Introduction to Company Research Agent

The Company Research Agent is an innovative multi-agent tool designed to generate comprehensive business research reports. Utilizing a sophisticated AI pipeline, this platform collects, organizes, and synthesizes information from various sources, providing users with valuable insights into any company.

With its user-friendly interface and powerful backend, the Company Research Agent is perfect for developers, analysts, and business professionals looking to streamline their research processes.

Key Features of the Company Research Agent

• Multi-Source Research: Gathers data from various sources including company websites, news articles, financial reports, and industry analyses.
• AI Content Filtering: Utilizes Tavily’s relevance scoring for content curation.
• Real-Time Streaming: Employs WebSockets to stream research progress and results in real-time.
• Dual-Model Architecture: Combines Gemini 2.0 Flash for broad context synthesis and GPT-4.1 for precise report formatting.
• Modern React Frontend: Features a responsive interface with real-time updates, progress tracking, and download options.
• Modular Architecture: Built around a pipeline of specialized research and processing nodes.

Technical Architecture and Implementation

The Company Research Agent employs a sophisticated agent framework that processes data through specialized nodes:

Research Pipeline

• Research Nodes:
  • CompanyAnalyzer: Gathers key information about the company.
  • IndustryAnalyzer: Analyzes market position and trends.
  • FinancialAnalyst: Retrieves financial indicators and performance data.
  • NewsScanner: Collects recent news and developments.
• Processing Nodes:
  • Collector: Aggregates research data from all analyzers.
  • Curator: Implements content filtering and relevance scoring.
  • Briefing: Generates summaries by category using Gemini 2.0 Flash.
  • Editor: Compiles and formats summaries into a final report using GPT-4.1-mini.

This architecture ensures optimal performance by leveraging the strengths of both Gemini and GPT models.

Setup and Installation Process

Getting started with the Company Research Agent is straightforward. Here’s how you can set it up:

Quick Setup (Recommended)

1. Clone the repository:

   git clone https://github.com/pogjester/company-research-agent.git
   cd company-research-agent

2. Make the setup script executable and run it:

   chmod +x setup.sh
   ./setup.sh

The setup script will check for required versions of Python and Node.js, create a virtual environment, install dependencies, and guide you through configuring your environment variables.

Manual Setup

1. Clone the repository as shown above.
2. Install backend dependencies:

   pip install -r requirements.txt

3. Install frontend dependencies:

   cd ui
   npm install

4. Create a .env file with your API keys:

TAVILY_API_KEY=your_tavily_key
GEMINI_API_KEY=your_gemini_key
OPENAI_API_KEY=your_openai_key
# Optional: Enable MongoDB persistence
# MONGODB_URI=your_mongodb_connection_string

Usage Examples and API Overview

Once the application is set up, you can start using it for your research needs. Here’s how to run the application:

Running the Application

1. Start the backend server:

   python -m application.py

2. In a new terminal, start the frontend:

   cd ui
   npm run dev

3. Access the application at http://localhost:5173.

API Overview

The API endpoints provide access to various functionalities of the Company Research Agent. Here are some key endpoints:

• GET /research: Initiates a new research job.
• GET /research/{job_id}: Retrieves the status and results of a specific research job.
• POST /research/stop/{job_id}: Stops a running research job.

Community and Contribution Aspects

The Company Research Agent is an open-source project, and contributions are welcome! Here’s how you can get involved:

1. Fork the repository.
2. Create a feature branch: git checkout -b feature/super-feature.
3. Commit your changes: git commit -m 'Add a super feature'.
4. Push to the branch: git push origin feature/super-feature.
5. Open a Pull Request.

Join the community and help improve the project!

License and Legal Considerations

The Company Research Agent is licensed under the Apache License 2.0. This allows you to use, modify, and distribute the software under certain conditions. For more details, please refer to the Apache License.

Conclusion

The Company Research Agent is a powerful tool for anyone looking to streamline their business research process. With its robust features and easy setup, it stands out as a valuable resource for developers and analysts alike. Explore the project on GitHub and start leveraging its capabilities today!

For more information, visit the Company Research Agent GitHub Repository.

FAQ