from collections.abc import Iterator from typing import Any, Callable, Optional, Protocol from arcadepy import Arcade from arcadepy.types import ToolDefinition from arcadepy.types.shared import AuthorizationResponse from crewai_arcade._utilities import tool_definition_to_pydantic_model from crewai_arcade.structured import StructuredTool TOOL_NAME_SEPARATOR = "_" class ArcadeToolExecutorProtocol(Protocol): """Protocol for Arcade tool executor callback.""" def __call__( self, manager: "ArcadeToolManager", name: str, **input: dict[str, Any], # noqa: A002 ) -> Any: ... class ArcadeToolManager: """Arcade tool manager for CrewAI Wraps Arcade tools as CrewAI StructuredTools """ def __init__( self, client: Optional[Arcade] = None, executor: Optional[ArcadeToolExecutorProtocol] = None, *, default_user_id: Optional[str] = None, **kwargs: dict[str, Any], ) -> None: """Initialize the ArcadeToolManager. Example: >>> manager = ArcadeToolManager(default_user_id="me@example.com", api_key="...") >>> >>> # retrieve a specific Arcade tool as a CrewAI tool and add it to the manager >>> manager.get_tools(tools=["Search.SearchGoogle"]) >>> >>> # retrieve all Arcade tools in a toolkit as CrewAI tools and add them to the manager >>> manager.get_tools(toolkits=["Search"]) >>> >>> # retrieve all tools in the manager as CrewAI tools >>> manager.get_tools() >>> >>> # clear and initialize new tools in the manager >>> manager.init_tools(tools=["Search.SearchGoogle"], toolkits=["Search"]) Args: client: Arcade client instance. executor: Optional custom executor callback. Useful for customizing the authorization and execution flow. default_user_id: The default user id used for tool authorization and execution when no custom executor is provided. **kwargs: Additional keyword arguments for the Arcade client if the client is not provided. Note: If no executor is provided, `default_user_id` must be specified so that the default executor can call authorize and execute with that id. """ if not client: api_key = kwargs.get("api_key") base_url = kwargs.get("base_url") arcade_kwargs = {"api_key": api_key, "base_url": base_url, **kwargs} client = Arcade(**arcade_kwargs) # type: ignore[arg-type] self._client = client self._tools: dict[str, ToolDefinition] = {} self.default_user_id = default_user_id # Use the default executor if none is provided. if executor is None and default_user_id is None: raise ValueError("A default_user_id must be provided if no executor is specified.") self.executor = executor or self._default_executor if not callable(self.executor): raise TypeError( "executor must be callable and adhere to the ArcadeToolExecutorProtocol signature" ) @property def tools(self) -> list[str]: return list(self._tools.keys()) def __iter__(self) -> Iterator[tuple[str, ToolDefinition]]: yield from self._tools.items() def __len__(self) -> int: return len(self._tools) def __getitem__(self, tool_name: str) -> ToolDefinition: return self._tools[tool_name] def init_tools( self, tools: Optional[list[str]] = None, toolkits: Optional[list[str]] = None, ) -> None: """Initialize the tools in the manager. This method clears any existing tools in the manager and replaces them with tools and toolkits that are provided. If no tools or toolkits are provided, then all tools in the Arcade client will be added. Example: >>> manager = ArcadeToolManager(default_user_id="me@example.com", api_key="...") >>> manager.init_tools(tools=["Search.SearchGoogle"]) >>> manager.get_tools() Args: tools: Optional list of tool names to include. toolkits: Optional list of toolkits to include. """ self._tools = self._retrieve_tool_definitions(tools, toolkits) def add_tools( self, tools: Optional[list[str]] = None, toolkits: Optional[list[str]] = None ) -> None: """Add tools to the manager. This method adds tools to the manager's internal tool list. If no tools or toolkits are provided, all tools in the Arcade client will be added. Example: >>> manager = ArcadeToolManager(default_user_id="me@example.com", api_key="...") >>> manager.init_tools(tools=["Search.SearchGoogle"]) >>> manager.add_tools(tools=["Google.ListEmails"], toolkits=["Slack"]) >>> manager.get_tools() Args: tools: List of tool names to add. toolkits: List of toolkits to add tools from. """ new_tool_definitions = self._retrieve_tool_definitions(tools, toolkits) self._tools.update(new_tool_definitions) def get_tools( self, tools: Optional[list[str]] = None, toolkits: Optional[list[str]] = None ) -> list[StructuredTool]: """Retrieves the requested tools or toolkits from the manager. This method retrieves the provided tools or toolkits as CrewAI StructuredTools. If any provided tools or toolkits are not already present in the internal tool list, then they are added to the manager. If no tools or toolkits are provided, then all tools in the manager's internal tool list are returned as CrewAI StructuredTools. Example: >>> manager = ArcadeToolManager(default_user_id="me@example.com", api_key="...") >>> >>> # Retrieve a specific tool as a CrewAI tool >>> manager.get_tools(tools=["Search.SearchGoogle"]) >>> >>> # Retrieve all tools in a toolkit as CrewAI tools >>> manager.get_tools(toolkits=["Search"]) >>> >>> # Retrieve all tools in the manager as CrewAI tools >>> manager.get_tools() Args: tools: An optional list of tool names to retrieve and wrap. If any of these tools are missing from the internal list, they will be added. toolkits: An optional list of toolkits from which to retrieve and wrap tools. Tools from these toolkits will be added if they are not already present. Returns: A list of StructuredTool instances adapted from the specified tools. """ if tools or toolkits: if len(self) == 0: self.init_tools(tools, toolkits) else: new_tools = self._retrieve_tool_definitions(tools, toolkits) self._tools.update(new_tools) # Wrap the requested tools as CrewAI StructuredTools crewai_tools: list[StructuredTool] = [] for tool_name, tool_def in self: crewai_tools.append(self._wrap_arcade_tool(tool_name, tool_def)) return crewai_tools def authorize_tool(self, user_id: str, name: str) -> None: """Handle the authorization flow. Args: user_id: The user ID to authorize the tool for. name: The name of the tool to authorize. """ if self.requires_auth(name): # Get authorization status auth_response = self.authorize(name, user_id) if not self.is_authorized(auth_response.id): # type: ignore[arg-type] # Handle authorization print(f"Please use the following link to authorize: {auth_response.url}") auth_response = self.wait_for_auth(auth_response) # Ensure authorization completed successfully if not self.is_authorized(auth_response.id): # type: ignore[arg-type] raise ValueError(f"Authorization failed for {name}. URL: {auth_response.url}") def execute_tool(self, user_id: str, name: str, **input: Any) -> Any: # noqa: A002 """Handle the tool execution flow. Args: user_id: The user ID to execute the tool for. name: The name of the tool to execute. **input: Dictionary of input arguments for the tool. Returns: The output of the tool. """ response = self._client.tools.execute( tool_name=name, input=input, user_id=user_id, ) tool_error = response.output.error if response.output else None if tool_error: return str(tool_error) if response.success: return response.output.value # type: ignore[union-attr] return "Failed to call " + name def requires_auth(self, tool_name: str) -> bool: """Check if a tool requires authorization.""" cleaned_tool_name = tool_name.replace(".", TOOL_NAME_SEPARATOR) tool_def = self._tools.get(cleaned_tool_name) if tool_def is None: raise ValueError(f"Tool '{tool_name}' not found in this ArcadeToolManager instance") if tool_def.requirements is None: return False return tool_def.requirements.authorization is not None def authorize(self, tool_name: str, user_id: str) -> AuthorizationResponse: """Authorize a user for a tool. Args: tool_name: The name of the tool to authorize. user_id: The user ID to authorize. Returns: AuthorizationResponse """ return self._client.tools.authorize(tool_name=tool_name, user_id=user_id) def is_authorized(self, authorization_id: str) -> bool: """Check if a tool authorization is complete.""" return self._client.auth.status(id=authorization_id).status == "completed" def wait_for_auth(self, auth_response: AuthorizationResponse) -> AuthorizationResponse: """Wait for an authorization process to complete. Args: auth_response: The authorization response from the initial authorize call. Returns: AuthorizationResponse with completed status """ return self._client.auth.wait_for_completion(auth_response) def _wrap_arcade_tool(self, name: str, tool_def: ToolDefinition) -> StructuredTool: """Wrap an Arcade tool as a CrewAI StructuredTool. Args: name: The name of the tool to wrap. tool_def: The definition of the tool to wrap. Returns: A StructuredTool instance. """ description = tool_def.description or "No description provided." args_schema = tool_definition_to_pydantic_model(tool_def) tool_function = self._create_tool_function(name) return StructuredTool.from_function( func=tool_function, name=name, description=description, args_schema=args_schema, ) def _retrieve_tool_definitions( self, tools: Optional[list[str]] = None, toolkits: Optional[list[str]] = None ) -> dict[str, ToolDefinition]: """Retrieve tool definitions from the Arcade client. This method fetches tool definitions based on the provided tool names or toolkits. If no specific tools or toolkits are provided, the method will fetch and return all tools available in the Arcade client. Args: tools: Optional list of tool names to retrieve. toolkits: Optional list of toolkits to retrieve tools from. Returns: A dictionary mapping full tool names to their corresponding ToolDefinition objects """ all_tools: list[ToolDefinition] = [] if tools: single_tools = [self._client.tools.get(name=tool_id) for tool_id in tools] all_tools.extend(single_tools) if toolkits: for tk in toolkits: all_tools.extend(self._client.tools.list(toolkit=tk)) if not tools and not toolkits: # Retrieve all Arcade tools. page_iterator = self._client.tools.list() all_tools.extend(page_iterator) tool_definitions: dict[str, ToolDefinition] = {} for tool in all_tools: full_tool_name = f"{tool.toolkit.name}{TOOL_NAME_SEPARATOR}{tool.name}" tool_definitions[full_tool_name] = tool return tool_definitions def _create_tool_function(self, tool_name: str) -> Callable[..., Any]: """Creates a function wrapper for an Arcade tool. Args: tool_name: The name of the tool to create a function for. Returns: A callable function that executes the tool. """ def tool_function(**kwargs: Any) -> Any: return self.executor(self, tool_name, **kwargs) return tool_function @staticmethod def _default_executor( manager: "ArcadeToolManager", name: str, **tool_input: dict[str, Any] ) -> Any: """ Default executor that performs authorization followed by tool execution using the manager's default_user_id. """ if manager.default_user_id is None: raise ValueError("default_user_id is not set in ArcadeToolManager.") user_id = manager.default_user_id manager.authorize_tool(user_id, name) return manager.execute_tool(user_id, name, **tool_input)