diff --git a/README-zh.md b/README-zh.md
index 25273399..cdc84878 100644
--- a/README-zh.md
+++ b/README-zh.md
@@ -1109,8 +1109,9 @@ LightRAG 现已与 [RAG-Anything](https://github.com/HKUDS/RAG-Anything) 实现
```
2. 处理多模态文档:
- RAGAnything 使用实例
- ```python
+ RAGAnything 使用示例
+
+ ```python
import asyncio
from raganything import RAGAnything
from lightrag import LightRAG
@@ -1198,7 +1199,8 @@ LightRAG 现已与 [RAG-Anything](https://github.com/HKUDS/RAG-Anything) 实现
if __name__ == "__main__":
asyncio.run(load_existing_lightrag())
- ```
+ ```
+
如需详细文档和高级用法,请参阅 [RAG-Anything 仓库](https://github.com/HKUDS/RAG-Anything)。
diff --git a/README.md b/README.md
index 2c9e08b8..3b21301e 100644
--- a/README.md
+++ b/README.md
@@ -1161,7 +1161,8 @@ LightRAG now seamlessly integrates with [RAG-Anything](https://github.com/HKUDS/
2. Process multimodal documents:
RAGAnything Usage Example
- ```python
+
+ ```python
import asyncio
from raganything import RAGAnything
from lightrag import LightRAG
@@ -1249,7 +1250,7 @@ LightRAG now seamlessly integrates with [RAG-Anything](https://github.com/HKUDS/
if __name__ == "__main__":
asyncio.run(load_existing_lightrag())
- ```
+ ```
For detailed documentation and advanced usage, please refer to the [RAG-Anything repository](https://github.com/HKUDS/RAG-Anything).