Files
AstrBot/astrbot/core/provider/func_tool_manager.py
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2025-11-01 13:26:19 +08:00

576 lines
20 KiB
Python

from __future__ import annotations
import asyncio
import json
import os
from collections.abc import Awaitable, Callable
from typing import Any
import aiohttp
from astrbot import logger
from astrbot.core import sp
from astrbot.core.agent.mcp_client import MCPClient
from astrbot.core.agent.tool import FunctionTool, ToolSet
from astrbot.core.utils.astrbot_path import get_astrbot_data_path
DEFAULT_MCP_CONFIG = {"mcpServers": {}}
SUPPORTED_TYPES = [
"string",
"number",
"object",
"array",
"boolean",
] # json schema 支持的数据类型
# alias
FuncTool = FunctionTool
def _prepare_config(config: dict) -> dict:
"""准备配置,处理嵌套格式"""
if config.get("mcpServers"):
first_key = next(iter(config["mcpServers"]))
config = config["mcpServers"][first_key]
config.pop("active", None)
return config
async def _quick_test_mcp_connection(config: dict) -> tuple[bool, str]:
"""快速测试 MCP 服务器可达性"""
import aiohttp
cfg = _prepare_config(config.copy())
url = cfg["url"]
headers = cfg.get("headers", {})
timeout = cfg.get("timeout", 10)
try:
async with aiohttp.ClientSession() as session:
if cfg.get("transport") == "streamable_http":
test_payload = {
"jsonrpc": "2.0",
"method": "initialize",
"id": 0,
"params": {
"protocolVersion": "2024-11-05",
"capabilities": {},
"clientInfo": {"name": "test-client", "version": "1.2.3"},
},
}
async with session.post(
url,
headers={
**headers,
"Content-Type": "application/json",
"Accept": "application/json, text/event-stream",
},
json=test_payload,
timeout=aiohttp.ClientTimeout(total=timeout),
) as response:
if response.status == 200:
return True, ""
return False, f"HTTP {response.status}: {response.reason}"
else:
async with session.get(
url,
headers={
**headers,
"Accept": "application/json, text/event-stream",
},
timeout=aiohttp.ClientTimeout(total=timeout),
) as response:
if response.status == 200:
return True, ""
return False, f"HTTP {response.status}: {response.reason}"
except asyncio.TimeoutError:
return False, f"连接超时: {timeout}"
except Exception as e:
return False, f"{e!s}"
class FunctionToolManager:
def __init__(self) -> None:
self.func_list: list[FuncTool] = []
self.mcp_client_dict: dict[str, MCPClient] = {}
"""MCP 服务列表"""
self.mcp_client_event: dict[str, asyncio.Event] = {}
def empty(self) -> bool:
return len(self.func_list) == 0
def spec_to_func(
self,
name: str,
func_args: list,
desc: str,
handler: Callable[..., Awaitable[Any]],
) -> FuncTool:
params = {
"type": "object", # hard-coded here
"properties": {},
}
for param in func_args:
params["properties"][param["name"]] = {
"type": param["type"],
"description": param["description"],
}
return FuncTool(
name=name,
parameters=params,
description=desc,
handler=handler,
)
def add_func(
self,
name: str,
func_args: list,
desc: str,
handler: Callable[..., Awaitable[Any]],
) -> None:
"""添加函数调用工具
@param name: 函数名
@param func_args: 函数参数列表,格式为 [{"type": "string", "name": "arg_name", "description": "arg_description"}, ...]
@param desc: 函数描述
@param func_obj: 处理函数
"""
# check if the tool has been added before
self.remove_func(name)
self.func_list.append(
self.spec_to_func(
name=name,
func_args=func_args,
desc=desc,
handler=handler,
),
)
logger.info(f"添加函数调用工具: {name}")
def remove_func(self, name: str) -> None:
"""删除一个函数调用工具。"""
for i, f in enumerate(self.func_list):
if f.name == name:
self.func_list.pop(i)
break
def get_func(self, name) -> FuncTool | None:
for f in self.func_list:
if f.name == name:
return f
def get_full_tool_set(self) -> ToolSet:
"""获取完整工具集"""
tool_set = ToolSet(self.func_list.copy())
return tool_set
async def init_mcp_clients(self) -> None:
"""从项目根目录读取 mcp_server.json 文件,初始化 MCP 服务列表。文件格式如下:
```
{
"mcpServers": {
"weather": {
"command": "uv",
"args": [
"--directory",
"/ABSOLUTE/PATH/TO/PARENT/FOLDER/weather",
"run",
"weather.py"
]
}
}
...
