diff --git a/README.md b/README.md
index 4f77c55..2d9a9d3 100644
--- a/README.md
+++ b/README.md
@@ -19,6 +19,10 @@
   - 检查已发布产品（模型/GPU/CPU）
   - 检查待审核产品
   - 已存在则自动跳过，避免重复处理
+- ⚠️ **异常产品管理**：自动识别无法处理的产品
+  - 内容库和互联网均无搜索结果时存入异常库
+  - 支持人工排查和重新处理
+  - 提供异常产品列表、详情、解决、删除 API
 
 ## 系统架构
 
@@ -322,7 +326,13 @@ BATCH_SIZE = 5                 # 批量处理数量
 
 ## 版本历史
 
-- v1.2.0 (2026-07-16): 产品状态检查
+- v1.17.0 (2026-07-17): 异常产品管理
+  - 新增异常产品库，自动存储无法处理的产品
+  - 内容库和互联网均无搜索结果时存入异常库
+  - 新增异常产品 API（查询/详情/解决/删除/重试）
+  - 优化错误处理流程
+
+- v1.16.0 (2026-07-16): 产品状态检查
   - 新增产品状态检查功能
   - 处理前检查产品是否已存在（已发布/待审核）
   - 避免重复处理已有产品
diff --git a/models/database.py b/models/database.py
index be6f28b..69be7e1 100644
--- a/models/database.py
+++ b/models/database.py
@@ -204,9 +204,30 @@ class Database:
                 )
             ''')
             
+            # 异常产品表
+            cursor.execute('''
+                CREATE TABLE IF NOT EXISTS abnormal_products (
+                    id INTEGER PRIMARY KEY AUTOINCREMENT,
+                    product_name TEXT NOT NULL UNIQUE,
+                    category TEXT,
+                    subcategory TEXT,
+                    abnormal_type TEXT DEFAULT 'no_search_results',
+                    abnormal_reason TEXT,
+                    search_results TEXT,
+                    retry_count INTEGER DEFAULT 0,
+                    status TEXT DEFAULT 'pending',
+                    resolution TEXT,
+                    resolved_at DATETIME,
+                    resolved_by TEXT,
+                    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+                    last_retry_at DATETIME
+                )
+            ''')
+            
             # 创建索引
             cursor.execute('CREATE INDEX IF NOT EXISTS idx_process_steps_session ON process_steps(process_id)')
             cursor.execute('CREATE INDEX IF NOT EXISTS idx_process_sessions_status ON process_sessions(status)')
+            cursor.execute('CREATE INDEX IF NOT EXISTS idx_abnormal_products_status ON abnormal_products(status)')
             
             conn.commit()
 
@@ -830,5 +851,99 @@ class Database:
             intervention_data=intervention_data
         )
 
