添加datetime & process_message逆运算

fastapi_app.py

@@ -13,6 +13,7 @@ import re
 import uvicorn
 from fastapi import FastAPI, HTTPException, Depends, Header, UploadFile, File, Form
 from fastapi.responses import StreamingResponse, HTMLResponse, FileResponse
+from utils.logger import logger
 from fastapi.staticfiles import StaticFiles
 from fastapi.middleware.cors import CORSMiddleware
 from file_manager_api import router as file_manager_router
@@ -249,8 +250,8 @@ async def generate_stream_response(agent, messages, tool_response: bool, model:
     except Exception as e:
         import traceback
         error_details = traceback.format_exc()
-        print(f"Error in generate_stream_response: {str(e)}")
+        logger.error(f"Error in generate_stream_response: {str(e)}")
-        print(f"Full traceback: {error_details}")
+        logger.error(f"Full traceback: {error_details}")
         
         error_data = {
             "error": {
@@ -784,7 +785,7 @@ async def chat_completions(request: ChatRequest, authorization: Optional[str] =
 async def fetch_bot_config(bot_id: str) -> Dict[str, Any]:
     """获取机器人配置从后端API"""
     try:
-        backend_host = os.getenv("BACKEND_HOST", "http://127.0.0.1:8000")
+        backend_host = os.getenv("BACKEND_HOST", "https://api-dev.gptbase.ai")
         url = f"{backend_host}/v1/agent_bot_config/{bot_id}"
 
         auth_token = generate_v2_auth_token(bot_id)
@@ -827,13 +828,18 @@ async def fetch_bot_config(bot_id: str) -> Dict[str, Any]:
 
 
 def process_messages(messages: List[Message], language: Optional[str] = None) -> List[Dict[str, str]]:
-    """处理消息列表，包括[TOOL_CALL]|[TOOL_RESPONSE]|[ANSWER]分割和语言指令添加"""
+    """处理消息列表，包括[TOOL_CALL]|[TOOL_RESPONSE]|[ANSWER]分割和语言指令添加
+
+    这是 get_content_from_messages 的逆运算，将包含 [TOOL_RESPONSE] 的消息重新组装回
+    msg['role'] == 'function' 和 msg.get('function_call') 的格式。
+    """
     processed_messages = []
 
     # 收集所有ASSISTANT消息的索引
     assistant_indices = [i for i, msg in enumerate(messages) if msg.role == "assistant"]
     total_assistant_messages = len(assistant_indices)
     cutoff_point = max(0, total_assistant_messages - 5)
+
     # 处理每条消息
     for i, msg in enumerate(messages):
         if msg.role == "assistant":
@@ -898,8 +904,72 @@ def process_messages(messages: List[Message], language: Optional[str] = None) ->
         else:
             processed_messages.append({"role": msg.role, "content": msg.content})
 
