diff --git a/muse-cloud/muse-server/src/test/java/cn/iocoder/muse/server/framework/api/P1rKnowledgeFlywayMigrationIT.java b/muse-cloud/muse-server/src/test/java/cn/iocoder/muse/server/framework/api/P1rKnowledgeFlywayMigrationIT.java
index 4ec5fa4a..bfc742bc 100644
--- a/muse-cloud/muse-server/src/test/java/cn/iocoder/muse/server/framework/api/P1rKnowledgeFlywayMigrationIT.java
+++ b/muse-cloud/muse-server/src/test/java/cn/iocoder/muse/server/framework/api/P1rKnowledgeFlywayMigrationIT.java
@@ -29,14 +29,12 @@ import static org.junit.jupiter.api.Assertions.assertTrue;
  * P1R-5 Knowledge / RAGFlow 真实 PostgreSQL / Flyway 迁移验收。
  *
  * <p>本测试只接受显式传入的 Flyway URL/用户/位置参数与环境变量密码，并强制数据库名以 _test 结尾；
- * 运行时会 clean 隔离测试库的 public schema，再执行 sql/muse 下 V1-V21 全量迁移。</p>
+ * 运行时会 clean 隔离测试库的 public schema，再执行 sql/muse 下 V1 到最新版本全量迁移。</p>
  */
 class P1rKnowledgeFlywayMigrationIT {
 
-    // schema 已演进至 V21(V15-V21 为各域 events-publish-outbox 等迁移);Flyway 全量执行 sql/muse 下所有迁移,
-    // 故当前版本与成功迁移数随 schema 增长。本测试聚焦验证 V14 引入的 Knowledge/RAGFlow 表与索引在全量迁移后仍存在。
-    private static final String TARGET_VERSION = "21";
-    private static final int TARGET_MIGRATION_COUNT = 21;
+    // Flyway 全量执行 sql/muse 下所有迁移;当前版本与成功迁移数以本次 MigrateResult 为准(targetSchemaVersion/migrationsExecuted),
+    // 避免每加一条迁移(V22/V23…)就改硬编码常量(历史已复发两次:V14→V21→V23)。本测试聚焦验证 V14 引入的 Knowledge/RAGFlow 表与索引在全量迁移后仍存在。
     private static final List<String> REQUIRED_TABLES = List.of(
             "muse_knowledge_command",
             "muse_knowledge_processing_task",
@@ -110,12 +108,16 @@ class P1rKnowledgeFlywayMigrationIT {
         flyway.clean();
         MigrateResult result = flyway.migrate();
 
+        assertTrue(result.success, "Flyway migrate 必须成功");
+        assertTrue(result.migrationsExecuted > 0, "必须从 clean 后的隔离库执行至少一个 SQL 迁移");
+        // 期望版本/数量动态取自本次 MigrateResult,随 sql/muse 增长自适应;反假绿仍靠:迁移成功 + history 计数一致 + 下方 Knowledge 表/索引/列存在。
+        String targetVersion = Objects.requireNonNull(result.targetSchemaVersion, "Flyway 必须返回本次迁移目标版本");
         MigrationInfo current = flyway.info().current();
-        assertEquals(TARGET_VERSION, Objects.requireNonNull(current, "必须存在当前 Flyway 版本").getVersion().getVersion(),
-                "真实 Flyway 当前版本必须到 V" + TARGET_VERSION);
+        assertEquals(targetVersion, Objects.requireNonNull(current, "必须存在当前 Flyway 版本").getVersion().getVersion(),
+                "真实 Flyway 当前版本必须到本次迁移目标 V" + targetVersion);
         int successfulMigrationCount = successfulMigrationCount(url, user, password);
-        assertEquals(TARGET_MIGRATION_COUNT, successfulMigrationCount,
-                "必须在隔离库中执行 V1-V" + TARGET_VERSION + " 共 " + TARGET_MIGRATION_COUNT + " 个成功 SQL 迁移");
+        assertEquals(result.migrationsExecuted, successfulMigrationCount,
+                "必须在隔离库中执行 V1-V" + targetVersion + " 共 " + result.migrationsExecuted + " 个成功 SQL 迁移");
 
         try (Connection connection = DriverManager.getConnection(url, user, password)) {
             Map<String, Boolean> tableChecks = tableChecks(connection);
@@ -135,7 +137,7 @@ class P1rKnowledgeFlywayMigrationIT {
         System.out.println("flyway_locations_effective=" + effectiveLocations);
         System.out.println("migrations_executed=" + result.migrationsExecuted);
         System.out.println("successful_migration_count=" + successfulMigrationCount);
-        System.out.println("target_schema_version=" + TARGET_VERSION);
+        System.out.println("target_schema_version=" + targetVersion);
         System.out.println("flyway_latest=" + current.getVersion() + ":" + current.getDescription());
         System.out.println("schema_version=" + current.getVersion());
         System.out.println("v14_tables=" + String.join(",", REQUIRED_TABLES));