Update test_demo/demo_flaws.py

Reviewed-on: #11

Dockerfile

@@ -0,0 +1,34 @@
+# 使用中科大镜像源的 Python 基础镜像
+FROM python:3.11.15-slim
+
+# 设置工作目录
+WORKDIR /app
+
+# 设置环境变量
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+ENV FLASK_RUN_HOST=0.0.0.0
+
+# 安装系统依赖（用于 git 等工具）
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    git \
+    && rm -rf /var/lib/apt/lists/*
+
+# 复制依赖文件
+COPY requirements.txt .
+
+# 安装 Python 依赖（显式安装，避免缓存导致遗漏）
+RUN pip install --no-cache-dir -r requirements.txt \
+    && pip install --no-cache-dir "GitPython>=3.1.0" "gitdb>=4.0.1" "smmap>=3.0.1"
+
+# 复制应用代码
+COPY . .
+
+# 创建报告目录
+RUN mkdir -p reports
+
+# 暴露端口
+EXPOSE 5000
+
+# 启动应用
+CMD ["python", "app.py"]

README.md

@@ -0,0 +1,109 @@
+# AI 代码质量扫描系统
+
+自动化代码质量扫描工具，监听 PR 事件，自动扫描代码缺陷并提供合并决策支持。
+
+## 工作流程
+
+```
+┌──────────┐    1. 创建 PR    ┌────────────┐
+│  Gitea   │ ───────────────► │   Webhook  │
+└──────────┘                  │   Server   │
+                              └─────┬──────┘
+                                    │ 2. 拉取代码、扫描、存库
+                                    ▼
+                              ┌────────────┐
+                              │  SQLite    │
+                              │  Database  │
+                              └────────────┘
+                                    │ 3. 前端查询
+                                    ▼
+                              ┌────────────┐
+                              │  前端页面   │
+                              └────────────┘
+```
+
+## 三个核心功能
+
+### 1. PR 创建
+
+- Gitea 仓库创建 PR 时自动触发扫描
+- 支持事件：`opened`、`reopened`、`synchronize`
+
+### 2. 后端处理
+
+- 拉取 PR 对应的代码
+- 执行代码扫描（Python/JavaScript/TypeScript）
+- AI 智能审查代码缺陷
+- 扫描结果存入 SQLite 数据库
+
+### 3. 前端功能
+
+- 查询所有 PR 及扫描状态
+- 查看每个 PR 的缺陷详情
+- 一键「拒绝合并」或「同意合并」
+
+## 快速开始
+
+```bash
+# 安装依赖
+pip install -r requirements.txt
+
+# 运行服务
+python app.py
+```
+
+访问 http://localhost:5000 查看前端页面。
+
+## Docker 部署
+
+### 1. 构建镜像
+
+```bash
+docker buildx build --load --push -t dcr-by1jwyxk44.71826370.xyz/whlaoding/code-scan:latest .
+```
+
+### 2. 登录仓库
+
+```bash
+docker login dcr-by1jwyxk44.71826370.xyz
+```
+
+### 3. Push 到仓库
+
+```bash
+docker run -d --name code-scan -p 5000:5000  dcr-by1jwyxk44.71826370.xyz/whlaoding/code-scan:latest
+```
+
+### 4. 使用 docker compose 启动
+
+```bash
+# 启动服务
+docker compose up -d
+
+# 查看日志
+docker compose logs -f
+
+# 停止服务
+docker compose down
+```
+
+## 配置
+
+配置文件 `config.yaml`：
+
+```yaml
+server:
+  host: "0.0.0.0"
+  port: 5000
+
+gitea:
+  base_url: "https://code.deep-pilot.chat"
+  webhook_secret: "xxx"
+  api_token: "xxx"
+
+ai:
+  provider: "api"
+  model: "qwen3.5-plus"
+  api_url: "https://dashscope.aliyuncs.com/compatible-mode/v1"
+  api_key: "sk-xxx"
+```

app.py

@@ -2,21 +2,27 @@
 # -*- coding: utf-8 -*-
 
 import os
+import time
 import logging
+import traceback
 from typing import Dict, Tuple, Any
+import json
 
 
 os.environ.setdefault('FLASK_RUN_HOST', '0.0.0.0')
 
-from flask import Flask, request, jsonify
+from flask import Flask, request, jsonify, send_from_directory
 import yaml
 from webhook.handler import GiteaWebhookHandler
 from scanner.python_scanner import PythonScanner
 from scanner.js_scanner import JavaScriptScanner
 from scanner.security_scanner import SecurityScanner
 from scanner.ai_reviewer import AIReviewer
+from scanner.diff_parser import merge_issues_with_code
 from report.generator import ReportGenerator
 from notify.feishu import FeishuNotifier
+from gitea_client import GiteaClient
+from db import PRScanDB
 
 # 配置日志
 logging.basicConfig(
@@ -47,6 +53,7 @@ security_scanner = SecurityScanner(config.get('scanner', {}))
 ai_reviewer = AIReviewer(config.get('ai', {}))
 report_generator = ReportGenerator(config.get('report', {}))
 feishu_notifier = FeishuNotifier(config['feishu'])
+gitea_client = GiteaClient(config['gitea'])
 
 
 @app.route('/')
@@ -125,21 +132,27 @@ def handle_gitea_webhook():
 
                 # Python 扫描
                 if 'python' in config.get('scanner', {}).get('languages', []):
+                    start_time = time.time()
                     scan_results['python'] = python_scanner.scan(
                         clone_url, commit_id, branch
                     )
+                    logger.info(f"[TIMER] Python 扫描耗时: {time.time() - start_time:.2f}秒")
 
                 # JavaScript/TypeScript 扫描
                 if any(lang in config.get('scanner', {}).get('languages', [])
                        for lang in ['javascript', 'typescript']):
+                    start_time = time.time()
                     scan_results['javascript'] = js_scanner.scan(
                         clone_url, commit_id, branch
                     )
+                    logger.info(f"[TIMER] JavaScript 扫描耗时: {time.time() - start_time:.2f}秒")
 
                 # 安全扫描
+                start_time = time.time()
                 scan_results['security'] = security_scanner.scan(
                     clone_url, commit_id, branch
                 )
+                logger.info(f"[TIMER] 安全扫描耗时: {time.time() - start_time:.2f}秒")
 
                 # 生成报告
                 report = report_generator.generate(
@@ -171,12 +184,6 @@ def handle_gitea_webhook():
 def handle_pull_request(payload: Dict[str, Any]) -> Tuple[Dict, int]:
     """
     处理 Pull Request 事件
-
-    Args:
-        payload: Webhook payload
-
-    Returns:
-        JSON 响应和状态码
     """
     try:
         # 解析 PR 事件
@@ -207,32 +214,73 @@ def handle_pull_request(payload: Dict[str, Any]) -> Tuple[Dict, int]:
                 if web_url:
                     clone_url = web_url.rstrip('/') + '.git'
 
+            # 获取 PR 中变更的文件列表
+            changed_files = []
+            try:
+                if '/' in repo_name:
+                    repo_owner, repo_name_only = repo_name.split('/', 1)
+                else:
+                    repo_owner = 'Bosch_Demo'
+                    repo_name_only = repo_name
+
+                pr_files = gitea_client.get_pull_request_files(repo_owner, repo_name_only, pr_number)
+                if pr_files:
+                    changed_files = [f.get('filename', '') for f in pr_files if f.get('filename')]
+                    logger.info(f"获取到 PR #{pr_number} 的变更文件: {changed_files}")
+            except Exception as e:
+                logger.warning(f"获取 PR 文件列表失败: {e}")
+
             # 执行代码扫描
             scan_results = {}
 
             # Python 扫描
             if 'python' in config.get('scanner', {}).get('languages', []):
+                start_time = time.time()
                 scan_results['python'] = python_scanner.scan(
-                    clone_url, source_sha, source_branch
+                    clone_url, source_sha, source_branch, changed_files
                 )
+                logger.info(f"[TIMER] Python 扫描耗时: {time.time() - start_time:.2f}秒")
 
             # JavaScript/TypeScript 扫描
             if any(lang in config.get('scanner', {}).get('languages', [])
                    for lang in ['javascript', 'typescript']):
+                start_time = time.time()
                 scan_results['javascript'] = js_scanner.scan(
-                    clone_url, source_sha, source_branch
+                    clone_url, source_sha, source_branch, changed_files
                 )
+                logger.info(f"[TIMER] JavaScript 扫描耗时: {time.time() - start_time:.2f}秒")
 
             # 安全扫描
+            start_time = time.time()
             scan_results['security'] = security_scanner.scan(
-                clone_url, source_sha, source_branch
+                clone_url, source_sha, source_branch, changed_files
             )
+            logger.info(f"[TIMER] 安全扫描耗时: {time.time() - start_time:.2f}秒")
 
             # AI 代码审查
             if config.get('ai', {}).get('enabled', False):
+                start_time = time.time()
                 scan_results['ai'] = ai_reviewer.scan(
-                    clone_url, source_sha, source_branch
+                    clone_url, source_sha, source_branch, changed_files
                 )
+                logger.info(f"[TIMER] AI 扫描耗时: {time.time() - start_time:.2f}秒")
+
+            # 获取 PR 的代码差异，用于将问题与代码片段关联
+            pr_diff = None
+            try:
+                pr_diff = gitea_client.get_pull_request_diff(repo_owner, repo_name_only, pr_number)
+                logger.info(f"已获取 PR #{pr_number} 的 diff，长度: {len(pr_diff) if pr_diff else 0}")
+            except Exception as e:
+                logger.warning(f"获取 PR diff 失败: {e}")
+
+            # 将问题与代码片段关联
+            scan_details_with_code = merge_issues_with_code(scan_results, pr_diff or '')
+            logger.info(f"[DEBUG] scan_results keys: {list(scan_results.keys())}")
+            for k, v in scan_results.items():
+                if isinstance(v, dict):
+                    issues_cnt = len(v.get('issues', []))
+                    logger.info(f"[DEBUG] scan_results['{k}'] issues count: {issues_cnt}")
+            logger.info(f"[DEBUG] scan_details_with_code scanners: {[s.get('name') for s in scan_details_with_code.get('scanners', [])] if scan_details_with_code else 'None'}")
 
