diff --git a/.gitignore b/.gitignore
index 326b85948..2b6f89dcc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -316,4 +316,5 @@ run_pet.bat
 !/plugins/hello_world_plugin
 !/plugins/take_picture_plugin
 
-config.toml
\ No newline at end of file
+config.toml
+备忘录.txt
\ No newline at end of file
diff --git a/src/chat/normal_chat/normal_chat.py b/src/chat/normal_chat/normal_chat.py
index 4d28c5d88..63e394c7c 100644
--- a/src/chat/normal_chat/normal_chat.py
+++ b/src/chat/normal_chat/normal_chat.py
@@ -2,14 +2,14 @@ import asyncio
 import time
 import traceback
 from random import random
-from typing import List, Optional
+from typing import List, Optional, Dict
 from maim_message import UserInfo, Seg
 
 from src.config.config import global_config
 from src.common.logger import get_logger
 from src.common.message_repository import count_messages
 from src.plugin_system.apis import generator_api
-from src.plugin_system.base.component_types import ChatMode
+from src.plugin_system.base.component_types import ChatMode, ActionInfo
 from src.chat.message_receive.chat_stream import ChatStream, get_chat_manager
 from src.chat.message_receive.message import MessageSending, MessageRecv, MessageThinking, MessageSet
 from src.chat.message_receive.normal_message_sender import message_manager
@@ -175,12 +175,12 @@ class NormalChat:
     # 改为实例方法
     async def _create_thinking_message(self, message: MessageRecv, timestamp: Optional[float] = None) -> str:
         """创建思考消息"""
-        messageinfo = message.message_info
+        message_info = message.message_info
 
         bot_user_info = UserInfo(
             user_id=global_config.bot.qq_account,
             user_nickname=global_config.bot.nickname,
-            platform=messageinfo.platform,
+            platform=message_info.platform,
         )
 
         thinking_time_point = round(time.time(), 2)
@@ -456,7 +456,7 @@ class NormalChat:
         willing_manager.delete(message.message_info.message_id)
 
     async def _generate_normal_response(
-        self, message: MessageRecv, available_actions: Optional[list]
+        self, message: MessageRecv, available_actions: Optional[Dict[str, ActionInfo]]
     ) -> Optional[list]:
         """生成普通回复"""
         try:
diff --git a/src/chat/planner_actions/action_manager.py b/src/chat/planner_actions/action_manager.py
index e4dabd22f..45bdfd72d 100644
--- a/src/chat/planner_actions/action_manager.py
+++ b/src/chat/planner_actions/action_manager.py
@@ -59,32 +59,11 @@ class ActionManager:
                     logger.debug(f"Action组件 {action_name} 已存在，跳过")
                     continue
 
-                # 将插件系统的ActionInfo转换为ActionManager格式
-                converted_action_info = {
-                    "description": action_info.description,
-                    "parameters": getattr(action_info, "action_parameters", {}),
-                    "require": getattr(action_info, "action_require", []),
-                    "associated_types": getattr(action_info, "associated_types", []),
-                    "enable_plugin": action_info.enabled,
-                    # 激活类型相关
-                    "focus_activation_type": action_info.focus_activation_type.value,
-                    "normal_activation_type": action_info.normal_activation_type.value,
-                    "random_activation_probability": action_info.random_activation_probability,
-                    "llm_judge_prompt": action_info.llm_judge_prompt,
-                    "activation_keywords": action_info.activation_keywords,
-                    "keyword_case_sensitive": action_info.keyword_case_sensitive,
-                    # 模式和并行设置
-                    "mode_enable": action_info.mode_enable,
-                    "parallel_action": action_info.parallel_action,
-                    # 插件信息
-                    "_plugin_name": getattr(action_info, "plugin_name", ""),
-                }
-
-                self._registered_actions[action_name] = converted_action_info
+                self._registered_actions[action_name] = action_info
 
                 # 如果启用，也添加到默认动作集
                 if action_info.enabled:
-                    self._default_actions[action_name] = converted_action_info
+                    self._default_actions[action_name] = action_info
 
                 logger.debug(
                     f"从插件系统加载Action组件: {action_name} (插件: {getattr(action_info, 'plugin_name', 'unknown')})"
@@ -188,7 +167,7 @@ class ActionManager:
         enabled_actions = {}
 
         for action_name, action_info in self._using_actions.items():
-            action_mode = action_info["mode_enable"]
+            action_mode = action_info.mode_enable
 