+    # 逆运算：将包含 [TOOL_RESPONSE] 的消息重新组装回 msg['role'] == 'function' 和 msg.get('function_call')
+    # 这是 get_content_from_messages 的逆运算
+    final_messages = []
+    for msg in processed_messages:
+        if msg["role"] == ASSISTANT and "[TOOL_RESPONSE]" in msg["content"]:
+            # 分割消息内容
+            parts = re.split(r'\[(TOOL_CALL|TOOL_RESPONSE|ANSWER)\]', msg["content"])
+
+            current_tag = None
+            assistant_content = ""
+            function_calls = []
+            tool_responses = []
+
+            for i in range(0, len(parts)):
+                if i % 2 == 0:  # 文本内容
+                    text = parts[i].strip()
+                    if not text:
+                        continue
+
+                    if current_tag == "TOOL_RESPONSE":
+                        # 解析 TOOL_RESPONSE 格式：[TOOL_RESPONSE] function_name\ncontent
+                        lines = text.split('\n', 1)
+                        function_name = lines[0].strip() if lines else ""
+                        response_content = lines[1].strip() if len(lines) > 1 else ""
+
+                        tool_responses.append({
+                            "role": FUNCTION,
+                            "name": function_name,
+                            "content": response_content
+                        })
+                    elif current_tag == "TOOL_CALL":
+                        # 解析 TOOL_CALL 格式：[TOOL_CALL] function_name\narguments
+                        lines = text.split('\n', 1)
+                        function_name = lines[0].strip() if lines else ""
+                        arguments = lines[1].strip() if len(lines) > 1 else ""
+
+                        function_calls.append({
+                            "name": function_name,
+                            "arguments": arguments
+                        })
+                    elif current_tag == "ANSWER":
+                        assistant_content += text + "\n"
+                    else:
+                        # 第一个标签之前的内容也属于 assistant
+                        assistant_content += text + "\n"
+                else:  # 标签
+                    current_tag = parts[i]
+
+            # 添加 assistant 消息（如果有内容）
+            if assistant_content.strip() or function_calls:
+                assistant_msg = {"role": ASSISTANT}
+                if assistant_content.strip():
+                    assistant_msg["content"] = assistant_content.strip()
+                if function_calls:
+                    # 如果有多个 function_call，只取第一个（兼容原有逻辑）
+                    assistant_msg["function_call"] = function_calls[0]
+                final_messages.append(assistant_msg)
+
+            # 添加所有 tool_responses 作为 function 消息
+            final_messages.extend(tool_responses)
+        else:
+            # 非 assistant 消息或不包含 [TOOL_RESPONSE] 的消息直接添加
+            final_messages.append(msg)
+
     # 在最后一条消息的末尾追加回复语言
-    if processed_messages and language:
+    if final_messages and language:
         language_map = {
             'zh': '请用中文回复',
             'en': 'Please reply in English',
@@ -909,9 +979,9 @@ def process_messages(messages: List[Message], language: Optional[str] = None) ->
         language_instruction = language_map.get(language.lower(), '')
         if language_instruction:
             # 在最后一条消息末尾追加语言指令
-            processed_messages[-1]['content'] = processed_messages[-1]['content'] + f"\n\n{language_instruction}。"
+            final_messages[-1]['content'] = final_messages[-1]['content'] + f"\n\n{language_instruction}。"
 