             # 生成报告
             commit_message = f'PR #{pr_number}: {pr_title}'
@@ -244,15 +292,29 @@ def handle_pull_request(payload: Dict[str, Any]) -> Tuple[Dict, int]:
                 author=author,
                 scan_results=scan_results,
                 pr_url=pr_url,
-                target_branch=target_branch
+                target_branch=target_branch,
+                pr_number=pr_number
             )
 
             # 发送飞书通知
             feishu_notifier.send_report(report)
 
+            # 保存扫描结果到数据库
+            pr_info_for_db = {
+                'repo_name': repo_name,
+                'pr_number': pr_number,
+                'pr_title': pr_title,
+                'pr_url': pr_url,
+                'source_branch': source_branch,
+                'target_branch': target_branch,
+                'author': author
+            }
+            PRScanDB.save_pr_scan(pr_info_for_db, scan_results, report.get('file_path'), scan_details_with_code)
+
             logger.info(f'PR #{pr_number} 扫描完成')
 
         except Exception as e:
+            traceback.print_exc()
             logger.error(f'扫描 PR #{pr_number} 失败: {str(e)}')
             return jsonify({'error': str(e)}), 500
 
@@ -279,13 +341,19 @@ def manual_scan():
         scan_results = {}
 
         if 'python' in config.get('scanner', {}).get('languages', []):
+            start_time = time.time()
             scan_results['python'] = python_scanner.scan(repo_url, commit_id, branch)
+            logger.info(f"[TIMER] Python 扫描耗时: {time.time() - start_time:.2f}秒")
 
         if any(lang in config.get('scanner', {}).get('languages', [])
                for lang in ['javascript', 'typescript']):
+            start_time = time.time()
             scan_results['javascript'] = js_scanner.scan(repo_url, commit_id, branch)
+            logger.info(f"[TIMER] JavaScript 扫描耗时: {time.time() - start_time:.2f}秒")
 
+        start_time = time.time()
         scan_results['security'] = security_scanner.scan(repo_url, commit_id, branch)
+        logger.info(f"[TIMER] 安全扫描耗时: {time.time() - start_time:.2f}秒")
 
         # 生成报告
         report = report_generator.generate(
@@ -306,10 +374,617 @@ def manual_scan():
         }), 200
 
     except Exception as e:
-        logger.error(f'手动扫描失败: {str(e)}', exc_info=True)
+        logger.error(f'手动扫描失败: {str(e)}')
         return jsonify({'error': str(e)}), 500
 
