Abstract the embedding providers

uv.lock

@@ -455,7 +455,7 @@ wheels = [
 
 [[package]]
 name = "mcp-server-qdrant"
-version = "0.5.1"
+version = "0.5.2"
 source = { editable = "." }
 dependencies = [
     { name = "mcp" },
@@ -466,6 +466,7 @@ dependencies = [
 dev = [
     { name = "pyright" },
     { name = "pytest" },
+    { name = "pytest-asyncio" },
     { name = "ruff" },
 ]
 
@@ -479,6 +480,7 @@ requires-dist = [
 dev = [
     { name = "pyright", specifier = ">=1.1.389" },
     { name = "pytest", specifier = ">=8.3.3" },
+    { name = "pytest-asyncio", specifier = ">=0.23.0" },
     { name = "ruff", specifier = ">=0.8.0" },
 ]
 
@@ -927,6 +929,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6b/77/7440a06a8ead44c7757a64362dd22df5760f9b12dc5f11b6188cd2fc27a0/pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2", size = 342341 },
 ]
 
+[[package]]
+name = "pytest-asyncio"
+version = "0.25.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pytest" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f2/a8/ecbc8ede70921dd2f544ab1cadd3ff3bf842af27f87bbdea774c7baa1d38/pytest_asyncio-0.25.3.tar.gz", hash = "sha256:fc1da2cf9f125ada7e710b4ddad05518d4cee187ae9412e9ac9271003497f07a", size = 54239 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/67/17/3493c5624e48fd97156ebaec380dcaafee9506d7e2c46218ceebbb57d7de/pytest_asyncio-0.25.3-py3-none-any.whl", hash = "sha256:9e89518e0f9bd08928f97a3482fdc4e244df17529460bc038291ccaf8f85c7c3", size = 19467 },
+]
+
 [[package]]
 name = "pywin32"
 version = "308"