Text Embedding with Qdrant (v1) 🔍

This example embeds local markdown files, stores the chunks + embeddings in Qdrant, and provides a simple semantic-search query demo.

Prerequisites

• Run Qdrant locally (HTTP 6333, gRPC 6334)

docker run -d -p 6334:6334 -p 6333:6333 qdrant/qdrant

Run

Install deps:

pip install -e .

Build/update the index:

cocoindex update main.py

Query:

python main.py query "what is self-attention?"

You can also open the Qdrant dashboard at http://localhost:6333/dashboard.