praisonai.auto
Wrapper 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
Overview
This module provides components for auto.Classes
BaseAutoGenerator
Base class for auto-generators with shared functionality.
TaskDetails
Details for a single task.
RoleDetails
Details for a single role/agent.
TeamStructure
Structure for multi-agent team.
SingleAgentStructure
Structure for single-agent generation (Anthropic’s ‘start simple’ principle).
PatternRecommendation
LLM-based pattern recommendation with reasoning.
ValidationGate
Validation gate for prompt chaining workflows.
AutoGenerator
Auto-generates agents.yaml files from a topic description.
TaskDetails
Details for a workflow step.
WorkflowRouteDetails
Details for a route step.
WorkflowParallelDetails
Details for a parallel step.
WorkflowAgentDetails
Details for a workflow agent.
WorkflowStructure
Structure for auto-generated workflow.
WorkflowAutoGenerator
Auto-generates workflow.yaml files from a topic description.
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.
Constants
| Name | Value |
|---|---|
T | TypeVar('T', bound=BaseModel) |
AVAILABLE_TOOLS | ['CodeDocsSearchTool', 'CSVSearchTool', 'DirectorySearchTool', 'DOCXSearchTool', 'DirectoryReadTool', 'FileReadTool', 'TXTSearchTool', 'JSONSearchTool', 'MDXSearchTool', 'PDFSearchTool', 'RagTool', 'S... |
TOOL_CATEGORIES | {'web_search': ['internet_search', 'duckduckgo', 'tavily_search', 'exa_search', 'search_web', 'ydc_search', 'searxng_search'], 'web_scraping': ['scrape_page', 'extract_links', 'crawl', 'extract_text',... |
TASK_KEYWORD_TO_TOOLS | {'search': 'web_search', 'find': 'web_search', 'look up': 'web_search', 'google': 'web_search', 'internet': 'web_search', 'online': 'web_search', 'web': 'web_search', 'scrape': 'web_scraping', 'crawl'... |