"""Module to coordinate llm tools.""" from __future__ import annotations from abc import ABC, abstractmethod from collections.abc import Callable from dataclasses import dataclass, field as dc_field from datetime import timedelta from decimal import Decimal from enum import Enum from functools import cache, partial from typing import Any, cast import slugify as unicode_slug import voluptuous as vol from voluptuous_openapi import UNSUPPORTED, convert from homeassistant.components.calendar import ( DOMAIN as CALENDAR_DOMAIN, SERVICE_GET_EVENTS, ) from homeassistant.components.cover import INTENT_CLOSE_COVER, INTENT_OPEN_COVER from homeassistant.components.homeassistant import async_should_expose from homeassistant.components.intent import async_device_supports_timers from homeassistant.components.script import DOMAIN as SCRIPT_DOMAIN from homeassistant.components.weather import INTENT_GET_WEATHER from homeassistant.const import ( ATTR_DOMAIN, ATTR_SERVICE, EVENT_HOMEASSISTANT_CLOSE, EVENT_SERVICE_REMOVED, ) from homeassistant.core import Context, Event, HomeAssistant, callback, split_entity_id from homeassistant.exceptions import HomeAssistantError from homeassistant.util import dt as dt_util, yaml as yaml_util from homeassistant.util.hass_dict import HassKey from homeassistant.util.json import JsonObjectType from homeassistant.util.ulid import ulid_now from . import ( area_registry as ar, config_validation as cv, device_registry as dr, entity_registry as er, floor_registry as fr, intent, selector, service, ) from .singleton import singleton ACTION_PARAMETERS_CACHE: HassKey[ dict[str, dict[str, tuple[str | None, vol.Schema]]] ] = HassKey("llm_action_parameters_cache") LLM_API_ASSIST = "assist" BASE_PROMPT = ( 'Current time is {{ now().strftime("%H:%M:%S") }}. ' 'Today\'s date is {{ now().strftime("%Y-%m-%d") }}.\n' ) DEFAULT_INSTRUCTIONS_PROMPT = """You are a voice assistant for Home Assistant. Answer questions about the world truthfully. Answer in plain text. Keep it simple and to the point. """ NO_ENTITIES_PROMPT = ( "Only if the user wants to control a device, tell them to expose entities " "to their voice assistant in Home Assistant." ) DYNAMIC_CONTEXT_PROMPT = """You ARE equipped to answer questions about the current state of the home using the `GetLiveContext` tool. This is a primary function. Do not state you lack the functionality if the question requires live data. If the user asks about device existence/type (e.g., "Do I have lights in the bedroom?"): Answer from the static context below. If the user asks about the CURRENT state, value, or mode (e.g., "Is the lock locked?", "Is the fan on?", "What mode is the thermostat in?", "What is the temperature outside?"): 1. Recognize this requires live data. 2. You MUST call `GetLiveContext`. This tool will provide the needed real-time information (like temperature from the local weather, lock status, etc.). 3. Use the tool's response** to answer the user accurately (e.g., "The temperature outside is [value from tool]."). For general knowledge questions not about the home: Answer truthfully from internal knowledge. """ @callback def async_render_no_api_prompt(hass: HomeAssistant) -> str: """Return the prompt to be used when no API is configured. No longer used since Home Assistant 2024.7. """ return "" @singleton("llm") @callback def _async_get_apis(hass: HomeAssistant) -> dict[str, API]: """Get all the LLM APIs.""" return { LLM_API_ASSIST: AssistAPI(hass=hass), } @callback def async_register_api(hass: HomeAssistant, api: API) -> Callable[[], None]: """Register an API to be exposed to LLMs.""" apis = _async_get_apis(hass) if api.id in apis: raise HomeAssistantError(f"API {api.id} is already registered") apis[api.id] = api @callback def unregister() -> None: """Unregister the API.""" apis.pop(api.id) return unregister async def async_get_api( hass: HomeAssistant, api_id: str, llm_context: LLMContext ) -> APIInstance: """Get an API.""" apis = _async_get_apis(hass) if api_id not in apis: raise HomeAssistantError(f"API {api_id} not found") return await apis[api_id].async_get_api_instance(llm_context) @callback def async_get_apis(hass: HomeAssistant) -> list[API]: """Get all the LLM APIs.""" return list(_async_get_apis(hass).values()) @dataclass(slots=True) class