Welcome to Pydantic AI Toolsets Documentation#

A comprehensive collection of reasoning, reflection, and multi-agent toolsets for pydantic-ai agents.

Overview#

This package provides a rich set of toolsets that can be used individually or combined to create powerful multi-stage workflows:

  • Reasoning Toolsets: Chain of Thought, Tree of Thought, Graph of Thought, Beam Search, Monte Carlo Tree Search

  • Reflection Toolsets: Reflection, Self-Refine, Self-Ask

  • Multi-Agent Toolsets: Multi-Persona Analysis, Multi-Persona Debate

  • Utility Toolsets: Search, Todo

  • Meta-Orchestrator: Workflow coordination and multi-toolset management

Quick Start#

from pydantic_ai import Agent
from pydantic_ai_toolsets import create_cot_toolset, CoTStorage

storage = CoTStorage()
agent = Agent("openai:gpt-4", toolsets=[create_cot_toolset(storage)])
result = await agent.run("Solve this problem step by step")

Contents#

Documentation:

On this page