diff --git a/src/plugins/publish/__init__.py b/src/plugins/publish/__init__.py
index 5a22bf48..050573f4 100644
--- a/src/plugins/publish/__init__.py
+++ b/src/plugins/publish/__init__.py
@@ -134,7 +134,6 @@ async def check_rule(
     event: IssuesOpened | IssuesReopened | IssuesEdited | IssueCommentCreated,
     publish_type: PublishType | None = Depends(get_type_by_labels),
 ) -> bool:
-    logger.info(f"评论来自: {event.model_dump()}")
     if (
         isinstance(event, IssueCommentCreated)
         and event.payload.comment.user
@@ -144,10 +143,10 @@ async def check_rule(
         return False
     if (
         isinstance(event, IssuesEdited)
-        and event.payload.sender.name
-        and event.payload.sender.name.endswith(BOT_MARKER)
+        and event.payload.sender.login
+        and event.payload.sender.login.endswith(BOT_MARKER)
     ):
-        logger.info("修改来自机器人，已跳过")
+        logger.info("议题修改来自机器人，已跳过")
     if event.payload.issue.pull_request:
         logger.info("评论在拉取请求下，已跳过")
         return False
diff --git a/src/utils/validation/models.py b/src/utils/validation/models.py
index 2f8b9a0e..15d9fb7b 100644
--- a/src/utils/validation/models.py
+++ b/src/utils/validation/models.py
@@ -52,9 +52,12 @@ class ValidationDict(BaseModel):
     data: dict[str, Any]
     errors: list[ErrorDetails]
 
-    @field_validator("data")
+    @field_validator("data", mode="before")
     @classmethod
     def data_validator(cls, v: dict[str, Any] | BaseModel) -> dict[str, Any]:
+        """
+        保证 data 数据是一个字典，而非 Model 实例
+        """
         if isinstance(v, BaseModel):
             return v.model_dump()
         elif isinstance(v, dict):
@@ -138,8 +141,6 @@ def collect_valid_values(
             raise PydanticCustomError("validation_context", "未获取到验证上下文")
 
         result = handler(v)
-        if isinstance(result, BaseModel):
-            result = result.model_dump()
         context["valid_data"][info.field_name] = result
         return result
 
@@ -173,7 +174,7 @@ class PluginPublishInfo(PublishInfo, PyPIMixin):
     """插件类型"""
     supported_adapters: list[str] | None
     """插件支持的适配器"""
-    load: bool
+    load: bool = False
     """"插件测试结果"""
     metadata: Metadata
     """插件测试元数据"""
@@ -232,6 +233,8 @@ def plugin_test_load_validator(cls, v: bool, info: ValidationInfo) -> bool:
         context = info.context
         if context is None:
             raise PydanticCustomError("validation_context", "未获取到验证上下文")
+
+        context["load"] = v  # 提供给元数据验证器使用
         if v or context.get("skip_plugin_test"):
             return True
         raise PydanticCustomError(
@@ -253,7 +256,7 @@ def plugin_test_metadata_validator(
                 "plugin.metadata",
                 "插件缺少元数据",
                 {
-                    "plugin_test_result": context.get("load"),
+                    "plugin_test_result": context.get("load", True),
                 },
             )
         return v