feat: 增强知识库功能，优化索引和RAG检索

server/src/app/services/knowledge.py

@@ -856,7 +856,13 @@ class KnowledgeService:
 
             status_payload = status_map.get(document_id) or {}
             rag_status = str(status_payload.get("status") or "").strip().lower()
-            if bool(status_payload.get("query_ready")):
+            linked_run_status = self._resolve_linked_ingest_run_status(entry)
+            if (
+                linked_run_status == AgentRunStatus.FAILED.value
+                and rag_status in {"pending", "processing", "preprocessed"}
+            ):
+                desired_status = KNOWLEDGE_INGEST_STATUS_FAILED
+            elif bool(status_payload.get("query_ready")):
                 desired_status = KNOWLEDGE_INGEST_STATUS_INGESTED
             elif rag_status in {"pending", "processing", "preprocessed"}:
                 desired_status = KNOWLEDGE_INGEST_STATUS_SYNCING
@@ -1007,12 +1013,22 @@ class KnowledgeService:
             probe_entry = {"ingest_status_updated_at": heartbeat_at}
             return not self._is_syncing_status_stale(probe_entry)
 
-        return not self._is_syncing_status_stale(entry)
+        return not self._is_syncing_status_stale(entry)
-
+
-    def _require_entry(self, index: dict[str, Any], document_id: str) -> dict[str, Any]:
+    def _resolve_linked_ingest_run_status(self, entry: dict[str, Any]) -> str:
-        for entry in index["documents"]:
+        agent_run_id = str(entry.get("ingest_agent_run_id") or "").strip()
-            if entry["id"] == document_id:
+        if not agent_run_id or self.db is None:
-                return entry
+            return ""
+
+        run = self.db.scalar(select(AgentRun).where(AgentRun.run_id == agent_run_id))
+        if run is None:
+            return ""
+        return str(run.status or "").strip()
+
+    def _require_entry(self, index: dict[str, Any], document_id: str) -> dict[str, Any]:
+        for entry in index["documents"]:
+            if entry["id"] == document_id:
+                return entry
         raise FileNotFoundError(document_id)
 
     def _resolve_document_path(self, entry: dict[str, Any]) -> Path:

server/src/app/services/knowledge_index_tasks.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import threading
 from concurrent.futures import Future, ThreadPoolExecutor
 from datetime import UTC, datetime
 from time import perf_counter
@@ -18,6 +19,7 @@ from app.services.knowledge import (
 from app.services.knowledge_rag import KnowledgeRagService
 
 logger = get_logger("app.services.knowledge_index_tasks")
+HEARTBEAT_INTERVAL_SECONDS = 10
 
 
 class KnowledgeIndexTaskManager:
@@ -58,6 +60,15 @@ class KnowledgeIndexTaskManager:
         session_factory = get_session_factory()
         db = session_factory()
         started = perf_counter()
+        heartbeat_stop = threading.Event()
+        heartbeat_thread: threading.Thread | None = None
+        tool_call_id = ""
+        tool_request_json = {
+            "agent": AgentName.HERMES.value,
+            "folder": folder,
+            "document_ids": document_ids,
+            "force": force,
+        }
 
         try:
             run_service = AgentRunService(db)
@@ -84,6 +95,44 @@ class KnowledgeIndexTaskManager:
                     },
                 },
             )
+            tool_call = run_service.record_tool_call(
+                run_id=agent_run_id,
+                tool_type=AgentToolType.LLM.value,
+                tool_name="lightrag.index_documents",
+                request_json=tool_request_json,
+                response_json={"phase": "indexing"},
+                status="running",
+                duration_ms=0,
+                error_message=None,
+            )
+            tool_call_id = tool_call.id
+
+            def heartbeat_worker() -> None:
+                while not heartbeat_stop.wait(HEARTBEAT_INTERVAL_SECONDS):
+                    heartbeat_db = session_factory()
+                    try:
+                        AgentRunService(heartbeat_db).merge_route_json(
+                            agent_run_id,
+                            {
+                                "job_type": "knowledge_index_sync",
+                                "phase": "indexing",
+                                "heartbeat_at": datetime.now(UTC).isoformat(),
+                            },
+                        )
+                    except Exception:
+                        logger.exception(
+                            "Knowledge index heartbeat update failed run_id=%s",
+                            agent_run_id,
+                        )
+                    finally:
+                        heartbeat_db.close()
+
+            heartbeat_thread = threading.Thread(
+                target=heartbeat_worker,
+                name=f"knowledge-index-heartbeat-{agent_run_id}",
+                daemon=True,
+            )
+            heartbeat_thread.start()
 
             response = rag_service.index_documents(document_ids=document_ids, force=force)
             succeeded_document_ids = [
@@ -117,16 +166,11 @@ class KnowledgeIndexTaskManager:
 
             duration_ms = int((perf_counter() - started) * 1000)
             tool_status = "succeeded" if not failed_document_ids else "failed"
-            run_service.record_tool_call(
+            heartbeat_stop.set()
-                run_id=agent_run_id,
+            if heartbeat_thread is not None:
-                tool_type=AgentToolType.LLM.value,
+                heartbeat_thread.join(timeout=1)
-                tool_name="lightrag.index_documents",
+            run_service.update_tool_call(
-                request_json={
+                tool_call_id,
-                    "agent": AgentName.HERMES.value,
-                    "folder": folder,
-                    "document_ids": document_ids,
-                    "force": force,
-                },
                 response_json=response,
                 status=tool_status,
                 duration_ms=duration_ms,
@@ -166,22 +210,29 @@ class KnowledgeIndexTaskManager:
                 finished_at=datetime.now(UTC),
             )
         except Exception as exc:
+            heartbeat_stop.set()
+            if heartbeat_thread is not None:
+                heartbeat_thread.join(timeout=1)
             try:
-                AgentRunService(db).record_tool_call(
+                if tool_call_id:
-                    run_id=agent_run_id,
+                    AgentRunService(db).update_tool_call(
-                    tool_type=AgentToolType.LLM.value,
+                        tool_call_id,
-                    tool_name="lightrag.index_documents",
+                        response_json={"error": str(exc)},
-                    request_json={
+                        status="failed",
-                        "agent": AgentName.HERMES.value,
+                        duration_ms=int((perf_counter() - started) * 1000),
-                        "folder": folder,
+                        error_message=str(exc),
-                        "document_ids": document_ids,
+                    )
-                        "force": force,
+                else:
-                    },
+                    AgentRunService(db).record_tool_call(
-                    response_json={"error": str(exc)},
+                        run_id=agent_run_id,
-                    status="failed",
+                        tool_type=AgentToolType.LLM.value,
-                    duration_ms=int((perf_counter() - started) * 1000),
+                        tool_name="lightrag.index_documents",
-                    error_message=str(exc),
+                        request_json=tool_request_json,
-                )
+                        response_json={"error": str(exc)},
+                        status="failed",
+                        duration_ms=int((perf_counter() - started) * 1000),
+                        error_message=str(exc),
+                    )
                 KnowledgeService(db=db).set_document_ingest_statuses(
                     document_ids,
                     KNOWLEDGE_INGEST_STATUS_FAILED,
@@ -210,6 +261,9 @@ class KnowledgeIndexTaskManager:
                 logger.exception("Knowledge index task finalization failed run_id=%s", agent_run_id)
             logger.exception("Knowledge index task failed run_id=%s", agent_run_id)
         finally:
+            heartbeat_stop.set()
+            if heartbeat_thread is not None and heartbeat_thread.is_alive():
+                heartbeat_thread.join(timeout=1)
             db.close()
 
