diff --git a/Makefile b/Makefile
index b0962fa..fa210fa 100644
--- a/Makefile
+++ b/Makefile
@@ -211,8 +211,9 @@ endif
 .PHONY: install
 install:
 ifeq ($(origin INSTALLER), undefined)
-	$(call prompt-installer,datamate-$$INSTALLER-install milvus-$$INSTALLER-install)
+	$(call prompt-installer,neo4j-$$INSTALLER-install datamate-$$INSTALLER-install milvus-$$INSTALLER-install)
 else
+	$(MAKE) neo4j-$(INSTALLER)-install
 	$(MAKE) datamate-$(INSTALLER)-install
 	$(MAKE) milvus-$(INSTALLER)-install
 endif
@@ -240,6 +241,7 @@ else
 	fi
 	@$(MAKE) label-studio-$(INSTALLER)-uninstall DELETE_VOLUMES_CHOICE=$$DELETE_VOLUMES_CHOICE; \
 	$(MAKE) milvus-$(INSTALLER)-uninstall DELETE_VOLUMES_CHOICE=$$DELETE_VOLUMES_CHOICE; \
+	$(MAKE) neo4j-$(INSTALLER)-uninstall DELETE_VOLUMES_CHOICE=$$DELETE_VOLUMES_CHOICE; \
 	$(MAKE) deer-flow-$(INSTALLER)-uninstall DELETE_VOLUMES_CHOICE=$$DELETE_VOLUMES_CHOICE; \
 	$(MAKE) datamate-$(INSTALLER)-uninstall DELETE_VOLUMES_CHOICE=$$DELETE_VOLUMES_CHOICE
 endif
@@ -247,7 +249,7 @@ endif
 # ========== Docker Install/Uninstall Targets ==========
 
 # Valid service targets for docker install/uninstall
-VALID_SERVICE_TARGETS := datamate backend frontend runtime mineru "deer-flow" milvus "label-studio" "data-juicer" dj
+VALID_SERVICE_TARGETS := datamate backend frontend runtime mineru "deer-flow" milvus neo4j "label-studio" "data-juicer" dj
 
 # Generic docker service install target
 .PHONY: %-docker-install
@@ -272,6 +274,8 @@ VALID_SERVICE_TARGETS := datamate backend frontend runtime mineru "deer-flow" mi
 		REGISTRY=$(REGISTRY) docker compose -f deployment/docker/deer-flow/docker-compose.yml up -d; \
 	elif [ "$*" = "milvus" ]; then \
 		docker compose -f deployment/docker/milvus/docker-compose.yml up -d; \
+	elif [ "$*" = "neo4j" ]; then \
+		docker compose -f deployment/docker/neo4j/docker-compose.yml up -d; \
 	elif [ "$*" = "data-juicer" ] || [ "$*" = "dj" ]; then \
 		REGISTRY=$(REGISTRY) && docker compose -f deployment/docker/datamate/docker-compose.yml up -d datamate-data-juicer; \
 	else \
@@ -311,6 +315,12 @@ VALID_SERVICE_TARGETS := datamate backend frontend runtime mineru "deer-flow" mi
 		else \
 			docker compose -f deployment/docker/milvus/docker-compose.yml down; \
 		fi; \
+	elif [ "$*" = "neo4j" ]; then \
+		if [ "$(DELETE_VOLUMES_CHOICE)" = "1" ]; then \
+			docker compose -f deployment/docker/neo4j/docker-compose.yml down -v; \
+		else \
+			docker compose -f deployment/docker/neo4j/docker-compose.yml down; \
+		fi; \
 	elif [ "$*" = "data-juicer" ] || [ "$*" = "dj" ]; then \
 		$(call docker-compose-service,datamate-data-juicer,down,deployment/docker/datamate); \
 	else \
@@ -320,7 +330,7 @@ VALID_SERVICE_TARGETS := datamate backend frontend runtime mineru "deer-flow" mi
 # ========== Kubernetes Install/Uninstall Targets ==========
 
 # Valid k8s targets
-VALID_K8S_TARGETS := mineru datamate deer-flow milvus label-studio data-juicer dj
+VALID_K8S_TARGETS := mineru datamate deer-flow milvus neo4j label-studio data-juicer dj
 
