diff --git a/astrbot/core/core_lifecycle.py b/astrbot/core/core_lifecycle.py
index 17fd52138..cd3f2f27b 100644
--- a/astrbot/core/core_lifecycle.py
+++ b/astrbot/core/core_lifecycle.py
@@ -16,13 +16,12 @@ import time
 import traceback
 from asyncio import Queue
 
-from astrbot.core import LogBroker, logger, sp
+from astrbot.api import logger, sp
+from astrbot.core import LogBroker
 from astrbot.core.astrbot_config_mgr import AstrBotConfigManager
 from astrbot.core.config.default import VERSION
 from astrbot.core.conversation_mgr import ConversationManager
 from astrbot.core.db import BaseDatabase
-from astrbot.core.db.migration.migra_45_to_46 import migrate_45_to_46
-from astrbot.core.db.migration.migra_webchat_session import migrate_webchat_session
 from astrbot.core.knowledge_base.kb_mgr import KnowledgeBaseManager
 from astrbot.core.persona_mgr import PersonaManager
 from astrbot.core.pipeline.scheduler import PipelineContext, PipelineScheduler
@@ -34,6 +33,7 @@ from astrbot.core.star.context import Context
 from astrbot.core.star.star_handler import EventType, star_handlers_registry, star_map
 from astrbot.core.umop_config_router import UmopConfigRouter
 from astrbot.core.updator import AstrBotUpdator
+from astrbot.core.utils.migra_helper import migra
 
 from . import astrbot_config, html_renderer
 from .event_bus import EventBus
@@ -97,19 +97,8 @@ class AstrBotCoreLifecycle:
             sp=sp,
         )
 
-        # 4.5 to 4.6 migration for umop_config_router
-        try:
-            await migrate_45_to_46(self.astrbot_config_mgr, self.umop_config_router)
-        except Exception as e:
-            logger.error(f"Migration from version 4.5 to 4.6 failed: {e!s}")
-            logger.error(traceback.format_exc())
-
-        # migration for webchat session
-        try:
-            await migrate_webchat_session(self.db)
-        except Exception as e:
-            logger.error(f"Migration for webchat session failed: {e!s}")
-            logger.error(traceback.format_exc())
+        # apply migration
+        await migra(self.db, self.astrbot_config_mgr, self.umop_config_router)
 
         # 初始化事件队列
         self.event_queue = Queue()
diff --git a/astrbot/core/utils/migra_helper.py b/astrbot/core/utils/migra_helper.py
new file mode 100644
index 000000000..27358201a
--- /dev/null
+++ b/astrbot/core/utils/migra_helper.py
@@ -0,0 +1,61 @@
+import traceback
+
+from astrbot.core import astrbot_config, logger
+from astrbot.core.db.migration.migra_45_to_46 import migrate_45_to_46
+from astrbot.core.db.migration.migra_webchat_session import migrate_webchat_session
+
+
+async def migra(db, astrbot_config_mgr, umop_config_router) -> None:
+    """
+    Stores the migration logic here.
+    btw, i really don't like migration :(
+    """
+    # 4.5 to 4.6 migration for umop_config_router
+    try:
+        await migrate_45_to_46(astrbot_config_mgr, umop_config_router)
+    except Exception as e:
+        logger.error(f"Migration from version 4.5 to 4.6 failed: {e!s}")
+        logger.error(traceback.format_exc())
+
+    # migration for webchat session
+    try:
+        await migrate_webchat_session(db)
+    except Exception as e:
+        logger.error(f"Migration for webchat session failed: {e!s}")
+        logger.error(traceback.format_exc())
+
+    # migra third party agent runner configs
+    try:
+        _c = False
+        providers = astrbot_config["provider"]
+        ids_map = {}
+        for prov in providers:
+            type_ = prov.get("type")
+            if type_ in ["dify", "coze", "dashscope"]:
+                prov["provider_type"] = "agent_runner"
+                ids_map[prov["id"]] = {
+                    "type": type_,
+                    "id": prov["id"],
+                }
+                _c = True
+        default_prov_id = astrbot_config["provider_settings"]["default_provider_id"]
+        if default_prov_id in ids_map:
+            astrbot_config["provider_settings"]["default_provider_id"] = ""
+            p = ids_map[default_prov_id]
+            if p["type"] == "dify":
+                astrbot_config["provider_settings"]["dify_agent_runner_provider_id"] = (
+                    p["id"]
+                )
+            elif p["type"] == "coze":
+                astrbot_config["provider_settings"]["coze_agent_runner_provider_id"] = (
+                    p["id"]
+                )
+            elif p["type"] == "dashscope":
+                astrbot_config["provider_settings"][
+                    "dashscope_agent_runner_provider_id"
+                ] = p["id"]
+        if _c:
+            astrbot_config.save_config()
+    except Exception as e:
+        logger.error(f"Migration for third party agent runner configs failed: {e!s}")
+        logger.error(traceback.format_exc())