 
+@app.route('/feishu/card_action', methods=['POST'])
+def handle_feishu_card_action():
+    """处理飞书卡片按钮点击事件"""
+    try:
+        payload = request.json
+        logger.info(f'收到飞书卡片回调: {payload}')
+
+        # 处理 URL 验证请求
+        challenge = payload.get('challenge')
+        if challenge:
+            logger.info('处理 URL 验证请求')
+            return jsonify({'challenge': challenge}), 200
+
+        # 解析回调数据
+        action_data = payload.get('action', {})
+        if not action_data:
+            action_data = payload.get('value', {})
+
+        action_type = action_data.get('action')
+        owner = action_data.get('owner')
+        repo = action_data.get('repo')
+        pr_number = action_data.get('pr_number')
+        pr_url = action_data.get('pr_url')
+
+        if not all([action_type, owner, repo, pr_number]):
+            logger.error('卡片回调数据不完整')
+            return jsonify({'error': 'Missing required parameters'}), 400
+
+        logger.info(f'执行操作: {action_type}, PR: {owner}/{repo}#{pr_number}')
+
+        # 执行对应操作
+        if action_type == 'merge':
+            success = gitea_client.merge_pull_request(
+                owner=owner,
+                repo=repo,
+                pr_number=int(pr_number),
+                merge_message=f'通过飞书机器人合并 PR #{pr_number}'
+            )
+            result_message = '✅ **已合并 PR**' if success else '❌ **合并失败**'
+        elif action_type == 'close':
+            success = gitea_client.close_pull_request(
+                owner=owner,
+                repo=repo,
+                pr_number=int(pr_number)
+            )
+            result_message = '✅ **已关闭 PR（取消合并）**' if success else '❌ **关闭失败**'
+        else:
+            result_message = f'⚠️ **未知操作: {action_type}**'
+
+        # 发送操作结果到飞书
+        result_text = f"{result_message}\n\n**PR:** {owner}/{repo}#{pr_number}\n**链接:** [查看PR]({pr_url})"
+        feishu_notifier.send_simple_message('PR 操作结果', result_text)
+
+        return jsonify({'status': 'ok', 'message': result_message}), 200
+
+    except Exception as e:
+        logger.error(f'处理飞书卡片回调失败: {str(e)}', exc_info=True)
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/feishu/webhook', methods=['POST'])
+def handle_feishu_webhook():
+    """处理飞书开放平台的验证回调"""
+    try:
+        payload = request.json
+
+        # 处理验证请求
+        challenge = payload.get('challenge')
+        if challenge:
+            return jsonify({'challenge': challenge}), 200
+
+        # 处理消息事件
+        event_type = payload.get('type')
+        if event_type == 'url_verification':
+            return jsonify({'challenge': payload.get('challenge')}), 200
+
+        logger.info(f'收到飞书事件: {event_type}')
+        return jsonify({'status': 'ok'}), 200
+
+    except Exception as e:
+        logger.error(f'处理飞书 Webhook 失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+# ============================================
+# 扫描管理平台 API
+# ============================================
+
+@app.route('/api/prs')
+def api_get_prs():
+    """获取所有 PR 列表"""
+    try:
+        state = request.args.get('state')
+        prs = PRScanDB.get_all_prs(state=state)
+
+        # 转换 scan_result 字符串为对象
+        for pr in prs:
+            if pr.get('scan_result') and isinstance(pr['scan_result'], str):
+                try:
+                    pr['scan_result'] = json.loads(pr['scan_result'])
+                except:
+                    pass
+            if pr.get('ai_review') and isinstance(pr['ai_review'], str):
+                try:
+                    pr['ai_review'] = json.loads(pr['ai_review'])
+                except:
+                    pass
+
+        return jsonify(prs)
+    except Exception as e:
+        logger.error(f'获取 PR 列表失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>')
+def api_get_pr(pr_id):
+    """获取单个 PR 详情"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+
+        # 转换 JSON 字段
+        if pr.get('scan_result') and isinstance(pr['scan_result'], str):
+            try:
+                pr['scan_result'] = json.loads(pr['scan_result'])
+            except:
+                pass
+        if pr.get('ai_review') and isinstance(pr['ai_review'], str):
+            try:
+                pr['ai_review'] = json.loads(pr['ai_review'])
+            except:
+                pass
+
+        # 返回带代码片段的扫描详情
+        if pr.get('scan_details_with_code') and isinstance(pr['scan_details_with_code'], str):
+            try:
+                pr['scan_details_with_code'] = json.loads(pr['scan_details_with_code'])
+            except:
+                pass
+
+        return jsonify(pr)
+    except Exception as e:
+        logger.error(f'获取 PR 详情失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/diff')
+def api_get_pr_diff(pr_id):
+    """获取 PR 的代码差异"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+
+        repo_name = pr.get('repo_name', '')
+        pr_number = pr.get('pr_number', 0)
+
+        if not repo_name or not pr_number:
+            return jsonify({'error': 'PR 信息不完整'}), 400
+
+        # 解析 owner 和 repo
+        if '/' in repo_name:
+            owner, repo = repo_name.split('/', 1)
+        else:
+            owner = 'Bosch_Demo'  # 默认
+            repo = repo_name
+
+        logger.info(f"获取 PR #{pr_number} ({owner}/{repo}) 的 diff")
+
+        # 获取 diff
+        diff = gitea_client.get_pull_request_diff(owner, repo, pr_number)
+        if diff is None:
+            return jsonify({'error': '获取 diff 失败'}), 500
+
+        return jsonify({
+            'diff': diff,
+            'pr_number': pr_number,
+            'repo_name': repo_name
+        })
+
+    except Exception as e:
+        logger.error(f'获取 PR diff 失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/files')
+def api_get_pr_files(pr_id):
+    """获取 PR 变更文件列表（用于左侧树状展示）"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+        repo_name = pr.get('repo_name', '')
+        pr_number = pr.get('pr_number', 0)
+        if not repo_name or not pr_number:
+            return jsonify({'error': 'PR 信息不完整'}), 400
+        if '/' in repo_name:
+            owner, repo = repo_name.split('/', 1)
+        else:
+            owner, repo = 'Bosch_Demo', repo_name
+        files = gitea_client.get_pull_request_files(owner, repo, pr_number)
+        if files is None:
+            return jsonify({'error': '获取文件列表失败'}), 500
+        return jsonify({'files': files, 'repo_name': repo_name})
+    except Exception as e:
+        logger.error(f'获取 PR 文件列表失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/file')
+def api_get_pr_file_content(pr_id):
+    """获取 PR 中某文件在源分支上的完整内容"""
+    try:
+        path = request.args.get('path')
+        if not path:
+            return jsonify({'error': '缺少 path 参数'}), 400
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+        repo_name = pr.get('repo_name', '')
+        pr_number = pr.get('pr_number', 0)
+        if not repo_name or not pr_number:
+            return jsonify({'error': 'PR 信息不完整'}), 400
+        if '/' in repo_name:
+            owner, repo = repo_name.split('/', 1)
+        else:
+            owner, repo = 'Bosch_Demo', repo_name
+        pr_info = gitea_client.get_pull_request(owner, repo, pr_number)
+        if not pr_info:
+            return jsonify({'error': '获取 PR 信息失败'}), 500
+        head_ref = pr_info.get('head', {}).get('ref') or pr_info.get('head_branch') or pr.get('source_branch')
+        if not head_ref:
+            return jsonify({'error': '无法确定源分支'}), 400
+        content = gitea_client.get_file_contents(owner, repo, path, head_ref)
+        if content is None:
+            return jsonify({'error': '文件不存在或无法读取'}), 404
+
+        # 获取该文件的扫描问题（PR 创建时已扫描并存入 scan_details_with_code）
+        scan_issues = []
+        path_norm = path.replace('\\', '/').strip()
+        logger.info(f"[DEBUG] 请求文件: path_norm={path_norm}")
+        scan_details = pr.get('scan_details_with_code')
+        if isinstance(scan_details, str):
+            try:
+                scan_details = json.loads(scan_details)
+            except Exception:
+                scan_details = None
+        if scan_details:
+            logger.info(f"[DEBUG] scan_details keys: {list(scan_details.keys()) if isinstance(scan_details, dict) else 'not dict'}")
+            if scan_details.get('scanners'):
+                logger.info(f"[DEBUG] scanners count: {len(scan_details['scanners'])}")
+                for scanner in scan_details['scanners']:
+                    scanner_name = scanner.get('name', '')
+                    issues_count = len(scanner.get('issues', []))
+                    logger.info(f"[DEBUG] scanner={scanner_name}, issues_count={issues_count}")
+                    # 打印前几个 issue 的 file 看看
+                    for idx, issue in enumerate(scanner.get('issues', [])[:3]):
+                        logger.info(f"[DEBUG]   issue[{idx}] file={issue.get('file')}, line={issue.get('line')}")
+        if scan_details and scan_details.get('scanners'):
+            for scanner in scan_details['scanners']:
+                for issue in scanner.get('issues', []):
+                    issue_file = (issue.get('file') or '').replace('\\', '/').strip()
+                    if not issue_file:
+                        continue
+                    # 匹配：精确相等或一端包含另一端（兼容 basename 或完整路径）
+                    if path_norm == issue_file or path_norm.endswith(issue_file) or issue_file.endswith(path_norm):
+                        logger.info(f"[DEBUG] 匹配成功: issue_file={issue_file}, path_norm={path_norm}")
+                        sev = (issue.get('severity') or 'info')
+                        if isinstance(sev, str):
+                            sev = sev.lower()
+                        scanner_name = scanner.get('name', '')
+                        scanner_display = {'python': 'Python', 'javascript': 'JavaScript', 'security': 'Security'}.get(scanner_name, scanner_name)
+                        scan_issues.append({
+                            'scanner': scanner_display,
+                            'severity': sev,
+                            'line': int(issue.get('line') or 0),
+                            'message': (issue.get('message') or issue.get('description') or '').strip(),
+                            'code_context': issue.get('code_context')
+                        })
+        logger.info(f"[DEBUG] 最终 scan_issues count: {len(scan_issues)}")
+
+        # 获取 AI 审查结果
+        ai_issues = []
+        if scan_details and scan_details.get('ai'):
+            ai_data = scan_details['ai']
+            for issue in ai_data.get('issues', []):
+                issue_file = (issue.get('file') or '').replace('\\', '/').strip()
+                if not issue_file:
+                    continue
+                # 匹配：精确相等或一端包含另一端
+                if path_norm == issue_file or path_norm.endswith(issue_file) or issue_file.endswith(path_norm):
+                    ai_issues.append({
+                        'scanner': 'AI',
+                        'severity': issue.get('severity', 'info'),
+                        'line': int(issue.get('line') or 1),
+                        'message': issue.get('message', ''),
+                        'category': 'ai',
+                        'code_context': issue.get('code_context')
+                    })
+
+        logger.info(f"[DEBUG] AI issues count: {len(ai_issues)}")
+
+        # 合并静态扫描问题和 AI 问题
+        all_issues = scan_issues + ai_issues
+
+        return jsonify({'path': path, 'content': content, 'scan_issues': all_issues})
+    except Exception as e:
+        logger.error(f'获取文件内容失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/quality')
+def api_get_quality_score(pr_id):
+    """获取 PR 的代码质量评分"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+
+        # 从 scan_result 中获取质量评分
+        scan_result = pr.get('scan_result')
+        if isinstance(scan_result, str):
+            try:
+                scan_result = json.loads(scan_result)
+            except:
+                scan_result = None
+
+        quality_score = None
+        if scan_result and scan_result.get('ai'):
+            quality_score = scan_result['ai'].get('quality_score')
+
+        if not quality_score:
+            return jsonify({'error': '暂无质量评分'}), 404
+
+        return jsonify(quality_score)
+    except Exception as e:
+        logger.error(f'获取质量评分失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/stats')
+def api_get_issue_stats(pr_id):
+    """获取 PR 的问题统计"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'error': 'PR not found'}), 404
+
+        # 获取 scan_details_with_code
+        scan_details = pr.get('scan_details_with_code')
+        if isinstance(scan_details, str):
+            try:
+                scan_details = json.loads(scan_details)
+            except:
+                scan_details = None
+
+        if not scan_details:
+            return jsonify({'error': '暂无扫描详情'}), 404
+
+        # 统计各扫描器的问题
+        stats = {
+            'by_severity': {'error': 0, 'warning': 0, 'info': 0},
+            'by_scanner': {},
+            'total': 0
+        }
+
+        # 统计静态扫描器
+        for scanner in scan_details.get('scanners', []):
+            scanner_name = scanner.get('name', 'unknown')
+            scanner_issues = scanner.get('issues', [])
+            stats['by_scanner'][scanner_name] = len(scanner_issues)
+
+            for issue in scanner_issues:
+                sev = (issue.get('severity') or 'info').lower()
+                if sev in stats['by_severity']:
+                    stats['by_severity'][sev] += 1
+                stats['total'] += 1
+
+        # 统计 AI 扫描器
+        ai_data = scan_details.get('ai', {})
+        if ai_data:
+            ai_issues = ai_data.get('issues', [])
+            stats['by_scanner']['AI'] = len(ai_issues)
+            for issue in ai_issues:
+                sev = (issue.get('severity') or 'info').lower()
+                if sev in stats['by_severity']:
+                    stats['by_severity'][sev] += 1
+                stats['total'] += 1
+
+        return jsonify(stats)
+    except Exception as e:
+        logger.error(f'获取问题统计失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/fix', methods=['POST'])
+def api_generate_fix(pr_id):
+    """生成问题修复建议"""
+    try:
+        data = request.get_json()
+        if not data:
+            return jsonify({'error': '请求体为空'}), 400
+
+        file_path = data.get('file')
+        line = data.get('line', 1)
+        message = data.get('message', '')
+        code = data.get('code', '')
+
+        if not file_path or not message:
+            return jsonify({'error': '缺少必要参数'}), 400
+
+        # 调用 AI 生成修复建议
+        fix_result = ai_reviewer.generate_fix_suggestion(file_path, line, message, code)
+
+        if fix_result:
+            return jsonify(fix_result)
+        else:
+            return jsonify({'error': '生成修复建议失败'}), 500
+
+    except Exception as e:
+        logger.error(f'生成修复建议失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/history')
+def api_get_pr_history():
+    """获取 PR 扫描历史趋势"""
+    try:
+        limit = request.args.get('limit', 20, type=int)
+        repo_name = request.args.get('repo_name', '')
+
+        # 获取 PR 列表
+        prs = PRScanDB.get_all_prs(status='completed')
+        if repo_name:
+            prs = [p for p in prs if p.get('repo_name') == repo_name]
+
+        # 只取最近的 N 个
+        prs = prs[:limit]
+
+        # 构建趋势数据
+        history = []
+        for pr in reversed(prs):  # 从旧到新
+            issues_count = pr.get('issues_count', 0)
+
+            # 从 scan_result 中各扫描器汇总 error/warning 数量
+            scan_result = pr.get('scan_result')
+            if isinstance(scan_result, str):
+                try:
+                    scan_result = json.loads(scan_result)
+                except:
+                    scan_result = None
+
+            error_count = 0
+            warning_count = 0
+            if scan_result and isinstance(scan_result, dict):
+                # 遍历各扫描器，汇总 error 和 warning
+                for scanner_name, scanner_result in scan_result.items():
+                    if isinstance(scanner_result, dict):
+                        summary = scanner_result.get('summary', {})
+                        if isinstance(summary, dict):
+                            error_count += summary.get('error', 0)
+                            warning_count += summary.get('warning', 0)
+
+            history.append({
+                'pr_id': pr.get('id'),
+                'pr_number': pr.get('pr_number'),
+                'repo_name': pr.get('repo_name'),
+                'title': pr.get('pr_title', ''),
+                'author': pr.get('author', ''),
+                'created_at': pr.get('created_at', ''),
+                'issues_count': issues_count,
+                'error_count': error_count,
+                'warning_count': warning_count,
+                'total_issues': error_count + warning_count,
+                'state': pr.get('state', '')
+            })
+
+        return jsonify(history)
+    except Exception as e:
+        logger.error(f'获取历史趋势失败: {str(e)}')
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/merge', methods=['POST'])
+def api_merge_pr(pr_id):
+    """合并 PR"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'success': False, 'message': 'PR not found'}), 404
+
+        logger.info(f"合并 PR - 数据库记录: {pr}")
+
+        if pr['state'] != 'open':
+            return jsonify({'success': False, 'message': 'PR 状态不是 open'}), 400
+
+        # 解析仓库名
+        repo_name = pr['repo_name']
+        logger.info(f"仓库名称: {repo_name}")
+        
+        if '/' in repo_name:
+            owner, repo = repo_name.split('/')
+        else:
+            owner = ''
+            repo = repo_name
+        
+        logger.info(f"owner: {owner}, repo: {repo}, pr_number: {pr['pr_number']}")
+
+        # 先检查 PR 状态
+        pr_info = gitea_client.get_pull_request(owner, repo, pr['pr_number'])
+        if not pr_info:
+            return jsonify({'success': False, 'message': '无法获取 PR 信息，请检查仓库名称是否正确'}), 400
+            
+        logger.info(f"PR 信息: state={pr_info.get('state')}, mergeable={pr_info.get('mergeable')}")
+
+        if pr_info.get('state') != 'open':
+            return jsonify({'success': False, 'message': f'PR 状态是 {pr_info.get("state")}, 不是 open'}), 400
+
+        # 调用 Gitea API 合并
+        success = gitea_client.merge_pull_request(
+            owner=owner,
+            repo=repo,
+            pr_number=pr['pr_number'],
+            merge_message=f'通过管理平台合并 PR #{pr["pr_number"]}'
+        )
+
+        if success:
+            # 更新数据库状态
+            PRScanDB.update_pr_state(pr_id, 'merged', merged_by='admin')
+
+            # 发送飞书通知
+            result_text = f"✅ **PR 已通过管理平台合并**\n\n**PR:** {repo_name}#{pr['pr_number']}\n**标题:** {pr['pr_title']}\n**合并人:** 管理员"
+            feishu_notifier.send_simple_message('PR 合并', result_text)
+
+            return jsonify({'success': True, 'message': 'PR 已合并'})
+        else:
+            return jsonify({'success': False, 'message': '合并失败'}), 500
+
+    except Exception as e:
+        logger.error(f'合并 PR 失败: {str(e)}')
+        return jsonify({'success': False, 'message': str(e)}), 500
+
+
+@app.route('/api/prs/<int:pr_id>/close', methods=['POST'])
+def api_close_pr(pr_id):
+    """关闭 PR"""
+    try:
+        pr = PRScanDB.get_pr_by_id(pr_id)
+        if not pr:
+            return jsonify({'success': False, 'message': 'PR not found'}), 404
+
+        if pr['state'] != 'open':
+            return jsonify({'success': False, 'message': 'PR 状态不是 open'}), 400
+
+        # 解析仓库名
+        repo_name = pr['repo_name']
+        if '/' in repo_name:
+            owner, repo = repo_name.split('/')
+        else:
+            owner = ''
+            repo = repo_name
+
+        # 调用 Gitea API 关闭
+        success = gitea_client.close_pull_request(
+            owner=owner,
+            repo=repo,
+            pr_number=pr['pr_number']
+        )
+
+        if success:
+            # 更新数据库状态
+            PRScanDB.update_pr_state(pr_id, 'closed')
+
+            # 发送飞书通知
+            result_text = f"❌ **PR 已被管理平台拒绝**\n\n**PR:** {repo_name}#{pr['pr_number']}\n**标题:** {pr['pr_title']}"
+            feishu_notifier.send_simple_message('PR 拒绝', result_text)
+
+            return jsonify({'success': True, 'message': 'PR 已关闭'})
+        else:
+            return jsonify({'success': False, 'message': '关闭失败'}), 500
+
+    except Exception as e:
+        logger.error(f'关闭 PR 失败: {str(e)}')
+        return jsonify({'success': False, 'message': str(e)}), 500
+
+
+# ============================================
+# 扫描管理平台页面
+# ============================================
+
+# 获取 web 目录的绝对路径
+WEB_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), 'web')
+
+
+@app.route('/dashboard')
+def dashboard():
+    """扫描管理平台首页"""
+    return send_from_directory(WEB_DIR, 'index.html')
+
+
+@app.route('/web/<path:filename>')
+def serve_static(filename):
+    """提供静态文件服务"""
+    return send_from_directory(WEB_DIR, filename)
+
+
 if __name__ == '__main__':
     # 强制监听所有网络接口
     host = "0.0.0.0"

