2026-01-15 16:04:19 +08:00
|
|
|
|
from dataclasses import dataclass, field
|
|
|
|
|
|
from typing import Annotated
|
|
|
|
|
|
|
2025-10-25 22:49:20 +08:00
|
|
|
|
from langchain.agents import create_agent
|
|
|
|
|
|
|
2026-01-15 16:04:19 +08:00
|
|
|
|
from src.agents.common import BaseAgent, BaseContext, load_chat_model
|
2026-01-22 06:54:14 +08:00
|
|
|
|
from src.agents.common.middlewares import (
|
|
|
|
|
|
RuntimeConfigMiddleware,
|
|
|
|
|
|
)
|
2025-10-25 22:49:20 +08:00
|
|
|
|
from src.agents.common.toolkits.mysql import get_mysql_tools
|
2026-02-02 21:44:10 +08:00
|
|
|
|
from src.services.mcp_service import get_mcp_server_names, get_tools_from_all_servers
|
2025-10-25 22:49:20 +08:00
|
|
|
|
from src.utils import logger
|
|
|
|
|
|
|
2025-11-01 21:34:16 +08:00
|
|
|
|
|
2026-01-15 16:04:19 +08:00
|
|
|
|
@dataclass(kw_only=True)
|
|
|
|
|
|
class ReporterContext(BaseContext):
|
2026-01-31 13:14:33 +08:00
|
|
|
|
"""覆盖 BaseContext,定义数据库报表助手智能体的可配置参数"""
|
2026-02-02 21:44:10 +08:00
|
|
|
|
|
2026-01-31 13:14:33 +08:00
|
|
|
|
mcps: Annotated[list[str], {"__template_metadata__": {"kind": "mcps"}}] = field(
|
|
|
|
|
|
default_factory=lambda: ["mcp-server-chart"],
|
2026-01-15 16:04:19 +08:00
|
|
|
|
metadata={
|
2026-01-31 13:14:33 +08:00
|
|
|
|
"name": "MCP服务器",
|
|
|
|
|
|
"options": lambda: get_mcp_server_names(),
|
|
|
|
|
|
"description": (
|
|
|
|
|
|
"MCP服务器列表,建议使用支持 SSE 的 MCP 服务器,"
|
|
|
|
|
|
"如果需要使用 uvx 或 npx 运行的服务器,也请在项目外部启动 MCP 服务器,并在项目中配置 MCP 服务器。"
|
|
|
|
|
|
),
|
2026-01-15 16:04:19 +08:00
|
|
|
|
},
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
2025-10-25 22:49:20 +08:00
|
|
|
|
class SqlReporterAgent(BaseAgent):
|
2025-11-02 01:15:36 +08:00
|
|
|
|
name = "数据库报表助手"
|
2026-02-02 21:44:10 +08:00
|
|
|
|
description = (
|
|
|
|
|
|
"一个能够生成 SQL 查询报告的智能体助手。同时调用 Charts MCP 生成图表。"
|
|
|
|
|
|
"MySQL 工具默认启用,无法选择,mcp 默认启用 Charts MCPs。"
|
|
|
|
|
|
)
|
2026-01-15 16:04:19 +08:00
|
|
|
|
context_schema = ReporterContext
|
2025-10-25 22:49:20 +08:00
|
|
|
|
|
|
|
|
|
|
def __init__(self, **kwargs):
|
|
|
|
|
|
super().__init__(**kwargs)
|
|
|
|
|
|
|
|
|
|
|
|
async def get_graph(self, **kwargs):
|
2026-01-22 06:54:14 +08:00
|
|
|
|
"""构建图"""
|
2025-12-30 19:19:49 +08:00
|
|
|
|
context = self.context_schema.from_file(module_name=self.module_name)
|
2026-01-22 06:54:14 +08:00
|
|
|
|
all_mcp_tools = await get_tools_from_all_servers()
|
2025-12-30 19:19:49 +08:00
|
|
|
|
|
2025-10-25 22:49:20 +08:00
|
|
|
|
graph = create_agent(
|
2026-01-22 06:54:14 +08:00
|
|
|
|
model=load_chat_model(context.model),
|
2025-12-30 19:19:49 +08:00
|
|
|
|
system_prompt=context.system_prompt,
|
2026-01-31 13:14:33 +08:00
|
|
|
|
tools=get_mysql_tools(), # MySQL 工具默认启用,这里添加的 tools,不会在工具选择框中出现
|
2026-01-22 06:54:14 +08:00
|
|
|
|
middleware=[
|
2026-01-31 13:14:33 +08:00
|
|
|
|
RuntimeConfigMiddleware(extra_tools=all_mcp_tools),
|
2026-01-22 06:54:14 +08:00
|
|
|
|
],
|
2025-10-25 22:49:20 +08:00
|
|
|
|
checkpointer=await self._get_checkpointer(),
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
logger.info("SqlReporterAgent 构建成功")
|
2025-10-31 14:16:07 +08:00
|
|
|
|
return graph
|