In order to use Qdrant as a vector database, set the environment variables QDRANT_URL and QDRANT_API_KEY which you can find on Qdrant Dashboard.
from embedchain import App

# load qdrant configuration from yaml file
app = App.from_config(config_path="config.yaml")
If you can't find specific feature or run into issues, please feel free to reach out through one of the following channels.