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aworld/tools/mcp_tool/async_mcp_tool.py
ADDED
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@@ -0,0 +1,138 @@
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# coding: utf-8
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# Copyright (c) 2025 inclusionAI.
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from typing import Any, Dict, Tuple, Union
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from aworld.core.context.base import Context
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from aworld.config.conf import ToolConfig, ConfigDict
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from aworld.core.common import ActionModel, Observation, ActionResult
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from aworld.core.tool.base import ToolFactory, AsyncTool
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from aworld.logs.util import logger
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from aworld.tools.mcp_tool.executor import MCPToolExecutor
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from aworld.tools.utils import build_observation
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@ToolFactory.register(name="mcp",
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desc="mcp execute tool",
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asyn=True)
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class McpTool(AsyncTool):
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def __init__(self, conf: Union[Dict[str, Any], ConfigDict, ToolConfig], **kwargs) -> None:
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"""Initialize the McpTool.
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Args:
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conf: tool config
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"""
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super(McpTool, self).__init__(conf, **kwargs)
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self.action_executor = MCPToolExecutor(self)
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async def reset(self, *, seed: int | None = None, options: Dict[str, str] | None = None) -> Tuple[
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Observation, dict[str, Any]]:
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self._finished = False
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return build_observation(observer=self.name(), ability=""), {}
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async def close(self) -> None:
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self._finished = True
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# default only close playwright
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await self.action_executor.close(self.conf.get('close_servers', ['ms-playwright']))
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async def do_step(self,
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actions: list[ActionModel],
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**kwargs) -> Tuple[Observation, float, bool, bool, dict[str, Any]]:
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"""Step of tool.
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Args:
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actions: actions
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**kwargs: -
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Returns:
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Observation, float, bool, bool, dict[str, Any]: -
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"""
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from aworld.core.agent.base import AgentFactory
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self._finished = False
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reward = 0
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fail_error = ""
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terminated = kwargs.get("terminated", False)
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# todo sandbox
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agent = AgentFactory.agent_instance(actions[0].agent_name)
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if not agent:
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logger.warning(f"async_mcp_tool can not get agent,agent_name:{actions[0].agent_name}")
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task_id = Context.instance().task_id
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session_id = Context.instance().session_id
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if not actions:
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self._finished = True
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observation = build_observation(observer=self.name(),
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content="raw actions is empty",
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ability="")
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return (observation,
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reward,
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terminated,
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kwargs.get("truncated", False),
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{"exception": "actions is empty"})
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mcp_actions = []
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for action in actions:
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tool_name = action.tool_name
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if 'mcp' != tool_name:
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logger.warning(f"Unsupported tool: {tool_name}")
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continue
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full_tool_name = action.action_name
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names = full_tool_name.split("__")
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if len(names) < 2:
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logger.warning(f"{full_tool_name} illegal format")
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continue
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action.action_name = names[1]
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action.tool_name = names[0]
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mcp_actions.append(action)
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if not mcp_actions:
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self._finished = True
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observation = build_observation(observer=self.name(),
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content="no valid mcp actions",
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ability=actions[-1].action_name)
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return (observation, reward,
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terminated,
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kwargs.get("truncated", False),
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{"exception": "no valid mcp actions"})
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action_results = None
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try:
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# todo sandbox
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if agent and agent.sandbox:
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sand_box = agent.sandbox
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action_results = await sand_box.mcpservers.call_tool(action_list=mcp_actions,task_id=task_id,session_id=session_id)
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else:
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action_results, ignore = await self.action_executor.async_execute_action(mcp_actions)
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reward = 1
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except Exception as e:
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fail_error = str(e)
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finally:
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self._finished = True
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observation = build_observation(observer=self.name(),
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ability=actions[-1].action_name)
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if action_results:
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for res in action_results:
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if res.is_done:
