From 773f880b120068badfb56d07dd0f295082f9a64c Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:23:49 +0800
Subject: [PATCH 01/10] =?UTF-8?q?=E6=94=AF=E6=8C=81=E8=B6=85=E8=BF=871w=20?=
 =?UTF-8?q?token=E7=9A=84=E6=8F=90=E7=A4=BA=E8=AF=8D?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../aicodecheck/GitlabToken/CreateToken.tsx   | 30 +++++++++----------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/frontend/src/pages/aicodecheck/GitlabToken/CreateToken.tsx b/frontend/src/pages/aicodecheck/GitlabToken/CreateToken.tsx
index fbd482e..be8227f 100644
--- a/frontend/src/pages/aicodecheck/GitlabToken/CreateToken.tsx
+++ b/frontend/src/pages/aicodecheck/GitlabToken/CreateToken.tsx
@@ -13,7 +13,7 @@ const { TextArea } = Input;
 const { Sider, Content } = Layout;
 const { Panel } = Collapse;
 
-const MAX_PROMPT_LENGTH = 1000;
+const MAX_PROMPT_LENGTH = 10000;
 
 // 禁用3天内的日期
 const disabledDate = (current: dayjs.Dayjs) => {
@@ -28,12 +28,12 @@ interface AIConfigPageProps {
   onSubmitLoading?: boolean;
 }
 
-const AIConfigPage: React.FC<AIConfigPageProps> = ({ 
-  initialValues = {}, 
-  visible = false, 
+const AIConfigPage: React.FC<AIConfigPageProps> = ({
+  initialValues = {},
+  visible = false,
   setVisible,
   onSubmit: externalOnSubmit,
-  onSubmitLoading = false 
+  onSubmitLoading = false
 }) => {
   const context = useContext(BasicContext) as any;
   const { i18nLocale } = context.storeContext;
@@ -84,10 +84,10 @@ const AIConfigPage: React.FC<AIConfigPageProps> = ({
       message.error('自定义提示词最多1000字');
       return;
     }
-    onSubmit({ 
-      ...values, 
+    onSubmit({
+      ...values,
       comment_type: commentType,
-      prompt, 
+      prompt,
       expired: values.expired?.unix(),
       status: 1
     }, form);
@@ -110,17 +110,17 @@ const AIConfigPage: React.FC<AIConfigPageProps> = ({
       .then((response) => {
         // form.resetFields();
         message.success(values.id ? t('app.global.tip.update.success') : t('app.global.tip.create.success'));
-        
+
         // 获取创建的 token ID，用于轮询
         const tokenId = response.data?.id || updateData.id;
-        
+
         // 跳转到GitlabToken列表页，带上轮询参数
         if (tokenId) {
           navigate(`/aicodecheck/GitlabToken?pollingTokenId=${tokenId}`);
         } else {
           navigate('/aicodecheck/GitlabToken');
         }
-        
+
         setCreateSubmitLoading(false);
       })
       .catch(() => {
@@ -178,9 +178,9 @@ const AIConfigPage: React.FC<AIConfigPageProps> = ({
                 }
               ]}
             >
-              <DatePicker 
-                style={{ width: '100%' }} 
-                placeholder="请选择有效期" 
+              <DatePicker
+                style={{ width: '100%' }}
+                placeholder="请选择有效期"
                 disabledDate={disabledDate}
               />
             </Form.Item>
@@ -248,7 +248,7 @@ const AIConfigPage: React.FC<AIConfigPageProps> = ({
           <TextArea
             value={prompt}
             onChange={e => setPrompt(e.target.value)}
-            placeholder="请输入自定义提示词，支持Markdown，最多1000字"
+            placeholder="请输入自定义提示词，支持Markdown，最多10000字"
             autoSize={{ minRows: 10, maxRows: 18 }}
             maxLength={MAX_PROMPT_LENGTH}
             showCount

From 7ab431d53093fe7516d14a0bafec12fc90fbc87e Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:24:37 +0800
Subject: [PATCH 02/10] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E7=BC=BA=E5=A4=B1?=
 =?UTF-8?q?=E7=9A=84=E4=B8=80=E4=BA=9B=E5=AD=97=E6=AE=B5?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/internal/dto/ai_check.go   | 28 +++++++++++++++++++++++-----
 backend/internal/model/ai_check.go |  1 +
 2 files changed, 24 insertions(+), 5 deletions(-)

diff --git a/backend/internal/dto/ai_check.go b/backend/internal/dto/ai_check.go
index 3b370de..8803a24 100644
--- a/backend/internal/dto/ai_check.go
+++ b/backend/internal/dto/ai_check.go
@@ -1,12 +1,23 @@
 package dto
 
 type ProjectInfo struct {
-	ID                int    `json:"id"`
-	Name              string `json:"name"`
-	Description       string `json:"description"`
-	PathWithNamespace string `json:"path_with_namespace"`
+	ID                int         `json:"id"`
+	Name              string      `json:"name"`
+	Description       string      `json:"description"`
+	WebUrl            string      `json:"web_url"`
+	AvatarUrl         interface{} `json:"avatar_url"`
+	GitSshUrl         string      `json:"git_ssh_url"`
+	GitHttpUrl        string      `json:"git_http_url"`
+	Namespace         string      `json:"namespace"`
+	VisibilityLevel   int         `json:"visibility_level"`
+	PathWithNamespace string      `json:"path_with_namespace"`
+	DefaultBranch     string      `json:"default_branch"`
+	CiConfigPath      string      `json:"ci_config_path"`
+	Homepage          string      `json:"homepage"`
+	Url               string      `json:"url"`
+	SshUrl            string      `json:"ssh_url"`
+	HttpUrl           string      `json:"http_url"`
 }
-
 type ObjectAttributes struct {
 	IID               int    `json:"iid"`
 	URL               string `json:"url"`
@@ -28,6 +39,13 @@ type WebhookBody struct {
 	Project          ProjectInfo      `json:"project"`
 	ObjectAttributes ObjectAttributes `json:"object_attributes"`
 	MergeRequest     MergeRequest     `json:"merge_request,omitempty"`
+	User             struct {
+		Id        int    `json:"id"`
+		Name      string `json:"name"`
+		Username  string `json:"username"`
+		AvatarUrl string `json:"avatar_url"`
+		Email     string `json:"email"`
+	} `json:"user"`
 
 	// Push 事件专用字段
 	Ref               string       `json:"ref,omitempty"`                 // 分支引用
diff --git a/backend/internal/model/ai_check.go b/backend/internal/model/ai_check.go
index d65ce07..5e72813 100644
--- a/backend/internal/model/ai_check.go
+++ b/backend/internal/model/ai_check.go
@@ -19,6 +19,7 @@ type MergeRequestInfo struct {
 	UpdatedAt    string `json:"updated_at"`
 	SourceBranch string `json:"source_branch"`
 	TargetBranch string `json:"target_branch"`
+	Sha          string `json:"sha"`
 	User         struct {
 		ID   int    `json:"id"`
 		Name string `json:"name"`

From 3c990d07a9b5168402033d7fe487faa20e7eb2dc Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:25:23 +0800
Subject: [PATCH 03/10] =?UTF-8?q?=E4=BF=AE=E6=94=B9Call=20AI=20=E6=8E=A5?=
 =?UTF-8?q?=E5=8F=A3?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../internal/service/ai/ai_message_service.go | 21 +++++++++++++++----
 backend/internal/service/ai/ai_service.go     |  2 +-
 .../service/ai/providers/deepseek_provider.go | 11 ++++------
 .../internal/service/ai/providers/factory.go  |  2 +-
 .../service/ai/providers/qwen_provider.go     | 21 ++++++++++++-------
 .../service/ai/providers/ucai_provider.go     |  9 +++-----
 backend/internal/service/common/interfaces.go |  4 ++--
 7 files changed, 41 insertions(+), 29 deletions(-)

diff --git a/backend/internal/service/ai/ai_message_service.go b/backend/internal/service/ai/ai_message_service.go
index a9eed44..21d56b3 100644
--- a/backend/internal/service/ai/ai_message_service.go
+++ b/backend/internal/service/ai/ai_message_service.go
@@ -2,6 +2,7 @@ package ai
 
 import (
 	"bytes"
+	"encoding/json"
 	"fmt"
 	"io"
 	"net/http"
@@ -12,7 +13,6 @@ import (
 
 	dto "code-review-go/internal/dto"
 	"code-review-go/internal/model"
-	"code-review-go/internal/pkg/utils"
 )
 
