> ## Documentation Index
> Fetch the complete documentation index at: https://praison.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Base Auto Generator • AI Agents Framework

> BaseAutoGenerator: Base class for auto-generators with shared functionality.

# BaseAutoGenerator

> Defined in the [**auto**](../modules/auto) module.

<Badge color="purple">AI Agents Framework</Badge>

Base class for auto-generators with shared functionality.

Provides:

* LiteLLM-based structured output (replaces instructor for less dependencies)
* Environment variable handling for model/API configuration
* Config list management

## Constructor

<ParamField query="config_list" type="Optional" required={false}>
  No description available.
</ParamField>

## Methods

<CardGroup cols={2}>
  <Card title="get_available_tools()" icon="function" href="../functions/BaseAutoGenerator-get_available_tools">
    Return list of available tools for agent assignment.
  </Card>

  <Card title="analyze_complexity()" icon="function" href="../functions/BaseAutoGenerator-analyze_complexity">
    Analyze task complexity based on keywords.
  </Card>
</CardGroup>

## Source

<Card title="View on GitHub" icon="github" href="https://github.com/MervinPraison/PraisonAI/blob/main/src/praisonai/praisonai/auto.py#L445">
  `praisonai/auto.py` at line 445
</Card>