config.yaml

@@ -5,9 +5,11 @@ server:
 
 gitea:
   # Gitea 服务器地址（根据实际情况修改）
-  base_url: "http://154.9.253.114:3000"
+  base_url: "https://code.deep-pilot.chat"
   # Gitea Webhook 签名密钥，需要与 Gitea 配置一致
   webhook_secret: "BoschScan_2026_xxx"
+  # Gitea API Token（用于合并/关闭PR）
+  api_token: "8e223093b069a2e25f485360bd820e4dc255defc"
 
 feishu:
   # 飞书机器人 Webhook 地址（替换为你的实际地址）
@@ -47,14 +49,13 @@ ai:
   # AI 审查器配置
   # 支持: "ollama" (本地) 或 "api" (在线API)
   provider: "api"
-  # 模型名称（硅基流动可用模型）
+  # 模型名称（阿里云通义千问）
-  model: "Qwen/Qwen2.5-7B-Instruct"
+  model: "qwen3.5-plus"
   # API 地址
-  # 硅基流动: https://api.siliconflow.cn/v1
+  api_url: "https://dashscope.aliyuncs.com/compatible-mode/v1"
-  api_url: "https://api.siliconflow.cn/v1"
   # API 密钥
-  api_key: "sk-cqxhnsxdxaalxlykfkjksyinjftdyejnblmgkfxmhwmmvdyu"
+  api_key: "sk-616332b2afa94699b4572d0fe6ac370a"
   # 是否启用 AI 审查
   enabled: true
   # 每次审查的最大代码行数
-  max_lines: 200
+  max_lines: 100

db.py

@@ -0,0 +1,289 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+数据库模型
+存储 PR 扫描结果和管理状态
+"""
+import sqlite3
+import json
+import os
+from datetime import datetime, timezone, timedelta
+from typing import List, Dict, Any, Optional
+
+DB_PATH = os.path.join(os.path.dirname(os.path.dirname(__file__)), 'data', 'pr_scans.db')
+
+
+def get_cst_now():
+    """获取当前中国时区时间 (UTC+8)"""
+    return datetime.now(timezone(timedelta(hours=8))).strftime('%Y-%m-%d %H:%M:%S')
+
+
+def get_db_connection():
+    """获取数据库连接"""
+    os.makedirs(os.path.dirname(DB_PATH), exist_ok=True)
+    conn = sqlite3.connect(DB_PATH)
+    conn.row_factory = sqlite3.Row
+    return conn
+
+
+def init_db():
+    """初始化数据库表"""
+    conn = get_db_connection()
+    cursor = conn.cursor()
+    
+    # PR 扫描结果表
+    cursor.execute('''
+        CREATE TABLE IF NOT EXISTS pr_scans (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            pr_number INTEGER NOT NULL,
+            repo_name TEXT NOT NULL,
+            pr_title TEXT,
+            pr_url TEXT,
+            source_branch TEXT,
+            target_branch TEXT,
+            author TEXT,
+            state TEXT DEFAULT 'pending',
+            scan_status TEXT DEFAULT 'pending',
+            scan_result TEXT,
+            scan_details_with_code TEXT,
+            issues_count INTEGER DEFAULT 0,
+            security_issues INTEGER DEFAULT 0,
+            ai_review TEXT,
+            report_path TEXT,
+            created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+            updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+            merged_at TIMESTAMP,
+            merged_by TEXT,
+            UNIQUE(repo_name, pr_number)
+        )
+    ''')
+    
+    # 扫描记录详情表
+    cursor.execute('''
+        CREATE TABLE IF NOT EXISTS scan_details (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            pr_scan_id INTEGER NOT NULL,
+            scan_type TEXT NOT NULL,
+            scan_data TEXT,
+            created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+            FOREIGN KEY (pr_scan_id) REFERENCES pr_scans(id)
+        )
+    ''')
+    
+    conn.commit()
+    conn.close()
+
+
+class PRScanDB:
+    """PR 扫描结果数据库操作类"""
+    
+    @staticmethod
+    def save_pr_scan(pr_info: Dict[str, Any], scan_results: Dict[str, Any],
+                     report_path: str = None, scan_details_with_code: Dict = None) -> int:
+        """
+        保存 PR 扫描结果
+
+        Args:
+            pr_info: PR 信息
+            scan_results: 扫描结果
+            report_path: 报告文件路径
+            scan_details_with_code: 带代码片段的扫描详情
+
+        Returns:
+            扫描记录 ID
+        """
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        
+        # 统计问题数量
+        issues_count = 0
+        security_issues = 0
+        
+        for scan_type, result in scan_results.items():
+            if isinstance(result, dict):
+                if 'issues' in result:
+                    issues_count += len(result.get('issues', []))
+                if 'vulnerabilities' in result:
+                    security_issues += len(result.get('vulnerabilities', []))
+        
+        # 检查是否已存在
+        cursor.execute(
+            'SELECT id FROM pr_scans WHERE repo_name = ? AND pr_number = ?',
+            (pr_info.get('repo_name'), pr_info.get('pr_number'))
+        )
+        existing = cursor.fetchone()
+        
+        if existing:
+            # 更新现有记录
+            cst_time = get_cst_now()
+            cursor.execute('''
+                UPDATE pr_scans SET
+                    pr_title = ?,
+                    source_branch = ?,
+                    target_branch = ?,
+                    author = ?,
+                    scan_status = ?,
+                    scan_result = ?,
+                    scan_details_with_code = ?,
+                    issues_count = ?,
+                    security_issues = ?,
+                    ai_review = ?,
+                    report_path = ?,
+                    updated_at = ?
+                WHERE repo_name = ? AND pr_number = ?
+            ''', (
+                pr_info.get('pr_title'),
+                pr_info.get('source_branch'),
+                pr_info.get('target_branch'),
+                pr_info.get('author'),
+                'completed',
+                json.dumps(scan_results, ensure_ascii=False),
+                json.dumps(scan_details_with_code, ensure_ascii=False) if scan_details_with_code else None,
+                issues_count,
+                security_issues,
+                json.dumps(scan_results.get('ai', {}), ensure_ascii=False),
+                report_path,
+                cst_time,
+                pr_info.get('repo_name'),
+                pr_info.get('pr_number')
+            ))
+            scan_id = existing['id']
+        else:
+            # 插入新记录
+            cst_time = get_cst_now()
+            cursor.execute('''
+                INSERT INTO pr_scans (
+                    pr_number, repo_name, pr_title, pr_url,
+                    source_branch, target_branch, author,
+                    state, scan_status, scan_result, scan_details_with_code,
+                    issues_count, security_issues, ai_review, report_path,
+                    created_at, updated_at
+                ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+            ''', (
+                pr_info.get('pr_number'),
+                pr_info.get('repo_name'),
+                pr_info.get('pr_title'),
+                pr_info.get('pr_url'),
+                pr_info.get('source_branch'),
+                pr_info.get('target_branch'),
+                pr_info.get('author'),
+                'open',
+                'completed',
+                json.dumps(scan_results, ensure_ascii=False),
+                json.dumps(scan_details_with_code, ensure_ascii=False) if scan_details_with_code else None,
+                issues_count,
+                security_issues,
+                json.dumps(scan_results.get('ai', {}), ensure_ascii=False),
+                report_path,
+                cst_time,
+                cst_time
+            ))
+            scan_id = cursor.lastrowid
+        
+        conn.commit()
+        conn.close()
+        
+        return scan_id
+    
+    @staticmethod
+    def get_all_prs(status: str = None, state: str = None) -> List[Dict[str, Any]]:
+        """
+        获取所有 PR 扫描记录
+        
+        Args:
+            status: 扫描状态 (pending/completed)
+            state: PR 状态 (open/merged/closed)
+            
+        Returns:
+            PR 列表
+        """
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        
+        query = 'SELECT * FROM pr_scans WHERE 1=1'
+        params = []
+        
+        if status:
+            query += ' AND scan_status = ?'
+            params.append(status)
+        if state:
+            query += ' AND state = ?'
+            params.append(state)
+        
+        query += ' ORDER BY updated_at DESC'
+        
+        cursor.execute(query, params)
+        rows = cursor.fetchall()
+        conn.close()
+        
+        return [dict(row) for row in rows]
+    
+    @staticmethod
+    def get_pr_by_id(scan_id: int) -> Optional[Dict[str, Any]]:
+        """根据 ID 获取 PR 扫描记录"""
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        
+        cursor.execute('SELECT * FROM pr_scans WHERE id = ?', (scan_id,))
+        row = cursor.fetchone()
+        conn.close()
+        
+        return dict(row) if row else None
+    
+    @staticmethod
+    def get_pr_by_number(repo_name: str, pr_number: int) -> Optional[Dict[str, Any]]:
+        """根据仓库名和 PR 号获取扫描记录"""
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        
+        cursor.execute(
+            'SELECT * FROM pr_scans WHERE repo_name = ? AND pr_number = ?',
+            (repo_name, pr_number)
+        )
+        row = cursor.fetchone()
+        conn.close()
+        
+        return dict(row) if row else None
+    
+    @staticmethod
+    def update_pr_state(scan_id: int, state: str, merged_by: str = None):
+        """更新 PR 状态"""
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        cst_time = get_cst_now()
+        
+        if state == 'merged':
+            cursor.execute('''
+                UPDATE pr_scans SET 
+                    state = ?, 
+                    merged_at = ?,
+                    merged_by = ?,
+                    updated_at = ?
+                WHERE id = ?
+            ''', (state, cst_time, merged_by, cst_time, scan_id))
+        else:
+            cursor.execute('''
+                UPDATE pr_scans SET 
+                    state = ?,
+                    updated_at = ?
+                WHERE id = ?
+            ''', (state, cst_time, scan_id))
+        
+        conn.commit()
+        conn.close()
+    
+    @staticmethod
+    def delete_pr(scan_id: int):
+        """删除 PR 扫描记录"""
+        conn = get_db_connection()
+        cursor = conn.cursor()
+        
+        cursor.execute('DELETE FROM scan_details WHERE pr_scan_id = ?', (scan_id,))
+        cursor.execute('DELETE FROM pr_scans WHERE id = ?', (scan_id,))
+        
+        conn.commit()
+        conn.close()
+
+
+# 初始化数据库
+init_db()