 

server/src/app/services/knowledge_normalizer.py

@@ -83,24 +83,23 @@ class KnowledgeNormalizationService:
             if rendered:
                 normalized_tables.append(f"## {candidate.title}\n\n{rendered}")
 
-        parts: list[str] = []
+        appendix_parts: list[str] = []
         if section_appendix:
-            parts.append(section_appendix)
+            appendix_parts.append(section_appendix)
         if answer_clue_appendix:
-            parts.append(answer_clue_appendix)
+            appendix_parts.append(answer_clue_appendix)
         if normalized_tables:
             appendix = "\n\n".join(normalized_tables)
-            parts.append(
+            appendix_parts.append(
                 "# 结构化表格补充\n\n"
                 "以下表格由知识归纳阶段依据原文重新整理，供问答检索时优先理解行列关系。\n\n"
                 f"{appendix}"
             )
 
-        if not parts:
+        if not appendix_parts:
             return normalized_text
 
-        parts.append(f"# 原文\n\n{normalized_text}")
+        return "\n\n".join([normalized_text, *appendix_parts])
-        return "\n\n".join(parts)
 
     @staticmethod
     def _extract_table_candidates(text: str) -> list[TableCandidate]:

server/src/app/services/knowledge_rag.py

@@ -33,6 +33,7 @@ DEFAULT_LIGHTRAG_QUERY_MODE = "naive"
 DEFAULT_LLM_TIMEOUT_SECONDS = 180
 DEFAULT_EMBEDDING_TIMEOUT_SECONDS = 120
 MAX_KNOWLEDGE_HIT_CONTENT_LENGTH = 2200
+MAX_KNOWLEDGE_HIT_EXCERPT_LENGTH = 220
 MAX_QUERY_TERMS = 12
 QUERY_TERM_STOPWORDS = {
     "什么",
@@ -62,6 +63,13 @@ TABLE_OR_STANDARD_QUERY_HINTS = (
     "档位",
     "额度",
 )
+STRUCTURED_APPENDIX_LEADING_MARKERS = (
+    "# 章节导航",
+    "# 重点章节摘录",
+    "# 问答线索补充",
+    "# 结构化表格补充",
+)
+STRUCTURED_APPENDIX_LEADING_WINDOW = 220
 
 _runtime_lock = threading.RLock()
 _runtime_instance: _LightRagRuntime | None = None
@@ -830,7 +838,11 @@ class KnowledgeRagService:
             document_id, document_name = _parse_document_identity(file_path)
             normalized_chunk_id = chunk_id or f"path-{rank}"
             normalized_content = _truncate_text(content, max_length=MAX_KNOWLEDGE_HIT_CONTENT_LENGTH)
-            excerpt = _build_excerpt(normalized_content, max_length=220)
+            excerpt = _build_query_focused_excerpt(
+                normalized_content,
+                query_terms=query_terms,
+                max_length=MAX_KNOWLEDGE_HIT_EXCERPT_LENGTH,
+            )
             candidates.append(
                 {
                     "code": f"knowledge.{document_id or 'unknown'}.{normalized_chunk_id}",
@@ -907,8 +919,12 @@ class KnowledgeRagService:
     @staticmethod
     def is_query_ready_status(status_obj: Any) -> bool:
         status_text = KnowledgeRagService._status_value(status_obj)
+        if status_text in {"failed", "error", "aborted"}:
+            return False
         if status_text == "processed":
             return True
+        if status_text in {"pending", "processing", "preprocessed"}:
+            return False
 
         chunks_count = getattr(status_obj, "chunks_count", None)
         if chunks_count is None and isinstance(status_obj, dict):
@@ -1168,6 +1184,35 @@ def _build_excerpt(text: str, *, max_length: int = 180) -> str:
     return f"{normalized[: max_length - 3].rstrip()}..."
 
 
+def _build_query_focused_excerpt(
+    text: str,
+    *,
+    query_terms: list[str],
+    max_length: int = 180,
+) -> str:
+    normalized = " ".join(str(text or "").split()).strip()
+    if not normalized:
+        return ""
+
+    lowered = normalized.lower()
+    match_positions = [
+        lowered.find(term)
+        for term in query_terms
+        if term and lowered.find(term) >= 0
+    ]
+    if not match_positions:
+        return _build_excerpt(normalized, max_length=max_length)
+
+    start = max(0, min(match_positions) - max_length // 3)
+    end = min(len(normalized), start + max_length)
+    snippet = normalized[start:end].strip()
+    if start > 0:
+        snippet = f"...{snippet.lstrip()}"
+    if end < len(normalized):
+        snippet = f"{snippet.rstrip()}..."
+    return snippet
+
+
 def _truncate_text(text: str, *, max_length: int) -> str:
     normalized = str(text or "").strip()
     if len(normalized) <= max_length:
@@ -1243,19 +1288,43 @@ def _score_knowledge_hit(
     score += len(matched_terms) * 8
     score += sum(1 for term in matched_terms if term in title) * 6
 
-    if "结构化表格补充" in content:
+    leading_appendix_marker = _leading_structured_appendix_marker(content)
-        score += 18
+    if leading_appendix_marker == "# 章节导航":
-    if "问答线索补充" in content:
+        score -= 24
-        score += 16 if not prefers_tabular_evidence else 8
+    elif leading_appendix_marker == "# 重点章节摘录":
-    if "重点章节摘录" in content:
+        score += 4 if matched_terms else -12
+    elif leading_appendix_marker == "# 问答线索补充":
+        score += 8 if matched_terms and not prefers_tabular_evidence else 2 if matched_terms else -20
+    elif leading_appendix_marker == "# 结构化表格补充":
+        if prefers_tabular_evidence and matched_terms:
+            score += 16
+        elif matched_terms:
+            score += 6
+        else:
+            score -= 18
+
+    if prefers_tabular_evidence and matched_terms and ("|" in content or "表" in content):
         score += 10
-    if "章节导航" in content:
+    if matched_terms and any(marker in content for marker in ("：", ":")):
+        score += 10
+    if matched_terms and "\n" in content:
         score += 4
-    if prefers_tabular_evidence and ("|" in content or "表" in content or "结构化表格补充" in content):
+    if matched_terms and any(marker in content for marker in ("附表", "第", "条")):
-        score += 12
+        score += 4
-    if not prefers_tabular_evidence and any(marker in content for marker in ("第", "条", "：", "-", "•")):
+    if not prefers_tabular_evidence and matched_terms and any(marker in content for marker in ("第", "条", "：", "-", "•")):
         score += 4
     if title and any(term in title for term in query_terms):
         score += 6
+    if re.search(r"没有.{0,8}(信息|规定|说明|依据)", content):
+        score -= 12
 