LLMContext: """Tool input to be processed.""" platform: str context: Context | None user_prompt: str | None language: str | None assistant: str | None device_id: str | None @dataclass(slots=True) class ToolInput: """Tool input to be processed.""" tool_name: str tool_args: dict[str, Any] # Using lambda for default to allow patching in tests id: str = dc_field(default_factory=lambda: ulid_now()) # pylint: disable=unnecessary-lambda class Tool: """LLM Tool base class.""" name: str description: str | None = None parameters: vol.Schema = vol.Schema({}) @abstractmethod async def async_call( self, hass: HomeAssistant, tool_input: ToolInput, llm_context: LLMContext ) -> JsonObjectType: """Call the tool.""" raise NotImplementedError def __repr__(self) -> str: """Represent a string of a Tool.""" return f"<{self.__class__.__name__} - {self.name}>" @dataclass class APIInstance: """Instance of an API to be used by an LLM.""" api: API api_prompt: str llm_context: LLMContext tools: list[Tool] custom_serializer: Callable[[Any], Any] | None = None async def async_call_tool(self, tool_input: ToolInput) -> JsonObjectType: """Call a LLM tool, validate args and return the response.""" # pylint: disable=import-outside-toplevel from homeassistant.components.conversation import ( ConversationTraceEventType, async_conversation_trace_append, ) async_conversation_trace_append( ConversationTraceEventType.TOOL_CALL, {"tool_name": tool_input.tool_name, "tool_args": tool_input.tool_args}, ) for tool in self.tools: if tool.name == tool_input.tool_name: break else: raise HomeAssistantError(f'Tool "{tool_input.tool_name}" not found') return await tool.async_call(self.api.hass, tool_input, self.llm_context) @dataclass(slots=True, kw_only=True) class API(ABC): """An API to expose to LLMs.""" hass: HomeAssistant id: str name: str @abstractmethod async def async_get_api_instance(self, llm_context: LLMContext) -> APIInstance: """Return the instance of the API.""" raise NotImplementedError class IntentTool(Tool): """LLM Tool representing an Intent.""" def __init__( self, name: str, intent_handler: intent.IntentHandler, ) -> None: """Init the class.""" self.name = name self.description = ( intent_handler.description or f"Execute Home Assistant {self.name} intent" ) self.extra_slots = None if not (slot_schema := intent_handler.slot_schema): return slot_schema = {**slot_schema} extra_slots = set() for field in ("preferred_area_id", "preferred_floor_id"): if field in slot_schema: extra_slots.add(field) del slot_schema[field] self.parameters = vol.Schema(slot_schema) if extra_slots: self.extra_slots = extra_slots async def async_call( self, hass: HomeAssistant, tool_input: ToolInput, llm_context: LLMContext ) -> JsonObjectType: """Handle the intent.""" slots = {key: {"value": val} for key, val in tool_input.tool_args.items()} if self.extra_slots and llm_context.device_id: device_reg = dr.async_get(hass) device = device_reg.async_get(llm_context.device_id) area: ar.AreaEntry | None = None floor: fr.FloorEntry | None = None if device: area_reg = ar.async_get(hass) if device.area_id and (area := area_reg.async_get_area(device.area_id)): if area.floor_id: floor_reg = fr.async_get(hass) floor = floor_reg.async_get_floor(area.floor_id) for slot_name, slot_value in ( ("preferred_area_id", area.id if area else None), ("preferred_floor_id", floor.floor_id if floor else None), ): if slot_value and slot_name in self.extra_slots: slots[slot_name] = {"value": slot_value} intent_response = await intent.async_handle( hass=hass, platform=llm_context.platform, intent_type=self.name, slots=slots, text_input=llm_context.user_prompt, context=llm_context.context, language=llm_context.language, assistant=llm_context.assistant, device_id=llm_context.device_id, ) response = intent_response.as_dict() del response["language"] del response["card"] return response class AssistAPI(API): """API exposing Assist API to LLMs.""" IGNORE_INTENTS = { intent.INTENT_GET_TEMPERATURE, INTENT_GET_WEATHER, INTENT_OPEN_COVER, # deprecated INTENT_CLOSE_COVER, # deprecated intent.INTENT_GET_STATE, intent.INTENT_NEVERMIND, intent.INTENT_TOGGLE, intent.INTENT_GET_CURRENT_DATE, intent.INTENT_GET_CURRENT_TIME, intent.INTENT_RESPOND, } def __init__(self, hass: HomeAssistant) -> None: """Init the class.""" super().