 # Generic k8s install target
 .PHONY: %-k8s-install
@@ -333,7 +343,9 @@ VALID_K8S_TARGETS := mineru datamate deer-flow milvus label-studio data-juicer d
 		done; \
 		exit 1; \
 	fi
-	@if [ "$*" = "label-studio" ]; then \
+	@if [ "$*" = "neo4j" ]; then \
+		echo "Skipping Neo4j: no Helm chart available. Use 'make neo4j-docker-install' or provide an external Neo4j instance."; \
+	elif [ "$*" = "label-studio" ]; then \
      	helm upgrade label-studio deployment/helm/label-studio/ -n $(NAMESPACE) --install; \
     elif [ "$*" = "mineru" ]; then \
 		kubectl apply -f deployment/kubernetes/mineru/deploy.yaml -n $(NAMESPACE); \
@@ -362,7 +374,9 @@ VALID_K8S_TARGETS := mineru datamate deer-flow milvus label-studio data-juicer d
 		done; \
 		exit 1; \
 	fi
-	@if [ "$*" = "mineru" ]; then \
+	@if [ "$*" = "neo4j" ]; then \
+		echo "Skipping Neo4j: no Helm chart available. Use 'make neo4j-docker-uninstall' or manage your external Neo4j instance."; \
+	elif [ "$*" = "mineru" ]; then \
 		kubectl delete -f deployment/kubernetes/mineru/deploy.yaml -n $(NAMESPACE); \
 	elif [ "$*" = "datamate" ]; then \
 		helm uninstall datamate -n $(NAMESPACE) --ignore-not-found; \
diff --git a/backend/api-gateway/src/main/java/com/datamate/gateway/ApiGatewayApplication.java b/backend/api-gateway/src/main/java/com/datamate/gateway/ApiGatewayApplication.java
index caac81e..02ceb2f 100644
--- a/backend/api-gateway/src/main/java/com/datamate/gateway/ApiGatewayApplication.java
+++ b/backend/api-gateway/src/main/java/com/datamate/gateway/ApiGatewayApplication.java
@@ -37,6 +37,14 @@ public class ApiGatewayApplication {
             .route("data-collection", r -> r.path("/api/data-collection/**")
                     .uri("http://datamate-backend-python:18000"))
 
+            // 知识图谱抽取服务路由
+            .route("kg-extraction", r -> r.path("/api/kg/**")
+                    .uri("http://datamate-backend-python:18000"))
+
+            // GraphRAG 融合查询服务路由
+            .route("graphrag", r -> r.path("/api/graphrag/**")
+                    .uri("http://datamate-backend-python:18000"))
+
             .route("deer-flow-frontend", r -> r.path("/chat/**")
                 .uri("http://deer-flow-frontend:3000"))
 
diff --git a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
index 94f91f2..748c7ec 100644
--- a/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
+++ b/backend/services/knowledge-graph-service/src/main/java/com/datamate/knowledgegraph/infrastructure/neo4j/KnowledgeGraphProperties.java
@@ -57,10 +57,10 @@ public class KnowledgeGraphProperties {
     public static class Sync {
 
         /** 数据管理服务基础 URL */
-        private String dataManagementUrl = "http://localhost:8080";
+        private String dataManagementUrl = "http://localhost:8080/api";
 
         /** 标注服务基础 URL */
-        private String annotationServiceUrl = "http://localhost:8081";
+        private String annotationServiceUrl = "http://localhost:8080/api";
 