+# ========== 异常产品操作 ==========
+    def add_abnormal_product(self, product_name, category=None, subcategory=None, 
+                            abnormal_type='no_search_results', abnormal_reason=None, 
+                            search_results=None):
+        """添加异常产品"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            try:
+                cursor.execute('''
+                    INSERT INTO abnormal_products 
+                    (product_name, category, subcategory, abnormal_type, abnormal_reason, search_results)
+                    VALUES (?, ?, ?, ?, ?, ?)
+                ''', (product_name, category, subcategory, abnormal_type, abnormal_reason,
+                      json.dumps(search_results, ensure_ascii=False) if search_results else None))
+                conn.commit()
+                return cursor.lastrowid
+            except sqlite3.IntegrityError:
+                # 产品已存在，更新重试次数
+                cursor.execute('''
+                    UPDATE abnormal_products 
+                    SET retry_count = retry_count + 1, 
+                        last_retry_at = CURRENT_TIMESTAMP,
+                        abnormal_reason = ?,
+                        search_results = ?
+                    WHERE product_name = ?
+                ''', (abnormal_reason, 
+                      json.dumps(search_results, ensure_ascii=False) if search_results else None,
+                      product_name))
+                conn.commit()
+                return None
+    
+    def get_abnormal_products(self, limit=100, status='pending'):
+        """获取异常产品列表"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            if status == 'all':
+                cursor.execute('''
+                    SELECT * FROM abnormal_products 
+                    ORDER BY created_at DESC 
+                    LIMIT ?
+                ''', (limit,))
+            else:
+                cursor.execute('''
+                    SELECT * FROM abnormal_products 
+                    WHERE status = ?
+                    ORDER BY created_at DESC 
+                    LIMIT ?
+                ''', (status, limit))
+            return [dict(row) for row in cursor.fetchall()]
+    
+    def get_abnormal_count(self, status='pending'):
+        """获取异常产品数量"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            if status == 'all':
+                cursor.execute('SELECT COUNT(*) FROM abnormal_products')
+            else:
+                cursor.execute('SELECT COUNT(*) FROM abnormal_products WHERE status = ?', (status,))
+            return cursor.fetchone()[0]
+    
+    def resolve_abnormal_product(self, product_name, resolution, resolved_by='manual'):
+        """标记异常产品为已解决"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            cursor.execute('''
+                UPDATE abnormal_products 
+                SET status = 'resolved', 
+                    resolution = ?, 
+                    resolved_by = ?,
+                    resolved_at = CURRENT_TIMESTAMP
+                WHERE product_name = ?
+            ''', (resolution, resolved_by, product_name))
+            conn.commit()
+            return cursor.rowcount > 0
+    
+    def delete_abnormal_product(self, product_name):
+        """删除异常产品记录"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            cursor.execute('DELETE FROM abnormal_products WHERE product_name = ?', (product_name,))
+            conn.commit()
+            return cursor.rowcount > 0
+    
+    def get_abnormal_product(self, product_name):
+        """获取异常产品详情"""
+        with self.get_connection() as conn:
+            cursor = conn.cursor()
+            cursor.execute('SELECT * FROM abnormal_products WHERE product_name = ?', (product_name,))
+            row = cursor.fetchone()
+            result = dict(row) if row else None
+            if result and result.get('search_results'):
+                result['search_results'] = json.loads(result['search_results'])
+            return result
+
 # 全局数据库实例
 db = Database()
\ No newline at end of file
diff --git a/routes/products.py b/routes/products.py
index 293b133..f7687bd 100644
--- a/routes/products.py
+++ b/routes/products.py
@@ -213,4 +213,122 @@ def process_batch():
         'success': True,
         'processed': len(results),
         'results': results
-    })
\ No newline at end of file
+    })
+
+# ========== 异常产品 API ==========
+
+@bp.route('/abnormal', methods=['GET'])
+def list_abnormal():
+    """获取异常产品列表"""
+    limit = request.args.get('limit', 100, type=int)
+    status = request.args.get('status', 'pending')
+    
+    products = db.get_abnormal_products(limit=limit, status=status)
+    count = db.get_abnormal_count(status=status)
+    
+    # 解析 JSON 字段
+    for item in products:
+        if item.get('search_results'):
+            try:
+                item['search_results'] = __import__('json').loads(item['search_results'])
+            except:
+                pass
+    
+    return jsonify({
+        'success': True,
+        'products': products,
+        'count': count
+    })
+
+
+@bp.route('/abnormal/<product_name>', methods=['GET'])
+def get_abnormal(product_name):
+    """获取异常产品详情"""
+    product = db.get_abnormal_product(product_name)
+    
+    if not product:
+        return jsonify({'error': '异常产品不存在'}), 404
+    
+    return jsonify({
+        'success': True,
+        'product': product
+    })
+
+
+@bp.route('/abnormal/<product_name>/resolve', methods=['POST'])
+def resolve_abnormal(product_name):
+    """解决异常产品"""
+    data = request.get_json()
+    resolution = data.get('resolution', '人工处理完成')
+    resolved_by = data.get('resolved_by', 'manual')
+    
+    success = db.resolve_abnormal_product(product_name, resolution, resolved_by)
+    
+    if success:
+        return jsonify({
+            'success': True,
+            'message': '异常产品已标记为已解决'
+        })
+    else:
+        return jsonify({'error': '异常产品不存在'}), 404
+
+
+@bp.route('/abnormal/<product_name>', methods=['DELETE'])
+def delete_abnormal(product_name):
+    """删除异常产品记录"""
+    success = db.delete_abnormal_product(product_name)
+    
+    if success:
+        return jsonify({
+            'success': True,
+            'message': '异常产品记录已删除'
+        })
+    else:
+        return jsonify({'error': '异常产品不存在'}), 404
+
+
+@bp.route('/abnormal/<product_name>/retry', methods=['POST'])
+def retry_abnormal(product_name):
+    """重试处理异常产品"""
+    # 获取异常产品详情
+    abnormal = db.get_abnormal_product(product_name)
+    
+    if not abnormal:
+        return jsonify({'error': '异常产品不存在'}), 404
+    
+    # 检查是否正在处理
+    processing = db.get_processing_products()
+    if any(p['product_name'] == product_name for p in processing):
+        return jsonify({'error': '该产品正在处理中'}), 400
+    
+    # 添加到处理中列表
+    db.start_processing(
+        product_name=product_name,
+        category=abnormal.get('category'),
+        subcategory=abnormal.get('subcategory')
+    )
+    
+    try:
+        # 执行处理
+        result = process_service.process_product({
+            'product_name': product_name,
+            'category': abnormal.get('category'),
+            'subcategory': abnormal.get('subcategory')
+        })
+        
+        # 如果处理成功，从异常库移除
+        if result['success']:
+            db.resolve_abnormal_product(
+                product_name, 
+                f"重试处理成功: {result['message']}",
+                'auto_retry'
+            )
+        
+        return jsonify({
+            'success': result['success'],
+            'message': result['message'],
+            'review_id': result.get('review_id')
+        })
+    finally:
+        # 完成处理，从处理中列表移除
+        db.finish_processing(product_name)
diff --git a/services/process_service.py b/services/process_service.py
index ac79c36..c8c0813 100644
--- a/services/process_service.py
+++ b/services/process_service.py
@@ -84,9 +84,38 @@ class DataProcessService:
             )
             
             if search_results['total'] == 0:
-                # 没有找到数据，发送通知
-                paramhub_client.send_notification(f"未找到产品 '{product_name}' 的相关数据")
-                result['message'] = '未找到相关数据'
+                # 没有找到数据，存入异常产品库
+                print(f"[异常] 未找到产品 '{product_name}' 的相关数据，存入异常库")
+                
+                # 添加到异常产品库
+                db.add_abnormal_product(
+                    product_name=product_name,
+                    category=category,
+                    subcategory=subcategory,
+                    abnormal_type='no_search_results',
+                    abnormal_reason='内容库和互联网均未搜索到相关数据',
+                    search_results=search_results
+                )
+                
+                # 发送通知
+                paramhub_client.send_notification(
+                    f"⚠️ 产品 '{product_name}' 未找到相关数据\n"
+                    f"已存入异常产品库，请人工排查"
+                )
+                
+                # 记录处理历史
+                db.add_process_history(
+                    product_name=product_name,
+                    category=category,
+                    subcategory=subcategory,
+                    status='abnormal',
+                    details={
+                        'reason': 'no_search_results',
+                        'message': '内容库和互联网均未搜索到相关数据'
+                    }
+                )
+                
+                result['message'] = f"产品 '{product_name}' 未找到相关数据，已存入异常库"
                 return result
             
             # 2. 提取对应产品的具体内容（排除无关产品）