diff --git a/plugins/AIChat/main.py b/plugins/AIChat/main.py
index 56f3bb2..1802860 100644
--- a/plugins/AIChat/main.py
+++ b/plugins/AIChat/main.py
@@ -53,6 +53,7 @@ class AIChat(PluginBase):
         self._chatroom_member_cache = {}  # {chatroom_id: (ts, {wxid: display_name})}
         self._chatroom_member_cache_locks = {}  # {chatroom_id: asyncio.Lock}
         self._chatroom_member_cache_ttl_seconds = 3600  # 群名片缓存1小时，减少协议 API 调用
+        self._intent_cache = {}  # {normalized_text: (ts, intent)}
 
     async def async_init(self):
         """插件异步初始化"""
@@ -1320,6 +1321,271 @@ class AIChat(PluginBase):
                 text = text.rsplit(marker, 1)[-1].strip()
         return text
 
+    def _looks_like_info_query(self, text: str) -> bool:
+        t = str(text or "").strip().lower()
+        if not t:
+            return False
+
+        # 太短的消息不值得额外走一轮分类
+        if len(t) < 6:
+            return False
+
+        # 疑问/求评价/求推荐类
+        if any(x in t for x in ("?", "？")):
+            return True
+        if re.search(r"(什么|咋|怎么|如何|为啥|为什么|哪|哪里|哪个|多少|推荐|值不值得|值得吗|好不好|靠谱吗|评价|口碑|怎么样|如何评价|近况|最新|最近)", t):
+            return True
+
+        # 明确的实体/对象询问（公会/游戏/公司/项目等）
+        if re.search(r"(公会|战队|服务器|区服|游戏|公司|品牌|产品|软件|插件|项目|平台|up主|主播|作者|电影|电视剧|小说)", t) and len(t) >= 8:
+            return True
+
+        return False
+
+    def _intent_to_allowed_tool_names(self, intent: str) -> set[str]:
+        intent = str(intent or "").strip().lower()
+        mapping = {
+            "search": {"tavily_web_search", "web_search"},
+            "draw": {
+                "nano_ai_image_generation",
+                "flow2_ai_image_generation",
+                "jimeng_ai_image_generation",
+                "kiira2_ai_image_generation",
+                "generate_image",
+            },
+            "weather": {"query_weather"},
+            "register_city": {"register_city"},
+            "signin": {"user_signin"},
+            "profile": {"check_profile"},
+            "news": {"get_daily_news"},
+            "music": {"search_music"},
+            "playlet": {"search_playlet"},
+            "kfc": {"get_kfc"},
+            "fabing": {"get_fabing"},
+            "chat": set(),
+        }
+        return set(mapping.get(intent, set()))
+
+    def _should_run_intent_router(self, intent_text: str) -> bool:
+        cfg = (self.config or {}).get("intent_router", {})
+        if not cfg.get("enabled", False):
+            return False
+
+        mode = str(cfg.get("mode", "hybrid") or "hybrid").strip().lower()
+        if mode == "always":
+            return True
+
+        # hybrid：只在像“信息查询/求评价”的问题时触发，避免闲聊额外增加延迟
+        return self._looks_like_info_query(intent_text)
+
+    def _extract_intent_from_llm_output(self, content: str) -> str:
+        raw = str(content or "").strip()
+        if not raw:
+            return ""
+
+        # 尝试直接 JSON
+        try:
+            obj = json.loads(raw)
+            if isinstance(obj, dict):
+                intent = obj.get("intent") or obj.get("class_name") or ""
+                return str(intent or "").strip().lower()
+        except Exception:
+            pass
+
+        # 尝试截取 JSON 片段
+        try:
+            m = re.search(r"\{[\s\S]*\}", raw)
+            if m:
+                obj = json.loads(m.group(0))
+                if isinstance(obj, dict):
+                    intent = obj.get("intent") or obj.get("class_name") or ""
+                    return str(intent or "").strip().lower()
+        except Exception:
+            pass
+
+        # 兜底：纯文本标签
+        token = re.sub(r"[^a-zA-Z_]+", "", raw).lower()
+        return token
+
+    async def _classify_intent_with_llm(self, intent_text: str) -> str:
+        cfg = (self.config or {}).get("intent_router", {})
+        api_cfg = (self.config or {}).get("api", {})
+