     return score
+
+
+def _leading_structured_appendix_marker(content: str) -> str:
+    normalized = str(content or "").lstrip()
+    for marker in STRUCTURED_APPENDIX_LEADING_MARKERS:
+        index = normalized.find(marker)
+        if 0 <= index <= STRUCTURED_APPENDIX_LEADING_WINDOW:
+            return marker
+    return ""

server/storage/knowledge/.index.json

@@ -2,25 +2,46 @@
   "version": 1,
   "documents": [
     {
-      "id": "bf761bd8eccf402bb676423d64401a56",
+      "id": "2c1cb358f08d44ceb0e4d287133206ec",
       "folder": "报销制度",
       "original_name": "远光《公司支出管理办法（2024）》.pdf",
-      "stored_name": "bf761bd8eccf402bb676423d64401a56__远光《公司支出管理办法（2024）》.pdf",
+      "stored_name": "2c1cb358f08d44ceb0e4d287133206ec__远光《公司支出管理办法（2024）》.pdf",
       "mime_type": "application/pdf",
       "extension": "pdf",
       "size_bytes": 621401,
       "sha256": "67a74538bce0dec71ccbb947256cc2c9c0e672d148de49406b967ae1379dbece",
-      "created_at": "2026-05-09T08:39:53.788042+00:00",
+      "created_at": "2026-05-17T09:28:28.999515+00:00",
-      "updated_at": "2026-05-09T08:39:53.788042+00:00",
+      "updated_at": "2026-05-17T09:28:28.999515+00:00",
       "uploaded_by": "admin",
       "version_number": 1,
       "ingest_status": 3,
-      "ingest_status_updated_at": "2026-05-16T15:37:12.723203+00:00",
+      "ingest_status_updated_at": "2026-05-17T10:01:33.272539+00:00",
-      "ingest_agent_run_id": "run_94562b13f7a54341",
+      "ingest_completed_at": "2026-05-17T10:01:33.272539+00:00",
-      "ingest_completed_at": "2026-05-16T15:37:12.723203+00:00",
       "ingest_document_name": "远光《公司支出管理办法（2024）》.pdf",
-      "ingest_document_updated_at": "2026-05-09T08:39:53.788042+00:00",
+      "ingest_document_updated_at": "2026-05-17T09:28:28.999515+00:00",
-      "ingest_document_sha256": "67a74538bce0dec71ccbb947256cc2c9c0e672d148de49406b967ae1379dbece"
+      "ingest_document_sha256": "67a74538bce0dec71ccbb947256cc2c9c0e672d148de49406b967ae1379dbece",
+      "ingest_agent_run_id": "run_8b0ead1e3c734a53"
+    },
+    {
+      "id": "a8f8465df08e455ebe133351721d49f8",
+      "folder": "报销制度",
+      "original_name": "无单需求文档0506.docx",
+      "stored_name": "a8f8465df08e455ebe133351721d49f8__无单需求文档0506.docx",
+      "mime_type": "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+      "extension": "docx",
+      "size_bytes": 454307,
+      "sha256": "00985ec85a8163be9c9ffc5eb522df18ed52d4b131ceed12102c2d75e4df85a9",
+      "created_at": "2026-05-17T13:00:09.485818+00:00",
+      "updated_at": "2026-05-17T13:00:09.485818+00:00",
+      "uploaded_by": "admin",
+      "version_number": 1,
+      "ingest_status": 1,
+      "ingest_status_updated_at": "2026-05-17T13:00:09.485818+00:00",
+      "ingest_completed_at": "",
+      "ingest_document_name": "",
+      "ingest_document_updated_at": "",
+      "ingest_document_sha256": "",
+      "ingest_agent_run_id": ""
     }
   ]
 }

server/storage/knowledge/.lightrag/x_financial_knowledge/kv_store_doc_status.json

@@ -1,29 +1,28 @@
 {
-  "bf761bd8eccf402bb676423d64401a56": {
+  "2c1cb358f08d44ceb0e4d287133206ec": {
     "status": "processed",
-    "chunks_count": 11,
+    "chunks_count": 10,
     "chunks_list": [
-      "chunk-a28dc5c0a449bfa3ec07f3ea70720339",
+      "chunk-dd87aa5bc62cc9587ecb4c26d35a5263",
-      "chunk-0e8b903e5d2a7deeadd9ec0ca70d964c",
+      "chunk-74c01decac4a10cd40a491786743b0ee",
-      "chunk-16edf05e3f89da28ca60c9b8e3101d26",
+      "chunk-061324cc36078214691a6fc1cd0aaeea",
-      "chunk-60066b4c758ad553106e2343a99c890e",
+      "chunk-613d6dfd4c5e9c807229a3147f96b584",
-      "chunk-30373ec763ee53fb2c91741699128f30",
+      "chunk-d26b288ed4001dc5c504dce0eb841362",
-      "chunk-2d84cd4e27b2bcd246988dabe93d2062",
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6",
-      "chunk-090b225cc6d57e9bf0cf7e0f34b4760c",
+      "chunk-9841d66d8fb8548aab40220663a51693",
-      "chunk-8881e68061e1b668defe35b1cd9d8a83",
+      "chunk-afc57a0e9548d1f484da6df6c182676b",
-      "chunk-cca4d7b1d51b1e831b80471cd168fef0",
+      "chunk-18d968b78afe916b419c1b5973421ebe",
-      "chunk-78998358de8a8cc3c018264c9a553b4d",
+      "chunk-aa5435156b829944c173fa1d2d7a93d4"
-      "chunk-37889c882c89c19f96b9b2ca93685014"
     ],
-    "content_summary": "# 章节导航\n\n以下内容由入库阶段从制度原文中提取，供检索时优先理解制度层级、条目和标准所在章节。\n\n- 第一章    总则.............................................................. 4\n- 第二章    职责分工 .......................................................... 4\n- 第三章    支出报销申请与审批 ................................",
+    "content_summary": "商密【中】\n\n     远光软件股份有限公司文件\n\n          远光制度〔2024〕14 号\n\n关于颁布《公司支出管理办法（2024）》的\n         通知\n\n公司各部门、分支机构、子公司：\n  为适应公司业务发展需要，优化、完善支出和报销标准，规\n范支出业务审批和报销过程，防范经营风险，依据国家有关法\n律法规，参照国家电网公司和国网数科公司有关管理规定，结\n合市场经营环境和公司实际情况，在广泛征求意见的基础上，\n公司对《公司支出管理办法》进行了修订，现予颁布。本办法自\n颁布之日起...",
-    "content_length": 25627,
+    "content_length": 25301,
-    "created_at": "2026-05-16T15:30:53.520431+00:00",
+    "created_at": "2026-05-17T09:57:22.410485+00:00",
-    "updated_at": "2026-05-16T15:37:12.723203+00:00",
+    "updated_at": "2026-05-17T10:01:33.272539+00:00",
-    "file_path": "/app/server/storage/knowledge/报销制度/bf761bd8eccf402bb676423d64401a56__远光《公司支出管理办法（2024）》.pdf",
+    "file_path": "/app/server/storage/knowledge/报销制度/2c1cb358f08d44ceb0e4d287133206ec__远光《公司支出管理办法（2024）》.pdf",
-    "track_id": "insert_20260516_153053_5bdb18b7",
+    "track_id": "insert_20260517_095722_e223c7de",
     "metadata": {
-      "processing_start_time": 1778945453,
+      "processing_start_time": 1779011842,
-      "processing_end_time": 1778945832
+      "processing_end_time": 1779012093
     }
   }
 }

