diff --git a/internal/entity/models/vllm.go b/internal/entity/models/vllm.go
index 1d5055a950..def9297ccf 100644
--- a/internal/entity/models/vllm.go
+++ b/internal/entity/models/vllm.go
@@ -17,11 +17,13 @@
 package models
 
 import (
+	"bufio"
 	"bytes"
 	"encoding/json"
 	"fmt"
 	"io"
 	"net/http"
+	"ragflow/internal/logger"
 	"strings"
 	"time"
 )
@@ -227,7 +229,7 @@ func (z *VllmModel) ChatWithMessages(modelName string, apiConfig *APIConfig, mes
 	// Build request body
 	reqBody := map[string]interface{}{
 		"model":       modelName,
-		"messages":     apiMessages,
+		"messages":    apiMessages,
 		"stream":      false,
 		"temperature": 1,
 	}
@@ -332,7 +334,154 @@ func (z *VllmModel) ChatWithMessages(modelName string, apiConfig *APIConfig, mes
 
 // ChatStreamlyWithSender sends a message and streams response via sender function (best performance, no channel)
 func (z *VllmModel) ChatStreamlyWithSender(modelName, message *string, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
-	return fmt.Errorf("not implemented")
+	var region = "default"
+	if apiConfig.Region != nil {
+		region = *apiConfig.Region
+	}
+
+	url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Chat)
+	// TODO figure out what's the point of these codes
+	modelType := strings.Split(*modelName, "-")[0]
+	if modelType == "qwen" || modelType == "glm" {
+		url = fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.AsyncChat)
+	}
+
+	// Build request body with streaming enabled
+	reqBody := map[string]interface{}{
+		"model": modelName,
+		"messages": []map[string]string{
+			{"role": "user", "content": *message},
+		},
+		"stream": true,
+	}
+
+	if modelConfig.Stream != nil {
+		reqBody["stream"] = *modelConfig.Stream
+	}
+
+	if modelConfig.MaxTokens != nil {
+		reqBody["max_tokens"] = *modelConfig.MaxTokens
+	}
+
+	if modelConfig.Temperature != nil {
+		reqBody["temperature"] = *modelConfig.Temperature
+	}
+
+	if modelConfig.DoSample != nil {
+		reqBody["do_sample"] = *modelConfig.DoSample
+	}
+
+	if modelConfig.TopP != nil {
+		reqBody["top_p"] = *modelConfig.TopP
+	}
+
+	if modelConfig.Stop != nil {
+		reqBody["stop"] = *modelConfig.Stop
+	}
+
+	if modelConfig.Thinking != nil {
+		if *modelConfig.Thinking {
+			reqBody["thinking"] = map[string]interface{}{
+				"type": "enabled",
+			}
+		} else {
+			reqBody["thinking"] = map[string]interface{}{
+				"type": "disabled",
+			}
+		}
+	}
+
+	jsonData, err := json.Marshal(reqBody)
+	if err != nil {
+		return fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
+	if err != nil {
+		return fmt.Errorf("failed to create request: %w", err)
+	}
+
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
+
+	resp, err := z.httpClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("failed to send request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
+	}
+
+	// SSE parsing: read line by line
+	scanner := bufio.NewScanner(resp.Body)
+	for scanner.Scan() {
+		line := scanner.Text()
+		logger.Info(line)
+
+		// SSE data line starts with "data:"
+		if !strings.HasPrefix(line, "data:") {
+			continue
+		}
+
+		// Extract JSON after "data:"
+		data := strings.TrimSpace(line[5:])
+
+		// [DONE] marks the end of stream
+		if data == "[DONE]" {
+			break
+		}
+
+		// Parse the JSON event
+		var event map[string]interface{}
+		if err = json.Unmarshal([]byte(data), &event); err != nil {
+			continue
+		}
+
+		choices, ok := event["choices"].([]interface{})
+		if !ok || len(choices) == 0 {
+			continue
+		}
+
+		firstChoice, ok := choices[0].(map[string]interface{})
+		if !ok {
+			continue
+		}
+
+		delta, ok := firstChoice["delta"].(map[string]interface{})
+		if !ok {
+			continue
+		}
+
+		reasoningContent, ok := delta["reasoning_content"].(string)
+		if ok && reasoningContent != "" {
+			if err := sender(nil, &reasoningContent); err != nil {
+				return err
+			}
+		}
+
+		content, ok := delta["content"].(string)
+		if ok && content != "" {
+			if err := sender(&content, nil); err != nil {
+				return err
+			}
+		}
+
+		finishReason, ok := firstChoice["finish_reason"].(string)
+		if ok && finishReason != "" {
+			break
+		}
+	}
+
+	// Send [DONE] marker for OpenAI compatibility
+	endOfStream := "[DONE]"
+	if err = sender(&endOfStream, nil); err != nil {
+		return err
+	}
+
+	return scanner.Err()
 }
 
