git clone https://github.com/AnhQuan2004/mcp_agent.git
cd mcp_agent

python -m venv .venv
source .venv/bin/activate  # Windows: .venv\Scripts\activate

pip install -r requirements.txt

QDRANT_URL=localhost
QDRANT_PORT=6333
QDRANT_COLLECTION_NAME=documents

docker run -p 6333:6333 qdrant/qdrant

./runqdrant.sh

uvicorn app.main:app --reload
# or:
python run.py

{
  "query": "What is the architecture of Sui?",
  "top_k": 5,
  "group_by_doc": true
}

{
  "mcpServers": {
    "suiAgentic": {
      "url": "http://localhost:8000/mcp"
    }
  }
}

# Upload all PDFs from a folder
python upload_folder.py /path/to/pdf/folder

# Upload with a prefix (useful for categorizing documents)
python upload_folder.py /path/to/pdf/folder --prefix "Research Papers"

# Upload all supported documents from a folder and subfolders
python upload_documents.py /path/to/documents --recursive

# Add metadata tags to all documents
python upload_documents.py /path/to/documents --tag category=research --tag project=alpha

# Specify collection name (if not using default)
python upload_documents.py /path/to/documents --collection my_collection

# Complete example with all options
python upload_documents.py /path/to/documents --recursive --prefix "Project X" --tag department=marketing --tag status=final

python upload_documents.py /path/to/projects/project1 --recursive --prefix "Project 1" --tag project=alpha
python upload_documents.py /path/to/projects/project2 --recursive --prefix "Project 2" --tag project=beta

python upload_documents.py /path/to/contracts --prefix "Legal" --tag department=legal --tag confidential=true
python upload_documents.py /path/to/manuals --prefix "Technical" --tag department=engineering