Abstract the embedding providers

pyproject.toml

@@ -18,8 +18,15 @@ dev-dependencies = [
     "pre-commit>=4.1.0",
     "pyright>=1.1.389",
     "pytest>=8.3.3",
-    "ruff>=0.8.0",
+    "pytest-asyncio>=0.23.0",
+    "ruff>=0.8.0"
 ]
 
 [project.scripts]
 mcp-server-qdrant = "mcp_server_qdrant:main"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = "test_*.py"
+python_functions = "test_*"
+asyncio_mode = "auto"