docker-compose.yml

@@ -0,0 +1,9 @@
+version: "3.8"
+
+services:
+  code-scan:
+    image: dcr-by1jwyxk44.71826370.xyz/whlaoding/code-scan:latest
+    container_name: code-scan
+    ports:
+      - "5000:5000"
+    restart: unless-stopped

gitea_client.py

@@ -0,0 +1,267 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Gitea API 客户端
+用于操作 PR：合并、关闭等
+"""
+import logging
+import requests
+from typing import Dict, Any, Optional, List
+
+logger = logging.getLogger(__name__)
+
+
+class GiteaClient:
+    """Gitea API 客户端"""
+
+    def __init__(self, config: Dict[str, Any]):
+        """
+        初始化 Gitea 客户端
+
+        Args:
+            config: Gitea 配置，包含 base_url 和 api_token
+        """
+        self.base_url = config.get('base_url', '').rstrip('/')
+        self.api_token = config.get('api_token', '')
+        
+        if not self.base_url:
+            raise ValueError("Gitea base_url 未配置")
+        if not self.api_token:
+            raise ValueError("Gitea api_token 未配置")
+
+    def _get_headers(self) -> Dict[str, str]:
+        """获取 API 请求头"""
+        return {
+            'Authorization': f'token {self.api_token}',
+            'Content-Type': 'application/json',
+            'Accept': 'application/json'
+        }
+
+    def merge_pull_request(self, owner: str, repo: str, pr_number: int, 
+                           merge_message: str = "", 
+                           merge_commit_id: str = None) -> bool:
+        """
+        合并 Pull Request
+        """
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/pulls/{pr_number}/merge"
+        logger.info(f"合并 PR URL: {url}")
+        
+        # Gitea API 需要 do 参数：merge, rebase, squash
+        payload = {
+            "do": "merge",
+            "merge_commit_message": merge_message or f"Merge PR #{pr_number}"
+        }
+        
+        if merge_commit_id:
+            payload["merge_commit_id"] = merge_commit_id
+
+        try:
+            response = requests.post(
+                url,
+                headers=self._get_headers(),
+                json=payload,
+                timeout=30
+            )
+            
+            logger.info(f"合并响应状态码: {response.status_code}")
+            logger.info(f"合并响应内容: {response.text[:500]}")
+            
+            if response.status_code == 200:
+                logger.info(f"成功合并 PR #{pr_number}")
+                return True
+            elif response.status_code == 405:
+                logger.error(f"PR #{pr_number} 无法合并: {response.json().get('message', '未知原因')}")
+                return False
+            elif response.status_code == 422:
+                logger.error(f"PR #{pr_number} 合并失败: {response.json().get('message', '参数错误')}")
+                return False
+            else:
+                logger.error(f"合并 PR #{pr_number} 失败: {response.status_code} - {response.text}")
+                return False
+                
+        except Exception as e:
+            logger.error(f"合并 PR #{pr_number} 异常: {str(e)}")
+            return False
+
+    def close_pull_request(self, owner: str, repo: str, pr_number: int) -> bool:
+        """
+        关闭 Pull Request
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            pr_number: PR 编号
+
+        Returns:
+            是否关闭成功
+        """
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/pulls/{pr_number}"
+        
+        payload = {
+            "state": "closed"
+        }
+
+        try:
+            response = requests.patch(
+                url,
+                headers=self._get_headers(),
+                json=payload,
+                timeout=30
+            )
+            
+            if response.status_code in (200, 201):
+                logger.info(f"成功关闭 PR #{pr_number}")
+                return True
+            else:
+                logger.error(f"关闭 PR #{pr_number} 失败: {response.status_code} - {response.text}")
+                return False
+                
+        except Exception as e:
+            logger.error(f"关闭 PR #{pr_number} 异常: {str(e)}")
+            return False
+
+    def get_pull_request(self, owner: str, repo: str, pr_number: int) -> Optional[Dict[str, Any]]:
+        """
+        获取 Pull Request 信息
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            pr_number: PR 编号
+
+        Returns:
+            PR 信息字典，失败返回 None
+        """
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/pulls/{pr_number}"
+
+        try:
+            response = requests.get(
+                url,
+                headers=self._get_headers(),
+                timeout=30
+            )
+            
+            if response.status_code == 200:
+                return response.json()
+            else:
+                logger.error(f"获取 PR #{pr_number} 失败: {response.status_code}")
+                return None
+                
+        except Exception as e:
+            logger.error(f"获取 PR #{pr_number} 异常: {str(e)}")
+            return None
+
+    def can_merge(self, owner: str, repo: str, pr_number: int) -> bool:
+        """
+        检查 PR 是否可以合并
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            pr_number: PR 编号
+
+        Returns:
+            是否可以合并
+        """
+        pr_info = self.get_pull_request(owner, repo, pr_number)
+        if pr_info:
+            return pr_info.get('mergeable', False) and pr_info.get('state') == 'open'
+        return False
+
+    def get_pull_request_diff(self, owner: str, repo: str, pr_number: int) -> Optional[str]:
+        """
+        获取 Pull Request 的代码差异
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            pr_number: PR 编号
+
+        Returns:
+            diff 文本，失败返回 None
+        """
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/pulls/{pr_number}.diff"
+
+        try:
+            response = requests.get(
+                url,
+                headers=self._get_headers(),
+                timeout=30
+            )
+
+            if response.status_code == 200:
+                logger.info(f"成功获取 PR #{pr_number} 的 diff")
+                return response.text
+            else:
+                logger.error(f"获取 PR #{pr_number} diff 失败: {response.status_code}")
+                return None
+
+        except Exception as e:
+            logger.error(f"获取 PR #{pr_number} diff 异常: {str(e)}")
+            return None
+
+    def get_pull_request_files(self, owner: str, repo: str, pr_number: int) -> Optional[List[Dict[str, Any]]]:
+        """
+        获取 PR 中修改的文件列表
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            pr_number: PR 编号
+
+        Returns:
+            文件列表，失败返回 None
+        """
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/pulls/{pr_number}/files"
+
+        try:
+            response = requests.get(
+                url,
+                headers=self._get_headers(),
+                timeout=30
+            )
+
+            if response.status_code == 200:
+                logger.info(f"成功获取 PR #{pr_number} 的文件列表")
+                return response.json()
+            else:
+                logger.error(f"获取 PR #{pr_number} 文件列表失败: {response.status_code}")
+                return None
+
+        except Exception as e:
+            logger.error(f"获取 PR #{pr_number} 文件列表异常: {str(e)}")
+            return None
+
+    def get_file_contents(self, owner: str, repo: str, filepath: str, ref: str) -> Optional[str]:
+        """
+        获取仓库中指定文件在给定 ref（分支/commit）下的内容
+
+        Args:
+            owner: 仓库所有者
+            repo: 仓库名称
+            filepath: 文件路径
+            ref: 分支名或 commit SHA
+
+        Returns:
+            文件内容文本，失败返回 None
+        """
+        import base64
+        import urllib.parse
+        encoded_path = urllib.parse.quote(filepath, safe='')
+        url = f"{self.base_url}/api/v1/repos/{owner}/{repo}/contents/{encoded_path}?ref={urllib.parse.quote(ref)}"
+        try:
+            response = requests.get(
+                url,
+                headers=self._get_headers(),
+                timeout=30
+            )
+            if response.status_code == 200:
+                data = response.json()
+                if data.get('encoding') == 'base64' and data.get('content'):
+                    return base64.b64decode(data['content']).decode('utf-8', errors='replace')
+                return None
+            logger.error(f"获取文件 {filepath} 失败: {response.status_code}")
+            return None
+        except Exception as e:
+            logger.error(f"获取文件内容异常: {str(e)}")
+            return None