server/storage/knowledge/.lightrag/x_financial_knowledge/kv_store_full_entities.json

@@ -1,225 +1,268 @@
 {
-  "bf761bd8eccf402bb676423d64401a56": {
+  "2c1cb358f08d44ceb0e4d287133206ec": {
     "entity_names": [
-      "公对公结算方式",
-      "业务招待",
-      "营销中心",
-      "预算外支出",
-      "第十四条业务招待费",
-      "材料采购",
-      "对外捐赠支出",
-      "第五章附则",
-      "事业部总经理",
-      "第四章重点支出管理规定",
-      "Home Visit Travel Expenses Management Policy",
-      "组织人事部",
-      "三流一致原则",
-      "预算先行原则",
-      "第五条计划财务部主要职责",
-      "业务招待费",
-      "Long-Term Business Accommodation",
-      "无形资产",
-      "各级管理人员",
-      "第二十三条",
-      "第四条归口管理部门主要职责",
-      "附表3",
-      "各委员会主任",
-      "信息管理部",
-      "经办人",
-      "品牌及市场运营中心",
-      "计划财务部",
-      "Department Head",
-      "业务原始凭据",
-      "经办部门",
-      "系统单据",
-      "保证金",
-      "邮递费",
-      "第十一条",
-      "第二十一条",
-      "分级授权原则",
-      "后勤服务部",
-      "Company Business Travel System",
-      "国家电网公司",
-      "Meeting Expenses",
       "工会委员会",
-      "特殊事项",
+      "Business Original Documents",
-      "前款不清、后款不借",
+      "First Approver",
-      "Advertising and Promotion Expenses",
-      "广告宣传费",
-      "异地挂职锻炼",
-      "Grassroots Manager P4",
-      "Other Employees",
-      "税控系统明细清单",
-      "商旅订票",
-      "分支机构",
-      "低值易耗品",
-      "产品规划设计部",
-      "培训费",
-      "第一条规定义",
-      "经济舱6折及以下",
-      "三个月",
-      "托运费",
-      "Commercial Insurance",
-      "工会经费管理办法",
-      "增值税专用发票",
-      "第七条各级管理人员主要职责",
-      "Compensation and Benefits Expenses",
-      "外聘专家",
-      "第十二条市内交通费",
-      "分类控制原则",
-      "Value Reimbursement System",
-      "第八条支出报销申请",
-      "会议费",
-      "轮船三等舱",
-      "第四条归口管理",
-      "终审岗",
-      "总经理",
-      "中国外汇交易中心",
-      "Middle And Grassroots Manager P4-P6",
-      "办公用品",
-      "办公室(党委办公室)",
-      "控股子公司",
-      "支出审批权限表",
-      "公司领导",
-      "证券与法律事务部",
-      "支出审批流转程序",
-      "第二条适用范围",
-      "出差补贴标准",
-      "附表2",
-      "高铁/动车二等座",
       "P8",
-      "报销资料规范",
+      "一级部门总经理",
-      "Staff P1-P3",
+      "组织人事部",
-      "2024年4月17日",
+      "业务原始凭据",
-      "董事长",
+      "营销中心",
-      "通信费",
+      "保证金",
-      "财务审核时限",
-      "一万元",
-      "工会支出",
-      "交通工具等级标准",
-      "第二十条",
-      "影像扫描",
-      "异地调动邮寄费",
-      "第二十二条",
-      "基层经理",
-      "第二十四条附件",
-      "公对私结算方式",
-      "第二十三条本办法的归口与实施",
-      "异地挂职锻炼补贴标准",
-      "公司酒店住宿限额标准",
-      "经办部门(个人)",
       "投标保证金",
-      "远光制度〔2024〕14号",
+      "餐补",
-      "Business Travel",
+      "第十四条业务招待费",
-      "Communication Expenses",
+      "Chief Engineer",
-      "交通费",
+      "业务招待",
-      "远光软件股份有限公司",
+      "Employee Welfare",
-      "第三条管理原则",
-      "全资子公司",
-      "第十三条差旅费",
-      "薪酬福利支出",
-      "Relocation Expenses",
-      "住宿费",
-      "公司支出管理办法(2024)",
-      "中层经理",
-      "第六条经办部门主要职责",
-      "Business Trip",
-      "批办分离原则",
-      "备用金借款",
-      "岗位支出业务",
-      "公司支出管理办法",
-      "第二十四条",
-      "报销业务",
-      "第七条管理人员",
-      "外包分包业务",
-      "归口管理部门",
-      "第十条",
-      "财务审核",
-      "备用金",
-      "预付款项",
-      "支出报销申请",
-      "公司团建管理办法",
-      "总工程师",
-      "商旅系统",
-      "Training Expenses",
-      "固定资产",
-      "DAP研发中心",
-      "第五条计划财务部",
-      "第一条目的",
-      "全列软席列车二等座",
-      "涉外业务汇率标准",
-      "客服及商务",
-      "其他支出",
-      "快递费",
-      "需求计划",
-      "党委办公室",
-      "财务信息化系统",
-      "P5及以上",
-      "因公借款",
-      "效益优先原则",
-      "市内交通",
-      "Business Entertainment Expenses",
-      "第二章职责分工",
-      "出差补贴",
-      "人力资源服务部",
-      "P4及以下",
-      "因公用车补贴",
-      "Company Leader P8 And Above",
-      "国网数科公司",
-      "Mailing and Courier Expenses",
-      "季度清理",
-      "附表1",
-      "正式员工",
-      "审批流转程序",
-      "后续审批人",
-      "商密【中】",
-      "High-Level Manager P7",
-      "Home Visit Travel Expenses",
-      "支出成本中心归属",
-      "供应商",
-      "High-Speed Rail And Bullet Train",
-      "资产采购",
-      "附表1：员工支出报销审批权限表",
-      "第九条支出报销审批",
-      "审批权限",
-      "经济舱5折及以下",
-      "产业投资部",
-      "第六条经办部门",
-      "第十条支出成本中心归属",
-      "第九条",
-      "邮件费",
-      "第四章",
-      "第十三条",
-      "Travel Allowance",
-      "第十一条备用金借款",
-      "财务部门",
-      "公司",
-      "中国银行",
-      "Business Travel Ticket Booking",
-      "市内交通费",
-      "发票",
-      "第十二条",
-      "支出报销审批",
       "经济舱",
-      "第一审批人",
+      "2024年4月17日",
-      "品牌",
+      "三等舱",
-      "火车硬席",
+      "财务信息化系统",
-      "审批时限",
+      "分管领导",
+      "重点支出管理规定",
+      "备用金借款",
+      "Financial Review",
+      "第五章附则",
+      "Company Leadership",
+      "第十九条",
+      "经办人",
       "预算内支出",
-      "President",
+      "Current Account Payment",
+      "Business Entertainment",
+      "Tax Control System Details",
+      "第二十一条",
+      "成本中心归属",
+      "岗位支出报销审批权限表",
+      "工会经费管理办法",
+      "商旅系统",
+      "Special Subsidy",
+      "中国银行外汇折算价",
+      "因公借款",
+      "资产采购",
+      "广告费",
+      "First-Level Department General Manager",
+      "正式员工",
+      "一万元",
+      "公司员工教育培训管理办法",
+      "责任原则",
+      "第二章职责分工",
+      "预算先行",
+      "Planning and Finance Department",
+      "Accommodation Cost Reimbursement",
+      "Official Vehicle Subsidy",
+      "第四条归口管理部门主要职责",