-    return processed_messages
+    return final_messages
 
 
 async def create_agent_and_generate_response(

mcp/datetime_server.py

@@ -0,0 +1,273 @@
+#!/usr/bin/env python3
+"""
+MCP Server for date and time operations.
+Provides functions to:
+1. Get current date and time
+2. Get current date
+3. Get current time
+4. Format date and time
+"""
+
+import json
+import sys
+import asyncio
+from datetime import datetime, timezone
+from typing import Any, Dict, List
+from mcp_common import (
+    load_tools_from_json,
+    create_error_response,
+    create_success_response,
+    create_initialize_response,
+    create_ping_response,
+    create_tools_list_response,
+    handle_mcp_streaming
+)
+
+
+async def handle_request(request: Dict[str, Any]) -> Dict[str, Any]:
+    """Handle MCP request"""
+    try:
+        method = request.get("method")
+        params = request.get("params", {})
+        request_id = request.get("id")
+        
+        if method == "initialize":
+            return create_initialize_response(request_id, "datetime-server")
+        
+        elif method == "ping":
+            return create_ping_response(request_id)
+        
+        elif method == "tools/list":
+            # 从 JSON 文件加载工具定义
+            tools = load_tools_from_json("datetime_tools.json")
+            return create_tools_list_response(request_id, tools)
+        
+        elif method == "tools/call":
+            tool_name = params.get("name")
+            arguments = params.get("arguments", {})
+            
+            if tool_name == "get_current_datetime":
+                return await get_current_datetime(arguments, request_id)
+            
+            elif tool_name == "get_current_date":
+                return await get_current_date(arguments, request_id)
+            
+            elif tool_name == "get_current_time":
+                return await get_current_time(arguments, request_id)
+            
+            elif tool_name == "format_datetime":
+                return await format_datetime(arguments, request_id)
+            
+            else:
+                return create_error_response(
+                    request_id, 
+                    -32601, 
+                    f"Unknown tool: {tool_name}"
+                )
+        
+        else:
+            return create_error_response(
+                request_id, 
+                -32601, 
+                f"Unknown method: {method}"
+            )
+    
+    except Exception as e:
+        return create_error_response(
+            request.get("id"), 
+            -32603, 
+            f"Internal error: {str(e)}"
+        )
+
+
+async def get_current_datetime(arguments: Dict[str, Any], request_id: Any) -> Dict[str, Any]:
+    """获取当前日期时间"""
+    try:
+        timezone_str = arguments.get("timezone", "local")
+        
+        if timezone_str == "UTC":
+            now = datetime.now(timezone.utc)
+        elif timezone_str == "local":
+            now = datetime.now()
+        else:
+            # 支持常见的时区名称
+            try:
+                import pytz
+                tz = pytz.timezone(timezone_str)
+                now = datetime.now(tz)
+            except ImportError:
+                # 如果没有pytz库，回退到本地时间
+                now = datetime.now()
+            except Exception:
+                now = datetime.now()
+        
+        result = {
+            "datetime": now.isoformat(),
+            "year": now.year,
+            "month": now.month,
+            "day": now.day,
+            "hour": now.hour,
+            "minute": now.minute,
+            "second": now.second,
+            "weekday": now.weekday(),  # 0=Monday, 6=Sunday
+            "timezone": timezone_str
+        }
+        
+        # 将结果包装在 content 字段中
+        return {
+            "jsonrpc": "2.0",
+            "id": request_id,
+            "result": {
+                "content": [
+                    {
+                        "type": "text",
+                        "text": json.dumps(result, ensure_ascii=False, indent=2)
+                    }
+                ]
+            }
+        }
+    
+    except Exception as e:
+        return create_error_response(request_id, -32603, f"获取日期时间失败: {str(e)}")
+
+
+async def get_current_date(arguments: Dict[str, Any], request_id: Any) -> Dict[str, Any]:
+    """获取当前日期"""
+    try:
+        timezone_str = arguments.get("timezone", "local")
+        
+        if timezone_str == "UTC":
+            now = datetime.now(timezone.utc)
+        elif timezone_str == "local":
+            now = datetime.now()
+        else:
+            try:
+                import pytz
+                tz = pytz.timezone(timezone_str)
+                now = datetime.now(tz)
+            except ImportError:
+                now = datetime.now()
+            except Exception:
+                now = datetime.now()
+        
+        result = {
+            "date": now.date().isoformat(),
+            "year": now.year,
+            "month": now.month,
+            "day": now.day,
+            "weekday": now.weekday(),
+            "timezone": timezone_str
+        }
+        
+        # 将结果包装在 content 字段中
+        return {
+            "jsonrpc": "2.0",
+            "id": request_id,
+            "result": {
+                "content": [
+                    {
+                        "type": "text",
+                        "text": json.dumps(result, ensure_ascii=False, indent=2)
+                    }
+                ]
+            }
+        }
+    
+    except Exception as e:
+        return create_error_response(request_id, -32603, f"获取日期失败: {str(e)}")
+
+
+async def get_current_time(arguments: Dict[str, Any], request_id: Any) -> Dict[str, Any]:
+    """获取当前时间"""
+    try:
+        timezone_str = arguments.get("timezone", "local")
+        
+        if timezone_str == "UTC":
+            now = datetime.now(timezone.utc)
+        elif timezone_str == "local":
+            now = datetime.now()
+        else:
+            try:
+                import pytz
+                tz = pytz.timezone(timezone_str)
+                now = datetime.now(tz)
+            except ImportError:
+                now = datetime.now()
+            except Exception:
+                now = datetime.now()
+        
+        result = {
+            "time": now.time().isoformat(),
+            "hour": now.hour,
+            "minute": now.minute,
+            "second": now.second,
+            "timezone": timezone_str
+        }
+        
+        # 将结果包装在 content 字段中
+        return {
+            "jsonrpc": "2.0",
+            "id": request_id,
+            "result": {
+                "content": [
+                    {
+                        "type": "text",
+                        "text": json.dumps(result, ensure_ascii=False, indent=2)
+                    }
+                ]
+            }
+        }
+    
+    except Exception as e:
+        return create_error_response(request_id, -32603, f"获取时间失败: {str(e)}")
+
+
+async def format_datetime(arguments: Dict[str, Any], request_id: Any) -> Dict[str, Any]:
+    """格式化日期时间"""
+    try:
+        format_string = arguments.get("format", "%Y-%m-%d %H:%M:%S")
+        timezone_str = arguments.get("timezone", "local")
+        
+        if timezone_str == "UTC":
+            now = datetime.now(timezone.utc)
+        elif timezone_str == "local":
+            now = datetime.now()
+        else:
+            try:
+                import pytz
+                tz = pytz.timezone(timezone_str)
+                now = datetime.now(tz)
+            except ImportError:
+                now = datetime.now()
+            except Exception:
+                now = datetime.now()
+        
+        formatted_datetime = now.strftime(format_string)
+        
+        result = {
+            "formatted_datetime": formatted_datetime,
+            "format": format_string,
+            "original_datetime": now.isoformat(),
+            "timezone": timezone_str
+        }
+        
+        # 将结果包装在 content 字段中
+        return {
+            "jsonrpc": "2.0",
+            "id": request_id,
+            "result": {
+                "content": [
+                    {
+                        "type": "text",
+                        "text": json.dumps(result, ensure_ascii=False, indent=2)
+                    }
+                ]
+            }
+        }
+    
+    except Exception as e:
+        return create_error_response(request_id, -32603, f"格式化日期时间失败: {str(e)}")
+
+
+if __name__ == "__main__":
+    asyncio.run(handle_mcp_streaming(handle_request))