}
```
"""
data_dir = get_astrbot_data_path()
mcp_json_file = os.path.join(data_dir, "mcp_server.json")
if not os.path.exists(mcp_json_file):
# 配置文件不存在错误处理
with open(mcp_json_file, "w", encoding="utf-8") as f:
json.dump(DEFAULT_MCP_CONFIG, f, ensure_ascii=False, indent=4)
logger.info(f"未找到 MCP 服务配置文件,已创建默认配置文件 {mcp_json_file}")
return
mcp_server_json_obj: dict[str, dict] = json.load(
open(mcp_json_file, encoding="utf-8"),
)["mcpServers"]
for name in mcp_server_json_obj:
cfg = mcp_server_json_obj[name]
if cfg.get("active", True):
event = asyncio.Event()
asyncio.create_task(
self._init_mcp_client_task_wrapper(name, cfg, event),
)
self.mcp_client_event[name] = event
async def _init_mcp_client_task_wrapper(
self,
name: str,
cfg: dict,
event: asyncio.Event,
ready_future: asyncio.Future | None = None,
) -> None:
"""初始化 MCP 客户端的包装函数,用于捕获异常"""
try:
await self._init_mcp_client(name, cfg)
tools = await self.mcp_client_dict[name].list_tools_and_save()
if ready_future and not ready_future.done():
# tell the caller we are ready
ready_future.set_result(tools)
await event.wait()
logger.info(f"收到 MCP 客户端 {name} 终止信号")
except Exception as e:
logger.error(f"初始化 MCP 客户端 {name} 失败", exc_info=True)
if ready_future and not ready_future.done():
ready_future.set_exception(e)
finally:
# 无论如何都能清理
await self._terminate_mcp_client(name)
async def _init_mcp_client(self, name: str, config: dict) -> None:
"""初始化单个MCP客户端"""
# 先清理之前的客户端,如果存在
if name in self.mcp_client_dict:
await self._terminate_mcp_client(name)
mcp_client = MCPClient()
mcp_client.name = name
self.mcp_client_dict[name] = mcp_client
await mcp_client.connect_to_server(config, name)
tools_res = await mcp_client.list_tools_and_save()
logger.debug(f"MCP server {name} list tools response: {tools_res}")
tool_names = [tool.name for tool in tools_res.tools]
# 移除该MCP服务之前的工具(如有)
self.func_list = [
f
for f in self.func_list
if not (f.origin == "mcp" and f.mcp_server_name == name)
]
# 将 MCP 工具转换为 FuncTool 并添加到 func_list
for tool in mcp_client.tools:
func_tool = FuncTool(
name=tool.name,
parameters=tool.inputSchema,
description=tool.description,
origin="mcp",
mcp_server_name=name,
mcp_client=mcp_client,
)
self.func_list.append(func_tool)
logger.info(f"已连接 MCP 服务 {name}, Tools: {tool_names}")
async def _terminate_mcp_client(self, name: str) -> None:
"""关闭并清理MCP客户端"""
if name in self.mcp_client_dict:
try:
# 关闭MCP连接
await self.mcp_client_dict[name].cleanup()
self.mcp_client_dict.pop(name)
except Exception as e:
logger.error(f"清空 MCP 客户端资源 {name}: {e}")
# 移除关联的FuncTool
self.func_list = [
f
for f in self.func_list
if not (f.origin == "mcp" and f.mcp_server_name == name)
]
logger.info(f"已关闭 MCP 服务 {name}")
@staticmethod
async def test_mcp_server_connection(config: dict) -> list[str]:
if "url" in config:
success, error_msg = await _quick_test_mcp_connection(config)
if not success:
raise Exception(error_msg)
mcp_client = MCPClient()
try:
logger.debug(f"testing MCP server connection with config: {config}")
await mcp_client.connect_to_server(config, "test")
tools_res = await mcp_client.list_tools_and_save()
tool_names = [tool.name for tool in tools_res.tools]
finally:
logger.debug("Cleaning up MCP client after testing connection.")
