feat: Qdrant vector database support #6

	name: Test Qdrant Integration

	on:
	pull_request:
	branches: [ "main" ]
	push:
	branches: [ "main" ]

	permissions:
	contents: read
	actions: write

	concurrency:
	group: ${{ github.workflow }}-${{ github.event.pull_request.number \|\| github.ref }}
	cancel-in-progress: true

	jobs:
	test-qdrant:
	runs-on: ubuntu-latest

	services:
	qdrant:
	image: qdrant/qdrant:latest
	ports:
	- 6333:6333

	env:
	VECTOR_DB_BACKEND: qdrant
	QDRANT_HOST: localhost
	QDRANT_PORT: 6333
	QDRANT_EMBEDDING_MODEL: sentence-transformers/all-MiniLM-L6-v2

	steps:
	- uses: actions/checkout@v4

	- name: Set up Python 3.10
	uses: actions/setup-python@v5
	with:
	python-version: "3.10"

	- name: Install dependencies
	run: \|
	python -m pip install uv
	uv venv
	source .venv/bin/activate
	uv pip install -r requirements.txt

	- name: Run Qdrant integration tests
	run: \|
	source .venv/bin/activate
	mkdir -p test_results

	echo "Running Qdrant integration tests"
	python -m unittest tests.modules.test_qdrant_integration

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