chore: add index-kb make target and configurable QDRANT_HOST

Author: PyDevDeep

Makefile

@@ -1,4 +1,4 @@
-.PHONY: worker api scheduler all
+.PHONY: worker api scheduler all index-kb
 
 worker:
 	poetry run taskiq worker backend.workers.broker:broker backend.workers.tasks
@@ -9,5 +9,8 @@ scheduler:
 api:
 	poetry run uvicorn backend.api.main:app --host 127.0.0.1 --port 8001 --reload
 
+index-kb:
+	PYTHONPATH=. poetry run python scripts/index_knowledge_base.py
+
 all:
 	make -j 3 api worker scheduler

scripts/index_knowledge_base.py

@@ -48,9 +48,10 @@ async def index_collection(collection_name: str, data_dir: str):
     )
 
     # 3. Connect to Qdrant (local tunnel / host)
+    qdrant_host = os.environ.get("QDRANT_HOST", "127.0.0.1")
     qdrant_port = int(os.environ.get("EXTERNAL_QDRANT_PORT", 6333))
-    client = AsyncQdrantClient(host="127.0.0.1", port=qdrant_port)
-    sync_client = QdrantClient(host="127.0.0.1", port=qdrant_port)
+    client = AsyncQdrantClient(host=qdrant_host, port=qdrant_port)
+    sync_client = QdrantClient(host=qdrant_host, port=qdrant_port)
 
     vector_store = QdrantVectorStore(
         collection_name=collection_name,