__init__( hass=hass, id=LLM_API_ASSIST, name="Assist", ) self.cached_slugify = cache( partial(unicode_slug.slugify, separator="_", lowercase=False) ) async def async_get_api_instance(self, llm_context: LLMContext) -> APIInstance: """Return the instance of the API.""" if llm_context.assistant: exposed_entities: dict | None = _get_exposed_entities( self.hass, llm_context.assistant, include_state=False ) else: exposed_entities = None return APIInstance( api=self, api_prompt=self._async_get_api_prompt(llm_context, exposed_entities), llm_context=llm_context, tools=self._async_get_tools(llm_context, exposed_entities), custom_serializer=_selector_serializer, ) @callback def _async_get_api_prompt( self, llm_context: LLMContext, exposed_entities: dict | None ) -> str: if not exposed_entities or not exposed_entities["entities"]: return NO_ENTITIES_PROMPT return "\n".join( [ *self._async_get_preable(llm_context), *self._async_get_exposed_entities_prompt(llm_context, exposed_entities), ] ) @callback def _async_get_preable(self, llm_context: LLMContext) -> list[str]: """Return the prompt for the API.""" prompt = [ ( "When controlling Home Assistant always call the intent tools. " "Use HassTurnOn to lock and HassTurnOff to unlock a lock. " "When controlling a device, prefer passing just name and domain. " "When controlling an area, prefer passing just area name and domain." ) ] area: ar.AreaEntry | None = None floor: fr.FloorEntry | None = None if llm_context.device_id: device_reg = dr.async_get(self.hass) device = device_reg.async_get(llm_context.device_id) if device: area_reg = ar.async_get(self.hass) if device.area_id and (area := area_reg.async_get_area(device.area_id)): floor_reg = fr.async_get(self.hass) if area.floor_id: floor = floor_reg.async_get_floor(area.floor_id) extra = "and all generic commands like 'turn on the lights' should target this area." if floor and area: prompt.append(f"You are in area {area.name} (floor {floor.name}) {extra}") elif area: prompt.append(f"You are in area {area.name} {extra}") else: prompt.append( "When a user asks to turn on all devices of a specific type, " "ask user to specify an area, unless there is only one device of that type." ) if not llm_context.device_id or not async_device_supports_timers( self.hass, llm_context.device_id ): prompt.append("This device is not able to start timers.") prompt.append(DYNAMIC_CONTEXT_PROMPT) return prompt @callback def _async_get_exposed_entities_prompt( self, llm_context: LLMContext, exposed_entities: dict | None ) -> list[str]: """Return the prompt for the API for exposed entities.""" prompt = [] if exposed_entities and exposed_entities["entities"]: prompt.append( "Static Context: An overview of the areas and the devices in this smart home:" ) prompt.append(yaml_util.dump(list(exposed_entities["entities"].values()))) return prompt @callback def _async_get_tools( self, llm_context: LLMContext, exposed_entities: dict | None ) -> list[Tool]: """Return a list of LLM tools.""" ignore_intents = self.IGNORE_INTENTS if not llm_context.device_id or not async_device_supports_timers( self.hass, llm_context.device_id ): ignore_intents = ignore_intents | { intent.INTENT_START_TIMER, intent.INTENT_CANCEL_TIMER, intent.INTENT_INCREASE_TIMER, intent.INTENT_DECREASE_TIMER, intent.INTENT_PAUSE_TIMER, intent.INTENT_UNPAUSE_TIMER, intent.INTENT_TIMER_STATUS, } intent_handlers = [ intent_handler for intent_handler in intent.async_get(self.hass) if intent_handler.intent_type not in ignore_intents ] exposed_domains: set[str] | None = None if exposed_entities is not None: exposed_domains = { info["domain"] for info in exposed_entities["entities"].values() } intent_handlers = [ intent_handler for intent_handler in intent_handlers if intent_handler.platforms is None or intent_handler.platforms & exposed_domains ] tools: list[Tool] = [ IntentTool(self.cached_slugify(intent_handler.intent_type), intent_handler) for intent_handler in intent_handlers ] if exposed_entities: if exposed_entities[CALENDAR_DOMAIN]: names = [] for info in exposed_entities[CALENDAR_DOMAIN].values(): names.extend(info["names"].split(", ")) tools.append(CalendarGetEventsTool(names)) tools.extend( ScriptTool(self.hass, script_entity_id) for