+      "Personal Service Compensation",
+      "邮递费",
+      "附表3：支出归口管理部门与归口业务范围",
+      "员工",
+      "第二条目的",
+      "Director",
+      "支出归口管理部门与归口业务范围",
+      "其他支出(员工)",
+      "报销标准",
+      "5000000 Yuan Approval Limit",
+      "第十一条备用金借款",
+      "会议费",
+      "第十七条",
+      "第七条各级管理人员主要职责",
+      "50000 Yuan Approval Limit",
+      "全资子公司",
+      "涉外业务汇率标准",
+      "总监",
+      "第十三条差旅费",
+      "审批权限表",
+      "商旅订票规范",
+      "Final Approval Position",
+      "报销资格",
+      "新增报销规定",
+      "公司支出管理办法",
+      "Institution General Manager",
+      "房屋租金",
+      "Staff Activities",
+      "分包外包(内部单位)",
+      "报销申请时限",
+      "Financial Information System",
+      "Expenditure Authorization Approval Scope",
+      "直辖市",
+      "培训费",
+      "第十二条市内交通费",
+      "第十五条",
+      "终审岗",
+      "Remote Work Housing",
+      "Centralized Management department",
+      "第二十条",
+      "办公室(党委办公室)",
+      "Three Flows Consistency Principle",
+      "审批权限",
+      "VAT Special Invoice",
+      "后勤服务部",
+      "员工支出报销审批权限表",
+      "公司总裁",
+      "出差补贴",
+      "Basic Level Managers",
+      "预付款项",
+      "附表1：员工支出报销审批权限表",
+      "经办部门",
+      "信息管理部",
+      "通信费",
+      "第十六条",
+      "增值税发票",
+      "财务入账条件",
+      "Hotel Accommodation Standards",
+      "审批流转程序",
+      "Self-Driving Travel Provisions",
+      "交通费",
+      "第九条支出报销审批",
+      "薪酬福利支出分配计划",
+      "产品规划设计部",
+      "因公用车补贴",
+      "Committee Chairpersons",
+      "Business Division General Manager",
+      "组织安排",
+      "1 Yuan Per Person Per Kilometer Reimbursement",
+      "Separation of Approval and Processing Principle",
+      "第五条计划财务部主要职责",
+      "200000 Yuan Approval Limit",
+      "公司各部门",
+      "第十四条",
+      "Other Areas",
+      "分支机构",
+      "Departments And Units",
+      "计划财务部",
+      "Other Employees",
+      "第二十三条",
+      "公司团建管理办法",
+      "火车硬席",
+      "税控系统明细清单",
+      "Trade Union Fund",
+      "报销标准变化情况",
+      "薪酬福利支出",
+      "Hong Kong, Macau, And Taiwan Region",
+      "对外捐赠支出",
+      "Multi-Level Approval Rule",
+      "Three Working Days Deadline",
+      "Employee Remuneration",
+      "销售退款",
+      "股权投资、兼并收购",
+      "控股子公司",
+      "取消报销规定",
+      "Procurement Management Regulations",
+      "Middle Managers",
       "差旅费",
-      "高层经理",
+      "批办分离",
-      "厉行节约原则",
+      "住宿费",
-      "第三章支出报销申请与审批",
+      "Travel Allowance Standards",
+      "第二十三条本办法的归口与实施",
+      "Senior Vice President",
+      "供应商",
+      "人事归口管理部门",
+      "Management Personnel At All Levels",
+      "效益优先",
+      "Operating Department Individual",
+      "Remote Work Housing Rental Expenses",
+      "取消报销规定内容",
+      "Company",
+      "修订说明",
+      "国网数科公司",
+      "Vice President",
+      "分级授权",
+      "Expenditure Reimbursement Application",
+      "第二十四条附件",
+      "第二十二条",
+      "出租车",
+      "Night High-Speed Rail Provision",
+      "各级管理人员",
+      "受益原则",
+      "公司员工因公通讯费用实施细则",
+      "公司支出管理办法(2024)",
+      "出差补贴标准",
+      "Bid Security Deposit Approval Limits Table",
       "第二条范围",
-      "基建工程",
+      "Company Property Rental Management",
+      "调动工作",
+      "远光软件股份有限公司",
+      "市内交通费",
+      "交通工具等级标准",
+      "Operator",
+      "第八条支出报销申请",
+      "Directly-Controlled Municipalities And Special Administrative Regions",
+      "出差规定",
+      "业务招待费",
+      "Senior Managers",
       "逐级审批规则",
-      "招标采购规定",
+      "Company Business Travel System",
-      "第一章总则"
+      "广告宣传费",
+      "Transportation Cost Reimbursement",
+      "财务",
+      "第一章总则",
+      "材料采购",
+      "人力资源服务部",
+      "证券与法律事务部",
+      "Transportation Level Standards",
+      "归口管理部门",
+      "商旅客服",
+      "第四章重点支出管理规定",
+      "出差审批程序",
+      "Business Trip Approval",
+      "西藏",
+      "附表2：岗位支出报销审批权限表",
+      "第十八条",
+      "第二十四条",
+      "Company Hotel Accommodation Limit Standards",
+      "办法",
+      "DAP研发中心",
+      "新增规定内容",
+      "基本补助",
+      "Travel Allowance",
+      "异地挂职锻炼补贴标准",
+      "部门负责人",
+      "Provincial Capitals",
+      "特区",
+      "Transportation Tickets",
+      "第三章支出报销申请与审批",
+      "品牌及市场运营中心",
+      "分包外包(外部单位)",
+      "探亲路费",
+      "President",
+      "凭据报销",
+      "基本出差补贴",
+      "Taxi Usage Regulations",
+      "Government Fees",
+      "Commercial Travel System",
+      "远光制度〔2024〕14号",
+      "审批权限变化情况",
+      "基建工程",
+      "支出报销申请与审批",
+      "中国外汇交易中心参考汇率",
+      "Department Manager",
+      "支出报销审批",
+      "预算调整决策程序",
+      "公司1号文",
+      "External Conference Accommodation",
+      "厉行节约",
+      "Commercial Insurance",
+      "公司",
+      "第三条管理原则",
+      "捐赠申请",
+      "分类控制",
+      "业务宣传费",
+      "产业投资部",
+      "公司员工探亲管理办法",
+      "Subsequent Approver",
+      "100000 Yuan Approval Limit",
+      "Tax Authority Recognized Invoice",
+      "国家电网公司",
+      "业务佐证材料",
+      "第六条经办部门(个人)主要职责",
+      "结算起点",
+      "第十条支出成本中心归属",
+      "母公司"
     ],
-    "count": 215,
+    "count": 258,
-    "create_time": 1778945832,
+    "create_time": 1779012093,
-    "update_time": 1778945832,
+    "update_time": 1779012093,
-    "_id": "bf761bd8eccf402bb676423d64401a56"
+    "_id": "2c1cb358f08d44ceb0e4d287133206ec"
   }
 }

