diff --git a/README.md b/README.md
index d7011b4..52da5ca 100644
--- a/README.md
+++ b/README.md
@@ -56,7 +56,10 @@ library_name: transformers
   <a href="https://huggingface.co/MiniMaxAI" target="_blank" style="margin: 2px;">
     🤗 Hugging Face 
   </a> | 
-  <a href="https://github.com/MiniMax-AI/MiniMax-M2.1" target="_blank" style="margin: 2px;">
+  <a href="https://huggingface.co/inference/models?model=MiniMaxAI%2FMiniMax-M2.5" target="_blank" style="margin: 2px;">
+    🚀 Hugging Face API
+  </a> | 
+  <a href="https://github.com/MiniMax-AI/MiniMax-M2.5" target="_blank" style="margin: 2px;">
     🐙 GitHub
   </a> | 
   <a href="https://www.modelscope.cn/organization/MiniMax" target="_blank" style="margin: 2px;">
@@ -222,6 +225,10 @@ We recommend using [Transformers](https://github.com/huggingface/transformers) t
 
 We recommend using [KTransformers](https://github.com/kvcache-ai/ktransformers) to serve MiniMax-M2.5. Please refer to [KTransformers Deployment Guide](https://github.com/kvcache-ai/ktransformers/blob/main/doc/en/MiniMax-M2.5.md)
 
+### ModelScope
+
+You also can get model weights from [modelscope](https://modelscope.cn/models/MiniMax/MiniMax-M2.5).
+
 ### Inference Parameters
 
 We recommend using the following parameters for best performance: `temperature=1.0`, `top_p = 0.95`, `top_k = 40`. Default system prompt: