diff --git a/pages/ai-ecosystem/integrations.mdx b/pages/ai-ecosystem/integrations.mdx
index 5c5f370dc..9203200bf 100644
--- a/pages/ai-ecosystem/integrations.mdx
+++ b/pages/ai-ecosystem/integrations.mdx
@@ -1051,6 +1051,12 @@ password =
 database = memgraph
 ```
 
+If you'd like a more detailed guidance, check out LightRAG in the [ai-toolkit
+repository](https://github.com/memgraph/ai-toolkit/tree/main/integrations/lightrag-memgraph)
+or [Jupyter Notebook
+example](https://github.com/memgraph/ai-demos/blob/main/integrations/lightrag/lightrag_memgraph_demo.ipynb)
+demonstrating LightRAG and Memgraph integration.
+
 For more information about LightRAG's advanced configurations, features, and
 usage examples with Memgraph, visit the [LightRAG GitHub
 repository](https://github.com/HKUDS/LightRAG).