 // AIMessageService AI消息服务
@@ -164,15 +164,28 @@ func (s *AIMessageService) CreateAIMessage(data *model.AIMessage) (uint, error)
 // SendMarkdownToWechatBot 向企业微信机器人发送 Markdown 消息
 func SendMarkdownToWechatBot(webhookURL, markdownContent string) error {
 	// 构造请求体
+
+	if len(markdownContent) > 3800 {
+		// 按rune截取，避免截断字符
+		runes := []rune(markdownContent)
+		if len(runes) > 3800 {
+			markdownContent = string(runes[:3800])
+			markdownContent += "......"
+		}
+	}
 	payload := map[string]interface{}{
-		"msgtype": "markdown",
-		"markdown": map[string]string{
+		"msgtype": "markdown_v2",
+		"markdown_v2": map[string]string{
 			"content": markdownContent,
 		},
 	}
 
+	marshal, err := json.Marshal(payload)
+	if err != nil {
+		fmt.Errorf(" json.Marsha error: %v", err)
+	}
 	// 发送 POST 请求
-	resp, err := http.Post(webhookURL, "application/json", bytes.NewBuffer(utils.MustMarshal(payload)))
+	resp, err := http.Post(webhookURL, "application/json", bytes.NewBuffer(marshal))
 	if err != nil {
 		return fmt.Errorf("发送失败: %v", err)
 	}
diff --git a/backend/internal/service/ai/ai_service.go b/backend/internal/service/ai/ai_service.go
index b499786..4157227 100644
--- a/backend/internal/service/ai/ai_service.go
+++ b/backend/internal/service/ai/ai_service.go
@@ -45,7 +45,7 @@ func (a *AIServiceImpl) Initialize() error {
 }
 
 // CallAI 调用AI服务
-func (a *AIServiceImpl) CallAI(prompt string) (string, error) {
+func (a *AIServiceImpl) CallAI(prompt []map[string]string) (string, error) {
 	a.mu.RLock()
 	if !a.initialized {
 		a.mu.RUnlock()
diff --git a/backend/internal/service/ai/providers/deepseek_provider.go b/backend/internal/service/ai/providers/deepseek_provider.go
index 19fb104..fd61802 100644
--- a/backend/internal/service/ai/providers/deepseek_provider.go
+++ b/backend/internal/service/ai/providers/deepseek_provider.go
@@ -22,15 +22,12 @@ func NewDeepSeekProvider(config *model.AIConfig) *DeepSeekProvider {
 }
 
 // CallAI 调用DeepSeek接口
-func (p *DeepSeekProvider) CallAI(prompt string) (string, error) {
+func (p *DeepSeekProvider) CallAI(prompt []map[string]string) (string, error) {
 	fmt.Println("p.config.APIURL", p.config)
 	requestBody := map[string]interface{}{
-		"model": p.config.Model,
-		"messages": []map[string]string{
-			{"role": "system", "content": "你是一个专业的代码审核机器人，请仔细检查代码并提供详细的改进建议。"},
-			{"role": "user", "content": prompt},
-		},
-		"stream": false,
+		"model":    p.config.Model,
+		"messages": prompt,
+		"stream":   false,
 	}
 
 	fmt.Println("requestBody", requestBody)
diff --git a/backend/internal/service/ai/providers/factory.go b/backend/internal/service/ai/providers/factory.go
index 237976c..f3691c3 100644
--- a/backend/internal/service/ai/providers/factory.go
+++ b/backend/internal/service/ai/providers/factory.go
@@ -7,7 +7,7 @@ import (
 
 // AIProvider AI提供者接口
 type AIProvider interface {
-	CallAI(prompt string) (string, error)
+	CallAI([]map[string]string) (string, error)
 }
 
 // AIProviderFactory AI提供者工厂
diff --git a/backend/internal/service/ai/providers/qwen_provider.go b/backend/internal/service/ai/providers/qwen_provider.go
index 61fa44c..eada085 100644
--- a/backend/internal/service/ai/providers/qwen_provider.go
+++ b/backend/internal/service/ai/providers/qwen_provider.go
@@ -22,16 +22,21 @@ func NewQwenProvider(config *model.AIConfig) *QwenProvider {
 }
 
 // CallAI 调用通义千问接口
-func (p *QwenProvider) CallAI(prompt string) (string, error) {
+func (p *QwenProvider) CallAI(prompt []map[string]string) (string, error) {
 	fmt.Printf("通义千问配置: URL=%s, Model=%s, Type=%s\n", p.config.APIURL, p.config.Model, p.config.Type)
 
-	requestBody := map[string]interface{}{
-		"model": p.config.Model,
-		"messages": []map[string]string{
+	/**
+	[]map[string]string{
 			{"role": "system", "content": "你是一个专业的代码审核机器人，请仔细检查代码并提供详细的改进建议。"},
 			{"role": "user", "content": prompt},
-		},
-		"stream": false,
+		}
+	*/
+	requestBody := map[string]interface{}{
+		"model":       p.config.Model,
+		"messages":    prompt,
+		"stream":      false,
+		"temperature": 0.1,
+		"top_p":       0.8,
 	}
 
 	fmt.Printf("请求体: %+v\n", requestBody)
@@ -58,8 +63,8 @@ func (p *QwenProvider) CallAI(prompt string) (string, error) {
 
 	// 读取响应体用于错误调试
 	body, _ := io.ReadAll(resp.Body)
-	// fmt.Printf("响应状态码: %d\n", resp.StatusCode)
-	// fmt.Printf("响应体: %s\n", string(body))
+	fmt.Printf("响应状态码: %d\n", resp.StatusCode)
+	fmt.Printf("响应体: %s\n", string(body))
 
 	if resp.StatusCode != http.StatusOK {
 		return "", fmt.Errorf("通义千问 API返回错误: %s, 状态码: %d", string(body), resp.StatusCode)
diff --git a/backend/internal/service/ai/providers/ucai_provider.go b/backend/internal/service/ai/providers/ucai_provider.go
index e6015cf..a43c943 100644
--- a/backend/internal/service/ai/providers/ucai_provider.go
+++ b/backend/internal/service/ai/providers/ucai_provider.go
@@ -22,13 +22,10 @@ func NewUCAIProvider(config *model.AIConfig) *UCAIProvider {
 }
 
 // CallAI 调用UCAI接口
-func (p *UCAIProvider) CallAI(prompt string) (string, error) {
+func (p *UCAIProvider) CallAI(prompt []map[string]string) (string, error) {
 	requestBody := map[string]interface{}{
-		"model": p.config.Model,
-		"messages": []map[string]string{
-			{"role": "system", "content": "你是一个专业的代码审核机器人，请仔细检查代码并提供详细的改进建议。"},
-			{"role": "user", "content": prompt},
-		},
+		"model":       p.config.Model,
+		"messages":    prompt,
 		"temperature": 0.7,
 		"max_tokens":  2000,
 	}
diff --git a/backend/internal/service/common/interfaces.go b/backend/internal/service/common/interfaces.go
index eefde78..ce554e9 100644
--- a/backend/internal/service/common/interfaces.go
+++ b/backend/internal/service/common/interfaces.go
@@ -34,7 +34,7 @@ type AIService interface {
 	// 初始化AI服务
 	Initialize() error
 	// 调用AI服务
-	CallAI(prompt string) (string, error)
+	CallAI(prompt []map[string]string) (string, error)
 	// 检查是否已初始化
 	IsInitialized() bool
 }
@@ -50,7 +50,7 @@ type NotificationService interface {
 	// 发送增强通知
 	SendEnhancedNotification(api, token string, projectID, mergeRequestID int, comments string, commentType int8, diff []model.Change) error
 	// 发送Webhook通知
-	SendWebhookNotification(webhookURL string, status int, projectNamespace, mergeURL, comments string, aiMessageID uint, mergeRequest *model.MergeRequestInfo) error
+	SendWebhookNotification(webhookURL string, dto dto.WebhookBody, comments string, mergeRequest *model.MergeRequestInfo) error
 	// 发送Push事件评论
 	SendPushEventComment(api, token string, projectID int, commitSHA, title, comments string, commentType int8) error
 	// 为多个commit发送Push事件评论

From 5077f609f6a2579c0520252a83c6c93b50187bb7 Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:26:36 +0800
Subject: [PATCH 04/10] =?UTF-8?q?=E8=BF=87=E6=BB=A4=E6=8E=89=E4=B8=80?=
 =?UTF-8?q?=E4=BA=9B=E4=B8=8D=E9=9C=80=E8=A6=81=E5=88=86=E6=9E=90=E7=9A=84?=
 =?UTF-8?q?=E6=96=87=E4=BB=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../service/gitlab_service/gitlab_service.go  | 44 +++++++++++++++++--
 1 file changed, 41 insertions(+), 3 deletions(-)

diff --git a/backend/internal/service/gitlab_service/gitlab_service.go b/backend/internal/service/gitlab_service/gitlab_service.go
index a368448..304b8f8 100644
--- a/backend/internal/service/gitlab_service/gitlab_service.go
+++ b/backend/internal/service/gitlab_service/gitlab_service.go
@@ -10,6 +10,7 @@ import (
 	"fmt"
 	"io"
 	"net/http"
+	"os"
 	"strconv"
 	"strings"
 	"time"
@@ -443,7 +444,25 @@ func GetMergeRequestDiff(gitlabAPI, projectID, mergeRequestID, gitlabToken strin
 		return nil, fmt.Errorf("解析响应失败: %v", err)
 	}
 
-	return diff.Changes, nil
+	var changes []model.Change
+	for _, item := range diff.Changes {
+		//过滤一下
+		if strings.HasPrefix(item.Diff, "Binary files") {
+			fmt.Printf("过滤掉二进制文件:%v\n", item.NewPath)
+			continue
+		}
+		if item.Diff == "" {
+			fmt.Printf("过滤掉空文件变更:%v\n", item.NewPath)
+			continue
+		}
+
+		if !isCodeFile(item.NewPath) {
+			fmt.Printf("过滤掉非代码文件或忽略文件:%v\n", item.NewPath)
+			continue
+		}
+		changes = append(changes, item)
+	}
+	return changes, nil
 }
 
 // CommentResponse GitLab评论响应
@@ -800,7 +819,7 @@ func PostLineComments(gitlabAPI string, projectID, mergeRequestID int, gitlabTok
 	return failedComments, nil
 }
 
-// 通过id获取Gitlab Token 详情，不返回token
+// GetGitlabTokenDetail 通过id获取Gitlab Token 详情，不返回token
 func (s *GitlabService) GetGitlabTokenDetail(id uint) (*model.GitlabInfo, error) {
 	var gitlabInfo model.GitlabInfo
 	if err := s.db.First(&gitlabInfo, id).Error; err != nil {
@@ -863,6 +882,10 @@ func GetCommitCodeContent(gitlabAPI string, projectID int, commitSHA, gitlabToke
 	var codeFiles []string
 	for _, item := range treeResponse {
 		if item.Type == "blob" && isCodeFile(item.Name) {
+			if strings.HasPrefix(item.Name, ".") || strings.HasPrefix(item.Path, ".") {
+				fmt.Printf("❌ 文件/目录以.开头忽略 %s: \n", item.Path)
+				continue
+			}
 			codeFiles = append(codeFiles, item.Path)
 		}
 	}
@@ -920,6 +943,10 @@ func GetBranchCodeContent(gitlabAPI string, projectID int, branchName, gitlabTok
 	// 过滤出代码文件（排除目录和二进制文件）
 	var codeFiles []string
 	for _, item := range treeResponse {
+		if strings.HasPrefix(item.Name, ".") || strings.HasPrefix(item.Path, ".") {
+			fmt.Printf("❌ 文件/目录以.开头忽略 %s: \n", item.Path)
+			continue
+		}
 		if item.Type == "blob" && isCodeFile(item.Name) {
 			codeFiles = append(codeFiles, item.Path)
 			fmt.Printf("✅ 识别为代码文件: %s\n", item.Path)
@@ -976,6 +1003,7 @@ func getFileContent(gitlabAPI string, projectID int, commitSHA, filePath, gitlab
 // isCodeFile 判断是否为代码文件
 func isCodeFile(filename string) bool {
 	// 定义代码文件扩展名
+
 	codeExtensions := map[string]bool{
 		".go":         true,
 		".js":         true,
@@ -1010,10 +1038,20 @@ func isCodeFile(filename string) bool {
 		".makefile":   true,
 	}
 
+	value := os.Getenv("IGNORE_EXT")
+	if value != "" {
+		extArray := strings.Split(value, ",")
+		for _, ext := range extArray {
+			if codeExtensions[ext] == true {
+				codeExtensions[ext] = false
+			}
+		}
+	}
+
 	// 检查文件扩展名
 	for ext := range codeExtensions {
 		if strings.HasSuffix(strings.ToLower(filename), ext) {
-			return true
+			return codeExtensions[ext]
 		}
 	}
 

From 92d4d7d220adc8be8c8d863618734e266d1600b3 Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:26:57 +0800
Subject: [PATCH 05/10] =?UTF-8?q?=E6=89=93=E5=8D=B0=E5=85=B7=E4=BD=93?=
 =?UTF-8?q?=E7=9A=84=E9=94=99=E8=AF=AF?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/internal/service/gitlab_service/rag_client.go | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/backend/internal/service/gitlab_service/rag_client.go b/backend/internal/service/gitlab_service/rag_client.go
index 8e30bf1..23fa337 100644
--- a/backend/internal/service/gitlab_service/rag_client.go
+++ b/backend/internal/service/gitlab_service/rag_client.go
@@ -7,6 +7,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"io"
 	"net/http"
 	"sync"
 	"time"
@@ -263,7 +264,8 @@ func (c *RAGClient) performRequest(req *dto.CodeReviewRequest) (*dto.CodeAnalysi
 
 	// 检查状态码
 	if resp.StatusCode != http.StatusOK {
-		return nil, fmt.Errorf("RAG服务返回错误状态码: %d", resp.StatusCode)
+		all, _ := io.ReadAll(resp.Body)
+		return nil, fmt.Errorf("RAG服务返回错误 code: %d, info: %s", resp.StatusCode, string(all))
 	}
 
 	// 解析响应

From 3d1f68f9b8a7f1dfe974598c6a55047682f8515e Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:27:14 +0800
Subject: [PATCH 06/10] =?UTF-8?q?=E5=8D=87=E7=BA=A7=E7=89=88=E6=9C=AC?=
 =?UTF-8?q?=E4=BE=9D=E8=B5=96?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/go.mod |  88 +++++++++++---------
 backend/go.sum | 214 ++++++++++++++++++++++++-------------------------
 2 files changed, 154 insertions(+), 148 deletions(-)

diff --git a/backend/go.mod b/backend/go.mod
index 64eedf6..e8bbe56 100644
--- a/backend/go.mod
+++ b/backend/go.mod
@@ -1,18 +1,16 @@
 module code-review-go
 