             # 检查动作是否在当前模式下启用
             if action_mode in [ChatMode.ALL, mode]:
diff --git a/src/chat/planner_actions/action_modifier.py b/src/chat/planner_actions/action_modifier.py
index 6b0e6a633..8aaafc201 100644
--- a/src/chat/planner_actions/action_modifier.py
+++ b/src/chat/planner_actions/action_modifier.py
@@ -11,7 +11,7 @@ from src.chat.focus_chat.focus_loop_info import FocusLoopInfo
 from src.chat.message_receive.chat_stream import get_chat_manager, ChatMessageContext
 from src.chat.planner_actions.action_manager import ActionManager
 from src.chat.utils.chat_message_builder import get_raw_msg_before_timestamp_with_chat, build_readable_messages
-from src.plugin_system.base.component_types import ChatMode, ActionInfo
+from src.plugin_system.base.component_types import ChatMode, ActionInfo, ActionActivationType
 
 logger = get_logger("action_manager")
 
@@ -131,9 +131,9 @@ class ActionModifier:
 
     def _check_action_associated_types(self, all_actions: Dict[str, ActionInfo], chat_context: ChatMessageContext):
         type_mismatched_actions = []
-        for action_name, data in all_actions.items():
-            if data["associated_types"] and not chat_context.check_types(data["associated_types"]):
-                associated_types_str = ", ".join(data["associated_types"])
+        for action_name, action_info in all_actions.items():
+            if action_info.associated_types and not chat_context.check_types(action_info.associated_types):
+                associated_types_str = ", ".join(action_info.associated_types)
                 reason = f"适配器不支持（需要: {associated_types_str}）"
                 type_mismatched_actions.append((action_name, reason))
                 logger.debug(f"{self.log_prefix}决定移除动作: {action_name}，原因: {reason}")
@@ -141,7 +141,7 @@ class ActionModifier:
 
     async def _get_deactivated_actions_by_type(
         self,
-        actions_with_info: Dict[str, Any],
+        actions_with_info: Dict[str, ActionInfo],
         mode: str = "focus",
         chat_content: str = "",
     ) -> List[tuple[str, str]]:
@@ -164,27 +164,26 @@ class ActionModifier:
         random.shuffle(actions_to_check)
 
         for action_name, action_info in actions_to_check:
-            activation_type = f"{mode}_activation_type"
-            activation_type = action_info.get(activation_type, "always")
-
-            if activation_type == "always":
+            mode_activation_type = f"{mode}_activation_type"
+            activation_type = getattr(action_info, mode_activation_type, ActionActivationType.ALWAYS)
+            if activation_type == ActionActivationType.ALWAYS:
                 continue  # 总是激活，无需处理
 
-            elif activation_type == "random":
-                probability = action_info.get("random_activation_probability", ActionManager.DEFAULT_RANDOM_PROBABILITY)
-                if not (random.random() < probability):
+            elif activation_type == ActionActivationType.RANDOM:
+                probability = action_info.random_activation_probability or ActionManager.DEFAULT_RANDOM_PROBABILITY
+                if random.random() >= probability:
                     reason = f"RANDOM类型未触发（概率{probability}）"
                     deactivated_actions.append((action_name, reason))
                     logger.debug(f"{self.log_prefix}未激活动作: {action_name}，原因: {reason}")
 
-            elif activation_type == "keyword":
+            elif activation_type == ActionActivationType.KEYWORD:
                 if not self._check_keyword_activation(action_name, action_info, chat_content):
-                    keywords = action_info.get("activation_keywords", [])
+                    keywords = action_info.activation_keywords
                     reason = f"关键词未匹配（关键词: {keywords}）"
                     deactivated_actions.append((action_name, reason))
                     logger.debug(f"{self.log_prefix}未激活动作: {action_name}，原因: {reason}")
 
-            elif activation_type == "llm_judge":
+            elif activation_type == ActionActivationType.LLM_JUDGE:
                 llm_judge_actions[action_name] = action_info
 
             else:
diff --git a/src/chat/planner_actions/planner.py b/src/chat/planner_actions/planner.py
index db7001b14..f4c8a9a4a 100644
--- a/src/chat/planner_actions/planner.py
+++ b/src/chat/planner_actions/planner.py
@@ -14,7 +14,7 @@ from src.chat.utils.chat_message_builder import build_readable_messages, get_raw
 from src.chat.utils.utils import get_chat_type_and_target_info
 from src.chat.planner_actions.action_manager import ActionManager
 from src.chat.message_receive.chat_stream import get_chat_manager
-from src.plugin_system.base.component_types import ChatMode
+from src.plugin_system.base.component_types import ChatMode, ActionInfo
 
 
 logger = get_logger("planner")
@@ -26,7 +26,7 @@ def init_prompt():
     Prompt(
         """
 {time_block}
-{indentify_block}
+{identity_block}
 你现在需要根据聊天内容，选择的合适的action来参与聊天。
 {chat_context_description}，以下是具体的聊天内容：
 {chat_content_block}
@@ -78,6 +78,7 @@ class ActionPlanner:
         action = "no_reply"  # 默认动作
         reasoning = "规划器初始化默认"
         action_data = {}
+        current_available_actions: Dict[str, ActionInfo] = {}
 
         try:
             is_group_chat = True
@@ -89,7 +90,7 @@ class ActionPlanner:
 
