content_system_prompt,
+                    collage_style=collage_style,
+                    timeout=request_timeout
+                )
+                
+                if posters_attempted:
+                    logging.info(f"变体 {variant_key} 海报生成完成")
+                    # 更新状态
+                    status["has_poster"] = True
+                else:
+                    logging.warning(f"变体 {variant_key} 海报生成失败")
+                
+            except Exception as e:
+                logging.exception(f"生成海报时出错: {e}")
+        
+        # 2.2 如果有海报但缺少额外配图，生成配图
+        if status["has_poster"] and not status["has_additional"]:
+            poster_dir = os.path.join(topic_dir, poster_subdir)
+            if not os.path.exists(poster_dir):
+                logging.warning(f"海报目录不存在: {poster_dir}，无法生成配图")
+                continue
+            
+            try:
+                metadata_files = [f for f in os.listdir(poster_dir) 
+                                if f.endswith("_metadata.json") and os.path.isfile(os.path.join(poster_dir, f))]
+                
+                if metadata_files:
+                    poster_metadata_path = os.path.join(poster_dir, metadata_files[0])
+                    logging.info(f"为变体 {variant_key} 补充生成额外配图，使用元数据: {poster_metadata_path}")
+                    
+                    try:
+                        object_name = topic_item.get("object", "").split(".")[0].replace("景点信息-", "").strip()
+                        source_image_dir = os.path.join(img_base_dir, object_name)
+                        
+                        if os.path.exists(source_image_dir) and os.path.isdir(source_image_dir):
+                            additional_paths = select_additional_images(
+                                run_id=run_id,
+                                topic_index=topic_index,
+                                variant_index=variant_index,
+                                poster_metadata_path=poster_metadata_path,
+                                source_image_dir=source_image_dir,
+                                num_additional_images=additional_images_count,
+                                output_handler=output_handler,
+                                variation_strength=variation_strength,
+                                extra_effects=extra_effects
+                            )
+                            
+                            if additional_paths:
+                                logging.info(f"已为变体 {variant_key} 生成 {len(additional_paths)} 张额外配图")
+                            else:
+                                logging.warning(f"未能为变体 {variant_key} 生成任何额外配图")
+                        else:
+                            logging.warning(f"源图像目录不存在: {source_image_dir}")
+                    except Exception as e:
+                        logging.exception(f"生成额外配图时出错: {e}")
+                else:
+                    logging.warning(f"未找到海报元数据文件，无法生成额外配图")
+                    
+            except Exception as e:
+                logging.warning(f"访问海报目录时出错: {e}")
+    
+    # 关闭AI代理
+    if ai_agent:
+        ai_agent.close()
+        logging.info("AI代理已关闭")
+
+def main():
+    parser = argparse.ArgumentParser(description="补充生成丢失的海报和配图")
+    parser.add_argument("--run_dir", required=True, help="之前运行结果的目录")
+    parser.add_argument("--config", default="poster_gen_config.json", help="配置文件路径")
+    parser.add_argument("--debug", action="store_true", help="启用调试日志")
+    args = parser.parse_args()
+    
+    # 设置日志级别
+    log_level = logging.DEBUG if args.debug else logging.INFO
+    logging.basicConfig(
+        level=log_level,
+        format='%(asctime)s - %(levelname)s - [%(filename)s:%(lineno)d] - %(message)s',
+        datefmt='%Y-%m-%d %H:%M:%S'
+    )
+    
+    # 加载配置
+    config = load_config(args.config)
+    if not config:
+        sys.exit(1)
+    
+    # 检查目录是否存在
+    if not os.path.exists(args.run_dir):
+        logging.error(f"指定的运行目录不存在: {args.run_dir}")
+        sys.exit(1)
+    
+    # 开始处理
+    logging.info(f"开始为 {args.run_dir} 补充生成内容")
+    regenerate_missing_content(args.run_dir, config)
+    logging.info("处理完成")
+
+if __name__ == "__main__":
+    main()
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