diff --git a/README.md b/README.md
index 30536bcd..363ec8aa 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,7 @@ Since November 2024: Work on RAG (integration of your data and files) has begun.
 - [x] ~~App: Implement dialog for checking & handling [pandoc](https://pandoc.org/) installation ([PR #393](https://github.com/MindWorkAI/AI-Studio/pull/393), [PR #487](https://github.com/MindWorkAI/AI-Studio/pull/487))~~
 - [ ] App: Implement external embedding providers
 - [ ] App: Implement the process to vectorize one local file using embeddings
-- [ ] Runtime: Integration of the vector database [Qdrant](https://github.com/qdrant/qdrant)
+- [x] ~~Runtime: Integration of the vector database [Qdrant](https://github.com/qdrant/qdrant) ([PR #580](https://github.com/MindWorkAI/AI-Studio/pull/580))~~
 - [ ] App: Implement the continuous process of vectorizing data
 - [x] ~~App: Define a common retrieval context interface for the integration of RAG processes in chats (PR [#281](https://github.com/MindWorkAI/AI-Studio/pull/281), [#284](https://github.com/MindWorkAI/AI-Studio/pull/284), [#286](https://github.com/MindWorkAI/AI-Studio/pull/286), [#287](https://github.com/MindWorkAI/AI-Studio/pull/287))~~
 - [x] ~~App: Define a common augmentation interface for the integration of RAG processes in chats (PR [#288](https://github.com/MindWorkAI/AI-Studio/pull/288), [#289](https://github.com/MindWorkAI/AI-Studio/pull/289))~~