server/storage/knowledge/.lightrag/x_financial_knowledge/kv_store_full_relations.json

@@ -1,182 +1,166 @@
 {
-  "bf761bd8eccf402bb676423d64401a56": {
+  "2c1cb358f08d44ceb0e4d287133206ec": {
     "relation_pairs": [
       [
-        "公司支出管理办法",
+        "Departments And Units",
-        "审批流转程序"
+        "Taxi Usage Regulations"
       ],
       [
-        "供应商",
+        "取消报销规定内容",
-        "公司"
+        "报销标准变化情况"
       ],
       [
-        "全资子公司",
+        "业务招待费",
-        "远光软件股份有限公司"
+        "第十四条"
       ],
       [
-        "发票",
+        "控股子公司",
-        "报销业务"
-      ],
-      [
-        "出差补贴",
-        "组织人事部"
-      ],
-      [
-        "第十三条差旅费",
-        "第四章重点支出管理规定"
-      ],
-      [
-        "公司支出管理办法",
-        "差旅费"
-      ],
-      [
-        "第一章总则",
-        "远光软件股份有限公司"
-      ],
-      [
-        "计划财务部",
-        "远光软件股份有限公司"
-      ],
-      [
-        "分支机构",
-        "远光软件股份有限公司"
-      ],
-      [
-        "经办部门",
-        "需求计划"
-      ],
-      [
-        "增值税专用发票",
-        "税控系统明细清单"
-      ],
-      [
-        "第三章支出报销申请与审批",
-        "财务信息化系统"
-      ],
-      [
-        "业务原始凭据",
-        "经办人"
-      ],
-      [
-        "第十四条业务招待费",
-        "第四章重点支出管理规定"
-      ],
-      [
-        "系统单据",
-        "经办人"
-      ],
-      [
-        "第二十三条本办法的归口与实施",
-        "第五章附则"
-      ],
-      [
-        "第二十四条",
-        "附表2"
-      ],
-      [
-        "第二十三条",
         "计划财务部"
       ],
-      [
-        "归口管理部门",
-        "报销业务"
-      ],
       [
         "公司支出管理办法",
-        "投标保证金"
+        "工会委员会"
       ],
       [
-        "对外捐赠支出",
+        "第一章总则",
-        "第二十一条"
+        "第三条管理原则"
       ],
       [
-        "第二十条",
+        "广告宣传费",
-        "薪酬福利支出"
+        "第十六条"
       ],
       [
-        "国网数科公司",
+        "Tax Control System Details",
+        "VAT Special Invoice"
+      ],
+      [
+        "Expenditure Reimbursement Application",
+        "Tax Authority Recognized Invoice"
+      ],
+      [
+        "远光制度〔2024〕14号",
         "远光软件股份有限公司"
       ],
       [
-        "事业部总经理",
+        "Financial Review",
-        "逐级审批规则"
+        "Operator"
       ],
       [
-        "特殊事项",
+        "Operating Department Individual",
-        "终审岗"
+        "Procurement Management Regulations"
       ],
       [
-        "发票",
+        "会议费",
-        "经办人"
+        "第十五条"
+      ],
+      [
+        "Company",
+        "Management Personnel At All Levels"
+      ],
+      [
+        "公司",
+        "第十七条"
+      ],
+      [
+        "公司",
+        "第十八条"
+      ],
+      [
+        "Operator",
+        "Three Working Days Deadline"
       ],
       [
         "第十一条备用金借款",
         "第四章重点支出管理规定"
       ],
       [
-        "归口管理部门",
+        "Expenditure Reimbursement Application",
+        "Operator"
+      ],
+      [
+        "业务招待费",
+        "差旅费"
+      ],
+      [
+        "公司",
+        "第二十一条"
+      ],
+      [
+        "公司支出管理办法(2024)",
+        "远光软件股份有限公司"
+      ],
+      [
+        "第四条归口管理部门主要职责",
         "计划财务部"
       ],
       [
-        "工会委员会",
+        "会议费",
-        "工会支出"
+        "差旅费"
       ],
       [
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     ],
     "count": 1,
-    "create_time": 1778945832,
+    "create_time": 1779012079,
-    "update_time": 1778945832,
+    "update_time": 1779012079,
-    "_id": "全资子公司<SEP>远光软件股份有限公司"
+    "_id": "第四条归口管理部门主要职责<SEP>计划财务部"
   },
-  "控股子公司<SEP>远光软件股份有限公司": {
+  "Tax Control System Details<SEP>VAT Special Invoice": {
     "chunk_ids": [
-      "chunk-16edf05e3f89da28ca60c9b8e3101d26"
+      "chunk-74c01decac4a10cd40a491786743b0ee"
     ],
     "count": 1,
-    "create_time": 1778945832,
+    "create_time": 1779012079,
-    "update_time": 1778945832,
+    "update_time": 1779012079,
-    "_id": "控股子公司<SEP>远光软件股份有限公司"
+    "_id": "Tax Control System Details<SEP>VAT Special Invoice"
+  },
+  "Operating Department Individual<SEP>Procurement Management Regulations": {
+    "chunk_ids": [
+      "chunk-74c01decac4a10cd40a491786743b0ee"
+    ],
+    "count": 1,
+    "create_time": 1779012081,
+    "update_time": 1779012081,
+    "_id": "Operating Department Individual<SEP>Procurement Management Regulations"
+  },
+  "Business Original Documents<SEP>Operator": {
+    "chunk_ids": [
+      "chunk-74c01decac4a10cd40a491786743b0ee"
+    ],
+    "count": 1,
+    "create_time": 1779012094,
+    "update_time": 1779012094,
+    "_id": "Business Original Documents<SEP>Operator"
+  },
+  "Expenditure Reimbursement Application<SEP>Tax Authority Recognized Invoice": {
+    "chunk_ids": [
+      "chunk-74c01decac4a10cd40a491786743b0ee"
+    ],
+    "count": 1,
+    "create_time": 1779012094,
+    "update_time": 1779012094,
+    "_id": "Expenditure Reimbursement Application<SEP>Tax Authority Recognized Invoice"