script_entity_id in exposed_entities[SCRIPT_DOMAIN] ) if exposed_domains: tools.append(GetLiveContextTool()) return tools def _get_exposed_entities( hass: HomeAssistant, assistant: str, include_state: bool = True, ) -> dict[str, dict[str, dict[str, Any]]]: """Get exposed entities. Splits out calendars and scripts. """ area_registry = ar.async_get(hass) entity_registry = er.async_get(hass) device_registry = dr.async_get(hass) interesting_attributes = { "temperature", "current_temperature", "temperature_unit", "brightness", "humidity", "unit_of_measurement", "device_class", "current_position", "percentage", "volume_level", "media_title", "media_artist", "media_album_name", } entities = {} data: dict[str, dict[str, Any]] = { SCRIPT_DOMAIN: {}, CALENDAR_DOMAIN: {}, } for state in hass.states.async_all(): if not async_should_expose(hass, assistant, state.entity_id): continue description: str | None = None entity_entry = entity_registry.async_get(state.entity_id) names = [state.name] area_names = [] if entity_entry is not None: names.extend(entity_entry.aliases) if entity_entry.area_id and ( area := area_registry.async_get_area(entity_entry.area_id) ): # Entity is in area area_names.append(area.name) area_names.extend(area.aliases) elif entity_entry.device_id and ( device := device_registry.async_get(entity_entry.device_id) ): # Check device area if device.area_id and ( area := area_registry.async_get_area(device.area_id) ): area_names.append(area.name) area_names.extend(area.aliases) info: dict[str, Any] = { "names": ", ".join(names), "domain": state.domain, } if include_state: info["state"] = state.state if description: info["description"] = description if area_names: info["areas"] = ", ".join(area_names) if include_state and ( attributes := { attr_name: ( str(attr_value) if isinstance(attr_value, (Enum, Decimal, int)) else attr_value ) for attr_name, attr_value in state.attributes.items() if attr_name in interesting_attributes } ): info["attributes"] = attributes if state.domain in data: data[state.domain][state.entity_id] = info else: entities[state.entity_id] = info data["entities"] = entities return data def _selector_serializer(schema: Any) -> Any: # noqa: C901 """Convert selectors into OpenAPI schema.""" if not isinstance(schema, selector.Selector): return UNSUPPORTED if isinstance(schema, selector.BackupLocationSelector): return {"type": "string", "pattern": "^(?:\\/backup|\\w+)$"} if isinstance(schema, selector.BooleanSelector): return {"type": "boolean"} if isinstance(schema, selector.ColorRGBSelector): return { "type": "array", "items": {"type": "number"}, "minItems": 3, "maxItems": 3, "format": "RGB", } if isinstance(schema, selector.ConditionSelector): return convert(cv.CONDITIONS_SCHEMA) if isinstance(schema, selector.ConstantSelector): return convert(vol.Schema(schema.config["value"])) result: dict[str, Any] if isinstance(schema, selector.ColorTempSelector): result = {"type": "number"} if "min" in schema.config: result["minimum"] = schema.config["min"] elif "min_mireds" in schema.config: result["minimum"] = schema.config["min_mireds"] if "max" in schema.config: result["maximum"] = schema.config["max"] elif "max_mireds" in schema.config: result["maximum"] = schema.config["max_mireds"] return result if isinstance(schema, selector.CountrySelector): if schema.config.get("countries"): return {"type": "string", "enum": schema.config["countries"]} return {"type": "string", "format": "ISO 3166-1 alpha-2"} if isinstance(schema, selector.DateSelector): return {"type": "string", "format": "date"} if isinstance(schema, selector.DateTimeSelector): return {"type": "string", "format": "date-time"} if isinstance(schema, selector.DurationSelector): return convert(cv.time_period_dict) if isinstance(schema, selector.EntitySelector): if schema.config.get("multiple"): return {"type": "array", "items": {"type": "string", "format": "entity_id"}} return {"type": "string", "format": "entity_id"} if isinstance(schema, selector.LanguageSelector): if schema.config.get("languages"): return {"type": "string", "enum": schema.config["languages"]} return {"type": "string", "format": "RFC 5646"} if isinstance(schema, (selector.LocationSelector, selector.MediaSelector)): return convert(schema.DATA_SCHEMA) if