install.sh

@@ -0,0 +1,77 @@
+#!/bin/bash
+# AI Code Quality Scanner 安装脚本
+
+echo "========================================="
+echo "  AI Code Quality Scanner 安装脚本"
+echo "========================================="
+
+# 检查 Python 版本
+if ! command -v python3 &> /dev/null; then
+    echo "❌ 错误: 未找到 Python3，请先安装 Python 3.8+"
+    exit 1
+fi
+
+PYTHON_VERSION=$(python3 -c 'import sys; print(".".join(map(str, sys.version_info[:2])))')
+echo "✅ Python 版本: $PYTHON_VERSION"
+
+# 创建虚拟环境（可选）
+if [ ! -d "venv" ]; then
+    echo "📦 创建虚拟环境..."
+    python3 -m venv venv
+fi
+
+# 激活虚拟环境
+source venv/bin/activate
+
+# 安装依赖
+echo "📦 安装 Python 依赖..."
+pip install --upgrade pip
+pip install -r requirements.txt
+
+# 创建必要的目录
+echo "📁 创建必要的目录..."
+mkdir -p reports
+mkdir -p /tmp/code_scanner_clones
+
+# 检查并安装代码扫描工具（可选）
+echo "🛠️ 检查代码扫描工具..."
+
+# Pylint (Python)
+if command -v pylint &> /dev/null || python -m pylint --version &> /dev/null; then
+    echo "  ✅ Pylint 已安装"
+else
+    echo "  ⚠️ Pylint 未安装 (pip install pylint)"
+fi
+
+# Flake8 (Python)
+if command -v flake8 &> /dev/null || python -m flake8 --version &> /dev/null; then
+    echo "  ✅ Flake8 已安装"
+else
+    echo "  ⚠️ Flake8 未安装 (pip install flake8)"
+fi
+
+# Bandit (Python 安全扫描)
+if command -v bandit &> /dev/null || python -m bandit --version &> /dev/null; then
+    echo "  ✅ Bandit 已安装"
+else
+    echo "  ⚠️ Bandit 未安装 (pip install bandit)"
+fi
+
+# Node.js 和 npm (JavaScript 扫描)
+if command -v node &> /dev/null; then
+    NODE_VERSION=$(node --version)
+    echo "  ✅ Node.js 版本: $NODE_VERSION"
+else
+    echo "  ⚠️ Node.js 未安装 (JavaScript 扫描需要)"
+fi
+
+echo ""
+echo "========================================="
+echo "  安装完成！"
+echo "========================================="
+echo ""
+echo "下一步操作:"
+echo "1. 编辑 config.yaml 配置飞书机器人和 Gitea"
+echo "2. 运行: python app.py"
+echo "3. 在 Gitea 中配置 Webhook"
+echo ""

notify/feishu.py

@@ -84,7 +84,7 @@ class FeishuNotifier:
 
     def _upload_file(self, file_path: str, file_name: str) -> Optional[str]:
         """
-        上传文件到飞书（用于消息中发送）
+        上传文件到飞书
         
         Args:
             file_path: 文件本地路径
@@ -99,8 +99,7 @@ class FeishuNotifier:
             return None
             
         try:
-            # 使用 im API 上传文件
+            url = "https://open.feishu.cn/open-apis/drive/v1/files/upload_all"
-            url = "https://open.feishu.cn/open-apis/im/v1/files"
             headers = {
                 "Authorization": f"Bearer {token}"
             }
@@ -109,28 +108,24 @@ class FeishuNotifier:
             with open(file_path, 'rb') as f:
                 file_content = f.read()
                 
-            # 获取文件类型
-            file_ext = os.path.splitext(file_name)[1].lower()
-            file_type = 'stream'  # 默认
-            
             # 构建 multipart 请求
             files = {
                 'file': (file_name, file_content, 'application/octet-stream')
             }
             data = {
                 'file_name': file_name,
-                'file_type': file_type
+                'parent_node': 'root'  # 根目录
             }
             
             response = requests.post(url, headers=headers, files=files, data=data, timeout=60)
             result = response.json()
             
             if result.get("code") == 0:
-                file_key = result.get("data", {}).get("file_key")
+                file_key = result.get("data", {}).get("file", {}).get("token")
-                logger.info(f"文件上传成功: {file_name}, file_key: {file_key}")
+                logger.info(f"文件上传成功: {file_name}")
                 return file_key
             else:
-                logger.error(f"文件上传失败: {result.get('msg')}, code: {result.get('code')}")
+                logger.error(f"文件上传失败: {result.get('msg')}")
                 return None
                 
         except Exception as e:
@@ -489,6 +484,61 @@ class FeishuNotifier:
             }
         })
 
+        # 添加 PR 操作按钮（仅 PR 扫描且扫描通过时显示）
+        if pr_url and target_branch and status == 'pass':
+            card["elements"].append({
+                "tag": "div",
+                "text": {
+                    "tag": "lark_md",
+                    "content": "**请选择操作:**"
+                }
+            })
+            
+            # 解析仓库信息用于按钮回调
+            repo_full_name = report.get('repo_name', '')
+            if '/' in repo_full_name:
+                owner, repo = repo_full_name.split('/', 1)
+            else:
+                owner, repo = '', repo_full_name
+            
+            pr_number = report.get('pr_number', 0)
+            
+            card["elements"].append({
+                "tag": "action",
+                "actions": [
+                    {
+                        "tag": "button",
+                        "text": {
+                            "tag": "plain_text",
+                            "content": "✅ 同意合并"
+                        },
+                        "type": "primary",
+                        "value": {
+                            "action": "merge",
+                            "owner": owner,
+                            "repo": repo,
+                            "pr_number": pr_number,
+                            "pr_url": pr_url
+                        }
+                    },
+                    {
+                        "tag": "button",
+                        "text": {
+                            "tag": "plain_text",
+                            "content": "❌ 取消合并"
+                        },
+                        "type": "danger",
+                        "value": {
+                            "action": "close",
+                            "owner": owner,
+                            "repo": repo,
+                            "pr_number": pr_number,
+                            "pr_url": pr_url
+                        }
+                    }
+                ]
+            })
+
         # 添加报告文件附件
         if file_key:
             card["elements"].append({

pyproject.toml

@@ -0,0 +1,24 @@
+[build-system]
+requires = ["setuptools>=45", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "code-scan"
+version = "1.0.0"
+description = "代码扫描工具"
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "flask>=2.0.0",
+    "pyyaml>=5.0",
+    "requests>=2.25.0",
+    "python-dotenv>=0.19.0",
+    "GitPython>=3.1.0",
+]
+
+[project.scripts]
+code-scan = "app:main"
+
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["scanner*"]

report/generator.py

@@ -39,7 +39,8 @@ class ReportGenerator:
         author: str,
         scan_results: Dict[str, Any],
         pr_url: str = None,
-        target_branch: str = None
+        target_branch: str = None,
+        pr_number: int = None
     ) -> Dict[str, Any]:
         """
         生成扫描报告
@@ -101,6 +102,7 @@ class ReportGenerator:
             'scan_results': scan_results,
             'pr_url': pr_url,
             'target_branch': target_branch,
+            'pr_number': pr_number,
             'markdown': self._generate_markdown(
                 repo_name, branch, commit_id, commit_message, author, scan_results, status, status_text, pr_url, target_branch
             )
@@ -216,55 +218,66 @@ class ReportGenerator:
                     lines.append(f'   - {message}')
                     lines.append('')
 