+  },
+  "公司<SEP>第十七条": {
+    "chunk_ids": [
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6"
+    ],
+    "count": 1,
+    "create_time": 1779012094,
+    "update_time": 1779012094,
+    "_id": "公司<SEP>第十七条"
+  },
+  "Operator<SEP>Three Working Days Deadline": {
+    "chunk_ids": [
+      "chunk-74c01decac4a10cd40a491786743b0ee"
+    ],
+    "count": 1,
+    "create_time": 1779012083,
+    "update_time": 1779012083,
+    "_id": "Operator<SEP>Three Working Days Deadline"
+  },
+  "Departments And Units<SEP>Night High-Speed Rail Provision": {
+    "chunk_ids": [
+      "chunk-613d6dfd4c5e9c807229a3147f96b584"
+    ],
+    "count": 1,
+    "create_time": 1779012084,
+    "update_time": 1779012084,
+    "_id": "Departments And Units<SEP>Night High-Speed Rail Provision"
+  },
+  "公司<SEP>第十八条": {
+    "chunk_ids": [
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6"
+    ],
+    "count": 1,
+    "create_time": 1779012084,
+    "update_time": 1779012084,
+    "_id": "公司<SEP>第十八条"
+  },
+  "公司<SEP>第十九条": {
+    "chunk_ids": [
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6"
+    ],
+    "count": 1,
+    "create_time": 1779012084,
+    "update_time": 1779012084,
+    "_id": "公司<SEP>第十九条"
+  },
+  "报销标准变化情况<SEP>远光软件股份有限公司": {
+    "chunk_ids": [
+      "chunk-18d968b78afe916b419c1b5973421ebe"
+    ],
+    "count": 1,
+    "create_time": 1779012084,
+    "update_time": 1779012084,
+    "_id": "报销标准变化情况<SEP>远光软件股份有限公司"
+  },
+  "取消报销规定内容<SEP>报销标准变化情况": {
+    "chunk_ids": [
+      "chunk-18d968b78afe916b419c1b5973421ebe"
+    ],
+    "count": 1,
+    "create_time": 1779012085,
+    "update_time": 1779012085,
+    "_id": "取消报销规定内容<SEP>报销标准变化情况"
+  },
+  "Financial Review<SEP>Operator": {
+    "chunk_ids": [
+      "chunk-74c01decac4a10cd40a491786743b0ee"
+    ],
+    "count": 1,
+    "create_time": 1779012085,
+    "update_time": 1779012085,
+    "_id": "Financial Review<SEP>Operator"
+  },
+  "公司支出管理办法(2024)<SEP>远光软件股份有限公司": {
+    "chunk_ids": [
+      "chunk-dd87aa5bc62cc9587ecb4c26d35a5263"
+    ],
+    "count": 1,
+    "create_time": 1779012085,
+    "update_time": 1779012085,
+    "_id": "公司支出管理办法(2024)<SEP>远光软件股份有限公司"
+  },
+  "远光制度〔2024〕14号<SEP>远光软件股份有限公司": {
+    "chunk_ids": [
+      "chunk-dd87aa5bc62cc9587ecb4c26d35a5263"
+    ],
+    "count": 1,
+    "create_time": 1779012086,
+    "update_time": 1779012086,
+    "_id": "远光制度〔2024〕14号<SEP>远光软件股份有限公司"
+  },
+  "Departments And Units<SEP>Taxi Usage Regulations": {
+    "chunk_ids": [
+      "chunk-613d6dfd4c5e9c807229a3147f96b584"
+    ],
+    "count": 1,
+    "create_time": 1779012099,
+    "update_time": 1779012099,
+    "_id": "Departments And Units<SEP>Taxi Usage Regulations"
+  },
+  "控股子公司<SEP>计划财务部": {
+    "chunk_ids": [
+      "chunk-dd87aa5bc62cc9587ecb4c26d35a5263"
+    ],
+    "count": 1,
+    "create_time": 1779012099,
+    "update_time": 1779012099,
+    "_id": "控股子公司<SEP>计划财务部"
+  },
+  "公司<SEP>第二十条": {
+    "chunk_ids": [
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6"
+    ],
+    "count": 1,
+    "create_time": 1779012086,
+    "update_time": 1779012086,
+    "_id": "公司<SEP>第二十条"
+  },
+  "商旅系统<SEP>差旅费": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012086,
+    "update_time": 1779012086,
+    "_id": "商旅系统<SEP>差旅费"
+  },
+  "业务招待费<SEP>差旅费": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012089,
+    "update_time": 1779012089,
+    "_id": "业务招待费<SEP>差旅费"
+  },
+  "公司<SEP>第二十一条": {
+    "chunk_ids": [
+      "chunk-e9438f69c9e221d9f0f00a05ad84eac6"
+    ],
+    "count": 1,
+    "create_time": 1779012089,
+    "update_time": 1779012089,
+    "_id": "公司<SEP>第二十一条"
+  },
+  "广告宣传费<SEP>第十六条": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012089,
+    "update_time": 1779012089,
+    "_id": "广告宣传费<SEP>第十六条"
+  },
+  "组织人事部<SEP>调动工作": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012090,
+    "update_time": 1779012090,
+    "_id": "组织人事部<SEP>调动工作"
+  },
+  "会议费<SEP>差旅费": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012092,
+    "update_time": 1779012092,
+    "_id": "会议费<SEP>差旅费"
+  },
+  "业务招待费<SEP>第十四条": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012092,
+    "update_time": 1779012092,
+    "_id": "业务招待费<SEP>第十四条"
+  },
+  "会议费<SEP>第十五条": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012092,
+    "update_time": 1779012092,
+    "_id": "会议费<SEP>第十五条"
+  },
+  "会议费<SEP>公司总裁": {
+    "chunk_ids": [
+      "chunk-d26b288ed4001dc5c504dce0eb841362"
+    ],
+    "count": 1,
+    "create_time": 1779012093,
+    "update_time": 1779012093,
+    "_id": "会议费<SEP>公司总裁"
   }
 }

server/tests/test_knowledge_normalizer.py

@@ -44,9 +44,9 @@ def test_knowledge_normalizer_appends_structured_table(monkeypatch) -> None:
 
         enriched = service.build_enriched_text(raw_text)
 
