> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-codex-docs-audit-20260719-0149.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Input Output

> Examples for input formats, validation schemas, streaming, and structured outputs.

| Example                                                                              | Description                                                                                           |
| ------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------- |
| [Expected Output](/examples/agents/input-output/expected-output)                     | Guide agent responses using the expected\_output parameter.                                           |
| [Input Formats](/examples/agents/input-output/input-formats)                         | Handle different input formats for agent requests.                                                    |
| [Input Schema](/examples/agents/input-output/input-schema)                           | Pass a dict that matches the input schema.                                                            |
| [Output Model](/examples/agents/input-output/output-model)                           | Use a separate output model to refine the main model's response.                                      |
| [Output Schema](/examples/agents/input-output/output-schema)                         | Use `output_schema` to return structured data that matches a Pydantic model.                          |
| [Parser Model](/examples/agents/input-output/parser-model)                           | Pair output\_schema with a parser\_model that turns the response into a NationalParkAdventure object. |
| [Response As Variable](/examples/agents/input-output/response-as-variable)           | Capture agent responses as variables for downstream use.                                              |
| [Save To File](/examples/agents/input-output/save-to-file)                           | Save agent responses to a file automatically.                                                         |
| [Streaming](/examples/agents/input-output/streaming)                                 | Demonstrates streaming agent responses token by token.                                                |
| [Followups (Built-in)](/examples/agents/input-output/followup-suggestions)           | Enable built-in followup prompts on any agent with a single flag.                                     |
| [Followups: Streaming](/examples/agents/input-output/followup-suggestions-streaming) | Stream the main response token-by-token and capture followup suggestions via events at the end.       |