from typing import Any, Dict, List, Optional from agentpress.tool import Tool, ToolResult, ToolSchema, SchemaType from mcp_module import mcp_service from utils.logger import logger import inspect from agent.tools.utils.mcp_connection_manager import MCPConnectionManager from agent.tools.utils.custom_mcp_handler import CustomMCPHandler from agent.tools.utils.dynamic_tool_builder import DynamicToolBuilder from agent.tools.utils.mcp_tool_executor import MCPToolExecutor class MCPToolWrapper(Tool): def __init__(self, mcp_configs: Optional[List[Dict[str, Any]]] = None): self.mcp_manager = mcp_service self.mcp_configs = mcp_configs or [] self._initialized = False self._schemas: Dict[str, List[ToolSchema]] = {} self._dynamic_tools = {} self._custom_tools = {} self.connection_manager = MCPConnectionManager() self.custom_handler = CustomMCPHandler(self.connection_manager) self.tool_builder = DynamicToolBuilder() self.tool_executor = None super().__init__() async def _ensure_initialized(self): if not self._initialized: await self._initialize_servers() await self._create_dynamic_tools() self._initialized = True async def _initialize_servers(self): standard_configs = [cfg for cfg in self.mcp_configs if not cfg.get('isCustom', False)] custom_configs = [cfg for cfg in self.mcp_configs if cfg.get('isCustom', False)] if standard_configs: await self._initialize_standard_servers(standard_configs) if custom_configs: await self.custom_handler.initialize_custom_mcps(custom_configs) async def _initialize_standard_servers(self, standard_configs: List[Dict[str, Any]]): for config in standard_configs: try: logger.info(f"Attempting to connect to MCP server: {config['qualifiedName']}") await self.mcp_manager.connect_server(config) logger.info(f"Successfully connected to MCP server: {config['qualifiedName']}") except Exception as e: logger.error(f"Failed to connect to MCP server {config['qualifiedName']}: {e}") async def _create_dynamic_tools(self): try: available_tools = self.mcp_manager.get_all_tools_openapi() custom_tools = self.custom_handler.get_custom_tools() logger.info(f"MCPManager returned {len(available_tools)} tools") logger.info(f"Custom handler returned {len(custom_tools)} custom tools") self._custom_tools = custom_tools self.tool_executor = MCPToolExecutor(custom_tools, self) dynamic_methods = self.tool_builder.create_dynamic_methods( available_tools, custom_tools, self._execute_mcp_tool ) self._dynamic_tools = self.tool_builder.get_dynamic_tools() for method_name, method in dynamic_methods.items(): setattr(self, method_name, method) self._schemas.update(self.tool_builder.get_schemas()) logger.info(f"Created {len(self._dynamic_tools)} dynamic MCP tool methods") # Re-register schemas to pick up the dynamic methods self._register_schemas() logger.info(f"Re-registered schemas after creating dynamic tools - total: {len(self._schemas)}") except Exception as e: logger.error(f"Error creating dynamic MCP tools: {e}") def _register_schemas(self): self._schemas.clear() for name, method in inspect.getmembers(self, predicate=inspect.ismethod): if hasattr(method, 'tool_schemas'): self._schemas[name] = method.tool_schemas logger.debug(f"Registered schemas for method '{name}' in {self.__class__.__name__}") if hasattr(self, '_dynamic_tools') and self._dynamic_tools: for tool_name, tool_data in self._dynamic_tools.items(): method_name = tool_data.get('method_name') if method_name and method_name in self._schemas: continue method = tool_data.get('method') if method and hasattr(method, 'tool_schemas'): self._schemas[method_name] = method.tool_schemas logger.debug(f"Registered dynamic method schemas for '{method_name}'") logger.debug(f"Registration complete for MCPToolWrapper - total schemas: {len(self._schemas)}") def get_schemas(self) -> Dict[str, List[ToolSchema]]: logger.debug(f"get_schemas called - returning {len(self._schemas)} schemas") for method_name in self._schemas: logger.debug(f" - Schema available for: {method_name}") return self._schemas def __getattr__(self, name: str): if hasattr(self, 'tool_builder') and self.tool_builder: method = self.tool_builder.find_method_by_name(name) if method: return method if hasattr(self, '_dynamic_tools') and self._dynamic_tools: for tool_data in self._dynamic_tools.values(): if tool_data.get('method_name') == name: return tool_data.get('method') name_with_hyphens = name.replace('_', '-') for tool_name, tool_data in self._dynamic_tools.items(): if tool_data.get('method_name') == name or tool_name == name_with_hyphens: return tool_data.get('method') raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'") async def initialize_and_register_tools(self, tool_registry=None): await self._ensure_initialized() if tool_registry and self._dynamic_tools: logger.info(f"Updating tool registry with {len(self._dynamic_tools)} MCP tools") async def get_available_tools(self) -> List[Dict[str, Any]]: await self._ensure_initialized() return self.mcp_manager.get_all_tools_openapi() async def _execute_mcp_tool(self, tool_name: str, arguments: Dict[str, Any]) -> ToolResult: await self._ensure_initialized() return await self.tool_executor.execute_tool(tool_name, arguments) async def cleanup(self): if self._initialized: try: await self.mcp_manager.disconnect_all() except Exception as e: logger.error(f"Error during MCP cleanup: {str(e)}") finally: self._initialized = False