-    assert enriched.startswith("# 结构化表格补充")
+    assert enriched.startswith(raw_text.strip())
     assert "| 餐补 | 75 | 65 | 55 | 140 |" in enriched
-    assert enriched.endswith(raw_text.strip())
+    assert enriched.endswith("| 合计 | 110 | 100 | 90 | 175 |")
 
 
 def test_knowledge_normalizer_keeps_only_markdown_table_body() -> None:
@@ -79,12 +79,12 @@ def test_knowledge_normalizer_builds_section_navigation_without_table() -> None:
         service = KnowledgeNormalizationService(db)
         enriched = service.build_enriched_text(raw_text)
 
-    assert enriched.startswith("# 章节导航")
+    assert enriched.startswith(raw_text.strip())
     assert "- 第一章 总则" in enriched
     assert "## 第二章 住宿费标准" in enriched
     assert "# 问答线索补充" in enriched
     assert "- 第二章 住宿费标准：住宿费按照出差城市档位和职级标准执行" in enriched
-    assert enriched.endswith(raw_text.strip())
+    assert "# 章节导航" in enriched
 
 
 def test_knowledge_normalizer_builds_answer_clues_from_lists_and_kv_lines() -> None:

server/tests/test_knowledge_rag_service.py

@@ -74,6 +74,28 @@ def test_build_hits_prioritizes_answer_clue_appendix_for_rule_queries() -> None:
     assert [item["candidate_id"] for item in hits] == ["clue-1", "plain-1"]
 
 
+def test_build_hits_demotes_chapter_navigation_for_specific_rule_queries() -> None:
+    hits = KnowledgeRagService._build_hits_from_query_data(
+        query="探亲差旅归哪个部门管理？",
+        chunks=[
+            {
+                "chunk_id": "toc-1",
+                "file_path": "/tmp/doc-1__费用制度.md",
+                "content": "# 章节导航\n\n- 第一章 总则\n- 第二章 职责分工\n- 第三章 支出归口",
+            },
+            {
+                "chunk_id": "body-1",
+                "file_path": "/tmp/doc-1__费用制度.md",
+                "content": "附表3：支出归口管理部门与归口业务范围\n组织人事部：探亲差旅、条件艰苦及安全风险较高区域补助等支出。",
+            },
+        ],
+        entities=[],
+        limit=2,
+    )
+
+    assert [item["candidate_id"] for item in hits] == ["body-1", "toc-1"]
+
+
 def test_resolve_default_qdrant_url_prefers_container_host(monkeypatch) -> None:
     monkeypatch.setattr(
         knowledge_rag_module.socket,
@@ -93,3 +115,29 @@ def test_resolve_default_qdrant_url_falls_back_to_loopback(monkeypatch) -> None:
     monkeypatch.setattr(knowledge_rag_module.socket, "getaddrinfo", raise_lookup_error)
 
     assert knowledge_rag_module._resolve_default_qdrant_url() == "http://127.0.0.1:6333"
+
+
+def test_is_query_ready_status_rejects_failed_status_even_with_chunks() -> None:
+    assert (
+        KnowledgeRagService.is_query_ready_status(
+            {
+                "status": "failed",
+                "chunks_count": 11,
+                "chunks_list": ["chunk-1"],
+            }
+        )
+        is False
+    )
+
+
+def test_is_query_ready_status_rejects_processing_status_even_with_chunks() -> None:
+    assert (
+        KnowledgeRagService.is_query_ready_status(
+            {
+                "status": "processing",
+                "chunks_count": 11,
+                "chunks_list": ["chunk-1"],
+            }
+        )
+        is False
+    )

server/tests/test_knowledge_service.py

@@ -0,0 +1,81 @@
+from __future__ import annotations
+
+from datetime import UTC, datetime
+
+from sqlalchemy import create_engine
+from sqlalchemy.orm import Session, sessionmaker
+from sqlalchemy.pool import StaticPool
+
+from app.api.deps import CurrentUserContext
+from app.core.agent_enums import AgentName, AgentRunSource, AgentRunStatus
+from app.db.base import Base
+from app.services.agent_runs import AgentRunService
+from app.services.knowledge import (
+    KNOWLEDGE_INGEST_STATUS_FAILED,
+    KNOWLEDGE_INGEST_STATUS_SYNCING,
+    KnowledgeService,
+)
+
+
+def build_session() -> Session:
+    engine = create_engine(
+        "sqlite+pysqlite:///:memory:",
+        connect_args={"check_same_thread": False},
+        poolclass=StaticPool,
+    )
+    Base.metadata.create_all(bind=engine)
+    session_factory = sessionmaker(bind=engine, autoflush=False, autocommit=False)
+    return session_factory()
+
+
+def test_reconcile_document_ingest_status_keeps_failed_when_linked_run_failed(
+    tmp_path,
+    monkeypatch,
+) -> None:
+    with build_session() as db:
+        service = KnowledgeService(storage_root=tmp_path, db=db)
+        uploaded = service.upload_document(
+            "报销制度",
+            "demo.txt",
+            b"hello",
+            CurrentUserContext(
+                username="admin",
+                name="管理员",
+                role_codes=["manager"],
+                is_admin=True,
+            ),
+        )
+
+        run = AgentRunService(db).create_run(
+            agent=AgentName.HERMES.value,
+            source=AgentRunSource.USER_MESSAGE.value,
+            status=AgentRunStatus.FAILED.value,
+            route_json={"job_type": "knowledge_index_sync"},
+        )
+        service.set_document_ingest_statuses(
+            [uploaded.id],
+            KNOWLEDGE_INGEST_STATUS_SYNCING,
+            agent_run_id=run.run_id,
+        )
+
+        monkeypatch.setattr(
+            "app.services.knowledge_rag.KnowledgeRagService.get_document_status_map",
+            lambda self, _document_ids: {
+                uploaded.id: {
+                    "status": "processing",
+                    "query_ready": False,
+                    "updated_at": datetime.now(UTC).isoformat(),
+                }
+            },
+        )
+
+        index = service._load_index()
+        changed = service._reconcile_document_ingest_statuses(
+            index,
+            document_ids=[uploaded.id],
+            preserve_syncing=False,
+        )
+
+        entry = next(item for item in index["documents"] if item["id"] == uploaded.id)
+        assert changed is True
+        assert entry["ingest_status"] == KNOWLEDGE_INGEST_STATUS_FAILED