mcp/mcp_settings.json

@@ -14,6 +14,12 @@
           "./mcp/multi_keyword_search_server.py",
           "{dataset_dir}"
         ]
+      },
+      "datetime": {
+        "command": "python",
+        "args": [
+          "./mcp/datetime_server.py"
+        ]
       }
     }
   }

mcp/mcp_settings_agent.json

@@ -7,6 +7,12 @@
           "./mcp/rag_retrieve_server.py",
           "{bot_id}"
         ]
+      },
+      "datetime": {
+        "command": "python",
+        "args": [
+          "./mcp/datetime_server.py"
+        ]
       }
     }
   }

mcp/mcp_settings_catalog_agent.json

@@ -14,6 +14,12 @@
           "./mcp/multi_keyword_search_server.py",
           "{dataset_dir}"
         ]
+      },
+      "datetime": {
+        "command": "python",
+        "args": [
+          "./mcp/datetime_server.py"
+        ]
       }
     }
   }

mcp/tools/datetime_tools.json

@@ -0,0 +1,67 @@
+[
+  {
+    "name": "get_current_datetime",
+    "description": "获取当前的日期和时间，返回详细的时间信息",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "timezone": {
+          "type": "string",
+          "description": "时区设置，支持 'local'(本地时间), 'UTC'(协调世界时), 或者其他时区名称如 'Asia/Shanghai'",
+          "default": "Asia/Tokyo",
+          "enum": ["UTC", "Asia/Shanghai", "America/New_York", "Europe/London", "Asia/Tokyo"]
+        }
+      }
+    }
+  },
+  {
+    "name": "get_current_date",
+    "description": "获取当前的日期信息",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "timezone": {
+          "type": "string",
+          "description": "时区设置，支持 'local'(本地时间), 'UTC'(协调世界时), 或者其他时区名称",
+          "default": "Asia/Tokyo",
+          "enum": ["UTC", "Asia/Shanghai", "America/New_York", "Europe/London", "Asia/Tokyo"]
+        }
+      }
+    }
+  },
+  {
+    "name": "get_current_time",
+    "description": "获取当前的时间信息",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "timezone": {
+          "type": "string",
+          "description": "时区设置，支持 'local'(本地时间), 'UTC'(协调世界时), 或者其他时区名称",
+          "default": "Asia/Tokyo",
+          "enum": ["UTC", "Asia/Shanghai", "America/New_York", "Europe/London", "Asia/Tokyo"]
+        }
+      }
+    }
+  },
+  {
+    "name": "format_datetime",
+    "description": "按指定格式获取当前日期时间",
+    "inputSchema": {
+      "type": "object",
+      "properties": {
+        "format": {
+          "type": "string",
+          "description": "日期时间格式字符串，例如: '%Y-%m-%d %H:%M:%S', '%Y年%m月%d日', '%H:%M:%S' 等",
+          "default": "%Y-%m-%d %H:%M:%S"
+        },
+        "timezone": {
+          "type": "string",
+          "description": "时区设置，支持 'local'(本地时间), 'UTC'(协调世界时), 或者其他时区名称",
+          "default": "Asia/Tokyo",
+          "enum": ["UTC", "Asia/Shanghai", "America/New_York", "Europe/London", "Asia/Tokyo"]
+        }
+      }
+    }
+  }
+]

