diff --git a/README.md b/README.md
index 2eeef19..419921c 100644
--- a/README.md
+++ b/README.md
@@ -1,22 +1,30 @@
-# embedbase-qdrant
-
-[Embedbase](https://github.com/different-ai/embedbase) + [Qdrant](https://qdrant.tech) - Advanced and high-performant vector similarity search technology in your AI applications
-
+
embedbase-qdrant
+
+
+ Embedbase + Qdrant
+ Advanced and high-performant vector similarity search technology in your AI applications
+
+
⚠️ Status: Alpha release ⚠️
![PyPI](https://img.shields.io/pypi/v/embedbase-qdrant?color=black&style=for-the-badge)
-
+
+
+
+ If you have any feedback or issues, please let us know by opening an issue or contacting us on discord.
+
+
+ Please refer to the documentation
+
+
-If you have any feedback or issues, please let us know by opening an issue or contacting us on [discord](https://discord.gg/pMNeuGrDky).
-
-Please refer to the [documentation](https://docs.embedbase.xyz/sdk).
## Getting started
@@ -36,9 +44,7 @@ from embedbase.embedding.openai import Openai
from sentence_transformers import SentenceTransformer
from embedbase_qdrant import Qdrant
-app = get_app().use_embedder(Openai(
- os.environ["OPENAI_API_KEY"],
-)).use_db(Qdrant()).run()
+app = get_app().use_embedder(Openai(os.environ["OPENAI_API_KEY"])).use_db(Qdrant()).run()
if __name__ == "__main__":
uvicorn.run(app, reload=True)