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terminated = res.is_done
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if res.error:
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fail_error += res.error
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observation.action_result = action_results
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observation.content = action_results[-1].content
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else:
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if self.conf.get('exit_on_failure'):
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raise Exception(fail_error)
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else:
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logger.warning(f"{actions} no action results, fail info: {fail_error}, will use fail action results")
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# every action need has the result
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action_results = [ActionResult(success=False, content=fail_error, error=fail_error) for _ in actions]
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observation.action_result = action_results
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observation.content = fail_error
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info = {"exception": fail_error, **kwargs}
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return (observation,
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reward,
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terminated,
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kwargs.get("truncated", False),
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info)
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aworld/tools/mcp_tool/executor.py
ADDED
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@@ -0,0 +1,280 @@
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import json
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| 2 |
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| 3 |
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import os
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import traceback
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import asyncio
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| 6 |
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| 7 |
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from typing import Any, Dict, List, Tuple, Union
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| 8 |
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| 9 |
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from mcp.types import TextContent, ImageContent
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| 10 |
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| 11 |
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from aworld.core.common import ActionModel, ActionResult, Observation
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| 12 |
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from aworld.core.tool.base import ToolActionExecutor, Tool, AsyncTool
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| 13 |
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from aworld.logs.util import logger
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| 14 |
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from aworld.mcp_client.server import MCPServer, MCPServerSse
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| 15 |
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import aworld.mcp_client.utils as mcp_utils
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| 16 |
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from aworld.utils.common import sync_exec, find_file
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class MCPToolExecutor(ToolActionExecutor):
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"""A tool executor that uses MCP server to execute actions."""
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def __init__(self, tool: Union[Tool, AsyncTool] = None):
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| 23 |
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"""Initialize the MCP tool executor."""
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| 24 |
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super().__init__(tool)
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| 25 |
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self.initialized = False
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| 26 |
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self.mcp_servers: Dict[str, MCPServer] = {}
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| 27 |
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self._load_mcp_config()
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| 28 |
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| 29 |
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def _replace_env_variables(self, config):
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| 30 |
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if isinstance(config, dict):
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| 31 |
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for key, value in config.items():
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| 32 |
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if isinstance(value, str) and value.startswith("${") and value.endswith("}"):
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| 33 |
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env_var_name = value[2:-1]
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| 34 |
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config[key] = os.getenv(env_var_name, value)
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| 35 |
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logger.info(f"Replaced {value} with {config[key]}")
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| 36 |
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elif isinstance(value, dict) or isinstance(value, list):
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| 37 |
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self._replace_env_variables(value)
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| 38 |
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elif isinstance(config, list):
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| 39 |
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for index, item in enumerate(config):
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| 40 |
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if isinstance(item, str) and item.startswith("${") and item.endswith("}"):
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| 41 |
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env_var_name = item[2:-1]
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| 42 |
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config[index] = os.getenv(env_var_name, item)
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| 43 |
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logger.info(f"Replaced {item} with {config[index]}")
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| 44 |
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elif isinstance(item, dict) or isinstance(item, list):
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| 45 |
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self._replace_env_variables(item)
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| 46 |
+
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| 47 |
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def _load_mcp_config(self) -> None:
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| 48 |
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"""Load MCP server configurations from config file."""
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| 49 |
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try:
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| 50 |
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config_data = {}
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| 51 |
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if mcp_utils.MCP_SERVERS_CONFIG:
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| 52 |
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config_data=mcp_utils.MCP_SERVERS_CONFIG
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| 53 |
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else:
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| 54 |
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# Priority given to the running path.