modified_assistant.py

@@ -21,6 +21,7 @@ from typing import Dict, Iterator, List, Literal, Optional, Union
 from qwen_agent.agents import Assistant
 from qwen_agent.llm.schema import ASSISTANT, FUNCTION, Message
 from qwen_agent.llm.oai import TextChatAtOAI 
+from utils.logger import tool_logger
 
 class ModifiedAssistant(Assistant):
     """
@@ -55,6 +56,44 @@ class ModifiedAssistant(Assistant):
         ]
         return any(indicator in error_str for indicator in retryable_indicators)
     
+    def _call_tool(self, tool_name: str, tool_args: Union[str, dict] = '{}', **kwargs) -> str:
+        """重写工具调用方法，添加调试信息"""
+        if tool_name not in self.function_map:
+            error_msg = f'Tool {tool_name} does not exist. Available tools: {list(self.function_map.keys())}'
+            tool_logger.error(error_msg)
+            return error_msg
+
+        tool = self.function_map[tool_name]
+
+        try:
+            tool_logger.info(f"开始调用工具: {tool_name} {tool_args}")
+            start_time = time.time()
+
+            # 调用父类的_call_tool方法
+            tool_result = super()._call_tool(tool_name, tool_args, **kwargs)
+
+            end_time = time.time()
+            tool_logger.info(f"工具 {tool_name} 执行完成，耗时: {end_time - start_time:.2f}秒 结果长度: {len(tool_result) if tool_result else 0}")
+
+            # 打印部分结果内容（避免过长）
+            if tool_result and len(tool_result) > 0:
+                preview = tool_result[:200] if len(tool_result) > 200 else tool_result
+                tool_logger.debug(f"工具 {tool_name} 结果预览: {preview}...")
+
+            return tool_result
+
+        except Exception as ex:
+            end_time = time.time()
+            tool_logger.error(f"工具调用异常，耗时: {end_time - start_time:.2f}秒 异常类型: {type(ex).__name__} {str(ex)}")
+
+            # 打印完整的堆栈跟踪
+            import traceback
+            tool_logger.error(f"堆栈跟踪:\n{traceback.format_exc()}")
+
+            # 返回详细的错误信息
+            error_message = f'An error occurred when calling tool {tool_name}: {type(ex).__name__}: {str(ex)}'
+            return error_message
+
     def _call_llm_with_retry(self, messages: List[Message], functions=None, extra_generate_cfg=None, max_retries: int = 5) -> Iterator:
         """带重试机制的LLM调用
         
@@ -77,13 +116,13 @@ class ModifiedAssistant(Assistant):
                 # 检查是否为可重试的错误
                 if self._is_retryable_error(e) and attempt < max_retries - 1:
                     delay = 2 ** attempt  # 指数退避: 1s, 2s, 4s
-                    print(f"LLM调用失败 (尝试 {attempt + 1}/{max_retries})，{delay}秒后重试: {str(e)}")
+                    tool_logger.warning(f"LLM调用失败 (尝试 {attempt + 1}/{max_retries})，{delay}秒后重试: {str(e)}")
                     time.sleep(delay)
                     continue
                 else:
                     # 不可重试的错误或已达到最大重试次数
                     if attempt > 0:
-                        print(f"LLM调用重试失败，已达到最大重试次数 {max_retries}")
+                        tool_logger.error(f"LLM调用重试失败，已达到最大重试次数 {max_retries}")
                     raise
     
