diff --git a/src/main/java/com/knowledge/base/infrastructure/config/ConstantConfig.java b/src/main/java/com/knowledge/base/infrastructure/config/ConstantConfig.java
index fd979d9..7910617 100644
--- a/src/main/java/com/knowledge/base/infrastructure/config/ConstantConfig.java
+++ b/src/main/java/com/knowledge/base/infrastructure/config/ConstantConfig.java
@@ -34,6 +34,6 @@ public class ConstantConfig {
      * 以下是AnythingLLM相关
      */
     public static final String DEFAULT_SLUG_ID = "87e14982-a821-48d8-9c6b-3557d0bb2f96";
-    public static final String KEYWORD_PATTERN_LEFT = "[";
-    public static final String KEYWORD_PATTERN_RIGHT = "]";
+    public static final String KEYWORD_PATTERN_LEFT = "#";
+    public static final String KEYWORD_PATTERN_RIGHT = "#";
 }
diff --git a/src/test/java/com/knowledge/base/infrastructure/south/llm/AnythingLLMServiceTest.java b/src/test/java/com/knowledge/base/infrastructure/south/llm/AnythingLLMServiceTest.java
index 315605a..a148bb2 100644
--- a/src/test/java/com/knowledge/base/infrastructure/south/llm/AnythingLLMServiceTest.java
+++ b/src/test/java/com/knowledge/base/infrastructure/south/llm/AnythingLLMServiceTest.java
@@ -65,7 +65,7 @@ public class AnythingLLMServiceTest {
             Map<String, Object> result = llmService.importObsidianToLLM(token, vaultDir);
             llmRepo.put("test-vault-name", BeanTool.getMapV("data.destination", result));
             log.info("导入结果: {}, llmRepo: {}", JSONUtil.toJsonStr(result), JSONUtil.toJsonStr(llmRepo));
-//            testRemoveFolderFromLLM();
+            testRemoveFolderFromLLM();
         } catch (Exception e) {
             log.warn("测试 importObsidianToLLM 异常", e);
         }