feature:新增大纲续写-智能生成组织功能，自动添加组织成员

backend/app/api/outlines.py

@@ -25,7 +25,10 @@ from app.schemas.outline import (
     CreateChaptersFromPlansResponse,
     CharacterPredictionRequest,
     PredictedCharacter,
-    CharacterPredictionResponse
+    CharacterPredictionResponse,
+    OrganizationPredictionRequest,
+    PredictedOrganization,
+    OrganizationPredictionResponse
 )
 from app.services.ai_service import AIService
 from app.services.prompt_service import prompt_service, PromptService
@@ -464,6 +467,136 @@ async def predict_characters(
         raise HTTPException(status_code=500, detail=f"角色预测失败: {str(e)}")
 
 
+@router.post("/predict-organizations", summary="预测续写所需组织")
+async def predict_organizations(
+    request_data: OrganizationPredictionRequest,
+    http_request: Request,
+    db: AsyncSession = Depends(get_db),
+    user_ai_service: AIService = Depends(get_user_ai_service)
+):
+    """
+    预测续写大纲时可能需要的新组织
+    
+    用于组织确认机制的第一步：在生成大纲前预测组织需求
+    """
+    from app.schemas.outline import OrganizationPredictionResponse, PredictedOrganization
+    from app.models.relationship import Organization
+    
+    # 验证用户权限
+    user_id = getattr(http_request.state, 'user_id', None)
+    project = await verify_project_access(request_data.project_id, user_id, db)
+    
+    try:
+        # 获取现有大纲
+        existing_result = await db.execute(
+            select(Outline)
+            .where(Outline.project_id == request_data.project_id)
+            .order_by(Outline.order_index)
+        )
+        existing_outlines = existing_result.scalars().all()
+        
+        if not existing_outlines:
+            return OrganizationPredictionResponse(
+                needs_new_organizations=False,
+                reason="项目尚无大纲，无法预测组织需求",
+                organization_count=0,
+                predicted_organizations=[]
+            )
+        
+        # 获取现有角色
+        characters_result = await db.execute(
+            select(Character).where(Character.project_id == request_data.project_id)
+        )
+        characters = characters_result.scalars().all()
+        
+        # 获取现有组织
+        organizations_result = await db.execute(
+            select(Character, Organization)
+            .join(Organization, Character.id == Organization.character_id)
+            .where(
+                Character.project_id == request_data.project_id,
+                Character.is_organization == True
+            )
+        )
+        organizations_raw = organizations_result.all()
+        existing_organizations = []
+        for char, org in organizations_raw:
+            existing_organizations.append({
+                "id": org.id,
+                "name": char.name,
+                "organization_type": char.organization_type,
+                "organization_purpose": char.organization_purpose,
+                "power_level": org.power_level,
+                "location": org.location,
+                "motto": org.motto
+            })
+        
+        # 构建已有章节概览
+        all_chapters_brief = ""
+        if len(existing_outlines) > 20:
+            recent_20 = existing_outlines[-20:]
+            all_chapters_brief = "\n".join([
+                f"第{o.order_index}章《{o.title}》"
+                for o in recent_20
+            ])
+        else:
+            all_chapters_brief = "\n".join([
+                f"第{o.order_index}章《{o.title}》"
+                for o in existing_outlines
+            ])
+        
+        # 调用自动组织服务进行预测
+        from app.services.auto_organization_service import get_auto_organization_service
+        
+        auto_org_service = get_auto_organization_service(user_ai_service)
+        
+        # 使用预测模式（不创建组织，仅分析）
+        last_chapter_number = existing_outlines[-1].order_index
+        auto_result = await auto_org_service.analyze_and_create_organizations(
+            project_id=request_data.project_id,
+            outline_content="",  # 预测模式不需要大纲内容
+            existing_characters=list(characters),
+            existing_organizations=existing_organizations,
+            db=db,
+            user_id=user_id,
+            enable_mcp=request_data.enable_mcp,
+            all_chapters_brief=all_chapters_brief,
+            start_chapter=last_chapter_number + 1,
+            chapter_count=request_data.chapter_count,
+            plot_stage=request_data.plot_stage,
+            story_direction=request_data.story_direction,
+            preview_only=True  # 仅预测不创建
+        )
+        
+        # 构建预测响应
+        predicted_organizations = []
+        for org_data in auto_result.get("predicted_organizations", []):
+            predicted_organizations.append(PredictedOrganization(
+                name=org_data.get("name"),
+                organization_description=org_data.get("organization_description", ""),
+                organization_type=org_data.get("organization_type", "未知"),
+                importance=org_data.get("importance", "medium"),
+                appearance_chapter=org_data.get("appearance_chapter", last_chapter_number + 1),
+                power_level=org_data.get("power_level", 50),
+                plot_function=org_data.get("plot_function", ""),
+                location=org_data.get("location"),
+                motto=org_data.get("motto"),
+                initial_members=org_data.get("initial_members", []),
+                relationship_suggestions=org_data.get("relationship_suggestions", [])
+            ))
+        
+        return OrganizationPredictionResponse(
+            needs_new_organizations=auto_result.get("needs_new_organizations", False),
+            reason=auto_result.get("reason", ""),
+            organization_count=len(predicted_organizations),
+            predicted_organizations=predicted_organizations
+        )
+        
+    except Exception as e:
+        logger.error(f"组织预测失败: {str(e)}")
+        raise HTTPException(status_code=500, detail=f"组织预测失败: {str(e)}")
+
+
 
 async def _generate_new_outline(
     request: OutlineGenerateRequest,
@@ -839,14 +972,10 @@ async def _continue_outline(
             except Exception as e:
                 logger.error(f"⚠️ 【确认模式】创建确认角色失败: {e}", exc_info=True)
         else:
-            # 🔮 预测模式：仅预测角色，不自动创建，需要用户确认
-            # 抛出特殊异常，在非SSE接口中会被捕获并返回449状态码
-            # 在SSE接口中会被特殊处理
+            # 根据 require_character_confirmation 决定处理方式
             try:
                 from app.services.auto_character_service import get_auto_character_service
                 
-                logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新角色")
-                
                 # 构建已有章节概览
                 all_chapters_brief_for_analysis = ""
                 if len(existing_outlines) > 20:
@@ -861,43 +990,83 @@ async def _continue_outline(
                         for o in existing_outlines
                     ])
                 
-                # 调用自动角色服务（✅ 设置 preview_only=True，仅预测不创建）
                 auto_char_service = get_auto_character_service(user_ai_service)
-                auto_result = await auto_char_service.analyze_and_create_characters(
-                    project_id=project.id,
-                    outline_content="",  # 预测模式不需要大纲内容
-                    existing_characters=list(characters),
-                    db=db,
-                    user_id=user_id,
-                    enable_mcp=request.enable_mcp,
-                    all_chapters_brief=all_chapters_brief_for_analysis,
-                    start_chapter=last_chapter_number + 1,
-                    chapter_count=total_chapters_to_generate,
-                    plot_stage=request.plot_stage,
-                    story_direction=request.story_direction or "自然延续",
-                    preview_only=True  # ✅ 关键修复：设置为True，仅预测不创建
-                )
                 
-                # 检查是否需要新角色
-                if auto_result.get("needs_new_characters") and auto_result.get("predicted_characters"):
-                    predicted_count = len(auto_result["predicted_characters"])
-                    logger.warning(
-                        f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新角色，需要用户确认！"
+                if request.require_character_confirmation:
+                    # 🔮 预测模式：仅预测角色，不自动创建，需要用户确认
+                    logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新角色（需用户确认）")
+                    
+                    auto_result = await auto_char_service.analyze_and_create_characters(
+                        project_id=project.id,
+                        outline_content="",  # 预测模式不需要大纲内容
+                        existing_characters=list(characters),
+                        db=db,
+                        user_id=user_id,
+                        enable_mcp=request.enable_mcp,
+                        all_chapters_brief=all_chapters_brief_for_analysis,
+                        start_chapter=last_chapter_number + 1,
+                        chapter_count=total_chapters_to_generate,
+                        plot_stage=request.plot_stage,
+                        story_direction=request.story_direction or "自然延续",
+                        preview_only=True  # ✅ 仅预测不创建
                     )
                     
-                    # 🚨 抛出特殊异常，包含预测的角色信息
-                    raise HTTPException(
-                        status_code=449,  # 449 Retry With
-                        detail={
-                            "code": "CHARACTER_CONFIRMATION_REQUIRED",
-                            "message": "续写需要引入新角色，请先确认角色信息",
-                            "predicted_characters": auto_result["predicted_characters"],
-                            "reason": auto_result.get("reason", "剧情发展需要新角色"),
-                            "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
-                        }
-                    )
+                    # 检查是否需要新角色
+                    if auto_result.get("needs_new_characters") and auto_result.get("predicted_characters"):
+                        predicted_count = len(auto_result["predicted_characters"])
+                        logger.warning(
+                            f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新角色，需要用户确认！"
+                        )
+                        
+                        # 🚨 抛出特殊异常，包含预测的角色信息
+                        raise HTTPException(
+                            status_code=449,  # 449 Retry With
+                            detail={
+                                "code": "CHARACTER_CONFIRMATION_REQUIRED",
+                                "message": "续写需要引入新角色，请先确认角色信息",
+                                "predicted_characters": auto_result["predicted_characters"],
+                                "reason": auto_result.get("reason", "剧情发展需要新角色"),
+                                "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
+                            }
+                        )
+                    else:
+                        logger.info(f"✅ 【预测模式】AI判断无需引入新角色，继续生成大纲")
                 else:
-                    logger.info(f"✅ 【预测模式】AI判断无需引入新角色，继续生成大纲")
+                    # 🚀 直接创建模式：预测后自动创建，无需用户确认
+                    logger.info(f"🚀 【直接创建模式】在生成大纲前预测并直接创建新角色（无需确认）")
+                    
+                    auto_result = await auto_char_service.analyze_and_create_characters(
+                        project_id=project.id,
+                        outline_content="",
+                        existing_characters=list(characters),
+                        db=db,
+                        user_id=user_id,
+                        enable_mcp=request.enable_mcp,
+                        all_chapters_brief=all_chapters_brief_for_analysis,
+                        start_chapter=last_chapter_number + 1,
+                        chapter_count=total_chapters_to_generate,
+                        plot_stage=request.plot_stage,
+                        story_direction=request.story_direction or "自然延续",
+                        preview_only=False  # ✅ 直接创建角色
+                    )
+                    
+                    # 如果创建了新角色，更新角色列表
+                    if auto_result.get("new_characters"):
+                        new_count = len(auto_result["new_characters"])
+                        logger.info(f"✅ 【直接创建模式】自动创建了 {new_count} 个新角色")
+                        
+                        # 提交角色到数据库
+                        await db.commit()
+                        
+                        # 更新角色信息（供后续大纲生成使用）
+                        characters.extend(auto_result["new_characters"])
+                        characters_info = "\n".join([
+                            f"- {char.name} ({'组织' if char.is_organization else '角色'}, {char.role_type}): "
+                            f"{char.personality[:100] if char.personality else '暂无描述'}"
+                            for char in characters
+                        ])
+                    else:
+                        logger.info(f"✅ 【直接创建模式】AI判断无需引入新角色，继续生成大纲")
                     
             except HTTPException:
                 raise
@@ -905,6 +1074,212 @@ async def _continue_outline(
                 logger.error(f"⚠️ 【方案A】预测性角色引入失败: {e}", exc_info=True)
                 # 不阻断大纲生成流程
     
