Deep Research Agent

An AI-powered research assistant that performs in-depth information retrieval and generates comprehensive reports on any given query.

Features

• Generates diverse sub-queries to explore different aspects of the main research topic
• Performs web searches using Google Custom Search API
• Ranks search results based on relevance using AI
• Extracts and processes content from web pages
• Generates detailed research reports with proper citations

Setup

1. Install the required dependencies:

pip install -r requirements.txt

2. Create a .env file in the project root with the following API keys:

GOOGLE_AI_KEY=your_google_ai_api_key
GOOGLE_SEARCH_KEY=your_google_custom_search_api_key
GOOGLE_SEARCH_ENGINE_ID=your_google_custom_search_engine_id

To obtain the required API keys:

• Google AI (Gemini) API key: Visit https://makersuite.google.com/app/apikey
• Google Custom Search API key and Search Engine ID: Visit https://programmablesearchengine.google.com/

Usage

Run the script:

python deep_research_agent.py

When prompted, enter your research query. The agent will:

1. Generate relevant sub-queries
2. Search the web for information
3. Extract and analyze content
4. Generate a comprehensive report

Example

from deep_research_agent import DeepResearchAgent

agent = DeepResearchAgent()
report = agent.research("What are the latest developments in quantum computing?")
print(report)

Limitations

• Requires valid API keys for Google services
• Web scraping may be blocked by some websites
• Content extraction quality depends on website structure
• API rate limits may apply

Contributing

Feel free to submit issues and enhancement requests!