await mcp_client.cleanup()
return tool_names
async def enable_mcp_server(
self,
name: str,
config: dict,
event: asyncio.Event | None = None,
ready_future: asyncio.Future | None = None,
timeout: int = 30,
) -> None:
"""Enable_mcp_server a new MCP server to the manager and initialize it.
Args:
name (str): The name of the MCP server.
config (dict): Configuration for the MCP server.
event (asyncio.Event): Event to signal when the MCP client is ready.
ready_future (asyncio.Future): Future to signal when the MCP client is ready.
timeout (int): Timeout for the initialization.
Raises:
TimeoutError: If the initialization does not complete within the specified timeout.
Exception: If there is an error during initialization.
"""
if not event:
event = asyncio.Event()
if not ready_future:
ready_future = asyncio.Future()
if name in self.mcp_client_dict:
return
asyncio.create_task(
self._init_mcp_client_task_wrapper(name, config, event, ready_future),
)
try:
await asyncio.wait_for(ready_future, timeout=timeout)
finally:
self.mcp_client_event[name] = event
if ready_future.done() and ready_future.exception():
exc = ready_future.exception()
if exc is not None:
raise exc
async def disable_mcp_server(
self,
name: str | None = None,
timeout: float = 10,
) -> None:
"""Disable an MCP server by its name.
Args:
name (str): The name of the MCP server to disable. If None, ALL MCP servers will be disabled.
timeout (int): Timeout.
"""
if name:
if name not in self.mcp_client_event:
return
client = self.mcp_client_dict.get(name)
self.mcp_client_event[name].set()
if not client:
return
client_running_event = client.running_event
try:
await asyncio.wait_for(client_running_event.wait(), timeout=timeout)
finally:
self.mcp_client_event.pop(name, None)
self.func_list = [
f
for f in self.func_list
if f.origin != "mcp" or f.mcp_server_name != name
]
else:
running_events = [
client.running_event.wait() for client in self.mcp_client_dict.values()
]
for key, event in self.mcp_client_event.items():
event.set()
# waiting for all clients to finish
try:
await asyncio.wait_for(asyncio.gather(*running_events), timeout=timeout)
finally:
self.mcp_client_event.clear()
self.mcp_client_dict.clear()
self.func_list = [f for f in self.func_list if f.origin != "mcp"]
def get_func_desc_openai_style(self, omit_empty_parameter_field=False) -> list:
"""获得 OpenAI API 风格的**已经激活**的工具描述"""
tools = [f for f in self.func_list if f.active]
toolset = ToolSet(tools)
return toolset.openai_schema(
omit_empty_parameter_field=omit_empty_parameter_field,
)
def get_func_desc_anthropic_style(self) -> list:
"""获得 Anthropic API 风格的**已经激活**的工具描述"""
tools = [f for f in self.func_list if f.active]
toolset = ToolSet(tools)
return toolset.anthropic_schema()
def get_func_desc_google_genai_style(self) -> dict:
"""获得 Google GenAI API 风格的**已经激活**的工具描述"""
tools = [f for f in self.func_list if f.active]
toolset = ToolSet(tools)
return toolset.google_schema()
def deactivate_llm_tool(self, name: str) -> bool:
"""停用一个已经注册的函数调用工具。
Returns:
如果没找到,会返回 False
"""
func_tool = self.get_func(name)
if func_tool is not None:
func_tool.active = False
inactivated_llm_tools: list = sp.get(
"inactivated_llm_tools",
[],
scope="global",
scope_id="global",
)
if name not in inactivated_llm_tools:
inactivated_llm_tools.append(name)
sp.put(
"inactivated_llm_tools",
inactivated_llm_tools,
scope="global",
scope_id="global",
)