+    # 🏛️ 【组织引入】在生成大纲前预测并创建组织
+    if request.enable_auto_organizations:
+        from app.models.relationship import Organization
+        
+        # 获取现有组织
+        organizations_result = await db.execute(
+            select(Character, Organization)
+            .join(Organization, Character.id == Organization.character_id)
+            .where(
+                Character.project_id == project.id,
+                Character.is_organization == True
+            )
+        )
+        organizations_raw = organizations_result.all()
+        existing_organizations = []
+        for char, org in organizations_raw:
+            existing_organizations.append({
+                "id": org.id,
+                "name": char.name,
+                "organization_type": char.organization_type,
+                "organization_purpose": char.organization_purpose,
+                "power_level": org.power_level,
+                "location": org.location,
+                "motto": org.motto
+            })
+        
+        # 检查是否有用户确认的组织列表
+        if request.confirmed_organizations:
+            # 直接使用用户确认的组织列表创建组织
+            try:
+                from app.services.auto_organization_service import get_auto_organization_service
+                
+                logger.info(f"🏛️ 【确认模式】用户提供了 {len(request.confirmed_organizations)} 个确认的组织，直接创建")
+                
+                auto_org_service = get_auto_organization_service(user_ai_service)
+                
+                for org_data in request.confirmed_organizations:
+                    try:
+                        # 生成组织详细信息
+                        organization_data = await auto_org_service._generate_organization_details(
+                            spec=org_data,
+                            project=project,
+                            existing_characters=list(characters),
+                            existing_organizations=existing_organizations,
+                            db=db,
+                            user_id=user_id,
+                            enable_mcp=request.enable_mcp
+                        )
+                        
+                        # 创建组织记录
+                        org_character, organization = await auto_org_service._create_organization_record(
+                            project_id=project.id,
+                            organization_data=organization_data,
+                            db=db
+                        )
+                        
+                        # 建立成员关系
+                        members_data = organization_data.get("initial_members", [])
+                        if members_data:
+                            await auto_org_service._create_member_relationships(
+                                organization=organization,
+                                member_specs=members_data,
+                                existing_characters=list(characters),
+                                project_id=project.id,
+                                db=db
+                            )
+                        
+                        # 更新角色列表（组织也是Character）
+                        characters.append(org_character)
+                        existing_organizations.append({
+                            "id": organization.id,
+                            "name": org_character.name,
+                            "organization_type": org_character.organization_type,
+                            "organization_purpose": org_character.organization_purpose,
+                            "power_level": organization.power_level,
+                            "location": organization.location,
+                            "motto": organization.motto
+                        })
+                        logger.info(f"✅ 创建确认的组织: {org_character.name}")
+                        
+                    except Exception as e:
+                        logger.error(f"创建确认的组织失败: {e}", exc_info=True)
+                        continue
+                
+                # 提交组织到数据库
+                await db.commit()
+                
+                # 更新角色信息（供后续大纲生成使用）
+                characters_info = "\n".join([
+                    f"- {char.name} ({'组织' if char.is_organization else '角色'}, {char.role_type}): "
+                    f"{char.personality[:100] if char.personality else '暂无描述'}"
+                    for char in characters
+                ])
+                
+                logger.info(f"✅ 【确认模式】成功创建 {len(request.confirmed_organizations)} 个用户确认的组织")
+                
+            except Exception as e:
+                logger.error(f"⚠️ 【确认模式】创建确认组织失败: {e}", exc_info=True)
+        else:
+            # 根据 require_organization_confirmation 决定处理方式
+            try:
+                from app.services.auto_organization_service import get_auto_organization_service
+                
+                # 构建已有章节概览
+                all_chapters_brief_for_org_analysis = ""
+                if len(existing_outlines) > 20:
+                    recent_20 = existing_outlines[-20:]
+                    all_chapters_brief_for_org_analysis = "\n".join([
+                        f"第{o.order_index}章《{o.title}》"
+                        for o in recent_20
+                    ])
+                else:
+                    all_chapters_brief_for_org_analysis = "\n".join([
+                        f"第{o.order_index}章《{o.title}》"
+                        for o in existing_outlines
+                    ])
+                
+                auto_org_service = get_auto_organization_service(user_ai_service)
+                
+                if request.require_organization_confirmation:
+                    # 🔮 预测模式：仅预测组织，不自动创建，需要用户确认
+                    logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新组织（需用户确认）")
+                    
+                    auto_result = await auto_org_service.analyze_and_create_organizations(
+                        project_id=project.id,
+                        outline_content="",  # 预测模式不需要大纲内容
+                        existing_characters=list(characters),
+                        existing_organizations=existing_organizations,
+                        db=db,
+                        user_id=user_id,
+                        enable_mcp=request.enable_mcp,
+                        all_chapters_brief=all_chapters_brief_for_org_analysis,
+                        start_chapter=last_chapter_number + 1,
+                        chapter_count=total_chapters_to_generate,
+                        plot_stage=request.plot_stage,
+                        story_direction=request.story_direction or "自然延续",
+                        preview_only=True  # ✅ 仅预测不创建
+                    )
+                    
+                    # 检查是否需要新组织
+                    if auto_result.get("needs_new_organizations") and auto_result.get("predicted_organizations"):
+                        predicted_count = len(auto_result["predicted_organizations"])
+                        logger.warning(
+                            f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新组织，需要用户确认！"
+                        )
+                        
+                        # 🚨 抛出特殊异常，包含预测的组织信息
+                        raise HTTPException(
+                            status_code=449,  # 449 Retry With
+                            detail={
+                                "code": "ORGANIZATION_CONFIRMATION_REQUIRED",
+                                "message": "续写需要引入新组织，请先确认组织信息",
+                                "predicted_organizations": auto_result["predicted_organizations"],
+                                "reason": auto_result.get("reason", "剧情发展需要新组织"),
+                                "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
+                            }
+                        )
+                    else:
+                        logger.info(f"✅ 【预测模式】AI判断无需引入新组织，继续生成大纲")
+                else:
+                    # 🚀 直接创建模式：预测后自动创建，无需用户确认
+                    logger.info(f"🚀 【直接创建模式】在生成大纲前预测并直接创建新组织（无需确认）")
+                    
+                    auto_result = await auto_org_service.analyze_and_create_organizations(
+                        project_id=project.id,
+                        outline_content="",
+                        existing_characters=list(characters),
+                        existing_organizations=existing_organizations,
+                        db=db,
+                        user_id=user_id,
+                        enable_mcp=request.enable_mcp,
+                        all_chapters_brief=all_chapters_brief_for_org_analysis,
+                        start_chapter=last_chapter_number + 1,
+                        chapter_count=total_chapters_to_generate,
+                        plot_stage=request.plot_stage,
+                        story_direction=request.story_direction or "自然延续",
+                        preview_only=False  # ✅ 直接创建组织
+                    )
+                    
+                    # 如果创建了新组织，更新角色列表
+                    if auto_result.get("new_organizations"):
+                        new_count = len(auto_result["new_organizations"])
+                        logger.info(f"✅ 【直接创建模式】自动创建了 {new_count} 个新组织")
+                        
+                        # 提交组织到数据库
+                        await db.commit()
+                        
+                        # 更新角色信息（供后续大纲生成使用）
+                        for org_item in auto_result["new_organizations"]:
+                            org_char = org_item.get("character")
+                            if org_char:
+                                characters.append(org_char)
+                        characters_info = "\n".join([
+                            f"- {char.name} ({'组织' if char.is_organization else '角色'}, {char.role_type}): "
+                            f"{char.personality[:100] if char.personality else '暂无描述'}"
+                            for char in characters
+                        ])
+                    else:
+                        logger.info(f"✅ 【直接创建模式】AI判断无需引入新组织，继续生成大纲")
+                    
+            except HTTPException:
+                raise
+            except Exception as e:
+                logger.error(f"⚠️ 【组织引入】预测性组织引入失败: {e}", exc_info=True)
+                # 不阻断大纲生成流程
+    
     # 批量生成
     all_new_outlines = []
     current_start_chapter = last_chapter_number + 1
@@ -1755,17 +2130,12 @@ async def continue_outline_generator(
                         28
                     )
             else:
-                # 🔮 预测模式：仅预测角色，不自动创建，需要用户确认
+                # 根据 require_character_confirmation 决定处理方式
+                require_confirmation = data.get("require_character_confirmation", True)
+                
                 try:
-                    yield await SSEResponse.send_progress(
-                        "🔮 【预测模式】检测是否需要新角色（需用户确认）...",
-                        27
-                    )
-                    
                     from app.services.auto_character_service import get_auto_character_service
                     
-                    logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新角色")
-                    
                     # 构建已有章节概览
                     all_chapters_brief_for_analysis = ""
                     if len(existing_outlines) > 20:
@@ -1780,47 +2150,106 @@ async def continue_outline_generator(
                             for o in existing_outlines
                         ])
                     
-                    # 调用自动角色服务（✅ 设置 preview_only=True）
                     auto_char_service = get_auto_character_service(user_ai_service)
-                    auto_result = await auto_char_service.analyze_and_create_characters(
-                        project_id=project_id,
-                        outline_content="",  # 预测模式不需要大纲内容
-                        existing_characters=list(characters),
-                        db=db,
-                        user_id=user_id,
-                        enable_mcp=data.get("enable_mcp", True),
-                        all_chapters_brief=all_chapters_brief_for_analysis,
-                        start_chapter=last_chapter_number + 1,
-                        chapter_count=total_chapters_to_generate,
-                        plot_stage=data.get("plot_stage", "development"),
-                        story_direction=data.get("story_direction", "自然延续"),
-                        preview_only=True  # ✅ 关键修复：仅预测不创建
-                    )
                     