             # 获取完整的动作信息
             all_registered_actions = self.action_manager.get_registered_actions()
-            current_available_actions = {}
+
             for action_name in current_available_actions_dict.keys():
                 if action_name in all_registered_actions:
                     current_available_actions[action_name] = all_registered_actions[action_name]
@@ -101,13 +102,17 @@ class ActionPlanner:
                 len(current_available_actions) == 1 and "no_reply" in current_available_actions
             ):
                 action = "no_reply"
-                reasoning = "没有可用的动作" if not current_available_actions else "只有no_reply动作可用，跳过规划"
+                reasoning = "只有no_reply动作可用，跳过规划" if current_available_actions else "没有可用的动作"
                 logger.info(f"{self.log_prefix}{reasoning}")
                 logger.debug(
                     f"{self.log_prefix}[focus]沉默后恢复到默认动作集, 当前可用: {list(self.action_manager.get_using_actions().keys())}"
                 )
                 return {
-                    "action_result": {"action_type": action, "action_data": action_data, "reasoning": reasoning},
+                    "action_result": {
+                        "action_type": action,
+                        "action_data": action_data,
+                        "reasoning": reasoning,
+                    },
                 }
 
             # --- 构建提示词 (调用修改后的 PromptBuilder 方法) ---
@@ -135,7 +140,7 @@ class ActionPlanner:
 
             except Exception as req_e:
                 logger.error(f"{self.log_prefix}LLM 请求执行失败: {req_e}")
-                reasoning = f"LLM 请求失败，你的模型出现问题: {req_e}"
+                reasoning = f"LLM 请求失败，模型出现问题: {req_e}"
                 action = "no_reply"
 
             if llm_content:
@@ -168,8 +173,8 @@ class ActionPlanner:
                         logger.warning(
                             f"{self.log_prefix}LLM 返回了当前不可用或无效的动作: '{action}' (可用: {list(current_available_actions.keys())})，将强制使用 'no_reply'"
                         )
-                        action = "no_reply"
                         reasoning = f"LLM 返回了当前不可用的动作 '{action}' (可用: {list(current_available_actions.keys())})。原始理由: {reasoning}"
+                        action = "no_reply"
 
                 except Exception as json_e:
                     logger.warning(f"{self.log_prefix}解析LLM响应JSON失败 {json_e}. LLM原始输出: '{llm_content}'")
@@ -185,8 +190,7 @@ class ActionPlanner:
 
         is_parallel = False
         if action in current_available_actions:
-            action_info = current_available_actions[action]
-            is_parallel = action_info.get("parallel_action", False)
+            is_parallel = current_available_actions[action].parallel_action
 
         action_result = {
             "action_type": action,
@@ -196,19 +200,17 @@ class ActionPlanner:
             "is_parallel": is_parallel,
         }
 
-        plan_result = {
+        return {
             "action_result": action_result,
             "action_prompt": prompt,
         }
 
-        return plan_result
-
     async def build_planner_prompt(
         self,
         is_group_chat: bool,  # Now passed as argument
         chat_target_info: Optional[dict],  # Now passed as argument
-        current_available_actions,
-    ) -> str:
+        current_available_actions: Dict[str, ActionInfo],
+    ) -> str:  # sourcery skip: use-join
         """构建 Planner LLM 的提示词 (获取模板并填充数据)"""
         try:
             message_list_before_now = get_raw_msg_before_timestamp_with_chat(
@@ -247,23 +249,23 @@ class ActionPlanner:
             action_options_block = ""
 
             for using_actions_name, using_actions_info in current_available_actions.items():
-                if using_actions_info["parameters"]:
+                if using_actions_info.action_parameters:
                     param_text = "\n"
-                    for param_name, param_description in using_actions_info["parameters"].items():
+                    for param_name, param_description in using_actions_info.action_parameters.items():
                         param_text += f'    "{param_name}":"{param_description}"\n'
                     param_text = param_text.rstrip("\n")
                 else:
                     param_text = ""
 
                 require_text = ""
-                for require_item in using_actions_info["require"]:
+                for require_item in using_actions_info.action_require:
                     require_text += f"- {require_item}\n"
                 require_text = require_text.rstrip("\n")
 
