diff --git a/conf/llm_factories.json b/conf/llm_factories.json
index 175ebf014..20ef720f1 100644
--- a/conf/llm_factories.json
+++ b/conf/llm_factories.json
@@ -6,6 +6,7 @@
             "tags": "LLM,TEXT EMBEDDING,TTS,TEXT RE-RANK,SPEECH2TEXT,MODERATION",
             "status": "1",
             "rank": "999",
+            "url": "https://api.openai.com/v1",
             "llm": [
                 {
                     "llm_name": "gpt-5.2-pro",
@@ -254,6 +255,7 @@
             "logo": "",
             "tags": "LLM",
             "status": "1",
+            "url": "https://ragflow.vip-api.tokenpony.cn/v1",
             "llm": [
                 {
                     "llm_name": "qwen3-8b",
@@ -375,6 +377,7 @@
             "tags": "LLM,TEXT EMBEDDING,TEXT RE-RANK,TTS,SPEECH2TEXT,MODERATION",
             "status": "1",
             "rank": "950",
+            "url" : "https://dashscope.aliyuncs.com/compatible-mode/v1",
             "llm": [
                 {
                     "llm_name": "Moonshot-Kimi-K2-Instruct",
@@ -789,6 +792,7 @@
             "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION",
             "status": "1",
             "rank": "940",
+            "url": "https://open.bigmodel.cn/api/paas/v4",
             "llm": [
                 {
                     "llm_name": "glm-4.7",
@@ -979,6 +983,7 @@
             "tags": "LLM,TEXT EMBEDDING,IMAGE2TEXT",
             "status": "1",
             "rank": "960",
+            "url": "https://api.moonshot.cn/v1",
             "llm": [
                 {
                     "llm_name": "kimi-thinking-preview",
@@ -1107,6 +1112,7 @@
             "tags": "LLM",
             "status": "1",
             "rank": "970",
+            "url": "https://api.deepseek.com/v1",
             "llm": [
                 {
                     "llm_name": "deepseek-chat",
@@ -1292,6 +1298,7 @@
             "tags": "LLM",
             "status": "1",
             "rank": "810",
+            "url": "https://api.minimaxi.com/v1",
             "llm": [
                 {
                     "llm_name": "MiniMax-M2.1",
@@ -1313,6 +1320,7 @@
             "tags": "LLM,TEXT EMBEDDING,MODERATION",
             "status": "1",
             "rank": "910",
+            "url": "https://api.mistral.ai/v1",
             "llm": [
                 {
                     "llm_name": "codestral-latest",
@@ -2766,6 +2774,7 @@
             "tags": "LLM,TEXT EMBEDDING,TEXT RE-RANK,IMAGE2TEXT",
             "status": "1",
             "rank": "780",
+            "url": "https://api.siliconflow.cn/v1",
             "llm": [
                 {
                     "llm_name": "THUDM/GLM-4.1V-9B-Thinking",
@@ -3839,6 +3848,7 @@
             "logo": "",
             "tags": "LLM,IMAGE2TEXT",
             "status": "1",
+            "url": "https://api.hunyuan.cloud.tencent.com/v1",
             "llm": [
                 {
                     "llm_name": "hunyuan-pro",
@@ -3909,6 +3919,7 @@
             "tags": "LLM",
             "status": "1",
             "rank": "990",
+            "url": "https://api.anthropic.com/",
             "llm": [
                 {
                     "llm_name": "claude-opus-4-5-20251101",
@@ -4096,6 +4107,7 @@
             "logo": "",
             "tags": "LLM,TEXT EMBEDDING,IMAGE2TEXT,SPEECH2TEXT,TEXT RE-RANK",
             "status": "1",
+            "url": "https://ai.gitee.com/v1/",
             "llm": [
                 {
                     "llm_name": "ERNIE-4.5-Turbo",
@@ -5262,6 +5274,7 @@
             "tags": "LLM",
             "status": "1",
             "rank": "870",
+            "url": "https://api.longcat.chat/openai",
             "llm": [
                 {
                     "llm_name": "LongCat-Flash-Chat",
@@ -6201,6 +6214,7 @@
             "tags": "LLM",
             "status": "1",
             "rank": "900",
+            "url": "https://api.n1n.ai/v1",
             "llm": [
                 {
                     "llm_name": "gpt-4o-mini",
diff --git a/internal/handler/llm.go b/internal/handler/llm.go
index 90d280879..ee5601633 100644
--- a/internal/handler/llm.go
+++ b/internal/handler/llm.go
@@ -204,6 +204,7 @@ func (h *LLMHandler) Factories(c *gin.Context) {
 	}
 
 	c.JSON(http.StatusOK, gin.H{
+		"code": common.CodeSuccess,
 		"data": filtered,
 	})
 }
diff --git a/internal/server/model_provider.go b/internal/server/model_provider.go
index c94a41e91..0fa3fecb7 100644
--- a/internal/server/model_provider.go
+++ b/internal/server/model_provider.go
@@ -25,13 +25,13 @@ import (
 
 // ModelProvider represents a model provider configuration
 type ModelProvider struct {
-	Name                string `json:"name"`
-	Logo                string `json:"logo"`
-	Tags                string `json:"tags"`
-	Status              string `json:"status"`
-	Rank                string `json:"rank"`
-	LLMs                []LLM  `json:"llm"`
-	DefaultEmbeddingURL string `json:"default_embedding_url,omitempty"`
+	Name       string `json:"name"`
+	Logo       string `json:"logo"`
+	Tags       string `json:"tags"`
+	Status     string `json:"status"`
+	Rank       string `json:"rank"`
+	LLMs       []LLM  `json:"llm"`
+	DefaultURL string `json:"url,omitempty"`
 }
 
 // LLM represents a language model within a provider
diff --git a/internal/service/model_service.go b/internal/service/model_service.go
index 75082485c..38a30e92f 100644
--- a/internal/service/model_service.go
+++ b/internal/service/model_service.go
@@ -86,10 +86,10 @@ func (p *ModelProviderImpl) GetEmbeddingModel(ctx context.Context, tenantID stri
 	// Always get API base from model provider configuration
 	providerDAO := dao.NewModelProviderDAO()
 	providerConfig := providerDAO.GetProviderByName(provider)
-	if providerConfig == nil || providerConfig.DefaultEmbeddingURL == "" {
+	if providerConfig == nil || providerConfig.DefaultURL == "" {
 		return nil, fmt.Errorf("no API base found for provider %s", provider)
 	}
-	apiBase := providerConfig.DefaultEmbeddingURL
+	apiBase := fmt.Sprintf("%sembeddings/", providerConfig.DefaultURL)
 
 	return models.CreateEmbeddingModel(provider, *apiKey, apiBase, modelName, p.httpClient)
 }