isinstance(schema, selector.NumberSelector): result = {"type": "number"} if "min" in schema.config: result["minimum"] = schema.config["min"] if "max" in schema.config: result["maximum"] = schema.config["max"] return result if isinstance(schema, selector.ObjectSelector): return {"type": "object", "additionalProperties": True} if isinstance(schema, selector.SelectSelector): options = [ x["value"] if isinstance(x, dict) else x for x in schema.config["options"] ] if schema.config.get("multiple"): return { "type": "array", "items": {"type": "string", "enum": options}, "uniqueItems": True, } return {"type": "string", "enum": options} if isinstance(schema, selector.TargetSelector): return convert(cv.TARGET_SERVICE_FIELDS) if isinstance(schema, selector.TemplateSelector): return {"type": "string", "format": "jinja2"} if isinstance(schema, selector.TimeSelector): return {"type": "string", "format": "time"} if isinstance(schema, selector.TriggerSelector): return {"type": "array", "items": {"type": "string"}} if schema.config.get("multiple"): return {"type": "array", "items": {"type": "string"}} return {"type": "string"} def _get_cached_action_parameters( hass: HomeAssistant, domain: str, action: str ) -> tuple[str | None, vol.Schema]: """Get action description and schema.""" description = None parameters = vol.Schema({}) parameters_cache = hass.data.get(ACTION_PARAMETERS_CACHE) if parameters_cache is None: parameters_cache = hass.data[ACTION_PARAMETERS_CACHE] = {} @callback def clear_cache(event: Event) -> None: """Clear action parameter cache on action removal.""" if ( event.data[ATTR_DOMAIN] in parameters_cache and event.data[ATTR_SERVICE] in parameters_cache[event.data[ATTR_DOMAIN]] ): parameters_cache[event.data[ATTR_DOMAIN]].pop(event.data[ATTR_SERVICE]) cancel = hass.bus.async_listen(EVENT_SERVICE_REMOVED, clear_cache) @callback def on_homeassistant_close(event: Event) -> None: """Cleanup.""" cancel() hass.bus.async_listen_once(EVENT_HOMEASSISTANT_CLOSE, on_homeassistant_close) if domain in parameters_cache and action in parameters_cache[domain]: return parameters_cache[domain][action] if action_desc := service.async_get_cached_service_description( hass, domain, action ): description = action_desc.get("description") schema: dict[vol.Marker, Any] = {} fields = action_desc.get("fields", {}) for field, config in fields.items(): field_description = config.get("description") if not field_description: field_description = config.get("name") key: vol.Marker if config.get("required"): key = vol.Required(field, description=field_description) else: key = vol.Optional(field, description=field_description) if "selector" in config: schema[key] = selector.selector(config["selector"]) else: schema[key] = cv.string parameters = vol.Schema(schema) if domain == SCRIPT_DOMAIN: entity_registry = er.async_get(hass) if ( entity_id := entity_registry.async_get_entity_id(domain, domain, action) ) and (entity_entry := entity_registry.async_get(entity_id)): aliases: list[str] = [] if entity_entry.name: aliases.append(entity_entry.name) if entity_entry.aliases: aliases.extend(entity_entry.aliases) if aliases: if description: description = description + ". Aliases: " + str(list(aliases)) else: description = "Aliases: " + str(list(aliases)) parameters_cache.setdefault(domain, {})[action] = (description, parameters) return description, parameters class ActionTool(Tool): """LLM Tool representing an action.""" def __init__( self, hass: HomeAssistant, domain: str, action: str, ) -> None: """Init the class.""" self._domain = domain self._action = action self.name = f"{domain}.{action}" self.description, self.parameters = _get_cached_action_parameters( hass, domain, action ) async def async_call( self, hass: HomeAssistant, tool_input: ToolInput, llm_context: LLMContext ) -> JsonObjectType: """Call the action.""" for field, validator in self.parameters.schema.items(): if field not in tool_input.tool_args: continue if isinstance(validator, selector.AreaSelector): area_reg = ar.async_get(hass) if validator.config.get("multiple"): areas: list[ar.AreaEntry] = [] for area in tool_input.tool_args[field]: areas.extend(intent.find_areas(area, area_reg)) tool_input.tool_args[field] = list({area.id for area in areas}) else: area = tool_input.tool_args[field] area = list(intent.find_areas(area, area_reg))[0].id tool_input.tool_args[field] = area elif isinstance(validator, selector.FloorSelector): floor_reg = fr.async_get(hass) if validator.config.get("multiple"): floors: list[fr.FloorEntry] = [] for floor in tool_input.tool_args[field]: floors.extend(intent.find_floors(floor, floor_reg)) tool_input.tool_args[field] = list( {floor.floor_id for floor in floors} ) else: floor = tool_input.tool_args[field] floor = list(intent.find_floors(floor, floor_reg))[0].floor_id tool_input.tool_args[field] = floor result = await hass.services.async_call( self._domain, self._action, tool_input.tool_args, context=llm_context.context, blocking=True, return_response=True, ) return {"success": True, "result": result} class ScriptTool(ActionTool): """LLM Tool representing a Script.""" def __init__( self, hass: HomeAssistant, script_entity_id: str, ) -> None: """Init the class.""" script_name = split_entity_id(script_entity_id)[1] action = script_name entity_registry = er.async_get(hass) entity_entry = entity_registry.async_get(script_entity_id) if entity_entry and entity_entry.unique_id: action = entity_entry.unique_id super().__init__(hass, SCRIPT_DOMAIN, action) self.name = script_name if self.name[0].isdigit(): self.name = "_" + self.name class CalendarGetEventsTool(Tool): """LLM Tool allowing querying a calendar.""" name = "calendar_get_events" description = ( "Get events from a calendar. " "When asked if something happens, search the whole week. " "Results are RFC 5545 which means 'end' is exclusive." ) def __init__(self, calendars: list[str]) -> None: """Init the get events tool.""" self.parameters = vol.Schema( { vol.Required("calendar"): vol.In(calendars), vol.Required("range"): vol.In(["today", "week"]), } ) async def async_call( self, hass: HomeAssistant, tool_input: ToolInput, llm_context: LLMContext ) -> JsonObjectType: """Query a calendar.""" data = self.parameters(tool_input.tool_args) result = intent.async_match_targets( hass, intent.MatchTargetsConstraints( name=data["calendar"], domains=[CALENDAR_DOMAIN], assistant=llm_context.assistant, ), ) if not result.is_match: return {"success": False, "error": "Calendar not found"} entity_id = result.states[0].entity_id if data["range"] == "today": start = dt_util.now() end = dt_util.start_of_local_day() + timedelta(days=1) elif data["range"] == "week": start = dt_util.now() end = dt_util.start_of_local_day() + timedelta(days=7) service_data = { "entity_id": entity_id, "start_date_time": start.isoformat(), "end_date_time": end.isoformat(), } service_result = await hass.services.async_call( CALENDAR_DOMAIN, SERVICE_GET_EVENTS, service_data, context=llm_context.context, blocking=True, return_response=True, ) events = [ event if "T" in event["start"] else {**event, "all_day": True} for event in cast(dict, service_result)[entity_id]["events"] ] return {"success": True, "result": events} class GetLiveContextTool(Tool): """Tool for getting the current state of exposed entities. This returns state for all entities that have been exposed to the assistant. This is different than the GetState intent, which returns state for entities based on intent parameters. """ name = "GetLiveContext" description = ( "Use this tool when the user asks a question about the CURRENT state, " "value, or mode of a specific device, sensor, entity, or area in the " "smart home, and the answer can be improved with real-time data not " "available in the static device overview list. " ) async def async_call( self, hass: HomeAssistant, tool_input: ToolInput, llm_context: LLMContext, ) -> JsonObjectType: """Get the current state of exposed entities.""" if llm_context.assistant is None: # Note this doesn't happen in practice since this tool won't be # exposed if no assistant is configured. return {"success": False, "error": "No assistant configured"} exposed_entities = _get_exposed_entities(hass, llm_context.assistant) if not exposed_entities["entities"]: return {"success": False, "error": NO_ENTITIES_PROMPT} prompt = [ "Live Context: An overview of the areas and the devices in this smart home:", yaml_util.dump(list(exposed_entities["entities"].values())), ] return { "success": True, "result": "\n".join(prompt), }