+        text = str(intent_text or "").strip()
+        if not text:
+            return "chat"
+
+        cache_ttl = cfg.get("cache_ttl_seconds", 120)
+        try:
+            cache_ttl = float(cache_ttl or 0)
+        except Exception:
+            cache_ttl = 0
+
+        cache_key = re.sub(r"\s+", " ", text).strip().lower()
+        if cache_ttl > 0:
+            cached = self._intent_cache.get(cache_key)
+            if cached:
+                ts, intent = cached
+                if (time.time() - float(ts or 0)) <= cache_ttl and intent:
+                    return str(intent).strip().lower()
+
+        model = cfg.get("model") or api_cfg.get("model")
+        url = api_cfg.get("url")
+        api_key = api_cfg.get("api_key")
+        timeout_s = cfg.get("timeout", 15)
+        try:
+            timeout_s = float(timeout_s or 15)
+        except Exception:
+            timeout_s = 15
+
+        system_prompt = (
+            "你是一个聊天机器人“意图分类器”，只负责判断用户当前这句话最可能的意图。\n"
+            "只允许返回 JSON，格式固定：{\"intent\":\"<label>\"}，不要输出任何多余文字。\n"
+            "label 只能是以下之一：\n"
+            "- chat：普通聊天/主观闲聊，不需要工具。\n"
+            "- search：需要联网检索/查证事实/口碑/背景/最新信息（游戏/公会/公司/插件/项目等）。\n"
+            "- draw：用户要生成/绘制图片。\n"
+            "- weather：用户要查询天气/气温/预报/空气质量。\n"
+            "- register_city：用户要注册/设置/修改默认城市。\n"
+            "- signin：用户要签到。\n"
+            "- profile：用户要查积分/个人信息/资料。\n"
+            "- news：用户要每日新闻/早报。\n"
+            "- music：用户要搜歌/点歌。\n"
+            "- playlet：用户要搜短剧。\n"
+            "- kfc：用户要疯狂星期四/KFC 文案。\n"
+            "- fabing：用户明确要“发病文学/发病文/发病语录”。\n"
+        )
+
+        payload = {
+            "model": model,
+            "messages": [
+                {"role": "system", "content": system_prompt},
+                {"role": "user", "content": text},
+            ],
+            "temperature": 0,
+            "max_tokens": 80,
+            "stream": False,
+        }
+
+        headers = {
+            "Content-Type": "application/json",
+            "Authorization": f"Bearer {api_key}",
+        }
+
+        connector = None
+        proxy_config = (self.config or {}).get("proxy", {})
+        if proxy_config.get("enabled", False):
+            proxy_type = proxy_config.get("type", "socks5").upper()
+            proxy_host = proxy_config.get("host", "127.0.0.1")
+            proxy_port = proxy_config.get("port", 7890)
+            proxy_username = proxy_config.get("username")
+            proxy_password = proxy_config.get("password")
+
+            if proxy_username and proxy_password:
+                proxy_url = f"{proxy_type}://{proxy_username}:{proxy_password}@{proxy_host}:{proxy_port}"
+            else:
+                proxy_url = f"{proxy_type}://{proxy_host}:{proxy_port}"
+
+            if PROXY_SUPPORT:
+                try:
+                    connector = ProxyConnector.from_url(proxy_url)
+                except Exception:
+                    connector = None
+
+        timeout = aiohttp.ClientTimeout(total=timeout_s)
+        try:
+            async with aiohttp.ClientSession(timeout=timeout, connector=connector) as session:
+                async with session.post(url, json=payload, headers=headers) as resp:
+                    if resp.status != 200:
+                        return "chat"
+                    data = await resp.json()
+        except Exception:
+            return "chat"
+
+        content = (
+            (((data or {}).get("choices") or [{}])[0].get("message") or {}).get("content")
+            if isinstance(data, dict)
+            else ""
+        )
+        intent = self._extract_intent_from_llm_output(content)
+
+        valid = {
+            "chat",
+            "search",
+            "draw",
+            "weather",
+            "register_city",
+            "signin",
+            "profile",
+            "news",
