diff --git a/backend/app/services/graph_builder.py b/backend/app/services/graph_builder.py
index 37c9969c..982ad3c1 100644
--- a/backend/app/services/graph_builder.py
+++ b/backend/app/services/graph_builder.py
@@ -18,6 +18,7 @@ from ..models.task import TaskManager, TaskStatus
 from ..utils.zep_paging import fetch_all_nodes, fetch_all_edges
 from .text_processor import TextProcessor
 from ..utils.locale import t, get_locale, set_locale
+from ..utils.zep_retry import with_zep_retry
 
 
 @dataclass
@@ -190,6 +191,7 @@ class GraphBuilderService:
             error_msg = f"{str(e)}\n{traceback.format_exc()}"
             self.task_manager.fail_task(task_id, error_msg)
     
+    @with_zep_retry(max_retries=3, operation_name="create_graph")
     def create_graph(self, name: str) -> str:
         """创建Zep图谱（公开方法）"""
         graph_id = f"mirofish_{uuid.uuid4().hex[:16]}"
@@ -285,11 +287,14 @@ class GraphBuilderService:
         
         # 调用Zep API设置本体
         if entity_types or edge_definitions:
-            self.client.graph.set_ontology(
-                graph_ids=[graph_id],
-                entities=entity_types if entity_types else None,
-                edges=edge_definitions if edge_definitions else None,
-            )
+            @with_zep_retry(max_retries=3, operation_name="set_ontology")
+            def _set_ontology():
+                self.client.graph.set_ontology(
+                    graph_ids=[graph_id],
+                    entities=entity_types if entity_types else None,
+                    edges=edge_definitions if edge_definitions else None,
+                )
+            _set_ontology()
     
     def add_text_batches(
         self,
@@ -322,10 +327,14 @@ class GraphBuilderService:
             
             # 发送到Zep
             try:
-                batch_result = self.client.graph.add_batch(
-                    graph_id=graph_id,
-                    episodes=episodes
-                )
+                @with_zep_retry(max_retries=3, operation_name=f"add_batch {batch_num}/{total_batches}")
+                def _add_batch():
+                    return self.client.graph.add_batch(
+                        graph_id=graph_id,
+                        episodes=episodes
+                    )
+                    
+                batch_result = _add_batch()
                 
                 # 收集返回的 episode uuid
                 if batch_result and isinstance(batch_result, list):
@@ -376,7 +385,11 @@ class GraphBuilderService:
             # 检查每个 episode 的处理状态
             for ep_uuid in list(pending_episodes):
                 try:
-                    episode = self.client.graph.episode.get(uuid_=ep_uuid)
+                    @with_zep_retry(max_retries=2, initial_delay=1.0, operation_name="get_episode")
+                    def _get_episode():
+                        return self.client.graph.episode.get(uuid_=ep_uuid)
+                        
+                    episode = _get_episode()
                     is_processed = getattr(episode, 'processed', False)
                     
                     if is_processed:
@@ -500,6 +513,7 @@ class GraphBuilderService:
             "edge_count": len(edges_data),
         }
     
+    @with_zep_retry(max_retries=3, operation_name="delete_graph")
     def delete_graph(self, graph_id: str):
         """删除图谱"""
         self.client.graph.delete(graph_id=graph_id)
diff --git a/backend/app/services/oasis_profile_generator.py b/backend/app/services/oasis_profile_generator.py
index 7704a627..e7625431 100644
--- a/backend/app/services/oasis_profile_generator.py
+++ b/backend/app/services/oasis_profile_generator.py
@@ -21,6 +21,7 @@ from zep_cloud.client import Zep
 from ..config import Config
 from ..utils.logger import get_logger
 from ..utils.locale import get_language_instruction, get_locale, set_locale, t
+from ..utils.zep_retry import with_zep_retry
 from .zep_entity_reader import EntityNode, ZepEntityReader
 
 logger = get_logger('mirofish.oasis_profile')
@@ -316,55 +317,27 @@ class OasisProfileGenerator:
         
         comprehensive_query = t('progress.zepSearchQuery', name=entity_name)
         
+        @with_zep_retry(max_retries=3, initial_delay=2.0, operation_name="Zep Edge Search")
         def search_edges():
             """搜索边（事实/关系）- 带重试机制"""
-            max_retries = 3
-            last_exception = None
-            delay = 2.0
-            
-            for attempt in range(max_retries):
-                try:
-                    return self.zep_client.graph.search(
-                        query=comprehensive_query,
-                        graph_id=self.graph_id,
-                        limit=30,
-                        scope="edges",
-                        reranker="rrf"
-                    )
-                except Exception as e:
-                    last_exception = e
-                    if attempt < max_retries - 1:
-                        logger.debug(f"Zep边搜索第 {attempt + 1} 次失败: {str(e)[:80]}, 重试中...")
-                        time.sleep(delay)
-                        delay *= 2
-                    else:
-                        logger.debug(f"Zep边搜索在 {max_retries} 次尝试后仍失败: {e}")
-            return None
+            return self.zep_client.graph.search(
+                query=comprehensive_query,
+                graph_id=self.graph_id,
+                limit=30,
+                scope="edges",
+                reranker="rrf"
+            )
         
+        @with_zep_retry(max_retries=3, initial_delay=2.0, operation_name="Zep Node Search")
         def search_nodes():
             """搜索节点（实体摘要）- 带重试机制"""
-            max_retries = 3
-            last_exception = None
-            delay = 2.0
-            
-            for attempt in range(max_retries):
-                try:
-                    return self.zep_client.graph.search(
-                        query=comprehensive_query,
-                        graph_id=self.graph_id,
-                        limit=20,
-                        scope="nodes",
-                        reranker="rrf"
-                    )
-                except Exception as e:
-                    last_exception = e
-                    if attempt < max_retries - 1:
-                        logger.debug(f"Zep节点搜索第 {attempt + 1} 次失败: {str(e)[:80]}, 重试中...")
-                        time.sleep(delay)
-                        delay *= 2
-                    else:
-                        logger.debug(f"Zep节点搜索在 {max_retries} 次尝试后仍失败: {e}")
-            return None
+            return self.zep_client.graph.search(
+                query=comprehensive_query,
+                graph_id=self.graph_id,
+                limit=20,
+                scope="nodes",
+                reranker="rrf"
+            )
         
         try:
             # 并行执行edges和nodes搜索
diff --git a/backend/app/services/ontology_generator.py b/backend/app/services/ontology_generator.py
index 01a3d799..be1fefd2 100644
--- a/backend/app/services/ontology_generator.py
+++ b/backend/app/services/ontology_generator.py
@@ -225,8 +225,9 @@ class OntologyGenerator:
         
         return result
     
-    # 传给 LLM 的文本最大长度（5万字）
-    MAX_TEXT_LENGTH_FOR_LLM = 50000
+    # 传给 LLM 的文本最大长度（2万字）
+    # 本体分析只需识别实体/关系类型，不需要完整文本；完整文本仍用于后续图谱构建
+    MAX_TEXT_LENGTH_FOR_LLM = 20000
     
     def _build_user_message(
         self,