> ## Documentation Index > Fetch the complete documentation index at: https://docs-v1.agno.com/llms.txt > Use this file to discover all available pages before exploring further. # RunResponse ## RunResponse Attributes | Attribute | Type | Default | Description | | ------------------- | ---------------------- | ------- | -------------------------------------------------------------------------------------------------------------------------------- | | `content` | `Any` | `None` | Content of the response. | | `content_type` | `str` | `"str"` | Specifies the data type of the content. | | `thinking` | `str` | `None` | Any thinking content the model produced (used by Anthropic models). | | `reasoning_content` | `str` | `None` | Any reasoning content the model produced. | | `messages` | `List[Message]` | `None` | A list of messages included in the response. | | `metrics` | `Dict[str, Any]` | `None` | Usage metrics of the run. | | `model` | `str` | `None` | The model used in the run. | | `model_provider` | `str` | `None` | The model provider used in the run. | | `run_id` | `str` | `None` | Run Id. | | `agent_id` | `str` | `None` | Agent Id for the run. | | `session_id` | `str` | `None` | Session Id for the run. | | `tools` | `List[Dict[str, Any]]` | `None` | List of tools provided to the model. | | `images` | `List[Image]` | `None` | List of images the model produced. | | `videos` | `List[Video]` | `None` | List of videos the model produced. | | `audio` | `List[Audio]` | `None` | List of audio snippets the model produced. | | `response_audio` | `ModelResponseAudio` | `None` | The model's raw response in audio. | | `citations` | `Citations` | `None` | Any citations used in the response. | | `created_at` | `int` | - | Unix timestamp of the response creation. | | `extra_data` | `RunResponseExtraData` | `None` | Extra data containing optional fields like `references`, `add_messages`, `history`, `reasoning_steps`, and `reasoning_messages`. | ## RunResponseEvent Types and Attributes ### Base RunResponseEvent Attributes All events inherit from `BaseAgentRunResponseEvent` which provides these common attributes: | Attribute | Type | Default | Description | | ------------ | --------------- | ----------------- | ------------------------------------ | | `created_at` | `int` | Current timestamp | Unix timestamp of the event creation | | `event` | `str` | Event type value | The type of event | | `agent_id` | `str` | `""` | ID of the agent generating the event | | `run_id` | `Optional[str]` | `None` | ID of the current run | | `session_id` | `Optional[str]` | `None` | ID of the current session | | `content` | `Optional[Any]` | `None` | For backwards compatibility | ### RunResponseStartedEvent | Attribute | Type | Default | Description | | ---------------- | ----- | -------------- | ------------------------- | | `event` | `str` | `"RunStarted"` | Event type | | `model` | `str` | `""` | The model being used | | `model_provider` | `str` | `""` | The provider of the model | ### RunResponseContentEvent | Attribute | Type | Default | Description | | ---------------- | -------------------------------- | ---------------------- | ------------------------------ | | `event` | `str` | `"RunResponseContent"` | Event type | | `content` | `Optional[Any]` | `None` | The content of the response | | `content_type` | `str` | `"str"` | Type of the content | | `thinking` | `Optional[str]` | `None` | Internal thoughts of the model | | `citations` | `Optional[Citations]` | `None` | Citations used in the response | | `response_audio` | `Optional[AudioResponse]` | `None` | Model's audio response | | `image` | `Optional[ImageArtifact]` | `None` | Image attached to the response | | `extra_data` | `Optional[RunResponseExtraData]` | `None` | Additional response data | ### RunResponseCompletedEvent | Attribute | Type | Default | Description | | ------------------- | -------------------------------- | ---------------- | --------------------------------------- | | `event` | `str` | `"RunCompleted"` | Event type | | `content` | `Optional[Any]` | `None` | Final content of the response | | `content_type` | `str` | `"str"` | Type of the content | | `reasoning_content` | `Optional[str]` | `None` | Reasoning content produced | | `thinking` | `Optional[str]` | `None` | Internal thoughts of the model | | `citations` | `Optional[Citations]` | `None` | Citations used in the response | | `images` | `Optional[List[ImageArtifact]]` | `None` | Images attached to the response | | `videos` | `Optional[List[VideoArtifact]]` | `None` | Videos attached to the response | | `audio` | `Optional[List[AudioArtifact]]` | `None` | Audio snippets attached to the response | | `response_audio` | `Optional[AudioResponse]` | `None` | Model's audio response | | `extra_data` | `Optional[RunResponseExtraData]` | `None` | Additional response data | ### RunResponsePausedEvent | Attribute | Type | Default | Description | | --------- | ------------------------------- | ------------- | ------------------------------- | | `event` | `str` | `"RunPaused"` | Event type | | `tools` | `Optional[List[ToolExecution]]` | `None` | Tools that require confirmation | ### RunResponseContinuedEvent | Attribute | Type | Default | Description | | --------- | ----- | ---------------- | ----------- | | `event` | `str` | `"RunContinued"` | Event type | ### RunResponseErrorEvent | Attribute | Type | Default | Description | | --------- | --------------- | ------------ | ------------- | | `event` | `str` | `"RunError"` | Event type | | `content` | `Optional[str]` | `None` | Error message | ### RunResponseCancelledEvent | Attribute | Type | Default | Description | | --------- | --------------- | ---------------- | ----------------------- | | `event` | `str` | `"RunCancelled"` | Event type | | `reason` | `Optional[str]` | `None` | Reason for cancellation | ### ReasoningStartedEvent | Attribute | Type | Default | Description | | --------- | ----- | -------------------- | ----------- | | `event` | `str` | `"ReasoningStarted"` | Event type | ### ReasoningStepEvent | Attribute | Type | Default | Description | | ------------------- | --------------- | ----------------- | ----------------------------- | | `event` | `str` | `"ReasoningStep"` | Event type | | `content` | `Optional[Any]` | `None` | Content of the reasoning step | | `content_type` | `str` | `"str"` | Type of the content | | `reasoning_content` | `str` | `""` | Detailed reasoning content | ### ReasoningCompletedEvent | Attribute | Type | Default | Description | | -------------- | --------------- | ---------------------- | ----------------------------- | | `event` | `str` | `"ReasoningCompleted"` | Event type | | `content` | `Optional[Any]` | `None` | Content of the reasoning step | | `content_type` | `str` | `"str"` | Type of the content | ### ToolCallStartedEvent | Attribute | Type | Default | Description | | --------- | ------------------------- | ------------------- | --------------------- | | `event` | `str` | `"ToolCallStarted"` | Event type | | `tool` | `Optional[ToolExecution]` | `None` | The tool being called | ### ToolCallCompletedEvent | Attribute | Type | Default | Description | | --------- | ------------------------------- | --------------------- | --------------------------- | | `event` | `str` | `"ToolCallCompleted"` | Event type | | `tool` | `Optional[ToolExecution]` | `None` | The tool that was called | | `content` | `Optional[Any]` | `None` | Result of the tool call | | `images` | `Optional[List[ImageArtifact]]` | `None` | Images produced by the tool | | `videos` | `Optional[List[VideoArtifact]]` | `None` | Videos produced by the tool | | `audio` | `Optional[List[AudioArtifact]]` | `None` | Audio produced by the tool | ### MemoryUpdateStartedEvent | Attribute | Type | Default | Description | | --------- | ----- | ----------------------- | ----------- | | `event` | `str` | `"MemoryUpdateStarted"` | Event type | ### MemoryUpdateCompletedEvent | Attribute | Type | Default | Description | | --------- | ----- | ------------------------- | ----------- | | `event` | `str` | `"MemoryUpdateCompleted"` | Event type |