-        # AI 审查结果（单独展示）
+        # AI 审查结果（适配新格式：issues 列表）
         if 'ai' in scan_results:
             ai_result = scan_results['ai']
             lines.append('')
             lines.append('## 🤖 AI 代码审查')
             lines.append('')
-            lines.append(ai_result.get('summary', '无 AI 审查结果'))
+
+            # 新格式：直接使用 summary
+            if 'summary' in ai_result:
+                # summary 可能是字符串或 dict
+                summary = ai_result.get('summary', '')
+                if isinstance(summary, dict):
+                    lines.append(f"发现 {summary.get('total', 0)} 个问题，"
+                                f"错误 {summary.get('error', 0)}，"
+                                f"警告 {summary.get('warning', 0)}，"
+                                f"提示 {summary.get('info', 0)}")
+                else:
+                    lines.append(str(summary))
             lines.append('')
 
-            reviews = ai_result.get('reviews', [])
+            # 新格式：issues 列表
-            if reviews:
+            ai_issues = ai_result.get('issues', [])
-                for i, review in enumerate(reviews, 1):
+            if ai_issues:
-                    file_name = review.get('file', 'unknown')
+                # 按文件分组
-                    review_content = review.get('review', {})
+                issues_by_file = {}
+                for issue in ai_issues:
+                    file_name = issue.get('file', 'unknown')
+                    if file_name not in issues_by_file:
+                        issues_by_file[file_name] = []
+                    issues_by_file[file_name].append(issue)
 
+                for file_name, issues in issues_by_file.items():
                     lines.append(f'### 📄 {file_name}')
                     lines.append('')
 
-                    # 优点
+                    for i, issue in enumerate(issues[:10], 1):
-                    advantages = review_content.get('优点', [])
+                        severity = issue.get('severity', 'Info')
-                    if advantages:
+                        severity_emoji = {
-                        lines.append('**✅ 代码优点:**')
+                            'ERROR': '🔴',
-                        for adv in advantages[:3]:
+                            'WARNING': '🟡',
-                            lines.append(f'- {adv}')
+                            'INFO': 'ℹ️'
-                        lines.append('')
+                        }.get(severity.upper(), '⚪')
 
-                    # 问题
+                        line_num = issue.get('line', 0)
-                    issues = review_content.get('问题', [])
+                        symbol = issue.get('symbol', '')
-                    if issues:
+                        message = issue.get('message', 'No message')
-                        lines.append('**⚠️ 需要改进:**')
+                        code_context = issue.get('code_context', '')
-                        for issue in issues[:3]:
+                        defect_reason = issue.get('defect_reason', '')
-                            lines.append(f'- {issue}')
-                        lines.append('')
 
-                    # 优化建议
+                        lines.append(f'{i}. {severity_emoji} **{severity}** - 行 {line_num}')
-                    optimizations = review_content.get('优化', [])
+                        if symbol:
-                    if optimizations:
+                            lines.append(f'   - 标识: `{symbol}`')
-                        lines.append('**💡 优化建议:**')
+                        lines.append(f'   - 问题: {message}')
-                        for opt in optimizations[:3]:
+                        if code_context:
-                            lines.append(f'- {opt}')
+                            lines.append('   - 代码:')
-                        lines.append('')
-
-                    # 原始回复（如果不是 JSON 格式）
-                    raw = review_content.get('raw_review')
-                    if raw:
-                        lines.append('**📝 AI 原始回复:**')
                             lines.append('```')
-                        lines.append(raw[:500] + '...' if len(raw) > 500 else raw)
+                            lines.append(code_context)
                             lines.append('```')
+                        if defect_reason:
+                            lines.append(f'   - 原因: {defect_reason}')
                         lines.append('')
 
         # 添加报告链接或下一步操作

requirements.txt

@@ -2,3 +2,9 @@ flask>=2.0.0
 pyyaml>=5.0
 requests>=2.25.0
 python-dotenv>=0.19.0
+GitPython>=3.1.0
+gitdb>=4.0.1
+smmap>=3.0.1
+pylint>=2.17.0
+flake8>=6.0.0
+bandit>=1.7.0

scanner/ai_reviewer.py

@@ -5,6 +5,7 @@ AI 代码审查器
 使用大模型进行智能代码审查
 """
 import os
+import re
 import json
 import logging
 from typing import Dict, Any, List, Optional
@@ -29,7 +30,7 @@ class AIReviewer(BaseScanner):
         
         self.config = config
         self.enabled = config.get('enabled', True)
-        self.provider = config.get('provider', 'ollama')
+        self.provider = config.get('provider', 'api')
         self.model = config.get('model', 'llama3')
         self.api_url = config.get('api_url', 'http://localhost:11434')
         self.api_key = config.get('api_key', '')
@@ -41,7 +42,7 @@ class AIReviewer(BaseScanner):
 
         logger.info(f'AI 审查器初始化: {self.provider}/{self.model}')
 
-    def scan(self, repo_url: str, commit_id: Optional[str], branch: str) -> Dict[str, Any]:
+    def scan(self, repo_url: str, commit_id: Optional[str], branch: str, changed_files: Optional[List[str]] = None) -> Dict[str, Any]:
         """
         执行代码扫描（实现抽象方法）
 
@@ -49,16 +50,18 @@ class AIReviewer(BaseScanner):
             repo_url: 仓库 URL
             commit_id: 提交 ID
             branch: 分支名
+            changed_files: 可选的变更文件列表（来自 PR）
 
         Returns:
             审查结果
         """
         # 调用实际的审查逻辑
-        return self._do_review(repo_url=repo_url, commit_id=commit_id, branch=branch)
+        return self._do_review(repo_url=repo_url, commit_id=commit_id, branch=branch, changed_files=changed_files)
 
     def _do_review(self, clone_dir: str = None, repo_url: str = None,
                    commit_id: str = None, branch: str = None,
-                   language: str = 'python') -> Dict[str, Any]:
+                   language: str = 'python',
+                   changed_files: Optional[List[str]] = None) -> Dict[str, Any]:
         """
         执行 AI 代码审查
 
@@ -68,72 +71,173 @@ class AIReviewer(BaseScanner):
             commit_id: 提交 ID
             branch: 分支名
             language: 编程语言
+            changed_files: 可选的变更文件列表（来自 PR）
 
         Returns:
-            审查结果
+            审查结果（与 python_scanner.py 兼容的格式）
         """
-        if not self.enabled:
+        result = {
-            return {
-                'enabled': False,
             'tool': 'AI Code Reviewer',
-                'reviews': [],
+            'language': language,
-                'summary': 'AI 审查已禁用'
+            'status': 'success',
+            'issues': [],
+            'summary': {
+                'total': 0,
+                'error': 0,
+                'warning': 0,
+                'info': 0
+            },
+            'files_scanned': 0
         }
 
+        if not self.enabled:
+            result['status'] = 'disabled'
+            result['summary'] = 'AI 审查已禁用'
+            return result
+
         try:
             # 如果没有传入 clone_dir，需要克隆
             if not clone_dir and repo_url:
                 clone_dir = self.clone_repo(repo_url, commit_id, branch)
 
             if not clone_dir or not os.path.exists(clone_dir):
-                return {
+                result['status'] = 'error'
-                    'enabled': True,
+                result['error'] = '无法获取代码目录'
-                    'tool': 'AI Code Reviewer',
+                return result
-                    'reviews': [],
-                    'summary': '无法获取代码目录'
-                }
 
             # 获取要审查的代码文件
-            files = self._get_code_files(clone_dir, language)
+            files = self._get_code_files(clone_dir, language, changed_files)
 
             if not files:
-                return {
+                result['summary'] = '未找到可审查的代码文件'
-                    'enabled': True,
+                return result
-                    'tool': 'AI Code Reviewer',
-                    'reviews': [],
-                    'summary': '未找到可审查的代码文件'
-                }
 
             # 对每个文件进行 AI 审查
-            all_reviews = []
+            all_issues = []
             for file_path in files[:5]:  # 限制最多审查 5 个文件
-                review = self._review_file(file_path, language)
+                review = self._review_file(file_path, language, clone_dir)
-                if review:
+                if review and review.get('issues'):
-                    all_reviews.append(review)
+                    all_issues.extend(review['issues'])
 
-            # 生成总结
+            result['issues'] = all_issues[:self.max_issues] if self.detailed else all_issues
-            summary = self._generate_summary(all_reviews)
+            result['summary'] = self._calculate_summary(all_issues)
+            result['files_scanned'] = len(files[:5])
+            result['clone_dir'] = clone_dir
 
-            return {
+            # 生成质量评分
-                'enabled': True,
+            result['quality_score'] = self._calculate_quality_score(all_issues, files[:5])
-                'tool': 'AI Code Reviewer',
+
-                'reviews': all_reviews,
+            return result
-                'summary': summary,
-                'files_reviewed': len(all_reviews),
-                'clone_dir': clone_dir  # 返回 clone_dir 用于后续清理
-            }
 
         except Exception as e:
             logger.error(f'AI 审查失败: {str(e)}')
-            return {
+            result['status'] = 'error'
-                'enabled': True,
+            result['error'] = str(e)
-                'tool': 'AI Code Reviewer',
+            return result
-                'error': str(e),
+
-                'reviews': [],
+    def _calculate_summary(self, issues: List[Dict]) -> Dict[str, int]:
-                'summary': f'AI 审查出错: {str(e)}'
+        """计算问题摘要"""
+        summary = {
+            'total': len(issues),
+            'error': 0,
+            'warning': 0,
+            'info': 0
         }
 