-                    # 检查是否需要新角色
-                    if auto_result.get("needs_new_characters") and auto_result.get("predicted_characters"):
-                        predicted_count = len(auto_result["predicted_characters"])
-                        logger.warning(
-                            f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新角色，需要用户确认！"
-                        )
-                        
-                        # 🚨 使用专用事件类型通知前端需要角色确认
-                        yield await SSEResponse.send_event(
-                            event="character_confirmation_required",
-                            data={
-                                "message": "续写需要引入新角色，请先确认角色信息",
-                                "predicted_characters": auto_result["predicted_characters"],
-                                "reason": auto_result.get("reason", "剧情发展需要新角色"),
-                                "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
-                            }
-                        )
-                        return
-                    else:
+                    if require_confirmation:
+                        # 🔮 预测模式：仅预测角色，不自动创建，需要用户确认
                         yield await SSEResponse.send_progress(
-                            "✅ 【预测模式】无需引入新角色，继续生成大纲",
-                            28
+                            "🔮 【预测模式】检测是否需要新角色（需用户确认）...",
+                            27
                         )
-                        logger.info(f"✅ 【预测模式】AI判断无需引入新角色")
+                        
+                        logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新角色")
+                        
+                        auto_result = await auto_char_service.analyze_and_create_characters(
+                            project_id=project_id,
+                            outline_content="",  # 预测模式不需要大纲内容
+                            existing_characters=list(characters),
+                            db=db,
+                            user_id=user_id,
+                            enable_mcp=data.get("enable_mcp", True),
+                            all_chapters_brief=all_chapters_brief_for_analysis,
+                            start_chapter=last_chapter_number + 1,
+                            chapter_count=total_chapters_to_generate,
+                            plot_stage=data.get("plot_stage", "development"),
+                            story_direction=data.get("story_direction", "自然延续"),
+                            preview_only=True  # ✅ 仅预测不创建
+                        )
+                        
+                        # 检查是否需要新角色
+                        if auto_result.get("needs_new_characters") and auto_result.get("predicted_characters"):
+                            predicted_count = len(auto_result["predicted_characters"])
+                            logger.warning(
+                                f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新角色，需要用户确认！"
+                            )
+                            
+                            # 🚨 使用专用事件类型通知前端需要角色确认
+                            yield await SSEResponse.send_event(
+                                event="character_confirmation_required",
+                                data={
+                                    "message": "续写需要引入新角色，请先确认角色信息",
+                                    "predicted_characters": auto_result["predicted_characters"],
+                                    "reason": auto_result.get("reason", "剧情发展需要新角色"),
+                                    "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
+                                }
+                            )
+                            return
+                        else:
+                            yield await SSEResponse.send_progress(
+                                "✅ 【预测模式】无需引入新角色，继续生成大纲",
+                                28
+                            )
+                            logger.info(f"✅ 【预测模式】AI判断无需引入新角色")
+                    else:
+                        # 🚀 直接创建模式：预测后自动创建，无需用户确认
+                        yield await SSEResponse.send_progress(
+                            "🚀 【直接创建模式】检测并自动创建新角色（无需确认）...",
+                            27
+                        )
+                        
+                        logger.info(f"🚀 【直接创建模式】在生成大纲前预测并直接创建新角色")
+                        
+                        auto_result = await auto_char_service.analyze_and_create_characters(
+                            project_id=project_id,
+                            outline_content="",
+                            existing_characters=list(characters),
+                            db=db,
+                            user_id=user_id,
+                            enable_mcp=data.get("enable_mcp", True),
+                            all_chapters_brief=all_chapters_brief_for_analysis,
+                            start_chapter=last_chapter_number + 1,
+                            chapter_count=total_chapters_to_generate,
+                            plot_stage=data.get("plot_stage", "development"),
+                            story_direction=data.get("story_direction", "自然延续"),
+                            preview_only=False  # ✅ 直接创建角色
+                        )
+                        
+                        # 如果创建了新角色，更新角色列表
+                        if auto_result.get("new_characters"):
+                            new_count = len(auto_result["new_characters"])
+                            logger.info(f"✅ 【直接创建模式】自动创建了 {new_count} 个新角色")
+                            
+                            yield await SSEResponse.send_progress(
+                                f"✅ 【直接创建模式】自动创建了 {new_count} 个新角色",
+                                28
+                            )
+                            
+                            # 提交角色到数据库
+                            await db.commit()
+                            
+                            # 更新角色信息（供后续大纲生成使用）
+                            characters.extend(auto_result["new_characters"])
+                            characters_info = "\n".join([
+                                f"- {char.name} ({'组织' if char.is_organization else '角色'}, {char.role_type}): "
+                                f"{char.personality[:100] if char.personality else '暂无描述'}"
+                                for char in characters
+                            ])
+                        else:
+                            yield await SSEResponse.send_progress(
+                                "✅ 【直接创建模式】无需引入新角色，继续生成大纲",
+                                28
+                            )
+                            logger.info(f"✅ 【直接创建模式】AI判断无需引入新角色")
                         
                 except Exception as e:
                     logger.error(f"⚠️ 【方案A】预测性角色引入失败: {e}", exc_info=True)
@@ -1830,6 +2259,250 @@ async def continue_outline_generator(
                     )
                     # 不阻断大纲生成流程
         
+        # 🏛️ 【组织引入】在生成大纲前预测并创建组织
+        enable_auto_organizations = data.get("enable_auto_organizations", True)
+        confirmed_organizations = data.get("confirmed_organizations")
+        
+        if enable_auto_organizations:
+            from app.models.relationship import Organization
+            
+            # 获取现有组织
+            organizations_result = await db.execute(
+                select(Character, Organization)
+                .join(Organization, Character.id == Organization.character_id)
+                .where(
+                    Character.project_id == project_id,
+                    Character.is_organization == True
+                )
+            )
+            organizations_raw = organizations_result.all()
+            existing_organizations = []
+            for char, org in organizations_raw:
+                existing_organizations.append({
+                    "id": org.id,
+                    "name": char.name,
+                    "organization_type": char.organization_type,
+                    "organization_purpose": char.organization_purpose,
+                    "power_level": org.power_level,
+                    "location": org.location,
+                    "motto": org.motto
+                })
+            
+            # 检查是否有用户确认的组织列表
+            if confirmed_organizations:
+                # 直接使用用户确认的组织列表创建组织
+                try:
+                    yield await SSEResponse.send_progress(
+                        f"🏛️ 【确认模式】创建 {len(confirmed_organizations)} 个用户确认的组织...",
+                        29
+                    )
+                    
+                    from app.services.auto_organization_service import get_auto_organization_service
+                    
+                    logger.info(f"🏛️ 【确认模式】用户提供了 {len(confirmed_organizations)} 个确认的组织，直接创建")
+                    
+                    auto_org_service = get_auto_organization_service(user_ai_service)
+                    
+                    created_org_count = 0
+                    for org_data in confirmed_organizations:
+                        try:
+                            # 生成组织详细信息
+                            organization_data = await auto_org_service._generate_organization_details(
+                                spec=org_data,
+                                project=project,
+                                existing_characters=list(characters),
+                                existing_organizations=existing_organizations,
+                                db=db,
+                                user_id=user_id,
+                                enable_mcp=data.get("enable_mcp", True)
+                            )
+                            
+                            # 创建组织记录
+                            org_character, organization = await auto_org_service._create_organization_record(
+                                project_id=project_id,
+                                organization_data=organization_data,
+                                db=db
+                            )
+                            
+                            # 建立成员关系
+                            members_data = organization_data.get("initial_members", [])
+                            if members_data:
+                                await auto_org_service._create_member_relationships(
+                                    organization=organization,
+                                    member_specs=members_data,
+                                    existing_characters=list(characters),
+                                    project_id=project_id,
+                                    db=db
+                                )
+                            
+                            # 更新角色列表（组织也是Character）
+                            characters.append(org_character)
+                            existing_organizations.append({
+                                "id": organization.id,
+                                "name": org_character.name,
+                                "organization_type": org_character.organization_type,
+                                "organization_purpose": org_character.organization_purpose,
+                                "power_level": organization.power_level,
+                                "location": organization.location,
+                                "motto": organization.motto
+                            })
+                            created_org_count += 1
+                            logger.info(f"✅ 创建确认的组织: {org_character.name}")
+                            
+                        except Exception as e:
+                            logger.error(f"创建确认的组织失败: {e}", exc_info=True)
+                            continue
+                    
+                    # 提交组织到数据库
+                    await db.commit()
+                    
+                    yield await SSEResponse.send_progress(
+                        f"✅ 【确认模式】成功创建 {created_org_count} 个组织",
+                        30
+                    )
+                    logger.info(f"✅ 【确认模式】成功创建 {created_org_count} 个用户确认的组织")
+                    
+                except Exception as e:
+                    logger.error(f"⚠️ 【确认模式】创建确认组织失败: {e}", exc_info=True)
+                    yield await SSEResponse.send_progress(
+                        f"⚠️ 组织创建失败，继续生成大纲",
+                        30
+                    )
+            else:
+                # 根据 require_organization_confirmation 决定处理方式
+                require_org_confirmation = data.get("require_organization_confirmation", True)
+                
+                try:
+                    from app.services.auto_organization_service import get_auto_organization_service
+                    
+                    # 构建已有章节概览
+                    all_chapters_brief_for_org_analysis = ""
+                    if len(existing_outlines) > 20:
+                        recent_20 = existing_outlines[-20:]
+                        all_chapters_brief_for_org_analysis = "\n".join([
+                            f"第{o.order_index}章《{o.title}》"
+                            for o in recent_20
+                        ])
+                    else:
+                        all_chapters_brief_for_org_analysis = "\n".join([
+                            f"第{o.order_index}章《{o.title}》"
+                            for o in existing_outlines
+                        ])
+
+                    auto_org_service = get_auto_organization_service(user_ai_service)
+                    
+                    if require_org_confirmation:
+                        # 🔮 预测模式：仅预测组织，不自动创建，需要用户确认
+                        yield await SSEResponse.send_progress(
+                            "🔮 【预测模式】检测是否需要新组织（需用户确认）...",
+                            29
+                        )
+                        
+                        logger.info(f"🔮 【预测模式】在生成大纲前预测是否需要新组织")
+                        
+                        auto_result = await auto_org_service.analyze_and_create_organizations(
+                            project_id=project_id,
+                            outline_content="",  # 预测模式不需要大纲内容
+                            existing_characters=list(characters),
+                            existing_organizations=existing_organizations,
+                            db=db,
+                            user_id=user_id,
+                            enable_mcp=data.get("enable_mcp", True),
+                            all_chapters_brief=all_chapters_brief_for_org_analysis,
+                            start_chapter=last_chapter_number + 1,
+                            chapter_count=total_chapters_to_generate,
+                            plot_stage=data.get("plot_stage", "development"),
+                            story_direction=data.get("story_direction", "自然延续"),
+                            preview_only=True  # ✅ 仅预测不创建
+                        )
+                        
+                        # 检查是否需要新组织
+                        if auto_result.get("needs_new_organizations") and auto_result.get("predicted_organizations"):
+                            predicted_count = len(auto_result["predicted_organizations"])
+                            logger.warning(
+                                f"⚠️ 【预测模式】AI预测需要 {predicted_count} 个新组织，需要用户确认！"
+                            )
+                            
+                            # 🚨 使用专用事件类型通知前端需要组织确认
+                            yield await SSEResponse.send_event(
+                                event="organization_confirmation_required",
+                                data={
+                                    "message": "续写需要引入新组织，请先确认组织信息",
+                                    "predicted_organizations": auto_result["predicted_organizations"],
+                                    "reason": auto_result.get("reason", "剧情发展需要新组织"),
+                                    "chapter_range": f"第{last_chapter_number + 1}-{last_chapter_number + total_chapters_to_generate}章"
+                                }
+                            )
+                            return
+                        else:
+                            yield await SSEResponse.send_progress(
+                                "✅ 【预测模式】无需引入新组织，继续生成大纲",
+                                30
+                            )
+                            logger.info(f"✅ 【预测模式】AI判断无需引入新组织")
+                    else:
+                        # 🚀 直接创建模式：预测后自动创建，无需用户确认
+                        yield await SSEResponse.send_progress(
+                            "🚀 【直接创建模式】检测并自动创建新组织（无需确认）...",
+                            29
+                        )
+                        
+                        logger.info(f"🚀 【直接创建模式】在生成大纲前预测并直接创建新组织")
+                        
+                        auto_result = await auto_org_service.analyze_and_create_organizations(
+                            project_id=project_id,
+                            outline_content="",
+                            existing_characters=list(characters),
+                            existing_organizations=existing_organizations,
+                            db=db,
+                            user_id=user_id,
+                            enable_mcp=data.get("enable_mcp", True),
+                            all_chapters_brief=all_chapters_brief_for_org_analysis,
+                            start_chapter=last_chapter_number + 1,
+                            chapter_count=total_chapters_to_generate,
+                            plot_stage=data.get("plot_stage", "development"),
+                            story_direction=data.get("story_direction", "自然延续"),
+                            preview_only=False  # ✅ 直接创建组织
+                        )
+                        
+                        # 如果创建了新组织，更新角色列表
+                        if auto_result.get("new_organizations"):
+                            new_count = len(auto_result["new_organizations"])
+                            logger.info(f"✅ 【直接创建模式】自动创建了 {new_count} 个新组织")
+                            
+                            yield await SSEResponse.send_progress(
+                                f"✅ 【直接创建模式】自动创建了 {new_count} 个新组织",
+                                30
+                            )
+                            
+                            # 提交组织到数据库
+                            await db.commit()
+                            
+                            # 更新角色信息（供后续大纲生成使用）
+                            for org_item in auto_result["new_organizations"]:
+                                org_char = org_item.get("character")
+                                if org_char:
+                                    characters.append(org_char)
+                            characters_info = "\n".join([
+                                f"- {char.name} ({'组织' if char.is_organization else '角色'}, {char.role_type}): "
+                                f"{char.personality[:100] if char.personality else '暂无描述'}"
+                                for char in characters
+                            ])
+                        else:
+                            yield await SSEResponse.send_progress(
+                                "✅ 【直接创建模式】无需引入新组织，继续生成大纲",
+                                30
+                            )
+                            logger.info(f"✅ 【直接创建模式】AI判断无需引入新组织")
+                        
+                except Exception as e:
+                    logger.error(f"⚠️ 【组织引入】预测性组织引入失败: {e}", exc_info=True)
+                    yield await SSEResponse.send_progress(
+                        f"⚠️ 组织预测失败，继续生成大纲",
+                        30
+                    )
+                    # 不阻断大纲生成流程
+        
         # 批量生成
         all_new_outlines = []
         current_start_chapter = last_chapter_number + 1