-go 1.23.0
-
-toolchain go1.23.11
+go 1.24.0
 
 require (
-	github.com/gin-contrib/cors v1.6.0
-	github.com/gin-gonic/gin v1.10.1
-	github.com/gorilla/websocket v1.5.1
+	github.com/gin-contrib/cors v1.7.6
+	github.com/gin-gonic/gin v1.11.0
+	github.com/gorilla/websocket v1.5.3
 	github.com/joho/godotenv v1.5.1
 	github.com/swaggo/files v1.0.1
-	github.com/swaggo/gin-swagger v1.6.0
-	gorm.io/driver/mysql v1.5.1
-	gorm.io/gorm v1.25.4
+	github.com/swaggo/gin-swagger v1.6.1
+	gorm.io/driver/mysql v1.6.0
+	gorm.io/gorm v1.31.1
 )
 
 require github.com/golang-jwt/jwt/v4 v4.5.2
@@ -20,55 +18,65 @@ require github.com/golang-jwt/jwt/v4 v4.5.2
 require github.com/hashicorp/golang-lru/v2 v2.0.7
 
 require (
-	github.com/bytedance/sonic/loader v0.1.1 // indirect
-	github.com/cloudwego/base64x v0.1.4 // indirect
-	github.com/cloudwego/iasm v0.2.0 // indirect
+	filippo.io/edwards25519 v1.1.0 // indirect
+	github.com/bytedance/gopkg v0.1.3 // indirect
+	github.com/bytedance/sonic/loader v0.4.0 // indirect
+	github.com/cloudwego/base64x v0.1.6 // indirect
+	github.com/go-openapi/swag/conv v0.25.4 // indirect
+	github.com/go-openapi/swag/jsonname v0.25.4 // indirect
+	github.com/go-openapi/swag/jsonutils v0.25.4 // indirect
+	github.com/go-openapi/swag/loading v0.25.4 // indirect
+	github.com/go-openapi/swag/stringutils v0.25.4 // indirect
+	github.com/go-openapi/swag/typeutils v0.25.4 // indirect
+	github.com/go-openapi/swag/yamlutils v0.25.4 // indirect
+	github.com/goccy/go-yaml v1.19.0 // indirect
+	github.com/kr/text v0.2.0 // indirect
+	github.com/quic-go/qpack v0.6.0 // indirect
+	github.com/quic-go/quic-go v0.57.1 // indirect
+	go.uber.org/mock v0.6.0 // indirect
+	go.yaml.in/yaml/v3 v3.0.4 // indirect
+	golang.org/x/mod v0.31.0 // indirect
+	golang.org/x/sync v0.19.0 // indirect
 )
 
 require (
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
-	github.com/stretchr/testify v1.10.0
+	github.com/stretchr/testify v1.11.1
 )
 
 require (
 	github.com/KyleBanks/depth v1.2.1 // indirect
-	github.com/PuerkitoBio/purell v1.1.1 // indirect
-	github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect
-	github.com/bytedance/sonic v1.11.6 // indirect
-	github.com/gabriel-vasile/mimetype v1.4.3 // indirect
-	github.com/gin-contrib/sse v0.1.0 // indirect
-	github.com/go-openapi/jsonpointer v0.19.5 // indirect
-	github.com/go-openapi/jsonreference v0.19.6 // indirect
-	github.com/go-openapi/spec v0.20.4 // indirect
-	github.com/go-openapi/swag v0.19.15 // indirect
+	github.com/bytedance/sonic v1.14.2 // indirect
+	github.com/gabriel-vasile/mimetype v1.4.11 // indirect
+	github.com/gin-contrib/sse v1.1.0 // indirect
+	github.com/go-openapi/jsonpointer v0.22.4 // indirect
+	github.com/go-openapi/jsonreference v0.21.4 // indirect
+	github.com/go-openapi/spec v0.22.2 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
-	github.com/go-playground/validator/v10 v10.20.0 // indirect
-	github.com/go-sql-driver/mysql v1.7.1 // indirect
-	github.com/goccy/go-json v0.10.2 // indirect
-	github.com/golang-jwt/jwt/v5 v5.2.2
+	github.com/go-playground/validator/v10 v10.28.0 // indirect
+	github.com/go-sql-driver/mysql v1.9.3 // indirect
+	github.com/goccy/go-json v0.10.5 // indirect
+	github.com/golang-jwt/jwt/v5 v5.3.0
 	github.com/jinzhu/inflection v1.0.0 // indirect
 	github.com/jinzhu/now v1.1.5 // indirect
-	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/klauspost/cpuid/v2 v2.2.7 // indirect
+	github.com/klauspost/cpuid/v2 v2.3.0 // indirect
 	github.com/leodido/go-urn v1.4.0 // indirect
-	github.com/mailru/easyjson v0.7.6 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
-	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
-	github.com/swaggo/swag v1.16.3
+	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
+	github.com/swaggo/swag v1.16.6
 	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
-	github.com/ugorji/go/codec v1.2.12 // indirect
-	golang.org/x/arch v0.8.0 // indirect
-	golang.org/x/crypto v0.36.0 // indirect
-	golang.org/x/net v0.38.0 // indirect
-	golang.org/x/sys v0.31.0 // indirect
-	golang.org/x/text v0.23.0 // indirect
-	golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d // indirect
-	google.golang.org/protobuf v1.34.1 // indirect
-	gopkg.in/yaml.v2 v2.4.0 // indirect
+	github.com/ugorji/go/codec v1.3.1 // indirect
+	golang.org/x/arch v0.23.0 // indirect
+	golang.org/x/crypto v0.46.0 // indirect
+	golang.org/x/net v0.48.0 // indirect
+	golang.org/x/sys v0.39.0 // indirect
+	golang.org/x/text v0.32.0 // indirect
+	golang.org/x/tools v0.40.0 // indirect
+	google.golang.org/protobuf v1.36.10 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )
diff --git a/backend/go.sum b/backend/go.sum
index 994c972..2ab7248 100644
--- a/backend/go.sum
+++ b/backend/go.sum
@@ -1,63 +1,79 @@
+filippo.io/edwards25519 v1.1.0 h1:FNf4tywRC1HmFuKW5xopWpigGjJKiJSV0Cqo0cJWDaA=
+filippo.io/edwards25519 v1.1.0/go.mod h1:BxyFTGdWcka3PhytdK4V28tE5sGfRvvvRV7EaN4VDT4=
 github.com/KyleBanks/depth v1.2.1 h1:5h8fQADFrWtarTdtDudMmGsC7GPbOAu6RVB3ffsVFHc=
 github.com/KyleBanks/depth v1.2.1/go.mod h1:jzSb9d0L43HxTQfT+oSA1EEp2q+ne2uh6XgeJcm8brE=
-github.com/PuerkitoBio/purell v1.1.1 h1:WEQqlqaGbrPkxLJWfBwQmfEAE1Z7ONdDLqrN38tNFfI=
-github.com/PuerkitoBio/purell v1.1.1/go.mod h1:c11w/QuzBsJSee3cPx9rAFu61PvFxuPbtSwDGJws/X0=
-github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 h1:d+Bc7a5rLufV/sSk/8dngufqelfh6jnri85riMAaF/M=
-github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578/go.mod h1:uGdkoq3SwY9Y+13GIhn11/XLaGBb4BfwItxLd5jeuXE=
-github.com/bytedance/sonic v1.11.6 h1:oUp34TzMlL+OY1OUWxHqsdkgC/Zfc85zGqw9siXjrc0=
-github.com/bytedance/sonic v1.11.6/go.mod h1:LysEHSvpvDySVdC2f87zGWf6CIKJcAvqab1ZaiQtds4=
-github.com/bytedance/sonic/loader v0.1.1 h1:c+e5Pt1k/cy5wMveRDyk2X4B9hF4g7an8N3zCYjJFNM=
-github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
-github.com/cloudwego/base64x v0.1.4 h1:jwCgWpFanWmN8xoIUHa2rtzmkd5J2plF/dnLS6Xd/0Y=
-github.com/cloudwego/base64x v0.1.4/go.mod h1:0zlkT4Wn5C6NdauXdJRhSKRlJvmclQ1hhJgA0rcu/8w=
-github.com/cloudwego/iasm v0.2.0 h1:1KNIy1I1H9hNNFEEH3DVnI4UujN+1zjpuk6gwHLTssg=
-github.com/cloudwego/iasm v0.2.0/go.mod h1:8rXZaNYT2n95jn+zTI1sDr+IgcD2GVs0nlbbQPiEFhY=
+github.com/bytedance/gopkg v0.1.3 h1:TPBSwH8RsouGCBcMBktLt1AymVo2TVsBVCY4b6TnZ/M=
+github.com/bytedance/gopkg v0.1.3/go.mod h1:576VvJ+eJgyCzdjS+c4+77QF3p7ubbtiKARP3TxducM=
+github.com/bytedance/sonic v1.14.2 h1:k1twIoe97C1DtYUo+fZQy865IuHia4PR5RPiuGPPIIE=
+github.com/bytedance/sonic v1.14.2/go.mod h1:T80iDELeHiHKSc0C9tubFygiuXoGzrkjKzX2quAx980=
+github.com/bytedance/sonic/loader v0.4.0 h1:olZ7lEqcxtZygCK9EKYKADnpQoYkRQxaeY2NYzevs+o=
+github.com/bytedance/sonic/loader v0.4.0/go.mod h1:AR4NYCk5DdzZizZ5djGqQ92eEhCCcdf5x77udYiSJRo=
+github.com/cloudwego/base64x v0.1.6 h1:t11wG9AECkCDk5fMSoxmufanudBtJ+/HemLstXDLI2M=
+github.com/cloudwego/base64x v0.1.6/go.mod h1:OFcloc187FXDaYHvrNIjxSe8ncn0OOM8gEHfghB2IPU=
 github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/gabriel-vasile/mimetype v1.4.3 h1:in2uUcidCuFcDKtdcBxlR0rJ1+fsokWf+uqxgUFjbI0=
-github.com/gabriel-vasile/mimetype v1.4.3/go.mod h1:d8uq/6HKRL6CGdk+aubisF/M5GcPfT7nKyLpA0lbSSk=
-github.com/gin-contrib/cors v1.6.0 h1:0Z7D/bVhE6ja07lI8CTjTonp6SB07o8bNuFyRbsBUQg=
-github.com/gin-contrib/cors v1.6.0/go.mod h1:cI+h6iOAyxKRtUtC6iF/Si1KSFvGm/gK+kshxlCi8ro=
+github.com/gabriel-vasile/mimetype v1.4.11 h1:AQvxbp830wPhHTqc1u7nzoLT+ZFxGY7emj5DR5DYFik=
+github.com/gabriel-vasile/mimetype v1.4.11/go.mod h1:d+9Oxyo1wTzWdyVUPMmXFvp4F9tea18J8ufA774AB3s=
+github.com/gin-contrib/cors v1.7.6 h1:3gQ8GMzs1Ylpf70y8bMw4fVpycXIeX1ZemuSQIsnQQY=
+github.com/gin-contrib/cors v1.7.6/go.mod h1:Ulcl+xN4jel9t1Ry8vqph23a60FwH9xVLd+3ykmTjOk=
 github.com/gin-contrib/gzip v0.0.6 h1:NjcunTcGAj5CO1gn4N8jHOSIeRFHIbn51z6K+xaN4d4=
 github.com/gin-contrib/gzip v0.0.6/go.mod h1:QOJlmV2xmayAjkNS2Y8NQsMneuRShOU/kjovCXNuzzk=
-github.com/gin-contrib/sse v0.1.0 h1:Y/yl/+YNO8GZSjAhjMsSuLt29uWRFHdHYUb5lYOV9qE=
-github.com/gin-contrib/sse v0.1.0/go.mod h1:RHrZQHXnP2xjPF+u1gW/2HnVO7nvIa9PG3Gm+fLHvGI=
-github.com/gin-gonic/gin v1.10.1 h1:T0ujvqyCSqRopADpgPgiTT63DUQVSfojyME59Ei63pQ=
-github.com/gin-gonic/gin v1.10.1/go.mod h1:4PMNQiOhvDRa013RKVbsiNwoyezlm2rm0uX/T7kzp5Y=
-github.com/go-openapi/jsonpointer v0.19.3/go.mod h1:Pl9vOtqEWErmShwVjC8pYs9cog34VGT37dQOVbmoatg=
-github.com/go-openapi/jsonpointer v0.19.5 h1:gZr+CIYByUqjcgeLXnQu2gHYQC9o73G2XUeOFYEICuY=
-github.com/go-openapi/jsonpointer v0.19.5/go.mod h1:Pl9vOtqEWErmShwVjC8pYs9cog34VGT37dQOVbmoatg=
-github.com/go-openapi/jsonreference v0.19.6 h1:UBIxjkht+AWIgYzCDSv2GN+E/togfwXUJFRTWhl2Jjs=
-github.com/go-openapi/jsonreference v0.19.6/go.mod h1:diGHMEHg2IqXZGKxqyvWdfWU/aim5Dprw5bqpKkTvns=
-github.com/go-openapi/spec v0.20.4 h1:O8hJrt0UMnhHcluhIdUgCLRWyM2x7QkBXRvOs7m+O1M=
-github.com/go-openapi/spec v0.20.4/go.mod h1:faYFR1CvsJZ0mNsmsphTMSoRrNV3TEDoAM7FOEWeq8I=
-github.com/go-openapi/swag v0.19.5/go.mod h1:POnQmlKehdgb5mhVOsnJFsivZCEZ/vjK9gh66Z9tfKk=
+github.com/gin-contrib/sse v1.1.0 h1:n0w2GMuUpWDVp7qSpvze6fAu9iRxJY4Hmj6AmBOU05w=
+github.com/gin-contrib/sse v1.1.0/go.mod h1:hxRZ5gVpWMT7Z0B0gSNYqqsSCNIJMjzvm6fqCz9vjwM=
+github.com/gin-gonic/gin v1.11.0 h1:OW/6PLjyusp2PPXtyxKHU0RbX6I/l28FTdDlae5ueWk=
+github.com/gin-gonic/gin v1.11.0/go.mod h1:+iq/FyxlGzII0KHiBGjuNn4UNENUlKbGlNmc+W50Dls=
+github.com/go-openapi/jsonpointer v0.22.4 h1:dZtK82WlNpVLDW2jlA1YCiVJFVqkED1MegOUy9kR5T4=
+github.com/go-openapi/jsonpointer v0.22.4/go.mod h1:elX9+UgznpFhgBuaMQ7iu4lvvX1nvNsesQ3oxmYTw80=
+github.com/go-openapi/jsonreference v0.21.4 h1:24qaE2y9bx/q3uRK/qN+TDwbok1NhbSmGjjySRCHtC8=
+github.com/go-openapi/jsonreference v0.21.4/go.mod h1:rIENPTjDbLpzQmQWCj5kKj3ZlmEh+EFVbz3RTUh30/4=
+github.com/go-openapi/spec v0.22.2 h1:KEU4Fb+Lp1qg0V4MxrSCPv403ZjBl8Lx1a83gIPU8Qc=
+github.com/go-openapi/spec v0.22.2/go.mod h1:iIImLODL2loCh3Vnox8TY2YWYJZjMAKYyLH2Mu8lOZs=
 github.com/go-openapi/swag v0.19.15 h1:D2NRCBzS9/pEY3gP9Nl8aDqGUcPFrwG2p+CNFrLyrCM=
-github.com/go-openapi/swag v0.19.15/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ=
+github.com/go-openapi/swag/conv v0.25.4 h1:/Dd7p0LZXczgUcC/Ikm1+YqVzkEeCc9LnOWjfkpkfe4=
+github.com/go-openapi/swag/conv v0.25.4/go.mod h1:3LXfie/lwoAv0NHoEuY1hjoFAYkvlqI/Bn5EQDD3PPU=
+github.com/go-openapi/swag/jsonname v0.25.4 h1:bZH0+MsS03MbnwBXYhuTttMOqk+5KcQ9869Vye1bNHI=
+github.com/go-openapi/swag/jsonname v0.25.4/go.mod h1:GPVEk9CWVhNvWhZgrnvRA6utbAltopbKwDu8mXNUMag=
+github.com/go-openapi/swag/jsonutils v0.25.4 h1:VSchfbGhD4UTf4vCdR2F4TLBdLwHyUDTd1/q4i+jGZA=
+github.com/go-openapi/swag/jsonutils v0.25.4/go.mod h1:7OYGXpvVFPn4PpaSdPHJBtF0iGnbEaTk8AvBkoWnaAY=
+github.com/go-openapi/swag/jsonutils/fixtures_test v0.25.4 h1:IACsSvBhiNJwlDix7wq39SS2Fh7lUOCJRmx/4SN4sVo=
+github.com/go-openapi/swag/jsonutils/fixtures_test v0.25.4/go.mod h1:Mt0Ost9l3cUzVv4OEZG+WSeoHwjWLnarzMePNDAOBiM=
+github.com/go-openapi/swag/loading v0.25.4 h1:jN4MvLj0X6yhCDduRsxDDw1aHe+ZWoLjW+9ZQWIKn2s=
+github.com/go-openapi/swag/loading v0.25.4/go.mod h1:rpUM1ZiyEP9+mNLIQUdMiD7dCETXvkkC30z53i+ftTE=
+github.com/go-openapi/swag/stringutils v0.25.4 h1:O6dU1Rd8bej4HPA3/CLPciNBBDwZj9HiEpdVsb8B5A8=
+github.com/go-openapi/swag/stringutils v0.25.4/go.mod h1:GTsRvhJW5xM5gkgiFe0fV3PUlFm0dr8vki6/VSRaZK0=
+github.com/go-openapi/swag/typeutils v0.25.4 h1:1/fbZOUN472NTc39zpa+YGHn3jzHWhv42wAJSN91wRw=
+github.com/go-openapi/swag/typeutils v0.25.4/go.mod h1:Ou7g//Wx8tTLS9vG0UmzfCsjZjKhpjxayRKTHXf2pTE=
+github.com/go-openapi/swag/yamlutils v0.25.4 h1:6jdaeSItEUb7ioS9lFoCZ65Cne1/RZtPBZ9A56h92Sw=
+github.com/go-openapi/swag/yamlutils v0.25.4/go.mod h1:MNzq1ulQu+yd8Kl7wPOut/YHAAU/H6hL91fF+E2RFwc=
+github.com/go-openapi/testify/enable/yaml/v2 v2.0.2 h1:0+Y41Pz1NkbTHz8NngxTuAXxEodtNSI1WG1c/m5Akw4=
+github.com/go-openapi/testify/enable/yaml/v2 v2.0.2/go.mod h1:kme83333GCtJQHXQ8UKX3IBZu6z8T5Dvy5+CW3NLUUg=
+github.com/go-openapi/testify/v2 v2.0.2 h1:X999g3jeLcoY8qctY/c/Z8iBHTbwLz7R2WXd6Ub6wls=
+github.com/go-openapi/testify/v2 v2.0.2/go.mod h1:HCPmvFFnheKK2BuwSA0TbbdxJ3I16pjwMkYkP4Ywn54=
 github.com/go-playground/assert/v2 v2.2.0 h1:JvknZsQTYeFEAhQwI4qEt9cyV5ONwRHC+lYKSsYSR8s=
 github.com/go-playground/assert/v2 v2.2.0/go.mod h1:VDjEfimB/XKnb+ZQfWdccd7VUvScMdVu0Titje2rxJ4=
 github.com/go-playground/locales v0.14.1 h1:EWaQ/wswjilfKLTECiXz7Rh+3BjFhfDFKv/oXslEjJA=
 github.com/go-playground/locales v0.14.1/go.mod h1:hxrqLVvrK65+Rwrd5Fc6F2O76J/NuW9t0sjnWqG1slY=
 github.com/go-playground/universal-translator v0.18.1 h1:Bcnm0ZwsGyWbCzImXv+pAJnYK9S473LQFuzCbDbfSFY=
 github.com/go-playground/universal-translator v0.18.1/go.mod h1:xekY+UJKNuX9WP91TpwSH2VMlDf28Uj24BCp08ZFTUY=
-github.com/go-playground/validator/v10 v10.20.0 h1:K9ISHbSaI0lyB2eWMPJo+kOS/FBExVwjEviJTixqxL8=
-github.com/go-playground/validator/v10 v10.20.0/go.mod h1:dbuPbCMFw/DrkbEynArYaCwl3amGuJotoKCe95atGMM=
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 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.7.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
-golang.org/x/net v0.38.0 h1:vRMAPTMaeGqVhG5QyLJHqNDwecKTomGeqbnfZyKlBI8=
-golang.org/x/net v0.38.0/go.mod h1:ivrbrMbzFq5J41QOQh0siUuly180yBYtLp+CKbEaFx8=
+golang.org/x/net v0.48.0 h1:zyQRTTrjc33Lhh0fBgT/H3oZq9WuvRR5gPC70xpDiQU=
+golang.org/x/net v0.48.0/go.mod h1:+ndRgGjkh8FGtu1w1FGbEC31if4VrNVMuKTgcAAnQRY=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.12.0 h1:MHc5BpPuC30uJk597Ri8TV3CNZcTLu6B6z4lJy+g6Jw=
-golang.org/x/sync v0.12.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
-golang.org/x/sys v0.0.0-20210420072515-93ed5bcd2bfe/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.31.0 h1:ioabZlmFYtWhL+TRYpcnNlLwhyxaM9kWTDEmfnprqik=
-golang.org/x/sys v0.31.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/sys v0.39.0 h1:CvCKL8MeisomCi6qNZ+wbb0DN9E5AATixKsvNtMoMFk=
+golang.org/x/sys v0.39.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.23.0 h1:D71I7dUrlY+VX0gQShAThNGHFxZ13dGLBHQLVl1mJlY=
-golang.org/x/text v0.23.0/go.mod h1:/BLNzu4aZCJ1+kcD0DNRotWKage4q2rGVAg4o22unh4=
+golang.org/x/text v0.32.0 h1:ZD01bjUt1FQ9WJ0ClOL5vxgxOI/sVCNgX1YtKwcY0mU=
+golang.org/x/text v0.32.0/go.mod h1:o/rUWzghvpD5TXrTIBuJU77MTaN0ljMWE47kxGJQ7jY=
+golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
+golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
-golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d h1:vU5i/LfpvrRCpgM/VPfJLg5KjxD3E+hfT1SH+d9zLwg=
-golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
+golang.org/x/tools v0.40.0 h1:yLkxfA+Qnul4cs9QA3KnlFu0lVmd8JJfoq+E41uSutA=
+golang.org/x/tools v0.40.0/go.mod h1:Ik/tzLRlbscWpqqMRjyWYDisX8bG13FrdXp3o4Sr9lc=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-google.golang.org/protobuf v1.34.1 h1:9ddQBjfCyZPOHPUiPxpYESBLc+T8P3E+Vo4IbKZgFWg=
-google.golang.org/protobuf v1.34.1/go.mod h1:c6P6GXX6sHbq/GpV6MGZEdwhWPcYBgnhAHhKbcUYpos=
+google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
+google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
-gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
-gopkg.in/check.v1 v1.0.0-20200227125254-8fa46927fb4f/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
-gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
-gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
-gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-gopkg.in/yaml.v3 v3.0.0-20200615113413-eeeca48fe776/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-gorm.io/driver/mysql v1.5.1 h1:WUEH5VF9obL/lTtzjmML/5e6VfFR/788coz2uaVCAZw=
-gorm.io/driver/mysql v1.5.1/go.mod h1:Jo3Xu7mMhCyj8dlrb3WoCaRd1FhsVh+yMXb1jUInf5o=
-gorm.io/gorm v1.25.1/go.mod h1:L4uxeKpfBml98NYqVqwAdmV1a2nBtAec/cf3fpucW/k=
-gorm.io/gorm v1.25.4 h1:iyNd8fNAe8W9dvtlgeRI5zSVZPsq3OpcTu37cYcpCmw=
-gorm.io/gorm v1.25.4/go.mod h1:L4uxeKpfBml98NYqVqwAdmV1a2nBtAec/cf3fpucW/k=
-nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50=
-rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=
+gorm.io/driver/mysql v1.6.0 h1:eNbLmNTpPpTOVZi8MMxCi2aaIm0ZpInbORNXDwyLGvg=
+gorm.io/driver/mysql v1.6.0/go.mod h1:D/oCC2GWK3M/dqoLxnOlaNKmXz8WNTfcS9y5ovaSqKo=
+gorm.io/gorm v1.31.1 h1:7CA8FTFz/gRfgqgpeKIBcervUn3xSyPUmr6B2WXJ7kg=
+gorm.io/gorm v1.31.1/go.mod h1:XyQVbO2k6YkOis7C2437jSit3SsDK72s7n7rsSHd+Gs=

From b0f6f240f1beb9fa19231439cded4de1bf3ecaee Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:27:37 +0800
Subject: [PATCH 07/10] =?UTF-8?q?=E4=BD=BF=E7=94=A8=E4=BC=98=E5=8C=96?=
 =?UTF-8?q?=E7=89=88?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/internal/service/webhook/manager/managers.go | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/backend/internal/service/webhook/manager/managers.go b/backend/internal/service/webhook/manager/managers.go
index 074d275..4b00c73 100644
--- a/backend/internal/service/webhook/manager/managers.go
+++ b/backend/internal/service/webhook/manager/managers.go
@@ -62,7 +62,7 @@ type RAGServiceManagerImpl struct {
 
 // NewRAGServiceManagerImpl 创建RAG服务管理器实现
 func NewRAGServiceManagerImpl() *RAGServiceManagerImpl {
-	service, _ := gitlab_service.CreateRAGClient("")
+	service, _ := gitlab_service.NewOptimizedRAGClient(nil)
 	return &RAGServiceManagerImpl{
 		service: service,
 	}

From 8a62730270a5dfc4723d226499b494462c6319f6 Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:28:37 +0800
Subject: [PATCH 08/10] =?UTF-8?q?=E8=8E=B7=E5=8F=96=E5=8F=98=E6=9B=B4?=
 =?UTF-8?q?=E5=86=85=E5=AE=B9=E7=9A=84=E5=85=A8=E9=83=A8=E4=B8=8A=E4=B8=8B?=
 =?UTF-8?q?=E6=96=87?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../service/webhook/processors/rag_service.go | 91 +++++++++++++------
 1 file changed, 64 insertions(+), 27 deletions(-)

diff --git a/backend/internal/service/webhook/processors/rag_service.go b/backend/internal/service/webhook/processors/rag_service.go
index 459a570..614b001 100644
--- a/backend/internal/service/webhook/processors/rag_service.go
+++ b/backend/internal/service/webhook/processors/rag_service.go
@@ -12,6 +12,7 @@ import (
 	"code-review-go/internal/service/webhook/helpers"
 	"code-review-go/internal/service/webhook/manager"
 	"context"
+	"encoding/json"
 	"fmt"
 	"strconv"
 	"strings"
@@ -37,6 +38,7 @@ type AnalysisData struct {
 	GitURL       string
 	DiffStr      string
 	CommentType  int8
+	DiffCtx      map[string]string
 }
 
 var (
@@ -223,6 +225,11 @@ func (m *MainServiceManager) PrepareData(body dto.WebhookBody) (*AnalysisData, e
 	// 获取差异信息
 	diff := helpers.GetMergeDiff(gitlabInfo.Config.API, body.Project.ID, body.ObjectAttributes.IID, gitlabToken)
 
+	// 获取提交代码内容
+	commitCode, err := gitlab_service.GetCommitCodeContent(gitlabInfo.Config.API, body.Project.ID, mergeRequest.Sha, gitlabToken)
+	if err != nil {
+		return nil, fmt.Errorf("获取提交代码内容失败: %v", err)
+	}
 	// 获取AI配置
 	aiConfig, _ := cache.GetAIConfigCache()
 
@@ -236,7 +243,7 @@ func (m *MainServiceManager) PrepareData(body dto.WebhookBody) (*AnalysisData, e
 	gitURL := m.buildGitURL(mergeRequest.WebURL)
 
 	// 构建差异字符串
-	diffStr := m.buildDiffString(diff)
+	diffStr := m.buildDiffPrompt(diff, commitCode)
 
 	return &AnalysisData{
 		GitlabInfo:   &gitlabInfo,
@@ -327,6 +334,30 @@ func (m *MainServiceManager) buildDiffString(diff []model.Change) string {
 	return diffStr.String()
 }
 
+// buildDiffString 构建差异字符串
+func (m *MainServiceManager) buildDiffPrompt(diff []model.Change, contentCtx []model.Change) string {
+	var diffStr strings.Builder
+	for _, change := range diff {
+		diffStr.WriteString(fmt.Sprintf("旧文件路径：%s\n", change.OldPath))
+		diffStr.WriteString(fmt.Sprintf("新文件路径：%s\n", change.NewPath))
+		diffStr.WriteString(fmt.Sprintf("是否为新文件：%v\n", change.NewFile))
+		diffStr.WriteString(fmt.Sprintf("是否重命名：%v\n", change.RenamedFile))
+		diffStr.WriteString(fmt.Sprintf("是否删除：%v\n", change.DeletedFile))
+		diffStr.WriteString("差异：")
+		diffStr.WriteString(change.Diff)
+		diffStr.WriteString("\n")
+		for _, ctx := range contentCtx {
+			if ctx.NewPath == change.NewPath && change.NewFile == false {
+				diffStr.WriteString("上下文:\n")
+				diffStr.WriteString(ctx.Diff)
+				break
+			}
+		}
+		diffStr.WriteString("\n")
+	}
+	return diffStr.String()
+}
+
 // PerformRAGAnalysis 执行RAG分析
 func (m *MainServiceManager) PerformRAGAnalysis(data *AnalysisData) (string, error) {
 	// 准备RAG服务请求
@@ -337,6 +368,9 @@ func (m *MainServiceManager) PerformRAGAnalysis(data *AnalysisData) (string, err
 		Query:       data.FinalRule,
 		GitlabToken: data.GitlabToken,
 	}
+	marshal, _ := json.Marshal(req)
+
+	fmt.Println("RAG Req:", string(marshal))
 
 	// 调用RAG服务
 	ragService := m.coordinator.GetRAGService()
@@ -377,10 +411,15 @@ func (m *MainServiceManager) GenerateEnhancedPrompt(ragResult string, data *Anal
 }
 
 // PerformAIEnhancement 执行AI增强分析
-func (m *MainServiceManager) PerformAIEnhancement(prompt string, data *AnalysisData) (string, error) {
+func (m *MainServiceManager) PerformAIEnhancement(data *AnalysisData) (string, error) {
 	// 调用AI服务
 	aiService := m.coordinator.GetAIService()
-	comments, err := aiService.CallAI(prompt)
+
+	rules := []map[string]string{
+		{"role": "system", "content": data.FinalRule},
+		{"role": "user", "content": data.DiffStr},
+	}
+	comments, err := aiService.CallAI(rules)
 	if err != nil {
 		return "", fmt.Errorf("调用AI服务失败: %v", err)
 	}
@@ -467,18 +506,18 @@ func (m *MainServiceManager) SendNotifications(body dto.WebhookBody, comments st
 		}
 