return True
return False
# 因为不想解决循环引用,所以这里直接传入 star_map 先了...
def activate_llm_tool(self, name: str, star_map: dict) -> bool:
func_tool = self.get_func(name)
if func_tool is not None:
if func_tool.handler_module_path in star_map:
if not star_map[func_tool.handler_module_path].activated:
raise ValueError(
f"此函数调用工具所属的插件 {star_map[func_tool.handler_module_path].name} 已被禁用,请先在管理面板启用再激活此工具。",
)
func_tool.active = True
inactivated_llm_tools: list = sp.get(
"inactivated_llm_tools",
[],
scope="global",
scope_id="global",
)
if name in inactivated_llm_tools:
inactivated_llm_tools.remove(name)
sp.put(
"inactivated_llm_tools",
inactivated_llm_tools,
scope="global",
scope_id="global",
)
return True
return False
@property
def mcp_config_path(self):
data_dir = get_astrbot_data_path()
return os.path.join(data_dir, "mcp_server.json")
def load_mcp_config(self):
if not os.path.exists(self.mcp_config_path):
# 配置文件不存在,创建默认配置
os.makedirs(os.path.dirname(self.mcp_config_path), exist_ok=True)
with open(self.mcp_config_path, "w", encoding="utf-8") as f:
json.dump(DEFAULT_MCP_CONFIG, f, ensure_ascii=False, indent=4)
return DEFAULT_MCP_CONFIG
try:
with open(self.mcp_config_path, encoding="utf-8") as f:
return json.load(f)
except Exception as e:
logger.error(f"加载 MCP 配置失败: {e}")
return DEFAULT_MCP_CONFIG
def save_mcp_config(self, config: dict):
try:
with open(self.mcp_config_path, "w", encoding="utf-8") as f:
json.dump(config, f, ensure_ascii=False, indent=4)
return True
except Exception as e:
logger.error(f"保存 MCP 配置失败: {e}")
return False
async def sync_modelscope_mcp_servers(self, access_token: str) -> None:
"""从 ModelScope 平台同步 MCP 服务器配置"""
base_url = "https://www.modelscope.cn/openapi/v1"
url = f"{base_url}/mcp/servers/operational"
headers = {
"Authorization": f"Bearer {access_token.strip()}",
"Content-Type": "application/json",
}
try:
async with aiohttp.ClientSession() as session:
async with session.get(url, headers=headers) as response:
if response.status == 200:
data = await response.json()
mcp_server_list = data.get("data", {}).get(
"mcp_server_list",
[],
)
local_mcp_config = self.load_mcp_config()
synced_count = 0
for server in mcp_server_list:
server_name = server["name"]
operational_urls = server.get("operational_urls", [])
if not operational_urls:
continue
url_info = operational_urls[0]
server_url = url_info.get("url")
if not server_url:
continue
# 添加到配置中(同名会覆盖)
local_mcp_config["mcpServers"][server_name] = {
"url": server_url,
"transport": "sse",
"active": True,
"provider": "modelscope",
}
synced_count += 1
if synced_count > 0:
self.save_mcp_config(local_mcp_config)
tasks = []
for server in mcp_server_list:
name = server["name"]
tasks.append(
self.enable_mcp_server(
name=name,
config=local_mcp_config["mcpServers"][name],
),
)
await asyncio.gather(*tasks)
logger.info(
f"从 ModelScope 同步了 {synced_count} 个 MCP 服务器",
)
else:
logger.warning("没有找到可用的 ModelScope MCP 服务器")
else:
raise Exception(
f"ModelScope API 请求失败: HTTP {response.status}",
)
except aiohttp.ClientError as e:
raise Exception(f"网络连接错误: {e!s}")
except Exception as e:
raise Exception(f"同步 ModelScope MCP 服务器时发生错误: {e!s}")
def __str__(self):
return str(self.func_list)
def __repr__(self):
return str(self.func_list)
# alias
FuncCall = FunctionToolManager