backend/app/schemas/outline.py

@@ -35,6 +35,40 @@ class CharacterPredictionResponse(BaseModel):
     predicted_characters: List[PredictedCharacter]
 
 
+# 组织预测相关Schema
+class OrganizationPredictionRequest(BaseModel):
+    """组织预测请求"""
+    project_id: str
+    start_chapter: int
+    chapter_count: int = 3
+    plot_stage: str = "development"
+    story_direction: Optional[str] = "自然延续"
+    enable_mcp: bool = True
+
+
+class PredictedOrganization(BaseModel):
+    """预测的组织信息"""
+    name: Optional[str] = None
+    organization_description: str
+    organization_type: str
+    importance: str
+    appearance_chapter: int
+    power_level: int = 50
+    plot_function: str
+    location: Optional[str] = None
+    motto: Optional[str] = None
+    initial_members: List[Dict[str, Any]] = []
+    relationship_suggestions: List[Dict[str, str]] = []
+
+
+class OrganizationPredictionResponse(BaseModel):
+    """组织预测响应"""
+    needs_new_organizations: bool
+    reason: str
+    organization_count: int
+    predicted_organizations: List[PredictedOrganization]
+
+
 class OutlineBase(BaseModel):
     """大纲基础模型"""
     title: str = Field(..., description="章节标题")
@@ -93,9 +127,17 @@ class OutlineGenerateRequest(BaseModel):
     plot_stage: str = Field("development", description="情节阶段: development(发展), climax(高潮), ending(结局)")
     keep_existing: bool = Field(False, description="是否保留现有大纲(续写时)")
     enable_mcp: bool = Field(True, description="是否启用MCP工具增强（搜索情节设计参考）")
+    
+    # 自动角色引入相关参数
     enable_auto_characters: bool = Field(True, description="是否启用自动角色引入（根据剧情推进自动创建新角色）")
+    require_character_confirmation: bool = Field(True, description="是否需要用户确认新角色（False则AI预测的角色直接创建）")
     confirmed_characters: Optional[List[Dict[str, Any]]] = Field(None, description="用户确认的角色列表（跳过预测直接创建）")
     
+    # 自动组织引入相关参数
+    enable_auto_organizations: bool = Field(True, description="是否启用自动组织引入（根据剧情推进自动创建新组织）")
+    require_organization_confirmation: bool = Field(True, description="是否需要用户确认新组织（False则AI预测的组织直接创建）")
+    confirmed_organizations: Optional[List[Dict[str, Any]]] = Field(None, description="用户确认的组织列表（跳过预测直接创建）")
+
 
 class ChapterOutlineGenerateRequest(BaseModel):
     """为单个章节生成大纲的请求模型"""

backend/app/services/auto_organization_service.py

@@ -0,0 +1,504 @@
+"""自动组织引入服务 - 在续写大纲时根据剧情推进自动引入新组织"""
+from typing import List, Dict, Any, Optional
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy import select
+import json
+
+from app.models.character import Character
+from app.models.relationship import Organization, OrganizationMember
+from app.models.project import Project
+from app.services.ai_service import AIService
+from app.services.prompt_service import PromptService
+from app.logger import get_logger
+
+logger = get_logger(__name__)
+
+
+class AutoOrganizationService:
+    """自动组织引入服务"""
+    
+    def __init__(self, ai_service: AIService):
+        self.ai_service = ai_service
+    
+    async def analyze_and_create_organizations(
+        self,
+        project_id: str,
+        outline_content: str,
+        existing_characters: List[Character],
+        existing_organizations: List[Dict[str, Any]],
+        db: AsyncSession,
+        user_id: str = None,
+        enable_mcp: bool = True,
+        all_chapters_brief: str = "",
+        start_chapter: int = 1,
+        chapter_count: int = 3,
+        plot_stage: str = "发展",
+        story_direction: str = "继续推进主线剧情",
+        preview_only: bool = False
+    ) -> Dict[str, Any]:
+        """
+        预测性分析并创建需要的新组织
+        
+        Args:
+            project_id: 项目ID
+            outline_content: 当前批次大纲内容（用于向后兼容，实际不使用）
+            existing_characters: 现有角色列表
+            existing_organizations: 现有组织列表
+            db: 数据库会话
+            user_id: 用户ID(用于MCP和自定义提示词)
+            enable_mcp: 是否启用MCP增强
+            all_chapters_brief: 已有章节概览
+            start_chapter: 起始章节号
+            chapter_count: 续写章节数
+            plot_stage: 剧情阶段
+            story_direction: 故事发展方向
+            preview_only: 仅预测不创建（用于组织确认机制）
+            
+        Returns:
+            {
+                "new_organizations": [组织对象列表],  # preview_only=True时为空
+                "members_created": [成员关系列表],  # preview_only=True时为空
+                "organization_count": 新增组织数量,
+                "analysis_result": AI分析结果,
+                "predicted_organizations": [预测的组织数据]  # 仅preview_only=True时返回
+                "needs_new_organizations": bool,
+                "reason": str
+            }
+        """
+        logger.info(f"🏛️ 【组织引入】预测性分析：检测是否需要引入新组织...")
+        logger.info(f"  - 项目ID: {project_id}")
+        logger.info(f"  - 续写计划: 第{start_chapter}章起，共{chapter_count}章")
+        logger.info(f"  - 剧情阶段: {plot_stage}")
+        logger.info(f"  - 发展方向: {story_direction}")
+        logger.info(f"  - 现有角色数: {len(existing_characters)}")
+        logger.info(f"  - 现有组织数: {len(existing_organizations)}")
+        
+        # 1. 获取项目信息
+        project_result = await db.execute(
+            select(Project).where(Project.id == project_id)
+        )
+        project = project_result.scalar_one_or_none()
+        if not project:
+            raise ValueError("项目不存在")
+        
+        # 2. 构建现有组织信息摘要
+        existing_orgs_summary = self._build_organization_summary(existing_organizations)
+        existing_chars_summary = self._build_character_summary(existing_characters)
+        
+        # 3. AI预测性分析是否需要新组织
+        analysis_result = await self._analyze_organization_needs(
+            project=project,
+            outline_content=outline_content,
+            existing_orgs_summary=existing_orgs_summary,
+            existing_chars_summary=existing_chars_summary,
+            db=db,
+            user_id=user_id,
+            enable_mcp=enable_mcp,
+            all_chapters_brief=all_chapters_brief,
+            start_chapter=start_chapter,
+            chapter_count=chapter_count,
+            plot_stage=plot_stage,
+            story_direction=story_direction
+        )
+        
+        # 4. 判断是否需要创建组织
+        if not analysis_result or not analysis_result.get("needs_new_organizations"):
+            logger.info("✅ AI判断：当前剧情不需要引入新组织")
+            return {
+                "new_organizations": [],
+                "members_created": [],
+                "organization_count": 0,
+                "analysis_result": analysis_result,
+                "predicted_organizations": [],
+                "needs_new_organizations": False,
+                "reason": analysis_result.get("reason", "当前剧情不需要新组织")
+            }
+        
+        # 5. 如果是预览模式，仅返回预测结果，不创建组织
+        if preview_only:
+            organization_specs = analysis_result.get("organization_specifications", [])
+            logger.info(f"🔮 预览模式：预测到 {len(organization_specs)} 个组织，不创建数据库记录")
+            return {
+                "new_organizations": [],
+                "members_created": [],
+                "organization_count": 0,
+                "analysis_result": analysis_result,
+                "predicted_organizations": organization_specs,
+                "needs_new_organizations": True,
+                "reason": analysis_result.get("reason", "预测需要新组织")
+            }
+        
+        # 6. 批量生成新组织（非预览模式）
+        new_organizations = []
+        members_created = []
+        
+        organization_specs = analysis_result.get("organization_specifications", [])
+        logger.info(f"🎯 AI建议引入 {len(organization_specs)} 个新组织")
+        
+        for idx, spec in enumerate(organization_specs):
+            try:
+                spec_name = spec.get('name', spec.get('organization_description', '未命名'))
+                logger.info(f"  [{idx+1}/{len(organization_specs)}] 生成组织规格: {spec_name}")
+                logger.debug(f"     组织规格内容: {json.dumps(spec, ensure_ascii=False)}")
+                
+                # 生成组织详细信息
+                organization_data = await self._generate_organization_details(
+                    spec=spec,
+                    project=project,
+                    existing_characters=existing_characters,
+                    existing_organizations=existing_organizations,
+                    db=db,
+                    user_id=user_id,
+                    enable_mcp=enable_mcp
+                )
+                
+                logger.debug(f"     AI生成的组织数据: {json.dumps(organization_data, ensure_ascii=False)[:200]}")
+                
+                # 创建组织记录（先创建Character记录，再创建Organization记录）
+                character, organization = await self._create_organization_record(
+                    project_id=project_id,
+                    organization_data=organization_data,
+                    db=db
+                )
+                
+                new_organizations.append({
+                    "character": character,
+                    "organization": organization
+                })
+                logger.info(f"  ✅ 创建新组织: {character.name}, ID: {organization.id}")
+                
+                # 建立成员关系
+                members_data = organization_data.get("initial_members", [])
+                if members_data:
+                    logger.info(f"  🔗 开始创建 {len(members_data)} 个成员关系...")
+                    members = await self._create_member_relationships(
+                        organization=organization,
+                        member_specs=members_data,
+                        existing_characters=existing_characters,
+                        project_id=project_id,
+                        db=db
+                    )
+                    members_created.extend(members)
+                    logger.info(f"  ✅ 实际创建了 {len(members)} 个成员关系记录")
+                
+            except Exception as e:
+                logger.error(f"  ❌ 创建组织失败: {e}", exc_info=True)
+                continue
+        
+        # 7. 提交事务（注意：这里只flush，让调用方commit）
+        await db.flush()
+        
+        logger.info(f"🎉 自动组织引入完成: 新增{len(new_organizations)}个组织, {len(members_created)}个成员关系")
+        
+        return {
+            "new_organizations": new_organizations,
+            "members_created": members_created,
+            "organization_count": len(new_organizations),
+            "analysis_result": analysis_result,
+            "predicted_organizations": [],
+            "needs_new_organizations": True,
+            "reason": analysis_result.get("reason", "")
+        }
+    
+    def _build_organization_summary(self, organizations: List[Dict[str, Any]]) -> str:
+        """构建现有组织摘要"""
+        if not organizations:
+            return "暂无组织"
+        
+        summary = []
+        for org in organizations:
+            org_name = org.get("name", "未知")
+            org_type = org.get("organization_type", "未知类型")
+            power_level = org.get("power_level", 50)
+            purpose = (org.get("organization_purpose") or "")[:50]
+            summary.append(f"- {org_name} ({org_type}, 势力等级:{power_level}): {purpose}")
+        
+        return "\n".join(summary[:15])  # 最多显示15个
+    
+    def _build_character_summary(self, characters: List[Character]) -> str:
+        """构建现有角色摘要"""
+        if not characters:
+            return "暂无角色"
+        
+        summary = []
+        for char in characters:
+            if not char.is_organization:  # 只统计非组织角色
+                char_role = char.role_type or "未知"
+                personality = (char.personality or "")[:30]
+                summary.append(f"- {char.name} ({char_role}): {personality}")
+        
+        return "\n".join(summary[:20])  # 最多显示20个
+    
+    async def _analyze_organization_needs(
+        self,
+        project: Project,
+        outline_content: str,
+        existing_orgs_summary: str,
+        existing_chars_summary: str,
+        db: AsyncSession,
+        user_id: str,
+        enable_mcp: bool,
+        all_chapters_brief: str = "",
+        start_chapter: int = 1,
+        chapter_count: int = 3,
+        plot_stage: str = "发展",
+        story_direction: str = "继续推进主线剧情"
+    ) -> Dict[str, Any]:
+        """AI预测性分析是否需要新组织"""
+        
+        # 构建分析提示词
+        template = await PromptService.get_template(
+            "AUTO_ORGANIZATION_ANALYSIS",
+            user_id,
+            db
+        )
+        
+        # 使用新的预测性分析参数
+        prompt = PromptService.format_prompt(
+            template,
+            title=project.title,
+            theme=project.theme or "未设定",
+            genre=project.genre or "未设定",
+            time_period=project.world_time_period or "未设定",
+            location=project.world_location or "未设定",
+            atmosphere=project.world_atmosphere or "未设定",
+            existing_organizations=existing_orgs_summary,
+            existing_characters=existing_chars_summary,
+            all_chapters_brief=all_chapters_brief,
+            start_chapter=start_chapter,
+            chapter_count=chapter_count,
+            plot_stage=plot_stage,
+            story_direction=story_direction
+        )
+        
+        try:
+            # 调用AI分析（使用统一的JSON调用方法）
+            if enable_mcp and user_id:
+                result = await self.ai_service.generate_text_with_mcp(
+                    prompt=prompt,
+                    user_id=user_id,
+                    db_session=db,
+                    enable_mcp=True,
+                    max_tool_rounds=2
+                )
+                content = result.get("content", "")
+                # 使用统一的JSON清洗方法
+                cleaned = self.ai_service._clean_json_response(content)
+                analysis = json.loads(cleaned)
+            else:
+                # 非MCP调用：使用带自动重试的JSON调用
+                analysis = await self.ai_service.call_with_json_retry(
+                    prompt=prompt,
+                    max_retries=3
+                )
+            
+            logger.info(f"  ✅ AI分析完成: needs_new_organizations={analysis.get('needs_new_organizations')}")
+            return analysis
+            
+        except json.JSONDecodeError as e:
+            logger.error(f"  ❌ 组织需求分析JSON解析失败: {e}")
+            return {"needs_new_organizations": False}
+        except Exception as e:
+            logger.error(f"  ❌ 组织需求分析失败: {e}")
+            return {"needs_new_organizations": False}
+    
+    async def _generate_organization_details(
+        self,
+        spec: Dict[str, Any],
+        project: Project,
+        existing_characters: List[Character],
+        existing_organizations: List[Dict[str, Any]],
+        db: AsyncSession,
+        user_id: str,
+        enable_mcp: bool
+    ) -> Dict[str, Any]:
+        """生成组织详细信息"""
+        
+        # 构建组织生成提示词
+        template = await PromptService.get_template(
+            "AUTO_ORGANIZATION_GENERATION",
+            user_id,
+            db
+        )
+        
+        existing_orgs_summary = self._build_organization_summary(existing_organizations)
+        existing_chars_summary = self._build_character_summary(existing_characters)
+        
+        prompt = PromptService.format_prompt(
+            template,
+            title=project.title,
+            genre=project.genre or "未设定",
+            theme=project.theme or "未设定",
+            time_period=project.world_time_period or "未设定",
+            location=project.world_location or "未设定",
+            atmosphere=project.world_atmosphere or "未设定",
+            rules=project.world_rules or "未设定",
+            existing_organizations=existing_orgs_summary,
+            existing_characters=existing_chars_summary,
+            plot_context="根据剧情需要引入的新组织",
+            organization_specification=json.dumps(spec, ensure_ascii=False, indent=2),
+            mcp_references=""  # 暂时不使用MCP增强
+        )
+        
+        # 调用AI生成（使用统一的JSON调用方法）
+        try:
+            if enable_mcp and user_id:
+                result = await self.ai_service.generate_text_with_mcp(
+                    prompt=prompt,
+                    user_id=user_id,
+                    db_session=db,
+                    enable_mcp=True,
+                    max_tool_rounds=2
+                )
+                content = result.get("content", "")
+                # 使用统一的JSON清洗方法
+                cleaned = self.ai_service._clean_json_response(content)
+                organization_data = json.loads(cleaned)
+            else:
+                # 非MCP调用：使用带自动重试的JSON调用
+                organization_data = await self.ai_service.call_with_json_retry(
+                    prompt=prompt,
+                    max_retries=3
+                )
+            
+            org_name = organization_data.get('name', '未知')
+            logger.info(f"    ✅ 组织详情生成成功: {org_name}")
+            logger.debug(f"       组织数据字段: {list(organization_data.keys())}")
+            
+            # 确保关键字段存在
+            if 'name' not in organization_data or not organization_data['name']:
+                logger.warning(f"    ⚠️ AI返回的组织数据缺少name字段，使用规格中的信息")
+                organization_data['name'] = spec.get('name', f"新组织{spec.get('organization_description', '')[:10]}")
+            
+            return organization_data
+            
+        except Exception as e:
+            logger.error(f"    ❌ 生成组织详情失败: {e}")
+            raise
+    
+    async def _create_organization_record(
+        self,
+        project_id: str,
+        organization_data: Dict[str, Any],
+        db: AsyncSession
+    ) -> tuple:
+        """创建组织数据库记录（包括Character和Organization）"""
+        
+        # 首先创建Character记录（is_organization=True）
+        character = Character(
+            project_id=project_id,
+            name=organization_data.get("name", "未命名组织"),
+            is_organization=True,
+            role_type=organization_data.get("role_type", "supporting"),
+            personality=organization_data.get("personality", ""),  # 组织特性
+            background=organization_data.get("background", ""),  # 组织背景
+            appearance=organization_data.get("appearance", ""),  # 外在表现
+            organization_type=organization_data.get("organization_type"),
+            organization_purpose=organization_data.get("organization_purpose"),
+            traits=json.dumps(organization_data.get("traits", []), ensure_ascii=False) if organization_data.get("traits") else None
+        )
+        
+        db.add(character)
+        await db.flush()
+        
+        # 然后创建Organization记录
+        organization = Organization(
+            character_id=character.id,
+            project_id=project_id,
+            power_level=organization_data.get("power_level", 50),
+            member_count=0,
+            location=organization_data.get("location"),
+            motto=organization_data.get("motto"),
+            color=organization_data.get("color")
+        )
+        
+        db.add(organization)
+        await db.flush()
+        
+        logger.info(f"    ✅ 创建组织记录: {character.name}, Organization ID: {organization.id}")
+        
+        return character, organization
+    
+    async def _create_member_relationships(
+        self,
+        organization: Organization,
+        member_specs: List[Dict[str, Any]],
+        existing_characters: List[Character],
+        project_id: str,
+        db: AsyncSession
+    ) -> List[OrganizationMember]:
+        """创建组织成员关系"""
+        
+        if not member_specs:
+            return []
+        
+        members = []
+        
+        for member_spec in member_specs:
+            try:
+                character_name = member_spec.get("character_name")
+                if not character_name:
+                    continue
+                
+                # 查找目标角色
+                target_char = next(
+                    (c for c in existing_characters if c.name == character_name and not c.is_organization),
+                    None
+                )
+                
+                if not target_char:
+                    logger.warning(f"    ⚠️ 目标角色不存在: {character_name}")
+                    continue
+                
+                # 检查成员关系是否已存在
+                existing_member = await db.execute(
+                    select(OrganizationMember).where(
+                        OrganizationMember.organization_id == organization.id,
+                        OrganizationMember.character_id == target_char.id
+                    )
+                )
+                if existing_member.scalar_one_or_none():
+                    logger.debug(f"    ℹ️ 成员关系已存在: {character_name} -> {organization.id}")
+                    continue
+                
+                # 创建成员关系
+                member = OrganizationMember(
+                    organization_id=organization.id,
+                    character_id=target_char.id,
+                    position=member_spec.get("position", "成员"),
+                    rank=member_spec.get("rank", 0),
+                    loyalty=member_spec.get("loyalty", 50),
+                    status=member_spec.get("status", "active"),
+                    joined_at=member_spec.get("joined_at"),
+                    source="auto"  # 标记为自动生成
+                )
+                
+                db.add(member)
+                members.append(member)
+                
+                logger.info(
+                    f"    ✅ 创建成员关系: {character_name} -> {organization.id} "
+                    f"({member_spec.get('position', '成员')})"
+                )
+                
+            except Exception as e:
+                logger.warning(f"    ❌ 创建成员关系失败: {e}")
+                continue
+        
+        # 更新组织成员数量
+        if members:
+            organization.member_count = (organization.member_count or 0) + len(members)
+        
+        return members
+
+
+# 全局实例缓存
+_auto_organization_service_instance: Optional[AutoOrganizationService] = None
+
+
+def get_auto_organization_service(ai_service: AIService) -> AutoOrganizationService:
+    """获取自动组织服务实例（单例模式）"""
+    global _auto_organization_service_instance
+    if _auto_organization_service_instance is None:
+        _auto_organization_service_instance = AutoOrganizationService(ai_service)
+    return _auto_organization_service_instance

backend/app/services/prompt_service.py

@@ -1679,6 +1679,248 @@ class PromptService:
 ❌ 在描述中使用特殊符号
 ❌ 引用不存在的角色或组织
 ❌ 使用职业ID而非职业名称
+</constraints>"""
+
+    # 自动组织引入 - 预测性分析提示词（RTCO框架）
+    AUTO_ORGANIZATION_ANALYSIS = """<system>
+你是专业的小说世界构建顾问，擅长预测剧情发展对组织/势力的需求。
+</system>
+
+<task>
+【分析任务】
+预测在接下来的{chapter_count}章续写中，根据剧情发展方向和阶段，是否需要引入新的组织或势力。
+
+【重要说明】
+这是预测性分析，而非基于已生成内容的事后分析。
+组织包括：帮派、门派、公司、政府机构、神秘组织、家族等。
+</task>
+
+<project priority="P1">
+【项目信息】
+书名：{title}
+类型：{genre}
+主题：{theme}
+
+【世界观】
+时间背景：{time_period}
+地理位置：{location}
+氛围基调：{atmosphere}
+</project>
+
+<context priority="P0">
+【已有组织】
+{existing_organizations}
+
+【已有角色】
+{existing_characters}
+
+【已有章节概览】
+{all_chapters_brief}
+
+【续写计划】
+- 起始章节：第{start_chapter}章
+- 续写数量：{chapter_count}章
+- 剧情阶段：{plot_stage}
+- 发展方向：{story_direction}
+</context>
+
+<analysis_framework priority="P0">
+【预测分析维度】
+
+**1. 世界观扩展需求**
+根据发展方向，是否需要新的势力或组织来丰富世界观？
+
+**2. 冲突升级需求**
+剧情是否需要新的对立势力、竞争组织或神秘集团？
+
+**3. 角色归属需求**
+现有角色是否需要加入或对抗某个新组织？
+
+**4. 剧情推动需求**
+新组织能否成为推动剧情的关键力量？
+
+**5. 引入时机**
+新组织应该在哪个章节出现最合适？
+
+【预测依据】
+- 剧情阶段的典型组织需求（如：高潮阶段可能需要强大的敌对势力）
+- 故事发展方向的逻辑需要（如：进入新地点需要当地势力）
+- 世界观完整性需要（如：权力格局需要多方势力）
+- 角色成长需要（如：主角需要加入或创建组织）
+</analysis_framework>
+
+<output priority="P0">
+【输出格式】
+返回纯JSON对象（两种情况之一）：
+
+**情况A：需要新组织**
+{{
+"needs_new_organizations": true,
+"reason": "预测分析原因（150-200字），说明为什么即将的剧情需要新组织",
+"organization_count": 1,
+"organization_specifications": [
+{{
+  "name": "建议的组织名字（可选）",
+  "organization_description": "组织在剧情中的定位和作用（100-150字）",
+  "organization_type": "帮派/门派/公司/政府/家族/神秘组织等",
+  "importance": "high/medium/low",
+  "appearance_chapter": {start_chapter},
+  "power_level": 70,
+  "plot_function": "在剧情中的具体功能",
+  "location": "组织所在地或活动区域",
+  "motto": "组织口号或宗旨（可选）",
+  "initial_members": [
+    {{
+      "character_name": "现有角色名（如需加入）",
+      "position": "职位",
+      "reason": "为什么加入"
+    }}
+  ],
+  "relationship_suggestions": [
+    {{
+      "target_organization": "已有组织名",
+      "relationship_type": "建议的关系类型（盟友/敌对/竞争/合作等）",
+      "reason": "为什么建立这种关系"
+    }}
+  ]
+}}
+]
+}}
+
+**情况B：不需要新组织**
+{{
+"needs_new_organizations": false,
+"reason": "现有组织足以支撑即将的剧情发展，说明理由"
+}}
+</output>
+
+<constraints>
+【必须遵守】
+✅ 这是预测性分析，面向未来剧情
+✅ 考虑世界观的丰富性和完整性
+✅ 确保引入必要性，不为引入而引入
+✅ 优先考虑组织的长期作用
+✅ 组织应该是推动剧情的关键力量
+
+【禁止事项】
+❌ 输出markdown标记
+❌ 基于已生成内容做事后分析
+❌ 为了引入组织而强行引入
+❌ 设计一次性功能组织
+❌ 创建与现有组织功能重复的组织
+</constraints>"""
+
+    # 自动组织引入 - 生成提示词（RTCO框架）
+    AUTO_ORGANIZATION_GENERATION = """<system>
+你是专业的世界构建师，擅长根据剧情需求创建完整的组织/势力设定。
+</system>
+
+<task>
+【生成任务】
+为小说生成新组织的完整设定，包括基本信息、组织特性、背景历史和成员结构。
+</task>
+
+<project priority="P1">
+【项目信息】
+书名：{title}
+类型：{genre}
+主题：{theme}
+
+【世界观】
+时间背景：{time_period}
+地理位置：{location}
+氛围基调：{atmosphere}
+世界规则：{rules}
+</project>
+
+<context priority="P0">
+【已有组织】
+{existing_organizations}
+
+【已有角色】
+{existing_characters}
+
+【剧情上下文】
+{plot_context}
+
+【组织规格要求】
+{organization_specification}
+</context>
+
+<mcp_context priority="P2">
+【MCP工具参考】
+{mcp_references}
+</mcp_context>
+
+<requirements priority="P0">
+【核心要求】
+1. 组织必须符合剧情需求和世界观设定
+2. 组织要有明确的目的、结构和特色
+3. 组织特性、背景要有深度和独特性
+4. 外在表现要具体生动
+5. 考虑与已有组织的关系和互动
+6. 如果需要，可以建议将现有角色加入组织
+</requirements>
+
+<output priority="P0">
+【输出格式】
+返回纯JSON对象：
+
+{{
+"name": "组织名称",
+"is_organization": true,
+"role_type": "supporting",
+"organization_type": "组织类型（帮派/门派/公司/政府/家族/神秘组织等）",
+"personality": "组织特性的详细描述（150-200字）：运作方式、核心理念、行事风格、文化价值观",
+"background": "组织背景故事（200-300字）：建立历史、发展历程、重要事件、当前地位",
+"appearance": "外在表现（100-150字）：总部位置、标志性建筑、组织标志、成员着装",
+"organization_purpose": "组织目的和宗旨：明确目标、长期愿景、行动准则",
+"power_level": 75,
+"location": "所在地点：主要活动区域、势力范围",
+"motto": "组织格言或口号",
+"color": "组织代表颜色",
+"traits": ["特征1", "特征2", "特征3"],
+
+"initial_members": [
+{{
+  "character_name": "已存在的角色名称",
+  "position": "职位名称",
+  "rank": 8,
+  "loyalty": 80,
+  "joined_at": "加入时间（可选）",
+  "status": "active"
+}}
+],
+
+"organization_relationships": [
+{{
+  "target_organization_name": "已存在的组织名称",
+  "relationship_type": "盟友/敌对/竞争/合作/从属等",
+  "description": "关系的具体描述"
+}}
+]
+}}
+
+【数值范围】
+- power_level：0-100的整数，表示在世界中的影响力
+- rank：0到10（职位等级）
+- loyalty：0到100（成员忠诚度）
+</output>
+
+<constraints>
+【必须遵守】
+✅ 符合剧情需求和世界观设定
+✅ 组织要有独特的定位和价值
+✅ character_name必须精确匹配【已有角色】
+✅ target_organization_name必须精确匹配【已有组织】
+✅ 组织能够推动剧情发展
+
+【禁止事项】
+❌ 输出markdown标记
+❌ 在描述中使用特殊符号
+❌ 引用不存在的角色或组织
+❌ 创建功能与现有组织重复的组织
+❌ 创建对剧情没有实际作用的组织
 </constraints>"""
 
     # 职业体系生成提示词 V2（RTCO框架）
@@ -2166,6 +2408,20 @@ class PromptService:
                 "parameters": ["title", "genre", "theme", "time_period", "location", "atmosphere", "rules",
                              "existing_characters", "plot_context", "character_specification", "mcp_references"]
             },
+            "AUTO_ORGANIZATION_ANALYSIS": {
+                "name": "自动组织分析",
+                "category": "自动组织引入",
+                "description": "分析新生成的大纲，判断是否需要引入新组织",
+                "parameters": ["title", "genre", "theme", "time_period", "location", "atmosphere",
+                             "existing_organizations", "existing_characters", "all_chapters_brief", "start_chapter", "chapter_count", "plot_stage", "story_direction"]
+            },
+            "AUTO_ORGANIZATION_GENERATION": {
+                "name": "自动组织生成",
+                "category": "自动组织引入",
+                "description": "根据剧情需求自动生成新组织的完整设定",
+                "parameters": ["title", "genre", "theme", "time_period", "location", "atmosphere", "rules",
+                             "existing_organizations", "existing_characters", "plot_context", "organization_specification", "mcp_references"]
+            },
             "CAREER_SYSTEM_GENERATION": {
                 "name": "职业体系生成",
                 "category": "世界构建",

frontend/src/pages/Outline.tsx

@@ -33,6 +33,37 @@ interface CharacterConfirmationData {
   chapter_range: string;
 }
 
+// 组织预测数据类型
+interface PredictedOrganization {
+  name?: string;
+  organization_description: string;
+  organization_type: string;
+  importance: string;
+  appearance_chapter: number;
+  power_level: number;
+  plot_function: string;
+  location?: string;
+  motto?: string;
+  initial_members: Array<{
+    character_name: string;
+    position: string;
+    reason?: string;
+  }>;
+  relationship_suggestions: Array<{
+    target_organization: string;
+    relationship_type: string;
+    reason?: string;
+  }>;
+}
+
+interface OrganizationConfirmationData {
+  code: string;
+  message: string;
+  predicted_organizations: PredictedOrganization[];
+  reason: string;
+  chapter_range: string;
+}
+
 const { TextArea } = Input;
 
 export default function Outline() {
@@ -56,6 +87,11 @@ export default function Outline() {
   const [pendingGenerateData, setPendingGenerateData] = useState<any>(null);
   const [selectedCharacterIndices, setSelectedCharacterIndices] = useState<number[]>([]);
 
+  // 组织确认相关状态
+  const [organizationConfirmData, setOrganizationConfirmData] = useState<OrganizationConfirmationData | null>(null);
+  const [organizationConfirmVisible, setOrganizationConfirmVisible] = useState(false);
+  const [selectedOrganizationIndices, setSelectedOrganizationIndices] = useState<number[]>([]);
+
   // 缓存批量展开的规划数据，避免重复AI调用
   const [cachedBatchExpansionResponse, setCachedBatchExpansionResponse] = useState<BatchOutlineExpansionResponse | null>(null);
 
@@ -124,6 +160,15 @@ export default function Outline() {
     }
   }, [characterConfirmData]);
 
+  // 当组织确认数据变化时，初始化选中状态（默认全选）
+  useEffect(() => {
+    if (organizationConfirmData) {
+      setSelectedOrganizationIndices(
+        organizationConfirmData.predicted_organizations.map((_, idx) => idx)
+      );
+    }
+  }, [organizationConfirmData]);
+
   // 移除事件监听，避免无限循环
   // Hook 内部已经更新了 store，不需要再次刷新
 
@@ -205,6 +250,9 @@ export default function Outline() {
     plot_stage?: 'development' | 'climax' | 'ending';
     keep_existing?: boolean;
     enable_auto_characters?: boolean;
+    require_character_confirmation?: boolean;
+    enable_auto_organizations?: boolean;
+    require_organization_confirmation?: boolean;
   }
 
   const handleGenerate = async (values: GenerateFormValues) => {
@@ -237,7 +285,10 @@ export default function Outline() {
         mode: values.mode || 'auto',
         story_direction: values.story_direction,
         plot_stage: values.plot_stage || 'development',
-        enable_auto_characters: values.enable_auto_characters !== undefined ? values.enable_auto_characters : true
+        enable_auto_characters: values.enable_auto_characters !== undefined ? values.enable_auto_characters : true,
+        require_character_confirmation: values.require_character_confirmation !== undefined ? values.require_character_confirmation : true,
+        enable_auto_organizations: values.enable_auto_organizations !== undefined ? values.enable_auto_organizations : true,
+        require_organization_confirmation: values.require_organization_confirmation !== undefined ? values.require_organization_confirmation : true
       };
 
       // 只有在用户选择了模型时才添加model参数
@@ -281,6 +332,20 @@ export default function Outline() {
           setCharacterConfirmData(data);
           setCharacterConfirmVisible(true);
         },
+        onOrganizationConfirmation: (data: any) => {
+          // ✨ 新增：处理组织确认事件
+          console.log('收到组织确认请求:', data);
+          // 关闭SSE进度Modal
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+
+          // 保存待处理的生成数据
+          setPendingGenerateData(requestData);
+
+          // 显示组织确认对话框
+          setOrganizationConfirmData(data);
+          setOrganizationConfirmVisible(true);
+        },
         onError: (error: string) => {
           // 现在只处理真正的错误
           message.error(`生成失败: ${error}`);
@@ -359,6 +424,9 @@ export default function Outline() {
             theme: currentProject.theme || '',
             model: defaultModel, // 添加默认模型
             enable_auto_characters: false, // 默认禁用自动角色引入
+            require_character_confirmation: true, // 默认需要用户确认
+            enable_auto_organizations: false, // 默认禁用自动组织引入
+            require_organization_confirmation: true, // 默认需要用户确认
           }}
         >
           {hasOutlines && (
@@ -467,19 +535,94 @@ export default function Outline() {
                     <TextArea rows={2} placeholder="其他特殊要求（可选）" />
                   </Form.Item>
 
-                  {/* 自动角色引入开关 - 仅在续写模式显示 */}
-                  {isContinue && (
+              {/* 自动角色和组织引入开关 - 仅在续写模式显示 */}
+              {isContinue && (
+                <div style={{ display: 'flex', flexDirection: 'column', gap: 16 }}>
+                  {/* 角色引入部分 */}
+                  <div style={{ display: 'flex', flexWrap: 'wrap', gap: 24, alignItems: 'flex-start' }}>
                     <Form.Item
                       label="智能角色引入"
                       name="enable_auto_characters"
                       tooltip="AI会根据剧情发展自动判断是否需要引入新角色，并自动创建角色卡片和建立关系"
+                      style={{ marginBottom: 0 }}
                     >
                       <Radio.Group buttonStyle="solid">
                         <Radio.Button value={true}>启用</Radio.Button>
                         <Radio.Button value={false}>禁用</Radio.Button>
                       </Radio.Group>
                     </Form.Item>
-                  )}
+                    
+                    {/* 角色确认选项 */}
+                    <Form.Item
+                      noStyle
+                      shouldUpdate={(prevValues, currentValues) =>
+                        prevValues.enable_auto_characters !== currentValues.enable_auto_characters
+                      }
+                    >
+                      {({ getFieldValue }) => {
+                        const enableAutoChars = getFieldValue('enable_auto_characters');
+                        if (!enableAutoChars) return null;
+                        
+                        return (
+                          <Form.Item
+                            label="新角色确认"
+                            name="require_character_confirmation"
+                            tooltip="启用后，AI预测到需要新角色时会先让您确认；禁用后，AI预测的角色将直接创建"
+                            style={{ marginBottom: 0 }}
+                          >
+                            <Radio.Group buttonStyle="solid">
+                              <Radio.Button value={true}>需要确认</Radio.Button>
+                              <Radio.Button value={false}>直接创建</Radio.Button>
+                            </Radio.Group>
+                          </Form.Item>
+                        );
+                      }}
+                    </Form.Item>
+                  </div>
+
+                  {/* 组织引入部分 */}
+                  <div style={{ display: 'flex', flexWrap: 'wrap', gap: 24, alignItems: 'flex-start' }}>
+                    <Form.Item
+                      label="智能组织引入"
+                      name="enable_auto_organizations"
+                      tooltip="AI会根据剧情发展自动判断是否需要引入新组织/势力，并自动创建设定和建立关系"
+                      style={{ marginBottom: 0 }}
+                    >
+                      <Radio.Group buttonStyle="solid">
+                        <Radio.Button value={true}>启用</Radio.Button>
+                        <Radio.Button value={false}>禁用</Radio.Button>
+                      </Radio.Group>
+                    </Form.Item>
+                    
+                    {/* 组织确认选项 */}
+                    <Form.Item
+                      noStyle
+                      shouldUpdate={(prevValues, currentValues) =>
+                        prevValues.enable_auto_organizations !== currentValues.enable_auto_organizations
+                      }
+                    >
+                      {({ getFieldValue }) => {
+                        const enableAutoOrgs = getFieldValue('enable_auto_organizations');
+                        if (!enableAutoOrgs) return null;
+                        
+                        return (
+                          <Form.Item
+                            label="新组织确认"
+                            name="require_organization_confirmation"
+                            tooltip="启用后，AI预测到需要新组织时会先让您确认；禁用后，AI预测的组织将直接创建"
+                            style={{ marginBottom: 0 }}
+                          >
+                            <Radio.Group buttonStyle="solid">
+                              <Radio.Button value={true}>需要确认</Radio.Button>
+                              <Radio.Button value={false}>直接创建</Radio.Button>
+                            </Radio.Group>
+                          </Form.Item>
+                        );
+                      }}
+                    </Form.Item>
+                  </div>
+                </div>
+              )}
                 </>
               );
             }}
@@ -1640,6 +1783,15 @@ export default function Outline() {
           setCharacterConfirmData(null);
           // 刷新大纲列表
           refreshOutlines();
+        },
+        onOrganizationConfirmation: (data: any) => {
+          // 处理可能的后续组织确认
+          console.log('收到组织确认请求:', data);
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+          setPendingGenerateData(requestData);
+          setOrganizationConfirmData(data);
+          setOrganizationConfirmVisible(true);
         }
       });
 
@@ -1666,7 +1818,7 @@ export default function Outline() {
 
       // 显示进度Modal
       setSSEProgress(0);
-      setSSEMessage('跳过角色创建，开始续写大纲...');
+      setSSEMessage('跳过角色创建，继续生成...');
       setSSEModalVisible(true);
 
       // 准备请求数据，禁用自动角色引入
@@ -1687,6 +1839,15 @@ export default function Outline() {
         onResult: (data: any) => {
           console.log('生成完成，结果:', data);
         },
+        onOrganizationConfirmation: (data: any) => {
+          // 处理可能的后续组织确认
+          console.log('收到组织确认请求:', data);
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+          setPendingGenerateData(requestData);
+          setOrganizationConfirmData(data);
+          setOrganizationConfirmVisible(true);
+        },
         onError: (error: string) => {
           message.error(`生成失败: ${error}`);
           setSSEModalVisible(false);
@@ -1714,6 +1875,128 @@ export default function Outline() {
     }
   };
 
+  // 处理组织确认 - 用户同意创建组织
+  const handleConfirmOrganizations = async (selectedOrganizations: PredictedOrganization[]) => {
+    if (!pendingGenerateData) {
+      message.error('生成数据丢失，请重新操作');
+      return;
+    }
+
+    try {
+      setOrganizationConfirmVisible(false);
+      setIsGenerating(true);
+
+      // 显示进度Modal
+      setSSEProgress(0);
+      setSSEMessage('正在创建确认的组织...');
+      setSSEModalVisible(true);
+
+      // 准备请求数据，添加确认的组织
+      const requestData = {
+        ...pendingGenerateData,
+        confirmed_organizations: selectedOrganizations
+      };
+
+      console.log('携带确认组织重新请求:', requestData);
+
+      // 重新发起SSE请求
+      const apiUrl = `/api/outlines/generate-stream`;
+      const client = new SSEPostClient(apiUrl, requestData, {
+        onProgress: (msg: string, progress: number) => {
+          setSSEMessage(msg);
+          setSSEProgress(progress);
+        },
+        onResult: (data: any) => {
+          console.log('生成完成，结果:', data);
+        },
+        onError: (error: string) => {
+          message.error(`生成失败: ${error}`);
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+        },
+        onComplete: () => {
+          message.success('大纲生成完成！');
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+          // 清理状态
+          setPendingGenerateData(null);
+          setOrganizationConfirmData(null);
+          // 刷新大纲列表
+          refreshOutlines();
+        }
+      });
+
+      client.connect();
+
+    } catch (error) {
+      console.error('确认组织失败:', error);
+      message.error('操作失败');
+      setSSEModalVisible(false);
+      setIsGenerating(false);
+    }
+  };
+
+  // 处理组织确认 - 用户拒绝创建组织
+  const handleRejectOrganizations = async () => {
+    if (!pendingGenerateData) {
+      message.error('生成数据丢失，请重新操作');
+      return;
+    }
+
+    try {
+      setOrganizationConfirmVisible(false);
+      setIsGenerating(true);
+
+      // 显示进度Modal
+      setSSEProgress(0);
+      setSSEMessage('跳过组织创建，继续生成...');
+      setSSEModalVisible(true);
+
+      // 准备请求数据，禁用自动组织引入
+      const requestData = {
+        ...pendingGenerateData,
+        enable_auto_organizations: false  // 禁用自动组织引入
+      };
+
+      console.log('跳过组织创建，重新请求:', requestData);
+
+      // 重新发起SSE请求
+      const apiUrl = `/api/outlines/generate-stream`;
+      const client = new SSEPostClient(apiUrl, requestData, {
+        onProgress: (msg: string, progress: number) => {
+          setSSEMessage(msg);
+          setSSEProgress(progress);
+        },
+        onResult: (data: any) => {
+          console.log('生成完成，结果:', data);
+        },
+        onError: (error: string) => {
+          message.error(`生成失败: ${error}`);
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+        },
+        onComplete: () => {
+          message.success('大纲生成完成！');
+          setSSEModalVisible(false);
+          setIsGenerating(false);
+          // 清理状态
+          setPendingGenerateData(null);
+          setOrganizationConfirmData(null);
+          // 刷新大纲列表
+          refreshOutlines();
+        }
+      });
+
+      client.connect();
+
+    } catch (error) {
+      console.error('跳过组织创建失败:', error);
+      message.error('操作失败');
+      setSSEModalVisible(false);
+      setIsGenerating(false);
+    }
+  };
+
   // 渲染角色确认对话框
   const renderCharacterConfirmModal = () => {
     if (!characterConfirmData) return null;
@@ -1853,10 +2136,146 @@ export default function Outline() {
     );
   };
 
+  // 渲染组织确认对话框
+  const renderOrganizationConfirmModal = () => {
+    if (!organizationConfirmData) return null;
+
+    return (
+      <Modal
+        title={
+          <Space>
+            <ExclamationCircleOutlined style={{ color: 'var(--color-warning)' }} />
+            <span>确认引入新组织</span>
+          </Space>
+        }
+        open={organizationConfirmVisible}
+        onOk={() => {
+          const selectedOrganizations = organizationConfirmData.predicted_organizations.filter(
+            (_, idx) => selectedOrganizationIndices.includes(idx)
+          );
+          handleConfirmOrganizations(selectedOrganizations);
+        }}
+        onCancel={() => {
+          modalApi.confirm({
+            title: '确认操作',
+            content: '是否跳过组织创建，直接续写大纲？',
+            okText: '跳过组织，继续续写',
+            cancelText: '返回选择',
+            onOk: handleRejectOrganizations
+          });
+        }}
+        width={800}
+        centered
+        okText={`确认创建选中的 ${selectedOrganizationIndices.length} 个组织`}
+        cancelText="跳过组织创建"
+      >
+        <div>
+          <div style={{ marginBottom: 16, padding: 12, background: 'var(--color-warning-bg)', borderRadius: 4, border: '1px solid var(--color-warning-border)' }}>
+            <div style={{ fontWeight: 500, marginBottom: 8, color: '#d48806' }}>
+              AI 分析结果
+            </div>
+            <div style={{ color: '#666', marginBottom: 8 }}>
+              {organizationConfirmData.reason}
+            </div>
+            <Tag color="blue">{organizationConfirmData.chapter_range}</Tag>
+            <Tag color="green">{organizationConfirmData.predicted_organizations.length} 个预测组织</Tag>
+          </div>
+
+          <div style={{ marginBottom: 12 }}>
+            <Space>
+              <Button
+                size="small"
+                onClick={() => setSelectedOrganizationIndices(
+                  organizationConfirmData.predicted_organizations.map((_, idx) => idx)
+                )}
+              >
+                全选
+              </Button>
+              <Button
+                size="small"
+                onClick={() => setSelectedOrganizationIndices([])}
+              >
+                全不选
+              </Button>
+            </Space>
+          </div>
+
+          <List
+            dataSource={organizationConfirmData.predicted_organizations}
+            renderItem={(org, index) => (
+              <List.Item
+                key={index}
+                style={{
+                  background: selectedOrganizationIndices.includes(index) ? '#f0f5ff' : 'transparent',
+                  padding: 12,
+                  borderRadius: 4,
+                  marginBottom: 8,
+                  border: selectedOrganizationIndices.includes(index) ? '1px solid var(--color-primary)' : '1px solid var(--color-border-secondary)',
+                  cursor: 'pointer'
+                }}
+                onClick={() => {
+                  if (selectedOrganizationIndices.includes(index)) {
+                    setSelectedOrganizationIndices(selectedOrganizationIndices.filter(i => i !== index));
+                  } else {
+                    setSelectedOrganizationIndices([...selectedOrganizationIndices, index]);
+                  }
+                }}
+              >
+                <div style={{ width: '100%' }}>
+                  <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center', marginBottom: 8 }}>
+                    <Space>
+                      <input
+                        type="checkbox"
+                        checked={selectedOrganizationIndices.includes(index)}
+                        onChange={() => { }}
+                        style={{ cursor: 'pointer' }}
+                      />
+                      <span style={{ fontWeight: 500, fontSize: 16 }}>
+                        {org.name || org.organization_description}
+                      </span>
+                      <Tag color="blue">{org.organization_type}</Tag>
+                      <Tag color="orange">势力等级: {org.power_level}</Tag>
+                    </Space>
+                    <Tag>第{org.appearance_chapter}章登场</Tag>
+                  </div>
+
+                  <div style={{ marginBottom: 8, color: '#666' }}>
+                    <strong>剧情作用：</strong>{org.plot_function}
+                  </div>
+
+                  {org.location && (
+                    <div style={{ marginBottom: 8 }}>
+                      <strong>地点：</strong>{org.location}
+                    </div>
+                  )}
+
+                  {org.initial_members && org.initial_members.length > 0 && (
+                    <div style={{ marginBottom: 8 }}>
+                      <strong>初始成员：</strong>
+                      <Space wrap style={{ marginLeft: 8 }}>
+                        {org.initial_members.map((member, idx) => (
+                          <Tag key={idx} color="purple">
+                            {member.character_name} - {member.position}
+                          </Tag>
+                        ))}
+                      </Space>
+                    </div>
+                  )}
+                </div>
+              </List.Item>
+            )}
+          />
+        </div>
+      </Modal>
+    );
+  };
+
   return (
     <>
       {/* 角色确认对话框 */}
       {renderCharacterConfirmModal()}
+      {/* 组织确认对话框 */}
+      {renderOrganizationConfirmModal()}
 
       {/* 批量展开预览 Modal */}
       <Modal

frontend/src/utils/sseClient.ts

@@ -18,6 +18,7 @@ export interface SSEClientOptions {
   onComplete?: () => void;
   onConnectionError?: (error: Event) => void;
   onCharacterConfirmation?: (data: any) => void;  // 新增：角色确认回调
+  onOrganizationConfirmation?: (data: any) => void; // 新增：组织确认回调
 }
 
 export class SSEClient {
@@ -200,6 +201,13 @@ export class SSEPostClient {
                   }
                   currentEvent = '';  // 重置事件类型
                   return;  // 暂停流程，等待用户确认
+                } else if (currentEvent === 'organization_confirmation_required') {
+                  // 处理组织确认事件
+                  if (this.options.onOrganizationConfirmation) {
+                    this.options.onOrganizationConfirmation(data);
+                  }
+                  currentEvent = '';  // 重置事件类型
+                  return;  // 暂停流程，等待用户确认
                 } else {
                   // 标准消息处理
                   const message: SSEMessage = data;