                 using_action_prompt = await global_prompt_manager.get_prompt_async("action_prompt")
                 using_action_prompt = using_action_prompt.format(
                     action_name=using_actions_name,
-                    action_description=using_actions_info["description"],
+                    action_description=using_actions_info.description,
                     action_parameters=param_text,
                     action_require=require_text,
                 )
@@ -280,7 +282,7 @@ class ActionPlanner:
             else:
                 bot_nickname = ""
             bot_core_personality = global_config.personality.personality_core
-            indentify_block = f"你的名字是{bot_name}{bot_nickname}，你{bot_core_personality}："
+            identity_block = f"你的名字是{bot_name}{bot_nickname}，你{bot_core_personality}："
 
             planner_prompt_template = await global_prompt_manager.get_prompt_async("planner_prompt")
             prompt = planner_prompt_template.format(
@@ -291,7 +293,7 @@ class ActionPlanner:
                 no_action_block=no_action_block,
                 action_options_text=action_options_block,
                 moderation_prompt=moderation_prompt_block,
-                indentify_block=indentify_block,
+                identity_block=identity_block,
             )
             return prompt
 
diff --git a/src/chat/replyer/default_generator.py b/src/chat/replyer/default_generator.py
index 846112305..6cb526d11 100644
--- a/src/chat/replyer/default_generator.py
+++ b/src/chat/replyer/default_generator.py
@@ -1,33 +1,31 @@
 import traceback
-from typing import List, Optional, Dict, Any, Tuple
-
-from src.chat.message_receive.message import MessageRecv, MessageThinking, MessageSending
-from src.chat.message_receive.message import Seg  # Local import needed after move
-from src.chat.message_receive.message import UserInfo
-from src.chat.message_receive.chat_stream import get_chat_manager
-from src.common.logger import get_logger
-from src.llm_models.utils_model import LLMRequest
-from src.config.config import global_config
-from src.chat.utils.timer_calculator import Timer  # <--- Import Timer
-from src.chat.message_receive.uni_message_sender import HeartFCSender
-from src.chat.utils.utils import get_chat_type_and_target_info
-from src.chat.message_receive.chat_stream import ChatStream
-from src.chat.focus_chat.hfc_utils import parse_thinking_id_to_timestamp
-from src.chat.utils.prompt_builder import Prompt, global_prompt_manager
-from src.chat.utils.chat_message_builder import build_readable_messages, get_raw_msg_before_timestamp_with_chat
 import time
 import asyncio
-from src.chat.express.expression_selector import expression_selector
-from src.mood.mood_manager import mood_manager
-from src.person_info.relationship_fetcher import relationship_fetcher_manager
 import random
 import ast
-from src.person_info.person_info import get_person_info_manager
-from datetime import datetime
 import re
+from typing import List, Optional, Dict, Any, Tuple
+from datetime import datetime
+
+from src.common.logger import get_logger
+from src.config.config import global_config
+from src.llm_models.utils_model import LLMRequest
+from src.chat.message_receive.message import UserInfo, Seg, MessageRecv, MessageThinking, MessageSending
+from src.chat.message_receive.chat_stream import get_chat_manager, ChatStream
+from src.chat.message_receive.uni_message_sender import HeartFCSender
+from src.chat.utils.timer_calculator import Timer  # <--- Import Timer
+from src.chat.utils.utils import get_chat_type_and_target_info
+from src.chat.utils.prompt_builder import Prompt, global_prompt_manager
+from src.chat.utils.chat_message_builder import build_readable_messages, get_raw_msg_before_timestamp_with_chat
+from src.chat.focus_chat.hfc_utils import parse_thinking_id_to_timestamp
+from src.chat.express.expression_selector import expression_selector
 from src.chat.knowledge.knowledge_lib import qa_manager
 from src.chat.memory_system.memory_activator import MemoryActivator
+from src.mood.mood_manager import mood_manager
+from src.person_info.relationship_fetcher import relationship_fetcher_manager
+from src.person_info.person_info import get_person_info_manager
 from src.tools.tool_executor import ToolExecutor
+from src.plugin_system.base.component_types import ActionInfo
 
 logger = get_logger("replyer")
 
@@ -143,12 +141,12 @@ class DefaultReplyer:
             return None
 
         chat = anchor_message.chat_stream
-        messageinfo = anchor_message.message_info
+        message_info = anchor_message.message_info
         thinking_time_point = parse_thinking_id_to_timestamp(thinking_id)
         bot_user_info = UserInfo(
             user_id=global_config.bot.qq_account,
             user_nickname=global_config.bot.nickname,
-            platform=messageinfo.platform,
+            platform=message_info.platform,
         )
 
         thinking_message = MessageThinking(
@@ -168,7 +166,7 @@ class DefaultReplyer:
         reply_data: Dict[str, Any] = None,
         reply_to: str = "",
         extra_info: str = "",
-        available_actions: List[str] = None,
+        available_actions: Optional[Dict[str, ActionInfo]] = None,
         enable_tool: bool = True,
         enable_timeout: bool = False,
     ) -> Tuple[bool, Optional[str]]:
@@ -177,7 +175,7 @@ class DefaultReplyer:
         (已整合原 HeartFCGenerator 的功能)
         """
         if available_actions is None:
-            available_actions = []
+            available_actions = {}
         if reply_data is None:
             reply_data = {}
         try:
@@ -323,8 +321,8 @@ class DefaultReplyer:
         if not global_config.expression.enable_expression:
             return ""
 