         /** 同步每页拉取数量 */
         private int pageSize = 200;
diff --git a/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml b/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
index 6c17c05..a8da529 100644
--- a/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
+++ b/backend/services/knowledge-graph-service/src/main/resources/application-knowledgegraph.yml
@@ -47,9 +47,9 @@ datamate:
     # MySQL → Neo4j 同步配置
     sync:
       # 数据管理服务地址
-      data-management-url: ${DATA_MANAGEMENT_URL:http://localhost:8080}
+      data-management-url: ${DATA_MANAGEMENT_URL:http://localhost:8080/api}
       # 标注服务地址
-      annotation-service-url: ${ANNOTATION_SERVICE_URL:http://localhost:8081}
+      annotation-service-url: ${ANNOTATION_SERVICE_URL:http://localhost:8080/api}
       # 每页拉取数量
       page-size: ${KG_SYNC_PAGE_SIZE:200}
       # HTTP 连接超时（毫秒）
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
index f3b5013..3735b4c 100644
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -18,12 +18,6 @@ export default defineConfig({
     //     "Origin, X-Requested-With, Content-Type, Accept",
     // },
     proxy: {
-      "/api/knowledge-graph": {
-        target: "http://localhost:8080",
-        changeOrigin: true,
-        secure: false,
-        rewrite: (path) => path.replace(/^\/api/, ""),
-      },
       "^/api": {
         target: "http://localhost:8080", // 本地后端服务地址
         changeOrigin: true,
diff --git a/runtime/datamate-python/app/core/config.py b/runtime/datamate-python/app/core/config.py
index ed5210a..4c1f264 100644
--- a/runtime/datamate-python/app/core/config.py
+++ b/runtime/datamate-python/app/core/config.py
@@ -91,7 +91,7 @@ class Settings(BaseSettings):
     # GraphRAG 融合查询配置
     graphrag_enabled: bool = False
     graphrag_milvus_uri: str = "http://milvus-standalone:19530"
-    graphrag_kg_service_url: str = "http://datamate-kg:8080"
+    graphrag_kg_service_url: str = "http://datamate-backend:8080"
     graphrag_kg_internal_token: str = ""
 
     # GraphRAG - 检索策略默认值
diff --git a/runtime/datamate-python/app/module/kg_graphrag/kb_access.py b/runtime/datamate-python/app/module/kg_graphrag/kb_access.py
index 0a100f2..12aa52a 100644
--- a/runtime/datamate-python/app/module/kg_graphrag/kb_access.py
+++ b/runtime/datamate-python/app/module/kg_graphrag/kb_access.py
@@ -69,7 +69,7 @@ class KnowledgeBaseAccessValidator:
         try:
             client = self._get_client()
             resp = await client.get(
-                f"/knowledge-base/{knowledge_base_id}",
+                f"/api/knowledge-base/{knowledge_base_id}",
                 headers={"X-User-Id": user_id},
             )
             if resp.status_code == 200:
diff --git a/runtime/datamate-python/app/module/kg_graphrag/kg_client.py b/runtime/datamate-python/app/module/kg_graphrag/kg_client.py
index f47f047..4107848 100644
--- a/runtime/datamate-python/app/module/kg_graphrag/kg_client.py
+++ b/runtime/datamate-python/app/module/kg_graphrag/kg_client.py
@@ -23,7 +23,7 @@ class KGServiceClient:
     def __init__(
         self,
         *,
-        base_url: str = "http://datamate-kg:8080",
+        base_url: str = "http://datamate-backend:8080",
         internal_token: str = "",
         timeout: float = 30.0,
     ) -> None:
@@ -95,7 +95,7 @@ class KGServiceClient:
     ) -> list[EntitySummary]:
         client = self._get_client()
         resp = await client.get(
-            f"/knowledge-graph/{graph_id}/query/search",
+            f"/api/knowledge-graph/{graph_id}/query/search",
             params={"q": query, "size": size},
             headers=self._headers(user_id),
         )
@@ -159,7 +159,7 @@ class KGServiceClient:
     ) -> tuple[list[EntitySummary], list[RelationSummary]]:
         client = self._get_client()
         resp = await client.post(
-            f"/knowledge-graph/{graph_id}/query/subgraph/export",
+            f"/api/knowledge-graph/{graph_id}/query/subgraph/export",
             params={"depth": depth},
             json={"entityIds": entity_ids},
             headers=self._headers(user_id),
diff --git a/runtime/datamate-python/app/module/kg_graphrag/test_kb_access.py b/runtime/datamate-python/app/module/kg_graphrag/test_kb_access.py
index 8c85122..8300676 100644
--- a/runtime/datamate-python/app/module/kg_graphrag/test_kb_access.py
+++ b/runtime/datamate-python/app/module/kg_graphrag/test_kb_access.py
@@ -148,7 +148,7 @@ class TestCheckAccess:
             _run(validator.check_access("kb-123", "user-456"))
 
         call_kwargs = mock_http.get.call_args
-        assert "/knowledge-base/kb-123" in call_kwargs.args[0]
+        assert "/api/knowledge-base/kb-123" in call_kwargs.args[0]
         assert call_kwargs.kwargs["headers"]["X-User-Id"] == "user-456"
 
     def test_cross_user_access_denied(self, validator: KnowledgeBaseAccessValidator):