Deep Research Agent • AI Agent SDK

Deep Research Agent Module

deep_research_agent

AI Agent

Deep Research Agent Module

This module provides the DeepResearchAgent class for automating complex research workflows using Deep Research APIs from multiple providers:

OpenAI: o3-deep-research, o4-mini-deep-research (via Responses API)
Gemini: deep-research-pro (via Interactions API)

The agent automatically detects the provider based on the model name and uses the appropriate API.

Example:

python

from praisonaiagents import DeepResearchAgent

# OpenAI Deep Research
agent = DeepResearchAgent(
    name="Research Assistant",
    model="o3-deep-research",
    instructions="You are a professional researcher..."
)

# Gemini Deep Research
agent = DeepResearchAgent(
    name="Research Assistant", 
    model="deep-research-pro",
    instructions="You are a professional researcher..."
)

result = agent.research("What are the economic impacts of AI on healthcare?")
print(result.report)
for citation in result.citations:
    print(f"- {citation.title}: {citation.url}")

Import

python

from praisonaiagents.agent import deep_research_agent

Classes

Citation

Represents a citation in the research report.

ReasoningStep

Represents a reasoning step in the research process.

WebSearchCall

Represents a web search call made during research.

CodeExecutionStep

Represents a code execution step during research.

MCPCall

Represents an MCP tool call during research.

FileSearchCall

Represents a file search call (Gemini-specific).

DeepResearchResponse

Complete response from a Deep Research query.

Provider

Supported Deep Research providers.

DeepResearchAgent

Agent for performing deep research using multiple provider APIs.

Deep Research Agent • AI Agent SDK