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| 55 |
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config_path = find_file(filename='mcp.json')
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| 56 |
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if not os.path.exists(config_path):
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| 57 |
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# Use relative path for config file
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| 58 |
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current_dir = os.path.dirname(os.path.abspath(__file__))
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| 59 |
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config_path = os.path.normpath(os.path.join(current_dir, "../../config/mcp.json"))
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| 60 |
+
logger.info(f"mcp conf path: {config_path}")
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| 61 |
+
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| 62 |
+
with open(config_path, "r") as f:
|
| 63 |
+
config_data = json.load(f)
|
| 64 |
+
|
| 65 |
+
# Replace environment variables in the configuration
|
| 66 |
+
self._replace_env_variables(config_data)
|
| 67 |
+
|
| 68 |
+
# Load all server configurations
|
| 69 |
+
for server_name, server_config in config_data.get("mcpServers", {}).items():
|
| 70 |
+
# Skip disabled servers
|
| 71 |
+
if server_config.get("disabled", False):
|
| 72 |
+
continue
|
| 73 |
+
|
| 74 |
+
# Handle SSE server
|
| 75 |
+
if "url" in server_config:
|
| 76 |
+
self.mcp_servers[server_name] = {
|
| 77 |
+
"type": "sse",
|
| 78 |
+
"url": server_config["url"],
|
| 79 |
+
"instance": None,
|
| 80 |
+
"timeout": server_config.get('timeout', 5.),
|
| 81 |
+
"sse_read_timeout": server_config.get('sse_read_timeout', 300.0),
|
| 82 |
+
"headers": server_config.get('headers')
|
| 83 |
+
}
|
| 84 |
+
# Handle stdio server
|
| 85 |
+
elif "command" in server_config:
|
| 86 |
+
self.mcp_servers[server_name] = {
|
| 87 |
+
"type": "stdio",
|
| 88 |
+
"command": server_config["command"],
|
| 89 |
+
"args": server_config.get("args", []),
|
| 90 |
+
"env": server_config.get("env", {}),
|
| 91 |
+
"cwd": server_config.get("cwd"),
|
| 92 |
+
"encoding": server_config.get("encoding", "utf-8"),
|
| 93 |
+
"encoding_error_handler": server_config.get("encoding_error_handler", "strict"),
|
| 94 |
+
"instance": None
|
| 95 |
+
}
|
| 96 |
+
|
| 97 |
+
self.initialized = True
|
| 98 |
+
except Exception as e:
|
| 99 |
+
logger.error(f"Failed to load MCP config: {traceback.format_exc()}")
|
| 100 |
+
|
| 101 |
+
async def _get_or_create_server(self, server_name: str) -> MCPServer:
|
| 102 |
+
"""Get an existing MCP server instance or create a new one."""
|
| 103 |
+
if server_name not in self.mcp_servers:
|
| 104 |
+
raise ValueError(f"MCP server '{server_name}' not found in configuration")
|
| 105 |
+
|
| 106 |
+
server_info = self.mcp_servers[server_name]
|
| 107 |
+
|
| 108 |
+
# If an instance already exists, check if it's available and reuse it
|
| 109 |
+
if server_info.get("instance"):
|
| 110 |
+
return server_info["instance"]
|
| 111 |
+
|
| 112 |
+
server_type = server_info.get("type", "sse")
|
| 113 |
+
|
| 114 |
+
try:
|
| 115 |
+
if server_type == "sse":