+            "music",
+            "playlet",
+            "kfc",
+            "fabing",
+        }
+        if intent not in valid:
+            intent = "chat"
+
+        if cache_ttl > 0:
+            try:
+                self._intent_cache[cache_key] = (time.time(), intent)
+                if len(self._intent_cache) > 500:
+                    # 简单裁剪：清空最旧的 100 条（不做复杂 LRU）
+                    items = sorted(self._intent_cache.items(), key=lambda kv: kv[1][0])[:100]
+                    for k, _v in items:
+                        self._intent_cache.pop(k, None)
+            except Exception:
+                pass
+
+        return intent
+
+    async def _select_tools_for_message_async(self, tools: list, *, user_message: str, tool_query: str | None = None) -> list:
+        """
+        工具选择（支持意图路由）：
+        1) 先走现有 smart_select 规则（快）
+        2) 规则未命中且像信息查询时，走一次轻量 LLM 意图分类（慢但更准）
+        """
+        tools_config = (self.config or {}).get("tools", {})
+        if not tools_config.get("smart_select", False):
+            return tools
+
+        selected = self._select_tools_for_message(tools, user_message=user_message, tool_query=tool_query)
+        if selected:
+            return selected
+
+        intent_text = self._extract_tool_intent_text(user_message, tool_query=tool_query)
+        if not intent_text:
+            return []
+
+        if not self._should_run_intent_router(intent_text):
+            return []
+
+        intent = await self._classify_intent_with_llm(intent_text)
+        allow = self._intent_to_allowed_tool_names(intent)
+        if not allow:
+            return []
+
+        # 对“容易误触”的工具再做一次本地硬约束，避免分类器误判导致执行敏感动作
+        t = intent_text.lower()
+        if "register_city" in allow and not re.search(r"(注册|设置|更新|更换|修改|绑定|默认).{0,6}城市|城市.{0,6}(注册|设置|更新|更换|修改|绑定|默认)", t):
+            allow.discard("register_city")
+        if "user_signin" in allow and not re.search(r"(用户签到|签到|签个到)", t):
+            allow.discard("user_signin")
+        if "check_profile" in allow and not re.search(r"(个人信息|我的信息|我的积分|查积分|积分多少|连续签到|连签|我的资料)", t):
+            allow.discard("check_profile")
+        if "get_fabing" in allow and not re.search(r"(发病文学|犯病文学|发病文|犯病文|发病语录|犯病语录|发病一下|犯病一下)", t):
+            allow.discard("get_fabing")
+
+        if not allow:
+            return []
+
+        result = []
+        for tool in tools or []:
+            name = tool.get("function", {}).get("name", "")
+            if name and name in allow:
+                result.append(tool)
+        return result
+
     def _select_tools_for_message(self, tools: list, *, user_message: str, tool_query: str | None = None) -> list:
         tools_config = (self.config or {}).get("tools", {})
         if not tools_config.get("smart_select", False):
@@ -1965,7 +2231,7 @@ class AIChat(PluginBase):
 
         # 收集工具
         all_tools = self._collect_tools()
-        tools = self._select_tools_for_message(all_tools, user_message=user_message, tool_query=tool_query)
+        tools = await self._select_tools_for_message_async(all_tools, user_message=user_message, tool_query=tool_query)
         logger.info(f"收集到 {len(all_tools)} 个工具函数，本次启用 {len(tools)} 个")
         if tools:
             tool_names = [t["function"]["name"] for t in tools]
@@ -3790,7 +4056,7 @@ class AIChat(PluginBase):
         """调用AI API（带图片）"""
         api_config = self.config["api"]
         all_tools = self._collect_tools()
-        tools = self._select_tools_for_message(all_tools, user_message=user_message, tool_query=tool_query)
+        tools = await self._select_tools_for_message_async(all_tools, user_message=user_message, tool_query=tool_query)
         logger.info(f"[图片] 收集到 {len(all_tools)} 个工具函数，本次启用 {len(tools)} 个")
         if tools:
             tool_names = [t["function"]["name"] for t in tools]