Update README.md

README.md

@@ -1,11 +1,32 @@
 ---
-title: Qdrant Store
-emoji: 🏃
-colorFrom: indigo
-colorTo: indigo
+title: Qdrant Vector Store Server
+emoji: 🛠
+colorFrom: gray
+colorTo: gray
 sdk: docker
-pinned: false
-short_description: qdrant vectorstore server
+app_port: 6333 # <--- ADD/CHANGE THIS LINE!
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Qdrant Vector Database Server on Hugging Face Spaces
+
+This Space hosts a Qdrant vector database instance.
+
+**Persistence:** Data is stored persistently in the `/data/qdrant_data` directory due to enabled persistent storage.
+
+**Endpoints:**
+* HTTP/REST API: Available at `http://<your-space-url>:6333`
+* gRPC API: Available at `http://<your-space-url>:6334`
+
+**How to connect:**
+From your client application (e.g., your embedding microservice), use the `qdrant-client` with the host set to your Space's direct URL and the appropriate port:
+
+```python
+from qdrant_client import QdrantClient
+
+# Replace with your actual Space URL (e.g., [https://your-username-qdrant-server.hf.space](https://your-username-qdrant-server.hf.space))
+QDRANT_SPACE_URL = "[https://your-username-qdrant-server.hf.space](https://your-username-qdrant-server.hf.space)"
+# Use port 6334 for gRPC or 6333 for HTTP REST (when connecting from client)
+# The app_port in README.md is just for HF's internal health check
+client = QdrantClient(host=QDRANT_SPACE_URL, port=6334)
+# OR client = QdrantClient(url=f"http://{QDRANT_SPACE_URL}:6333") if using HTTP/REST
+```