|
| 116 |
+
# Create new SSE server instance
|
| 117 |
+
server_params = {
|
| 118 |
+
"url": server_info["url"],
|
| 119 |
+
"timeout": server_info['timeout'],
|
| 120 |
+
"sse_read_timeout": server_info['sse_read_timeout'],
|
| 121 |
+
"headers": server_info['headers']
|
| 122 |
+
}
|
| 123 |
+
|
| 124 |
+
server = MCPServerSse(server_params, cache_tools_list=True, name=server_name)
|
| 125 |
+
elif server_type == "stdio":
|
| 126 |
+
# Create new stdio server instance
|
| 127 |
+
server_params = {
|
| 128 |
+
"command": server_info["command"],
|
| 129 |
+
"args": server_info["args"],
|
| 130 |
+
"env": server_info["env"],
|
| 131 |
+
"cwd": server_info.get("cwd"),
|
| 132 |
+
"encoding": server_info["encoding"],
|
| 133 |
+
"encoding_error_handler": server_info["encoding_error_handler"]
|
| 134 |
+
}
|
| 135 |
+
|
| 136 |
+
from aworld.mcp_client.server import MCPServerStdio
|
| 137 |
+
server = MCPServerStdio(server_params, cache_tools_list=True, name=server_name)
|
| 138 |
+
else:
|
| 139 |
+
raise ValueError(f"Unsupported MCP server type: {server_type}")
|
| 140 |
+
|
| 141 |
+
# Try to connect, with special handling for cancellation exceptions
|
| 142 |
+
try:
|
| 143 |
+
await server.connect()
|
| 144 |
+
except asyncio.CancelledError:
|
| 145 |
+
# When the task is cancelled, ensure resources are cleaned up
|
| 146 |
+
logger.warning(f"Connection to server '{server_name}' was cancelled")
|
| 147 |
+
await server.cleanup()
|
| 148 |
+
raise
|
| 149 |
+
|
| 150 |
+
server_info["instance"] = server
|
| 151 |
+
return server
|
| 152 |
+
|
| 153 |
+
except asyncio.CancelledError:
|
| 154 |
+
# Pass cancellation exceptions up to be handled by the caller
|
| 155 |
+
raise
|
| 156 |
+
except Exception as e:
|
| 157 |
+
logger.error(f"Failed to connect to MCP server '{server_name}': {e}")
|
| 158 |
+
raise
|
| 159 |
+
|
| 160 |
+
async def async_execute_action(self, actions: List[ActionModel], **kwargs) -> Tuple[
|
| 161 |
+
List[ActionResult], Any]:
|
| 162 |
+
"""Execute actions using the MCP server.
|
| 163 |
+
|
| 164 |
+
Args:
|
| 165 |
+
actions: A list of action models to execute
|
| 166 |
+
**kwargs: Additional arguments
|
| 167 |
+
|
| 168 |
+
Returns:
|
| 169 |
+
A list of action results
|
| 170 |
+
"""
|
| 171 |
+
if not self.initialized:
|
| 172 |
+
raise RuntimeError("MCP Tool Executor not initialized")
|
| 173 |
+
|
| 174 |
+
if not actions:
|
| 175 |
+
return [], None
|
| 176 |
+
|
| 177 |
+
results = []
|
| 178 |
+
for action in actions:
|
| 179 |
+
# Get server and operation information
|
| 180 |
+
server_name = action.tool_name
|
| 181 |
+
if not server_name:
|
| 182 |
+
raise ValueError("Missing tool_name in action model")
|
| 183 |
+
|
| 184 |
+
action_name = action.action_name
|
| 185 |
+
if not action_name:
|
| 186 |
+
raise ValueError("Missing action_name in action model")
|
| 187 |
+
|
| 188 |
+
params = action.params or {}
|
| 189 |
+
|
| 190 |
+
try:
|
| 191 |
+
server = self.mcp_servers.get(server_name, {}).get('instance', None)
|
| 192 |
+
if not server:
|
| 193 |
+
# Get or create MCP server
|
| 194 |
+
server = await self._get_or_create_server(server_name)
|
| 195 |
+
|
| 196 |
+
# Call the tool and process results
|
| 197 |
+
try:
|
| 198 |
+
result = await server.call_tool(action_name, params)
|
| 199 |
+
|
| 200 |
+
