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An intelligent research assistant powered by LangChain and Claude that helps neuroscience researchers query neural datasets, generate summaries, and plan experiments.

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Agentic AI Assistant for BCI Research

An intelligent research assistant powered by LangChain and Claude that helps neuroscience researchers query neural datasets, generate summaries, and plan experiments.

🧠 Overview

This project combines cutting-edge AI tooling with practical laboratory support for Brain-Computer Interface (BCI) research. The assistant leverages agentic workflows to provide researchers with intelligent analysis, experiment planning, and data interpretation capabilities.

✨ Features

  • Neural Dataset Querying: Intelligent search and analysis of BCI datasets
  • Research Summaries: Automated generation of literature reviews and experimental summaries
  • Experiment Planning: AI-assisted experimental design and protocol development
  • Data Analysis: Advanced neural signal processing and interpretation
  • Interactive Interface: User-friendly web interface for researchers

🛠️ Tech Stack

  • AI Framework: LangChain for agentic workflows
  • Language Model: Claude (Anthropic) for advanced reasoning
  • ML Models: Hugging Face Transformers for specialized neural analysis
  • Web Framework: FastAPI + Streamlit for interactive interface
  • Data Integration: Public BCI datasets (OpenNeuro, PhysioNet, etc.)
  • Visualization: Plotly, Matplotlib for neural data visualization

🚀 Quick Start

# Clone the repository
git clone <repository-url>
cd agentic-ai-bci

# Install dependencies
pip install -r requirements.txt

# Set up environment variables
cp .env.example .env
# Edit .env with your API keys

# Run the application
python scripts/run_app.py

📁 Project Structure

agentic-ai-bci/
├── docs/                    # Documentation
├── src/                     # Source code
│   ├── agents/             # LangChain agents
│   ├── models/             # Data models
│   ├── services/           # Core services
│   └── ui/                 # User interface
├── scripts/                # Utility scripts
├── tests/                  # Test suite
├── data/                   # Sample datasets
└── config/                 # Configuration files

🔧 Configuration

See Configuration Guide for detailed setup instructions.

📖 Documentation

🤝 Contributing

Please read CONTRIBUTING.md for details on our code of conduct and the process for submitting pull requests.

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

  • OpenNeuro for providing open BCI datasets
  • PhysioNet for neural signal databases
  • The neuroscience research community

About

An intelligent research assistant powered by LangChain and Claude that helps neuroscience researchers query neural datasets, generate summaries, and plan experiments.

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