Praison AI

auto • AI Agents Framework

Auto-generation module for PraisonAI agents and workflows.

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.

Import

python
from praisonai import auto

Classes

MergeConflictError

Raised when `--merge` targets an existing but un-parseable YAML file.

 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.

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

NameValue
TTypeVar('T')
_LLM_TRANSIENT_RETRIES2
_LLM_RETRY_MAX_DELAY30.0
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',...
_TOPIC_TAG_REre.compile('<\\s/?\\stopic\\s*>', re.IGNORECASE)
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'...
_LAZY_MODEL_EXPORTS{'PatternRecommendation': ('_get_team_models', 'PatternRecommendation'), 'SingleAgentStructure': ('_get_team_models', 'SingleAgentStructure'), 'ValidationGate': ('_get_team_models', 'ValidationGate'),...