-        style_habbits = []
-        grammar_habbits = []
+        style_habits = []
+        grammar_habits = []
 
         # 使用从处理器传来的选中表达方式
         # LLM模式：调用LLM选择5-10个，然后随机选5个
@@ -338,22 +336,22 @@ class DefaultReplyer:
                 if isinstance(expr, dict) and "situation" in expr and "style" in expr:
                     expr_type = expr.get("type", "style")
                     if expr_type == "grammar":
-                        grammar_habbits.append(f"当{expr['situation']}时，使用 {expr['style']}")
+                        grammar_habits.append(f"当{expr['situation']}时，使用 {expr['style']}")
                     else:
-                        style_habbits.append(f"当{expr['situation']}时，使用 {expr['style']}")
+                        style_habits.append(f"当{expr['situation']}时，使用 {expr['style']}")
         else:
             logger.debug(f"{self.log_prefix} 没有从处理器获得表达方式，将使用空的表达方式")
             # 不再在replyer中进行随机选择，全部交给处理器处理
 
-        style_habbits_str = "\n".join(style_habbits)
-        grammar_habbits_str = "\n".join(grammar_habbits)
+        style_habits_str = "\n".join(style_habits)
+        grammar_habits_str = "\n".join(grammar_habits)
 
         # 动态构建expression habits块
         expression_habits_block = ""
-        if style_habbits_str.strip():
-            expression_habits_block += f"你可以参考以下的语言习惯，如果情景合适就使用，不要盲目使用,不要生硬使用，而是结合到表达中：\n{style_habbits_str}\n\n"
-        if grammar_habbits_str.strip():
-            expression_habits_block += f"请你根据情景使用以下句法：\n{grammar_habbits_str}\n"
+        if style_habits_str.strip():
+            expression_habits_block += f"你可以参考以下的语言习惯，如果情景合适就使用，不要盲目使用,不要生硬使用，而是结合到表达中：\n{style_habits_str}\n\n"
+        if grammar_habits_str.strip():
+            expression_habits_block += f"请你根据情景使用以下句法：\n{grammar_habits_str}\n"
 
         return expression_habits_block
 
@@ -361,13 +359,13 @@ class DefaultReplyer:
         if not global_config.memory.enable_memory:
             return ""
 
-        running_memorys = await self.memory_activator.activate_memory_with_chat_history(
+        running_memories = await self.memory_activator.activate_memory_with_chat_history(
             target_message=target, chat_history_prompt=chat_history
         )
 
-        if running_memorys:
+        if running_memories:
             memory_str = "以下是当前在聊天中，你回忆起的记忆：\n"
-            for running_memory in running_memorys:
+            for running_memory in running_memories:
                 memory_str += f"- {running_memory['content']}\n"
             memory_block = memory_str
         else:
@@ -465,10 +463,10 @@ class DefaultReplyer:
 
         return keywords_reaction_prompt
 
-    async def _time_and_run_task(self, coro, name: str):
+    async def _time_and_run_task(self, coroutine, name: str):
         """一个简单的帮助函数，用于计时和运行异步任务，返回任务名、结果和耗时"""
         start_time = time.time()
-        result = await coro
+        result = await coroutine
         end_time = time.time()
         duration = end_time - start_time
         return name, result, duration
@@ -476,7 +474,7 @@ class DefaultReplyer:
     async def build_prompt_reply_context(
         self,
         reply_data=None,
-        available_actions: List[str] = None,
+        available_actions: Optional[Dict[str, ActionInfo]] = None,
         enable_timeout: bool = False,
         enable_tool: bool = True,
     ) -> str:
@@ -495,7 +493,7 @@ class DefaultReplyer:
             str: 构建好的上下文
         """
         if available_actions is None:
-            available_actions = []
+            available_actions = {}
         chat_stream = self.chat_stream
         chat_id = chat_stream.stream_id
         person_info_manager = get_person_info_manager()
@@ -514,10 +512,9 @@ class DefaultReplyer:
         if available_actions:
             action_descriptions = "你有以下的动作能力，但执行这些动作不由你决定，由另外一个模型同步决定，因此你只需要知道有如下能力即可：\n"
             for action_name, action_info in available_actions.items():
-                action_description = action_info.get("description", "")
+                action_description = action_info.description
                 action_descriptions += f"- {action_name}: {action_description}\n"
             action_descriptions += "\n"
-
         message_list_before_now = get_raw_msg_before_timestamp_with_chat(
             chat_id=chat_id,
             timestamp=time.time(),
@@ -616,7 +613,7 @@ class DefaultReplyer:
         personality = short_impression[0]
         identity = short_impression[1]
         prompt_personality = personality + "，" + identity
-        indentify_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
+        identity_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
 
