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auto

AI Agents Framework Auto-generation module for PraisonAI agents and workflows. This module uses FULL LAZY LOADING for all heavy dependencies:
  • crewai: Only loaded when framework=‘crewai’ is used
  • autogen: Only loaded when framework=‘autogen’ is used
  • praisonaiagents: Only loaded when framework=‘praisonai’ is used
  • litellm: Only loaded when structured output is needed
  • openai: Fallback for structured output when litellm unavailable
  • praisonai_tools: Only loaded when tools are needed
This ensures minimal import-time overhead.

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Import

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Classes

BaseAutoGenerator

Base class for auto-generators with shared functionality.

AutoGenerator

Auto-generates agents.yaml files from a topic description.

WorkflowAutoGenerator

Auto-generates workflow.yaml files from a topic description.

JobWorkflowAutoGenerator

Auto-generates job workflow YAML files with agent-centric steps.

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Functions

get_all_available_tools()

Get all available tools organized by category.

get_tools_for_task()

Analyze a task description and return appropriate tools.

recommend_agent_count()

Recommend the optimal number of agents based on task complexity.

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Constants