diff --git a/qdrant_client.py b/qdrant_client.py
new file mode 100644
index 0000000..eb2b3fa
--- /dev/null
+++ b/qdrant_client.py
@@ -0,0 +1,25 @@
+"""Dummy qdrant_client module for local testing.
+
+Provides a minimal QdrantClient class and nested models used by main.py.
+"""
+
+class Distance:
+    COSINE = "cosine"
+
+class VectorParams:
+    def __init__(self, size, distance):
+        self.size = size
+        self.distance = distance
+
+class QdrantClient:
+    def __init__(self, url=None):
+        self.url = url
+
+    def get_collections(self):
+        return type("Collections", (), {"collections": []})()
+
+    def create_collection(self, collection_name, vectors_config):
+        pass
+
+    def __repr__(self):
+        return f"<Dummy QdrantClient url={self.url}>"