 // Encode encodes a list of texts into embeddings
@@ -341,7 +490,59 @@ func (z *VllmModel) Encode(modelName *string, texts []string, apiConfig *APIConf
 }
 
 func (z *VllmModel) ListModels(apiConfig *APIConfig) ([]string, error) {
-	return nil, fmt.Errorf("not implemented")
+	var region = "default"
+
+	if apiConfig.Region != nil {
+		region = *apiConfig.Region
+	}
+
+	url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Models)
+
+	reqBody := map[string]interface{}{}
+
+	jsonData, err := json.Marshal(reqBody)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	req, err := http.NewRequest("GET", url, bytes.NewBuffer(jsonData))
+	if err != nil {
+		return nil, fmt.Errorf("failed to create request: %w", err)
+	}
+
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
+
+	resp, err := z.httpClient.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("failed to send request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("failed to read response: %w", err)
+	}
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
+	}
+
+	// Parse response
+	var result map[string]interface{}
+	if err = json.Unmarshal(body, &result); err != nil {
+		return nil, fmt.Errorf("failed to parse response: %w", err)
+	}
+
+	// convert result["data"] to []map[string]interface{}
+	models := make([]string, 0)
+	for _, model := range result["data"].([]interface{}) {
+		modelMap := model.(map[string]interface{})
+		modelName := modelMap["id"].(string)
+		models = append(models, modelName)
+	}
+
+	return models, nil
 }
 
 func (z *VllmModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
diff --git a/internal/service/model_service.go b/internal/service/model_service.go
index f2a4f2f750..8dd6c211b2 100644
--- a/internal/service/model_service.go
+++ b/internal/service/model_service.go
@@ -199,6 +199,14 @@ func (m *ModelProviderService) ListSupportedModels(providerName, instanceName, u
 	apiConfig.Region = &region
 	apiConfig.ApiKey = &instance.APIKey
 
+	// For local deployed models
+	if baseURL, ok := extra["base_url"]; ok && baseURL != "" {
+		newURL := map[string]string{
+			region: baseURL,
+		}
+		providerInfo.ModelDriver = providerInfo.ModelDriver.NewInstance(newURL)
+	}
+
 	return providerInfo.ModelDriver.ListModels(apiConfig)
 }
 
@@ -831,7 +839,7 @@ func (m *ModelProviderService) ChatToModelStreamWithSender(providerName, instanc
 		return common.CodeServerError, err
 	}
 
-	_, err = m.modelDAO.GetModelByProviderIDAndInstanceIDAndModelName(provider.ID, instance.ID, modelName)
+	modelInfo, err := m.modelDAO.GetModelByProviderIDAndInstanceIDAndModelName(provider.ID, instance.ID, modelName)
 	if err != nil {
 		providerInfo := dao.GetModelProviderManager().FindProvider(providerName)
 		if providerInfo == nil {
@@ -853,7 +861,6 @@ func (m *ModelProviderService) ChatToModelStreamWithSender(providerName, instanc
 		apiConfig.Region = &region
 		apiConfig.ApiKey = &instance.APIKey
 
-		// Direct call with sender function
 		err = providerInfo.ModelDriver.ChatStreamlyWithSender(&modelName, &message, apiConfig, modelConfig, sender)
 		if err != nil {
 			return common.CodeServerError, err
@@ -862,6 +869,37 @@ func (m *ModelProviderService) ChatToModelStreamWithSender(providerName, instanc
 		return common.CodeSuccess, nil
 	}
 
+	if modelInfo.Status == "active" {
+		// For local deployed models
+		providerInfo := dao.GetModelProviderManager().FindProvider(providerName)
+		if providerInfo == nil {
+			return common.CodeNotFound, errors.New("provider not found")
+		}
+
+		var extra map[string]string
+		err = json.Unmarshal([]byte(instance.Extra), &extra)
+		if err != nil {
+			return common.CodeServerError, err
+		}
+
+		region := extra["region"]
+		apiConfig.Region = &region
+		apiConfig.ApiKey = &instance.APIKey
+
+		modelConfig.ModelClass = &providerInfo.Class
+
+		newURL := map[string]string{
+			region: extra["base_url"],
+		}
+		newProviderInfo := providerInfo.ModelDriver.NewInstance(newURL)
+
+		err = newProviderInfo.ChatStreamlyWithSender(&modelName, &message, apiConfig, modelConfig, sender)
+		if err != nil {
+			return common.CodeServerError, err
+		}
+		return common.CodeSuccess, nil
+	}
+
 	return common.CodeServerError, errors.New("model is disabled")
 }