 		// 推送webhook通知
-		err = notificationService.SendWebhookNotification(
-			data.GitlabInfo.Config.WebhookURL,
-			int(data.GitlabInfo.Config.WebhookStatus),
-			body.Project.PathWithNamespace,
-			body.ObjectAttributes.MergeURL,
-			comments,
-			aiMessageID,
-			data.MergeRequest,
-		)
-		if err != nil {
-			fmt.Printf("发送Webhook通知失败: %v\n", err)
+		if data.GitlabInfo.Config.WebhookURL != "" && data.GitlabInfo.Config.WebhookStatus == 1 {
+			err = notificationService.SendWebhookNotification(
+				data.GitlabInfo.Config.WebhookURL,
+				body,
+				comments,
+				data.MergeRequest,
+			)
+			if err != nil {
+				fmt.Printf("发送Webhook通知失败: %v\n", err)
+			}
 		}
+
 	case "push":
 		// Push 事件：发送 GitLab 评论和 webhook 通知
 		fmt.Printf("Push事件：开始发送GitLab评论和webhook通知\n")
@@ -521,20 +560,18 @@ func (m *MainServiceManager) SendNotifications(body dto.WebhookBody, comments st
 		}
 
 		// 2. 发送 webhook 通知
-		pushWebhookURL := fmt.Sprintf("%s/-/commits/%s", data.GitlabInfo.Config.WebhookURL, body.After)
-
-		err := notificationService.SendWebhookNotification(
-			data.GitlabInfo.Config.WebhookURL,
-			int(data.GitlabInfo.Config.WebhookStatus),
-			body.Project.PathWithNamespace,
-			pushWebhookURL,
-			comments,
-			aiMessageID,
-			data.MergeRequest,
-		)
-		if err != nil {
-			fmt.Printf("发送Push事件Webhook通知失败: %v\n", err)
+		if data.GitlabInfo.Config.WebhookURL != "" && data.GitlabInfo.Config.WebhookStatus == 1 {
+			err := notificationService.SendWebhookNotification(
+				data.GitlabInfo.Config.WebhookURL,
+				body,
+				comments,
+				data.MergeRequest,
+			)
+			if err != nil {
+				fmt.Printf("发送Push事件Webhook通知失败: %v\n", err)
+			}
 		}
+
 	default:
 		fmt.Printf("未知的事件类型: %s，跳过通知发送\n", body.ObjectKind)
 	}

From e1e3b128dcf7efd9b52c83c389c656b3b361032f Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:30:56 +0800
Subject: [PATCH 09/10] =?UTF-8?q?=E6=9B=B4=E6=96=B0=E6=8E=A8=E9=80=81?=
 =?UTF-8?q?=E6=A0=BC=E5=BC=8F?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../gitlab_service/notification_service.go    | 27 ++++++++++---------
 1 file changed, 15 insertions(+), 12 deletions(-)

diff --git a/backend/internal/service/gitlab_service/notification_service.go b/backend/internal/service/gitlab_service/notification_service.go
index 232b84a..ddea92d 100644
--- a/backend/internal/service/gitlab_service/notification_service.go
+++ b/backend/internal/service/gitlab_service/notification_service.go
@@ -9,6 +9,7 @@ import (
 	"fmt"
 	"strings"
 	"sync"
+	"time"
 )
 
 // NotificationServiceImpl 通知服务实现
@@ -48,18 +49,20 @@ func (n *NotificationServiceImpl) SendLineComments(api, token string, projectID,
 }
 
 // SendWebhookNotification 发送Webhook通知
-func (n *NotificationServiceImpl) SendWebhookNotification(webhookURL string, status int, projectNamespace, mergeURL, comments string, aiMessageID uint, mergeRequest *model.MergeRequestInfo) error {
-	pushWebhookIfNeeded(webhookURL, int8(status), projectNamespace, mergeURL, comments, aiMessageID, mergeRequest)
-	return nil
-}
-
-// pushWebhookIfNeeded 推送webhook通知
-func pushWebhookIfNeeded(webhookURL string, webhookStatus int8, pathWithNamespace, mergeURL, comments string, aiMessageId uint, mergeRequest *model.MergeRequestInfo) {
-	if webhookURL != "" && webhookStatus == 1 {
-		webhookContent := pushWeChatInfo(pathWithNamespace, mergeURL, comments, aiMessageId)
-		_ = ai.SendMarkdownToWechatBot(webhookURL, webhookContent)
-		fmt.Println("推送webhook成功", mergeRequest)
-	}
+func (n *NotificationServiceImpl) SendWebhookNotification(webhookURL string, dto dto.WebhookBody, comments string, mergeRequest *model.MergeRequestInfo) (error error) {
+
+	parse, _ := time.Parse(time.RFC3339, mergeRequest.UpdatedAt)
+	upTime := parse.Add(time.Hour * 8)
+	webUrl := strings.Replace(mergeRequest.WebURL, "http://", "https://", -1)
+	webhookContent := fmt.Sprintf(
+		"**项目**： ["+dto.Project.PathWithNamespace+"]("+webUrl+")\n"+
+			"**标题**： "+mergeRequest.Title+"\n"+
+			"**MR**：: "+dto.ObjectAttributes.SourceBranch+" ➡️ "+dto.ObjectAttributes.TargetBranch+"\n"+
+			"**更新时间**：:"+upTime.Format(time.DateTime)+"\n"+
+			"**提交人**：:"+dto.User.Name+"\n"+
+			"%s", comments)
+
+	return ai.SendMarkdownToWechatBot(webhookURL, webhookContent)
 }
 
 // pushWeChatInfo 构建企业微信推送信息

From 40a8f1acfb19c82853a2134553caa414560a3f8d Mon Sep 17 00:00:00 2001
From: wangxi <wangxi@cocos.com>
Date: Fri, 19 Dec 2025 16:31:17 +0800
Subject: [PATCH 10/10] =?UTF-8?q?=E6=8F=90=E7=A4=BA=E8=AF=8D=E8=B0=83?=
 =?UTF-8?q?=E6=95=B4?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../service/webhook/processors/merge_request_service.go   | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/backend/internal/service/webhook/processors/merge_request_service.go b/backend/internal/service/webhook/processors/merge_request_service.go
index 37c851a..085091e 100644
--- a/backend/internal/service/webhook/processors/merge_request_service.go
+++ b/backend/internal/service/webhook/processors/merge_request_service.go
@@ -77,15 +77,15 @@ func CheckMergeRequestWithAI(body dto.WebhookBody) (string, error) {
 		}
 		// 生成提示词
 		// 读取gitlab中的评论类型，然后选择不同的提示词
-		if data.GitlabInfo.CommentType == utils.CommentTypeCommon {
-			prompt = utils.GenerateAICheckCommonPrompt(gitlabPrompt, data.MergeRequest.Title, data.MergeRequest.Description, data.DiffStr)
-		} else {
+		if data.GitlabInfo.CommentType == utils.CommentTypeInline {
 			prompt = utils.GenerateAICheckInlinePrompt(gitlabPrompt, data.MergeRequest.Title, data.MergeRequest.Description, data.DiffStr)
+		} else {
+			prompt = data.FinalRule
 		}
 		// fmt.Printf("AI CodeReview分析的提示词: %s\n", prompt)
 	}
 	// AI检查
-	result, err := manager.PerformAIEnhancement(prompt, data)
+	result, err := manager.PerformAIEnhancement(data)
 	if err != nil {
 		sendFailureNotification(manager, body, fmt.Sprintf("AI CodeReview分析失败: %v", err))
 		return "", err