Basic Usage Example
===================

This example shows how to use langchain-memvid for basic video processing and retrieval.

.. literalinclude:: ../../examples/quickstart.py
   :language: python
   :caption: Quick Start Example
   :name: quickstart-example

The complete example demonstrates:

* Setting up embeddings with HuggingFace
* Creating a vector store from texts
* Adding metadata to documents
* Performing similarity searches
* Retrieving results with metadata

For the interactive Jupyter notebook version, see :doc:`notebooks`.