diff --git a/README.md b/README.md
index e15bcea..bc3df84 100644
--- a/README.md
+++ b/README.md
@@ -177,10 +177,12 @@ Default username / password are: `admin` / `admin`. You can setup additional use
 
 ## Setup GraphRAG
 
-<small>NOTE: Currently GraphRAG feature only works with OpenAI or Ollama API.</small>
+> [!NOTE]
+> Currently GraphRAG feature only works with OpenAI or Ollama API.
 
+- [*If you are not using Docker installation*], install GraphRAG with `pip install graphrag future`
 - To use GraphRAG retriever feature, make sure to set `GRAPHRAG_API_KEY` environment variables (or in the `.env` file).
-- To use GraphRAG with local models (Ollama), set `USE_CUSTOMIZED_GRAPHRAG_SETTING=true` and tweak your settings in `kotaemon/settings.yaml.example`.
+- To use GraphRAG with local models (Ollama), set `USE_CUSTOMIZED_GRAPHRAG_SETTING=true` and tweak your settings in `settings.yaml.example`.
 
 ## Setup local models (for local / private RAG)