if result and result.content:
|
| 201 |
+
if isinstance(result.content[0], TextContent):
|
| 202 |
+
action_result = ActionResult(
|
| 203 |
+
content=result.content[0].text,
|
| 204 |
+
keep=True
|
| 205 |
+
)
|
| 206 |
+
elif isinstance(result.content[0], ImageContent):
|
| 207 |
+
action_result = ActionResult(
|
| 208 |
+
content=f"data:image/jpeg;base64,{result.content[0].data}",
|
| 209 |
+
keep=True
|
| 210 |
+
)
|
| 211 |
+
else:
|
| 212 |
+
action_result = ActionResult(
|
| 213 |
+
content="",
|
| 214 |
+
keep=True
|
| 215 |
+
)
|
| 216 |
+
logger.warning("Unsupported content type is error:")
|
| 217 |
+
else:
|
| 218 |
+
action_result = ActionResult(
|
| 219 |
+
content="",
|
| 220 |
+
keep=True
|
| 221 |
+
)
|
| 222 |
+
logger.warning("mcp result is null")
|
| 223 |
+
|
| 224 |
+
results.append(action_result)
|
| 225 |
+
except asyncio.CancelledError:
|
| 226 |
+
# Log cancellation exception, reset server connection to avoid async context confusion
|
| 227 |
+
logger.warning(f"Tool call to {action_name} on {server_name} was cancelled")
|
| 228 |
+
if server_name in self.mcp_servers and self.mcp_servers[server_name].get("instance"):
|
| 229 |
+
try:
|
| 230 |
+
await self.mcp_servers[server_name]["instance"].cleanup()
|
| 231 |
+
self.mcp_servers[server_name]["instance"] = None
|
| 232 |
+
except Exception as cleanup_error:
|
| 233 |
+
logger.error(f"Error cleaning up server after cancellation: {cleanup_error}")
|
| 234 |
+
# Re-raise exception to notify upper level caller
|
| 235 |
+
raise
|
| 236 |
+
|
| 237 |
+
except asyncio.CancelledError:
|
| 238 |
+
# Pass cancellation exception
|
| 239 |
+
logger.warning("Async execution was cancelled")
|
| 240 |
+
raise
|
| 241 |
+
|
| 242 |
+
except Exception as e:
|
| 243 |
+
# Handle general errors
|
| 244 |
+
error_msg = str(e)
|
| 245 |
+
logger.error(f"Error executing MCP action: {error_msg}")
|
| 246 |
+
action_result = ActionResult(
|
| 247 |
+
content=f"Error executing tool: {error_msg}",
|
| 248 |
+
keep=True
|
| 249 |
+
)
|
| 250 |
+
results.append(action_result)
|
| 251 |
+
|
| 252 |
+
return results, None
|
| 253 |
+
|
| 254 |
+
async def cleanup(self) -> None:
|
| 255 |
+
"""Clean up all MCP server connections."""
|
| 256 |
+
for server_name, server_info in self.mcp_servers.items():
|
| 257 |
+
if server_info.get("instance"):
|
| 258 |
+
try:
|
| 259 |
+
await server_info["instance"].cleanup()
|
| 260 |
+
except Exception as e:
|
| 261 |
+
logger.error(f"Error cleaning up MCP server {server_name}: {e}")
|
| 262 |
+
|
| 263 |
+
async def close(self, keys: List[str] = []) -> None:
|
| 264 |
+
if keys:
|
| 265 |
+
for key in keys:
|
| 266 |
+
if key in self.mcp_servers:
|
| 267 |
+
server_info = self.mcp_servers[key]
|
| 268 |
+
# Fixme: Have resources leak, MCP server may clean fail.
|
| 269 |
+
if server_info.get("type") == "stdio":
|
| 270 |
+
server_info["instance"] = None
|
| 271 |
+
continue
|
| 272 |
+
|
| 273 |
+
try:
|
| 274 |
+
await server_info["instance"].cleanup()
|
| 275 |
+
except Exception as e:
|
| 276 |
+
logger.error(f"Error cleaning up MCP server {key}: {e}")
|
| 277 |
+
|
| 278 |
+
def execute_action(self, actions: List[ActionModel], **kwargs) -> Tuple[
|
| 279 |
+
List[ActionResult], Any]:
|
| 280 |
+
return sync_exec(self.async_execute_action, actions, **kwargs)
|