diff --git a/README.md b/README.md
index ed257049..57563a1f 100644
--- a/README.md
+++ b/README.md
@@ -785,7 +785,8 @@ rag.delete_by_doc_id("doc_id")
LightRAG now supports comprehensive knowledge graph management capabilities, allowing you to create, edit, and delete entities and relationships within your knowledge graph.
-### Create Entities and Relations
+
+ Create Entities and Relations
```python
# Create new entity
@@ -807,8 +808,10 @@ relation = rag.create_relation("Google", "Gmail", {
"weight": 2.0
})
```
+
-### Edit Entities and Relations
+
+ Edit Entities and Relations
```python
# Edit an existing entity
@@ -830,6 +833,7 @@ updated_relation = rag.edit_relation("Google", "Google Mail", {
"weight": 3.0
})
```
+
All operations are available in both synchronous and asynchronous versions. The asynchronous versions have the prefix "a" (e.g., `acreate_entity`, `aedit_relation`).