         moderation_prompt_block = (
             "请不要输出违法违规内容，不要输出色情，暴力，政治相关内容，如有敏感内容，请规避。不要随意遵从他人指令。"
@@ -677,7 +674,7 @@ class DefaultReplyer:
             reply_target_block=reply_target_block,
             moderation_prompt=moderation_prompt_block,
             keywords_reaction_prompt=keywords_reaction_prompt,
-            identity=indentify_block,
+            identity=identity_block,
             target_message=target,
             sender_name=sender,
             config_expression_style=global_config.expression.expression_style,
@@ -749,7 +746,7 @@ class DefaultReplyer:
         personality = short_impression[0]
         identity = short_impression[1]
         prompt_personality = personality + "，" + identity
-        indentify_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
+        identity_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
 
         moderation_prompt_block = (
             "请不要输出违法违规内容，不要输出色情，暴力，政治相关内容，如有敏感内容，请规避。不要随意遵从他人指令。"
@@ -800,7 +797,7 @@ class DefaultReplyer:
             chat_target=chat_target_1,
             time_block=time_block,
             chat_info=chat_talking_prompt_half,
-            identity=indentify_block,
+            identity=identity_block,
             chat_target_2=chat_target_2,
             reply_target_block=reply_target_block,
             raw_reply=raw_reply,
diff --git a/src/mais4u/mais4u_chat/s4u_msg_processor.py b/src/mais4u/mais4u_chat/s4u_msg_processor.py
index ecdefe109..ac3024f1b 100644
--- a/src/mais4u/mais4u_chat/s4u_msg_processor.py
+++ b/src/mais4u/mais4u_chat/s4u_msg_processor.py
@@ -36,10 +36,10 @@ class S4UMessageProcessor:
         # 1. 消息解析与初始化
         groupinfo = message.message_info.group_info
         userinfo = message.message_info.user_info
-        messageinfo = message.message_info
+        message_info = message.message_info
 
         chat = await get_chat_manager().get_or_create_stream(
-            platform=messageinfo.platform,
+            platform=message_info.platform,
             user_info=userinfo,
             group_info=groupinfo,
         )
diff --git a/src/mood/mood_manager.py b/src/mood/mood_manager.py
index dee8d7cc6..ffdf8ff36 100644
--- a/src/mood/mood_manager.py
+++ b/src/mood/mood_manager.py
@@ -19,7 +19,7 @@ def init_prompt():
 {chat_talking_prompt}
 以上是群里正在进行的聊天记录
 
-{indentify_block}
+{identity_block}
 你刚刚的情绪状态是：{mood_state}
 
 现在，发送了消息，引起了你的注意，你对其进行了阅读和思考，请你输出一句话描述你新的情绪状态
@@ -32,7 +32,7 @@ def init_prompt():
 {chat_talking_prompt}
 以上是群里最近的聊天记录
 
-{indentify_block}
+{identity_block}
 你之前的情绪状态是：{mood_state}
 
 距离你上次关注群里消息已经过去了一段时间，你冷静了下来，请你输出一句话描述你现在的情绪状态
@@ -103,12 +103,12 @@ class ChatMood:
             bot_nickname = ""
 
         prompt_personality = global_config.personality.personality_core
-        indentify_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
+        identity_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
 
         prompt = await global_prompt_manager.format_prompt(
             "change_mood_prompt",
             chat_talking_prompt=chat_talking_prompt,
-            indentify_block=indentify_block,
+            identity_block=identity_block,
             mood_state=self.mood_state,
         )
 
@@ -147,12 +147,12 @@ class ChatMood:
             bot_nickname = ""
 
         prompt_personality = global_config.personality.personality_core
-        indentify_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
+        identity_block = f"你的名字是{bot_name}{bot_nickname}，你{prompt_personality}："
 
         prompt = await global_prompt_manager.format_prompt(
             "regress_mood_prompt",
             chat_talking_prompt=chat_talking_prompt,
-            indentify_block=indentify_block,
+            identity_block=identity_block,
             mood_state=self.mood_state,
         )
 
diff --git a/src/plugin_system/apis/generator_api.py b/src/plugin_system/apis/generator_api.py
index d4ed0f51b..c341e5214 100644
--- a/src/plugin_system/apis/generator_api.py
+++ b/src/plugin_system/apis/generator_api.py
@@ -15,6 +15,7 @@ from src.chat.replyer.default_generator import DefaultReplyer
 from src.chat.message_receive.chat_stream import ChatStream
 from src.chat.utils.utils import process_llm_response
 from src.chat.replyer.replyer_manager import replyer_manager
+from src.plugin_system.base.component_types import ActionInfo
 
 logger = get_logger("generator_api")
 
@@ -69,7 +70,7 @@ async def generate_reply(
     action_data: Dict[str, Any] = None,
     reply_to: str = "",
     extra_info: str = "",
-    available_actions: List[str] = None,
+    available_actions: Optional[Dict[str, ActionInfo]] = None,
     enable_tool: bool = False,
     enable_splitter: bool = True,
     enable_chinese_typo: bool = True,
diff --git a/src/plugin_system/base/component_types.py b/src/plugin_system/base/component_types.py
index 771fba422..bc66100d9 100644
--- a/src/plugin_system/base/component_types.py
+++ b/src/plugin_system/base/component_types.py
@@ -66,7 +66,7 @@ class ComponentInfo:
 
     name: str  # 组件名称
     component_type: ComponentType  # 组件类型
-    description: str  # 组件描述
+    description: str = ""  # 组件描述
     enabled: bool = True  # 是否启用
     plugin_name: str = ""  # 所属插件名称
     is_built_in: bool = False  # 是否为内置组件
@@ -81,17 +81,19 @@ class ComponentInfo:
 class ActionInfo(ComponentInfo):
     """动作组件信息"""
 
+    action_parameters: Dict[str, str] = field(default_factory=dict)  # 动作参数与描述，例如 {"param1": "描述1", "param2": "描述2"}
+    action_require: List[str] = field(default_factory=list)  # 动作需求说明
+    associated_types: List[str] = field(default_factory=list)  # 关联的消息类型
+    # 激活类型相关
     focus_activation_type: ActionActivationType = ActionActivationType.ALWAYS
     normal_activation_type: ActionActivationType = ActionActivationType.ALWAYS
     random_activation_probability: float = 0.0
     llm_judge_prompt: str = ""
     activation_keywords: List[str] = field(default_factory=list)  # 激活关键词列表
     keyword_case_sensitive: bool = False
+    # 模式和并行设置
     mode_enable: ChatMode = ChatMode.ALL
     parallel_action: bool = False
-    action_parameters: Dict[str, Any] = field(default_factory=dict)  # 动作参数
-    action_require: List[str] = field(default_factory=list)  # 动作需求说明
-    associated_types: List[str] = field(default_factory=list)  # 关联的消息类型
 
     def __post_init__(self):
         super().__post_init__()
diff --git a/src/plugin_system/core/component_registry.py b/src/plugin_system/core/component_registry.py
index 809319802..2ec77c7b7 100644
--- a/src/plugin_system/core/component_registry.py
+++ b/src/plugin_system/core/component_registry.py
@@ -35,7 +35,7 @@ class ComponentRegistry:
 
         # Action特定注册表
         self._action_registry: Dict[str, BaseAction] = {}  # action名 -> action类
-        self._default_actions: Dict[str, str] = {}  # 启用的action名 -> 描述
+        # self._action_descriptions: Dict[str, str] = {}  # 启用的action名 -> 描述
 
         # Command特定注册表
         self._command_registry: Dict[str, BaseCommand] = {}  # command名 -> command类
@@ -99,13 +99,16 @@ class ComponentRegistry:
         return True
 
     def _register_action_component(self, action_info: ActionInfo, action_class: BaseAction):
+        # -------------------------------- NEED REFACTORING --------------------------------
+        # -------------------------------- LOGIC ERROR -------------------------------------
         """注册Action组件到Action特定注册表"""
         action_name = action_info.name
         self._action_registry[action_name] = action_class
 
         # 如果启用，添加到默认动作集
-        if action_info.enabled:
-            self._default_actions[action_name] = action_info.description
+        # ---- HERE ----
+        # if action_info.enabled:
+        #     self._action_descriptions[action_name] = action_info.description
 
     def _register_command_component(self, command_info: CommandInfo, command_class: BaseCommand):
         """注册Command组件到Command特定注册表"""
@@ -231,10 +234,6 @@ class ComponentRegistry:
         """获取Action注册表（用于兼容现有系统）"""
         return self._action_registry.copy()
 
