diff --git a/conf/llm_factories.json b/conf/llm_factories.json
index 1c069e8dc..681480ca2 100644
--- a/conf/llm_factories.json
+++ b/conf/llm_factories.json
@@ -892,7 +892,7 @@
         {
             "name": "Moonshot",
             "logo": "",
-            "tags": "LLM,TEXT EMBEDDING",
+            "tags": "LLM,TEXT EMBEDDING,IMAGE2TEXT",
             "status": "1",
             "llm": [
                 {
@@ -916,6 +916,20 @@
                     "model_type": "chat",
                     "is_tools": true
                 },
+                {
+                    "llm_name": "kimi-k2-thinking",
+                    "tags": "LLM,CHAT,256k",
+                    "max_tokens": 262144,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "kimi-k2-thinking-turbo",
+                    "tags": "LLM,CHAT,256k",
+                    "max_tokens": 262144,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
                 {
                     "llm_name": "kimi-k2-turbo-preview",
                     "tags": "LLM,CHAT,256k",
@@ -932,25 +946,46 @@
                 },
                 {
                     "llm_name": "moonshot-v1-8k",
-                    "tags": "LLM,CHAT,",
-                    "max_tokens": 7900,
+                    "tags": "LLM,CHAT,8k",
+                    "max_tokens": 8192,
                     "model_type": "chat",
                     "is_tools": true
                 },
                 {
                     "llm_name": "moonshot-v1-32k",
-                    "tags": "LLM,CHAT,",
+                    "tags": "LLM,CHAT,32k",
                     "max_tokens": 32768,
                     "model_type": "chat",
                     "is_tools": true
                 },
                 {
                     "llm_name": "moonshot-v1-128k",
-                    "tags": "LLM,CHAT",
-                    "max_tokens": 128000,
+                    "tags": "LLM,CHAT,128k",
+                    "max_tokens": 131072,
                     "model_type": "chat",
                     "is_tools": true
                 },
+                {
+                    "llm_name": "moonshot-v1-8k-vision-preview",
+                    "tags": "LLM,IMAGE2TEXT,8k",
+                    "max_tokens": 8192,
+                    "model_type": "image2text",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "moonshot-v1-32k-vision-preview",
+                    "tags": "LLM,IMAGE2TEXT,32k",
+                    "max_tokens": 32768,
+                    "model_type": "image2text",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "moonshot-v1-128k-vision-preview",
+                    "tags": "LLM,IMAGE2TEXT,128k",
+                    "max_tokens": 131072,
+                    "model_type": "image2text",
+                    "is_tools": true
+                },
                 {
                     "llm_name": "moonshot-v1-auto",
                     "tags": "LLM,CHAT,",
diff --git a/rag/llm/cv_model.py b/rag/llm/cv_model.py
index 9ea945907..21f78a819 100644
--- a/rag/llm/cv_model.py
+++ b/rag/llm/cv_model.py
@@ -464,7 +464,7 @@ class GPUStackCV(GptV4):
 
 
 class LocalCV(Base):
-    _FACTORY_NAME = "Moonshot"
+    _FACTORY_NAME = "Local"
 
     def __init__(self, key, model_name="glm-4v", lang="Chinese", **kwargs):
         pass
@@ -975,3 +975,12 @@ class GoogleCV(AnthropicCV, GeminiCV):
         else:
             for ans in GeminiCV.chat_streamly(self, system, history, gen_conf, images):
                 yield ans
+
+
+class MoonshotCV(GptV4):
+    _FACTORY_NAME = "Moonshot"
+
+    def __init__(self, key, model_name="moonshot-v1-8k-vision-preview", lang="Chinese", base_url="https://api.moonshot.cn/v1", **kwargs):
+        if not base_url:
+            base_url = "https://api.moonshot.cn/v1"
+        super().__init__(key, model_name, lang=lang, base_url=base_url, **kwargs)