DeepResearchAgent is a hierarchical multi-agent system designed for complex research and general task solving, coordinating specialized agents under a top-level planner. It offers automated task decomposition, information analysis, web research, and tool integration for users needing sophisticated AI-driven workflows.

How It Works

The system employs a two-layer architecture: a top-level planning agent decomposes tasks and assigns them to specialized lower-level agents (Deep Analyzer, Deep Researcher, Browser Use, General Tool Calling). This hierarchical approach enables dynamic coordination and efficient execution of complex, multi-step processes, leveraging asynchronous operations for improved performance.

Quick Start & Requirements

• Install via poetry install or make install (requires Python 3.11+).
• playwright install chromium --with-deps --no-shell may be needed for browser tools.
• Configuration requires a .env file with API keys (e.g., Google Gemini).
• Supports local and remote model inference (OpenAI, Anthropic, Google, Qwen via vLLM).
• Links: Technical Report, GAIA Evaluation

Highlighted Details

• Achieved state-of-the-art performance on the GAIA benchmark (65.45% pass@1).
• Integrates image (Imagen) and video (Veo3) generation tools.
• Features a secure Python code execution environment for tools with sandboxing.
• Supports function calling for GPT-4.1, Gemini 2.5 Pro, and Claude-3.7-Sonnet.

Maintenance & Community

• Actively updated with new features like video generation and tool integrations.
• Mentions a TODO list for future agent development (AI4Research, Novel Writing).
• Open for contributions via issues and pull requests.

Licensing & Compatibility

• No explicit license is mentioned in the README.
• Compatibility for commercial use or closed-source linking is not specified.

Limitations & Caveats

The project acknowledges shortcomings in dynamic interactions on Google Street View and video-audio analysis, with ongoing optimization efforts. The README does not specify a license, which may impact commercial adoption.