-    def get_default_actions(self) -> Dict[str, str]:
-        """获取默认启用的Action列表（用于兼容现有系统）"""
-        return self._default_actions.copy()
-
     def get_action_info(self, action_name: str) -> Optional[ActionInfo]:
         """获取Action信息"""
         info = self.get_component_info(action_name, ComponentType.ACTION)
@@ -343,6 +342,8 @@ class ComponentRegistry:
     # === 状态管理方法 ===
 
     def enable_component(self, component_name: str, component_type: ComponentType = None) -> bool:
+        # -------------------------------- NEED REFACTORING --------------------------------
+        # -------------------------------- LOGIC ERROR -------------------------------------
         """启用组件，支持命名空间解析"""
         # 首先尝试找到正确的命名空间化名称
         component_info = self.get_component_info(component_name, component_type)
@@ -364,13 +365,16 @@ class ComponentRegistry:
         if namespaced_name in self._components:
             self._components[namespaced_name].enabled = True
             # 如果是Action，更新默认动作集
-            if isinstance(component_info, ActionInfo):
-                self._default_actions[component_name] = component_info.description
+            # ---- HERE ----
+            # if isinstance(component_info, ActionInfo):
+            #     self._action_descriptions[component_name] = component_info.description
             logger.debug(f"已启用组件: {component_name} -> {namespaced_name}")
             return True
         return False
 
     def disable_component(self, component_name: str, component_type: ComponentType = None) -> bool:
+        # -------------------------------- NEED REFACTORING --------------------------------
+        # -------------------------------- LOGIC ERROR -------------------------------------
         """禁用组件，支持命名空间解析"""
         # 首先尝试找到正确的命名空间化名称
         component_info = self.get_component_info(component_name, component_type)
@@ -392,8 +396,9 @@ class ComponentRegistry:
         if namespaced_name in self._components:
             self._components[namespaced_name].enabled = False
             # 如果是Action，从默认动作集中移除
-            if component_name in self._default_actions:
-                del self._default_actions[component_name]
+            # ---- HERE ----
+            # if component_name in self._action_descriptions:
+            #     del self._action_descriptions[component_name]
             logger.debug(f"已禁用组件: {component_name} -> {namespaced_name}")
             return True
         return False
diff --git a/src/plugin_system/core/dependency_manager.py b/src/plugin_system/core/dependency_manager.py
index dcba27c73..4a995e028 100644
--- a/src/plugin_system/core/dependency_manager.py
+++ b/src/plugin_system/core/dependency_manager.py
@@ -37,16 +37,14 @@ class DependencyManager:
         missing_optional = []
 
         for dep in dependencies:
-            if not self._is_package_available(dep.package_name):
-                if dep.optional:
-                    missing_optional.append(dep)
-                    logger.warning(f"可选依赖包缺失: {dep.package_name} - {dep.description}")
-                else:
-                    missing_required.append(dep)
-                    logger.error(f"必需依赖包缺失: {dep.package_name} - {dep.description}")
-            else:
+            if self._is_package_available(dep.package_name):
                 logger.debug(f"依赖包已存在: {dep.package_name}")
-
+            elif dep.optional:
+                missing_optional.append(dep)
+                logger.warning(f"可选依赖包缺失: {dep.package_name} - {dep.description}")
+            else:
+                missing_required.append(dep)
+                logger.error(f"必需依赖包缺失: {dep.package_name} - {dep.description}")
         return missing_required, missing_optional
 
     def _is_package_available(self, package_name: str) -> bool:
diff --git a/src/plugin_system/core/plugin_manager.py b/src/plugin_system/core/plugin_manager.py
index 9d6bd805c..fd75d8c9d 100644
--- a/src/plugin_system/core/plugin_manager.py
+++ b/src/plugin_system/core/plugin_manager.py
@@ -24,12 +24,14 @@ class PluginManager:
     """
 
     def __init__(self):
-        self.plugin_directories: List[str] = []
-        self.loaded_plugins: Dict[str, "BasePlugin"] = {}
-        self.failed_plugins: Dict[str, str] = {}
-        self.plugin_paths: Dict[str, str] = {}  # 记录插件名到目录路径的映射
+        self.plugin_directories: List[str] = []  # 插件根目录列表
+        self.plugin_classes: Dict[str, Type[BasePlugin]] = {}  # 全局插件类注册表，插件名 -> 插件类
+        self.plugin_paths: Dict[str, str] = {}  # 记录插件名到目录路径的映射，插件名 -> 目录路径
+
+        self.loaded_plugins: Dict[str, BasePlugin] = {}  # 已加载的插件类实例注册表，插件名 -> 插件类实例
+        self.failed_plugins: Dict[str, str] = {}  # 记录加载失败的插件类及其错误信息，插件名 -> 错误信息
+
         self.events_subscriptions: Dict[EventType, List[Callable]] = {}
-        self.plugin_classes: Dict[str, Type[BasePlugin]] = {}  # 全局插件类注册表
 
         # 确保插件目录存在
         self._ensure_plugin_directories()