     def _run(self, messages: List[Message], lang: Literal['en', 'zh', 'ja'] = 'en', **kwargs) -> Iterator[List[Message]]:
@@ -118,6 +157,14 @@ class ModifiedAssistant(Assistant):
                     use_tool, tool_name, tool_args, _ = self._detect_tool(out)
                     if use_tool:
                         tool_result = self._call_tool(tool_name, tool_args, messages=message_list, **kwargs)
+
+                        # 验证工具结果
+                        if not tool_result:
+                            tool_logger.warning(f"工具 {tool_name} 返回空结果")
+                            tool_result = f"Tool {tool_name} completed execution but returned empty result"
+                        elif tool_result.startswith('An error occurred when calling tool') or tool_result.startswith('工具调用失败'):
+                            tool_logger.error(f"工具 {tool_name} 调用失败: {tool_result}")
+
                         fn_msg = Message(role=FUNCTION,
                                        name=tool_name,
                                        content=tool_result,

prompt/system_prompt_agent.md

@@ -1,9 +1,10 @@
 请仔细按照所有系统说明进行下一次用户查询：
-1.在适当的时候执行`rag_retrieve`工具调用，以检索准确的信息
+1.在适当的时候执行`rag_retrieve`工具调用，以检索准确的信息。
-2.遵守指定的输出格式和响应结构
+2.在处理和时间有关的问题时，必须先调用`datetime`工具获取当前时间再进行处理。
-3.逐步遵循既定的处理流程
+3.遵守指定的输出格式和响应结构。
-4.使用系统提示中定义的正确工具调用程序
+4.逐步遵循既定的处理流程。
-5.保持与既定角色和行为准则的一致性
+5.使用系统提示中定义的正确工具调用程序。
+6.保持与既定角色和行为准则的一致性。
 
 {extra_prompt}
 

utils/logger.py

@@ -0,0 +1,46 @@
+"""
+项目日志工具
+参考 qwen_agent 的日志实现方式
+"""
+
+import logging
+import os
+
+
+def setup_logger(name='qwen_agent_project', level=None):
+    """
+    设置日志记录器
+    
+    Args:
+        name: logger名称
+        level: 日志级别，默认根据环境变量QWEN_AGENT_DEBUG决定
+    
+    Returns:
+        logging.Logger: 配置好的logger实例
+    """
+    if level is None:
+        level = logging.DEBUG
+
+    handler = logging.StreamHandler()
+    # 使用与qwen_agent相同的格式
+    formatter = logging.Formatter('%(asctime)s - %(filename)s - %(lineno)d - %(levelname)s - %(message)s')
+    handler.setFormatter(formatter)
+
+    _logger = logging.getLogger(name)
+    _logger.setLevel(level)
+    
+    # 避免重复添加handler
+    if not _logger.handlers:
+        _logger.addHandler(handler)
+    
+    return _logger
+
+
+# 创建项目主logger
+logger = setup_logger()
+
+# 创建专用的工具调用logger，便于过滤
+tool_logger = setup_logger('qwen_agent_tools')
+
+# 创建任务队列相关的logger
+queue_logger = setup_logger('qwen_agent_queue')

utils/prompt_loader.py

@@ -160,6 +160,17 @@ def load_mcp_settings(project_dir: str, mcp_settings: list=None, bot_id: str="",
         print(f"Failed to load default mcp_settings_{robot_type}: {str(e)}")
         default_mcp_settings = []
 
+    # 遍历mcpServers工具，给每个工具增加env参数
+    if default_mcp_settings and len(default_mcp_settings) > 0:
+        mcp_servers = default_mcp_settings[0].get('mcpServers', {})
+        for server_name, server_config in mcp_servers.items():
+            if isinstance(server_config, dict):
+                # 如果还没有env字段，则创建一个
+                if 'env' not in server_config:
+                    server_config['env'] = {}
+                # 添加必要的环境变量
+                server_config['env']['BACKEND_HOST'] = os.environ.get('BACKEND_HOST', 'https://api-dev.gptbase.ai')
+
     # 2. 处理传入的mcp_settings参数
     input_mcp_settings = []
     if mcp_settings is not None: