diff --git a/.gitignore b/.gitignore
index a863e36ec..865b0596d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,3 +26,5 @@ venv/*
 packages/python_interpreter/workplace
 .venv/*
 .conda/
+.idea/
+pytest.ini
diff --git a/astrbot/core/config/default.py b/astrbot/core/config/default.py
index ba87ba528..280c841d0 100644
--- a/astrbot/core/config/default.py
+++ b/astrbot/core/config/default.py
@@ -85,6 +85,7 @@ DEFAULT_CONFIG = {
         "enable": True,
         "username": "astrbot",
         "password": "77b90590a8945a7d36c963981a307dc9",
+        "host": "127.0.0.1",
         "port": 6185,
     },
     "platform": [],
@@ -122,6 +123,7 @@ CONFIG_METADATA_2 = {
                         "enable": False,
                         "appid": "",
                         "secret": "",
+                        "callback_server_host": "0.0.0.0",
                         "port": 6196,
                     },
                     "aiocqhttp(OneBotv11)": {
@@ -146,10 +148,11 @@ CONFIG_METADATA_2 = {
                         "enable": False,
                         "corpid": "",
                         "secret": "",
-                        "port": 6195,
                         "token": "",
                         "encoding_aes_key": "",
                         "api_base_url": "https://qyapi.weixin.qq.com/cgi-bin/",
+                        "callback_server_host": "0.0.0.0",
+                        "port": 6195,
                     },
                     "lark(飞书)": {
                         "id": "lark",
diff --git a/astrbot/core/pipeline/process_stage/method/llm_request.py b/astrbot/core/pipeline/process_stage/method/llm_request.py
index 22d67d322..e8246805e 100644
--- a/astrbot/core/pipeline/process_stage/method/llm_request.py
+++ b/astrbot/core/pipeline/process_stage/method/llm_request.py
@@ -148,11 +148,18 @@ class LLMRequestSubStage(Stage):
 
             if llm_response.role == "assistant":
                 # text completion
-                event.set_result(
-                    MessageEventResult()
-                    .message(llm_response.completion_text)
-                    .set_result_content_type(ResultContentType.LLM_RESULT)
-                )
+                if llm_response.result_chain:
+                    event.set_result(
+                        MessageEventResult(
+                            chain=llm_response.result_chain.chain
+                        ).set_result_content_type(ResultContentType.LLM_RESULT)
+                    )
+                else:
+                    event.set_result(
+                        MessageEventResult()
+                        .message(llm_response.completion_text)
+                        .set_result_content_type(ResultContentType.LLM_RESULT)
+                    )
             elif llm_response.role == "err":
                 event.set_result(
                     MessageEventResult().message(
diff --git a/astrbot/core/platform/sources/aiocqhttp/aiocqhttp_message_event.py b/astrbot/core/platform/sources/aiocqhttp/aiocqhttp_message_event.py
index ce38296e6..dbe9a3ce0 100644
--- a/astrbot/core/platform/sources/aiocqhttp/aiocqhttp_message_event.py
+++ b/astrbot/core/platform/sources/aiocqhttp/aiocqhttp_message_event.py
@@ -21,6 +21,7 @@ class AiocqhttpMessageEvent(AstrMessageEvent):
             d = segment.toDict()
             if isinstance(segment, Plain):
                 d["type"] = "text"
+                d["data"]["text"] = segment.text.strip()
             elif isinstance(segment, (Image, Record)):
                 # convert to base64
                 if segment.file and segment.file.startswith("file:///"):
diff --git a/astrbot/core/platform/sources/qqofficial_webhook/qo_webhook_server.py b/astrbot/core/platform/sources/qqofficial_webhook/qo_webhook_server.py
index 562574204..a219e2492 100644
--- a/astrbot/core/platform/sources/qqofficial_webhook/qo_webhook_server.py
+++ b/astrbot/core/platform/sources/qqofficial_webhook/qo_webhook_server.py
@@ -15,6 +15,7 @@ class QQOfficialWebhook:
         self.appid = config["appid"]
         self.secret = config["secret"]
         self.port = config.get("port", 6196)
+        self.callback_server_host = config.get("callback_server_host", "0.0.0.0")
 
         if isinstance(self.port, str):
             self.port = int(self.port)
@@ -95,8 +96,11 @@ class QQOfficialWebhook:
         return {"opcode": 12}
 
     async def start_polling(self):
+        logger.info(
+            f"将在 {self.callback_server_host}:{self.port} 端口启动 QQ 官方机器人 webhook 适配器。"
+        )
         await self.server.run_task(
-            host="0.0.0.0",
+            host=self.callback_server_host,
             port=self.port,
             shutdown_trigger=self.shutdown_trigger_placeholder,
         )
diff --git a/astrbot/core/platform/sources/wecom/wecom_adapter.py b/astrbot/core/platform/sources/wecom/wecom_adapter.py
index 77eae03d6..cef83b030 100644
--- a/astrbot/core/platform/sources/wecom/wecom_adapter.py
+++ b/astrbot/core/platform/sources/wecom/wecom_adapter.py
@@ -34,6 +34,7 @@ class WecomServer:
     def __init__(self, event_queue: asyncio.Queue, config: dict):
         self.server = quart.Quart(__name__)
         self.port = int(config.get("port"))
+        self.callback_server_host = config.get("callback_server_host", "0.0.0.0")
         self.server.add_url_rule(
             "/callback/command", view_func=self.verify, methods=["GET"]
         )
@@ -86,9 +87,11 @@ class WecomServer:
         return "success"
 
     async def start_polling(self):
-        logger.info(f"将在 0.0.0.0:{self.port} 端口启动 企业微信 适配器。")
+        logger.info(
+            f"将在 {self.callback_server_host}:{self.port} 端口启动 企业微信 适配器。"
+        )
         await self.server.run_task(
-            host="0.0.0.0",
+            host=self.callback_server_host,
             port=self.port,
             shutdown_trigger=self.shutdown_trigger_placeholder,
         )
diff --git a/astrbot/core/provider/entites.py b/astrbot/core/provider/entites.py
index 3180b4955..17b6edd46 100644
--- a/astrbot/core/provider/entites.py
+++ b/astrbot/core/provider/entites.py
@@ -4,6 +4,7 @@ from typing import List, Dict, Type
 from .func_tool_manager import FuncCall
 from openai.types.chat.chat_completion import ChatCompletion
 from astrbot.core.db.po import Conversation
+from astrbot.core.message.message_event_result import MessageChain
 
 
 class ProviderType(enum.Enum):
@@ -56,8 +57,10 @@ class ProviderRequest:
 class LLMResponse:
     role: str
     """角色, assistant, tool, err"""
+    result_chain: MessageChain = None
+    """返回的消息链"""
     completion_text: str = ""
-    """LLM 返回的文本"""
+    """LLM 返回的文本, 已经废弃但仍然兼容。使用 result_chain 替代"""
     tools_call_args: List[Dict[str, any]] = field(default_factory=list)
     """工具调用参数"""
     tools_call_name: List[str] = field(default_factory=list)
diff --git a/astrbot/core/provider/func_tool_manager.py b/astrbot/core/provider/func_tool_manager.py
index cdb1b3d6d..0f04628f7 100644
--- a/astrbot/core/provider/func_tool_manager.py
+++ b/astrbot/core/provider/func_tool_manager.py
@@ -73,7 +73,7 @@ class FuncCall:
             handler=handler,
         )
         self.func_list.append(_func)
-        logger.info(f"添加了函数调用工具({len(self.func_list)}): {name} - {desc}")
+        logger.info(f"添加函数调用工具: {name}")
 
     def remove_func(self, name: str) -> None:
         """
diff --git a/astrbot/core/provider/sources/dify_source.py b/astrbot/core/provider/sources/dify_source.py
index 37f575f21..9af198aa7 100644
--- a/astrbot/core/provider/sources/dify_source.py
+++ b/astrbot/core/provider/sources/dify_source.py
@@ -1,3 +1,5 @@
+import astrbot.core.message.components as Comp
+
 from typing import List
 from .. import Provider, Personality
 from ..entites import LLMResponse
@@ -5,8 +7,9 @@ from ..func_tool_manager import FuncCall
 from astrbot.core.db import BaseDatabase
 from ..register import register_provider_adapter
 from astrbot.core.utils.dify_api_client import DifyAPIClient
-from astrbot.core.utils.io import download_image_by_url
+from astrbot.core.utils.io import download_image_by_url, download_file
 from astrbot.core import logger, sp
+from astrbot.core.message.message_event_result import MessageChain
 
 
 @register_provider_adapter("dify", "Dify APP 适配器。")
@@ -148,8 +151,9 @@ class ProviderDify(Provider):
                                 )
                             case "workflow_finished":
                                 logger.info(
-                                    f"Dify 工作流(ID: {chunk['workflow_run_id']})运行结束。"
+                                    f"Dify 工作流(ID: {chunk['workflow_run_id']})运行结束"
                                 )
+                                logger.debug(f"Dify 工作流结果：{chunk}")
                                 if chunk["data"]["error"]:
                                     logger.error(
                                         f"Dify 工作流出现错误：{chunk['data']['error']}"
@@ -164,9 +168,7 @@ class ProviderDify(Provider):
                                     raise Exception(
                                         f"Dify 工作流的输出不包含指定的键名：{self.workflow_output_key}"
                                     )
-                                result = chunk["data"]["outputs"][
-                                    self.workflow_output_key
-                                ]
+                                result = chunk
                 case _:
                     raise Exception(f"未知的 Dify API 类型：{self.api_type}")
         except Exception as e:
@@ -176,7 +178,54 @@ class ProviderDify(Provider):
         if not result:
             logger.warning("Dify 请求结果为空，请查看 Debug 日志。")
 
-        return LLMResponse(role="assistant", completion_text=result)
+        chain = await self.parse_dify_result(result)
+
+        return LLMResponse(role="assistant", result_chain=chain)
+
+    async def parse_dify_result(self, chunk: dict | str) -> MessageChain:
+        if isinstance(chunk, str):
+            # Chat
+            return MessageChain(chain=[Comp.Plain(chunk)])
+
+        async def parse_file(item: dict) -> Comp:
+            match item["type"]:
+                case "image":
+                    return Comp.Image(file=item["url"], url=item["url"])
+                case "audio":
+                    # 仅支持 wav
+                    path = f"data/temp/{item['filename']}.wav"
+                    await download_file(item["url"], path)
+                    return Comp.Image(file=item["url"], url=item["url"])
+                case "video":
+                    return Comp.Video(file=item["url"])
+                case _:
+                    return Comp.File(name=item["filename"], file=item["url"])
+
+        output = chunk["data"]["outputs"][self.workflow_output_key]
+        chains = []
+        if isinstance(output, str):
+            # 纯文本输出
+            chains.append(Comp.Plain(output))
+        elif isinstance(output, list):
+            # 主要适配 Dify 的 HTTP 请求结点的多模态输出
+            for item in output:
+                # handle Array[File]
+                if (
+                    not isinstance(item, dict)
+                    or item.get("dify_model_identity", "") != "__dify__file__"
+                ):
+                    chains.append(Comp.Plain(str(output)))
+                    break
+        else:
+            chains.append(Comp.Plain(str(output)))
+
+        # scan file
+        files = chunk["data"].get("files", [])
+        for item in files:
+            comp = await parse_file(item)
+            chains.append(comp)
+
+        return MessageChain(chain=chains)
 
     async def forget(self, session_id):
         self.conversation_ids[session_id] = ""
diff --git a/astrbot/core/star/register/star_handler.py b/astrbot/core/star/register/star_handler.py
index 77d7fb482..0b9f7ad09 100644
--- a/astrbot/core/star/register/star_handler.py
+++ b/astrbot/core/star/register/star_handler.py
@@ -358,7 +358,9 @@ def register_llm_tool(name: str = None):
                 }
             )
         md = get_handler_or_create(awaitable, EventType.OnCallingFuncToolEvent)
-        llm_tools.add_func(llm_tool_name, args, docstring.description, md.handler)
+        llm_tools.add_func(
+            llm_tool_name, args, docstring.description.strip(), md.handler
+        )
         return awaitable
 
     return decorator
diff --git a/astrbot/core/utils/dify_api_client.py b/astrbot/core/utils/dify_api_client.py
index 80be3fff7..badf5d62b 100644
--- a/astrbot/core/utils/dify_api_client.py
+++ b/astrbot/core/utils/dify_api_client.py
@@ -8,7 +8,7 @@ class DifyAPIClient:
     def __init__(self, api_key: str, api_base: str = "https://api.dify.ai/v1"):
         self.api_key = api_key
         self.api_base = api_base
-        self.session = ClientSession()
+        self.session = ClientSession(trust_env=True)
         self.headers = {
             "Authorization": f"Bearer {self.api_key}",
         }
diff --git a/astrbot/dashboard/server.py b/astrbot/dashboard/server.py
index 42bbad318..072ded4ae 100644
--- a/astrbot/dashboard/server.py
+++ b/astrbot/dashboard/server.py
@@ -120,12 +120,14 @@ class AstrBotDashboard:
             return f"获取进程信息失败: {str(e)}"
 
     def run(self):
-        try:
-            ip_addr = get_local_ip_addresses()
-        except Exception as _:
-            ip_addr = []
-
+        ip_addr = []
         port = self.core_lifecycle.astrbot_config["dashboard"].get("port", 6185)
+        host = self.core_lifecycle.astrbot_config["dashboard"].get("host", "127.0.0.1")
+        if host not in ["localhost", "127.0.0.1"]:
+            try:
+                ip_addr = get_local_ip_addresses()
+            except Exception as _:
+                pass
         if isinstance(port, str):
             port = int(port)
 
@@ -147,10 +149,16 @@ class AstrBotDashboard:
         for ip in ip_addr:
             display += f"   ➜  网络: http://{ip}:{port}\n"
         display += "   ➜  默认用户名和密码: astrbot\n ✨✨✨\n"
+
+        if not ip_addr:
+            display += (
+                "可在 data/cmd_config.json 中配置 dashboard.host 以便远程访问。\n"
+            )
+
         logger.info(display)
 
         return self.app.run_task(
-            host="0.0.0.0",
+            host=host,
             port=port,
             shutdown_trigger=self.shutdown_trigger_placeholder,
         )