-    def _get_code_files(self, clone_dir: str, language: str) -> List[str]:
+        for issue in issues:
+            severity = issue.get('severity', '').lower()
+            if severity in ['error', 'critical', 'fatal']:
+                summary['error'] += 1
+            elif severity in ['warning', 'moderate']:
+                summary['warning'] += 1
+            else:
+                summary['info'] += 1
+
+        return summary
+
+    def _calculate_quality_score(self, issues: List[Dict], files: List[str]) -> Dict[str, Any]:
+        """
+        计算代码质量评分
+        返回：总分(0-100)及各维度评分
+        """
+        if not files:
+            return {'total': 100, 'maintainability': 100, 'security': 100, 'readability': 100, 'best_practices': 100}
+
+        # 统计问题
+        error_count = sum(1 for i in issues if i.get('severity', '').lower() in ['error', 'critical'])
+        warning_count = sum(1 for i in issues if i.get('severity', '').lower() == 'warning')
+        info_count = sum(1 for i in issues if i.get('severity', '').lower() == 'info')
+
+        # 分类统计
+        security_keywords = ['sql injection', 'xss', 'csrf', 'password', 'secret', 'token', '权限', '注入', '认证']
+        security_issues = sum(1 for i in issues if any(k in (i.get('message', '') + i.get('symbol', '')).lower() for k in security_keywords))
+
+        # 计算各维度分数
+        # 可维护性：基于错误和警告数量
+        issue_weight = error_count * 5 + warning_count * 2 + info_count * 0.5
+        maintainability = max(0, 100 - issue_weight)
+
+        # 安全性：基于安全问题
+        security_score = max(0, 100 - security_issues * 15)
+
+        # 可读性：基于 info 级别问题（风格类）
+        readability = max(0, 100 - info_count * 3)
+
+        # 最佳实践：基于 warning 级别
+        best_practices = max(0, 100 - warning_count * 5)
+
+        # 总分：加权平均
+        total = int((maintainability * 0.3 + security_score * 0.35 + readability * 0.15 + best_practices * 0.2))
+
+        return {
+            'total': total,
+            'maintainability': maintainability,
+            'security': security_score,
+            'readability': readability,
+            'best_practices': best_practices,
+            'details': {
+                'error_count': error_count,
+                'warning_count': warning_count,
+                'info_count': info_count,
+                'security_issues': security_issues
+            }
+        }
+
+    def generate_fix_suggestion(self, file_path: str, line: int, message: str, code: str) -> Optional[str]:
+        """
+        对指定问题生成修复建议代码
+        """
+        prompt = f"""你是一位代码修复专家。请根据以下问题，生成修复后的代码。
+
+问题描述：{message}
+问题所在行号：{line}
+
+原始代码：
+```
+{code}
+```
+
+请以 JSON 格式输出修复建议：
+```json
+{{
+  "fixed_code": "修复后的完整代码或关键片段",
+  "explanation": "修复说明（50字以内）",
+  "confidence": "high/medium/low 修复把握度"
+}}
+```
+
+如果无法修复，请返回：{{"fixed_code": "", "explanation": "无法自动修复", "confidence": "low"}}"""
+
+        try:
+            response = self._call_ai(prompt)
+            if response and response.get('fixed_code'):
+                return response
+        except Exception as e:
+            logger.warning(f'生成修复建议失败: {e}')
+
+        return None
+
+    def _get_code_files(self, clone_dir: str, language: str, changed_files: Optional[List[str]] = None) -> List[str]:
         """获取代码文件列表"""
         import glob
 
@@ -144,6 +248,18 @@ class AIReviewer(BaseScanner):
         }
 
         exts = extensions.get(language, ['.py'])
+
+        # 如果提供了变更文件列表，只返回这些文件
+        if changed_files:
+            files = []
+            for changed_file in changed_files:
+                if any(changed_file.endswith(ext) for ext in exts):
+                    full_path = os.path.join(clone_dir, changed_file)
+                    if os.path.exists(full_path):
+                        files.append(full_path)
+            return files[:10]
+
+        # 否则扫描整个仓库
         files = []
 
         for ext in exts:
@@ -157,8 +273,10 @@ class AIReviewer(BaseScanner):
 
         return files[:10]  # 最多 10 个文件
 
-    def _review_file(self, file_path: str, language: str) -> Optional[Dict[str, Any]]:
+    def _review_file(self, file_path: str, language: str, clone_dir: str = None) -> Optional[Dict[str, Any]]:
         """审查单个文件"""
+        issues = []
+        
         try:
             with open(file_path, 'r', encoding='utf-8') as f:
                 code = f.read()
@@ -171,22 +289,46 @@ class AIReviewer(BaseScanner):
             else:
                 truncated = False
 
-            # 构建 prompt
+            # 给代码加行号再发给模型，便于模型返回准确行号
-            prompt = self._build_prompt(code, language)
+            code_with_lines = self._code_with_line_numbers(code)
+            prompt = self._build_prompt(code_with_lines, language)
 
             # 调用 AI
             response = self._call_ai(prompt)
 
-            if not response:
+            # 获取相对路径
-                return None
+            rel_path = os.path.relpath(file_path, clone_dir) if (clone_dir and file_path) else file_path
 
-            # 解析响应
+            if not response:
-            filename = os.path.basename(file_path)
                 return {
-                'file': filename,
+                    'file': rel_path,
                     'path': file_path,
                     'truncated': truncated,
-                'review': response
+                    'issues': []
+                }
+
+            # 解析 AI 响应，转换为标准 issues 格式，并校正行号
+            ai_issues = response.get('issues', [])
+            for issue in ai_issues:
+                self._correct_issue_line(issue, code)
+                issues.append({
+                    'tool': 'ai_reviewer',
+                    'type': issue.get('type', 'info'),
+                    'severity': issue.get('severity', 'Info'),
+                    'message': issue.get('message', ''),
+                    'file': rel_path,
+                    'line': issue.get('line', 0),
+                    'column': issue.get('column', 0),
+                    'symbol': issue.get('symbol', ''),
+                    'code_context': issue.get('code_context', ''),
+                    'defect_reason': issue.get('defect_reason', '')
+                })
+
+            return {
+                'file': rel_path,
+                'path': file_path,
+                'truncated': truncated,
+                'issues': issues
             }
 
         except Exception as e:
@@ -202,75 +344,171 @@ class AIReviewer(BaseScanner):
         else:
             lang_name = language
 
-        prompt = f"""你是一位资深的 {lang_name} 代码审查专家。请审查以下代码，并给出：
+        prompt = f"""你是一位资深的 {lang_name} 代码审查专家。请审查以下代码，找出潜在的问题和缺陷。
 
-1. **代码优点** - 写得好地方
+请以 JSON 格式输出审查结果，必须包含以下字段：
-2. **问题建议** - 需要改进的地方
-3. **优化建议** - 如何让代码更好
-
-请用中文回复，保持简洁，每个文件审查不超过 3 点建议。
-
-以下是代码：
-```{language}
-{code}
-```
-
-请以 JSON 格式输出：
 ```json
 {{
-  "优点": ["..."],
+  "issues": [
-  "问题": ["..."],
+    {{
-  "优化": ["..."]
+      "line": 行号,
+      "column": 列号,
+      "message": "问题描述",
+      "type": "error/warning/info 之一",
+      "severity": "Error/Warning/Info 之一",
+      "symbol": "错误标识符如 unused-variable, syntax-error 等",
+      "code_context": "问题代码的上下文（包含问题的那行或几行代码）",
+      "defect_reason": "缺陷原因分析（30字以内简洁描述）"
     }}
+  ]
+}}
+```
+
+注意：
+1. line 和 column 是问题所在的行号和列号（从 1 开始）
+2. type: error=错误, warning=警告, info=信息
+3. severity: Error=严重, Warning=一般, Info=提示
+4. code_context: 包含问题代码的那一行或相邻的几行
+5. defect_reason: 精简描述，30字以内，说明问题原因和风险
+
+如果代码没有问题，返回空数组: {{"issues": []}}
+
+重要：以下代码每行前已标注行号（格式为 "行号|"），请根据问题实际出现的代码行，严格使用该行前的行号填写 issues 中的 line 字段，不要猜测或使用错误行号。
+
+以下是待审查的代码（行号已标注）：
+```{language}
+{code}
 ```"""
         return prompt
 
+    def _code_with_line_numbers(self, code: str) -> str:
+        """给代码每行前加上行号，便于模型返回准确行号"""
+        lines = code.split('\n')
+        width = len(str(len(lines)))
+        return '\n'.join(f'{i:>{width}}| {line}' for i, line in enumerate(lines, 1))
+
+    def _correct_issue_line(self, issue: Dict[str, Any], code: str) -> None:
+        """
+        根据 message/symbol 在源码中搜索，尽量把 issue 的 line 校正到真实出现位置。
+        AI 返回的行号常不准确，通过匹配问题相关的标识符（如 'unused_module'）修正行号。
+        """
+        line = issue.get('line')
+        if not line or not code:
+            return
+        lines = code.split('\n')
+        if line < 1 or line > len(lines):
+            return
+
+        # 从 message 中提取被引用的标识符（如 'unused_module' -> unused_module）
+        message = (issue.get('message') or '')
+        symbol = (issue.get('symbol') or '').strip()
+        candidates = []
+        if symbol:
+            candidates.append(symbol)
+        for m in re.finditer(r"['\"]([a-zA-Z_][a-zA-Z0-9_]*)['\"]", message or ''):
+            candidates.append(m.group(1))
+        # 若 message 里没有引号标识符，取首段英文/数字/下划线作为关键词
+        if not candidates:
+            first_word = re.search(r'\b([a-zA-Z_][a-zA-Z0-9_]*)\b', message)
+            if first_word:
+                candidates.append(first_word.group(1))
+
+        for token in candidates:
+            if not token:
+                continue
+            for i, code_line in enumerate(lines):
+                if token in code_line:
+                    issue['line'] = i + 1
+                    return
+
     def _call_ai(self, prompt: str) -> Optional[Dict[str, Any]]:
         """调用 AI 服务"""
         try:
-            if self.provider == 'ollama':
-                return self._call_ollama(prompt)
-            elif self.provider == 'api':
             return self._call_api(prompt)
-            else:
-                logger.warning(f'未知的 AI provider: {self.provider}')
-                return None
         except Exception as e:
+            print("异常追踪信息:", e.__traceback__)
             logger.error(f'AI 调用失败: {str(e)}')
             return None
 
-    def _call_ollama(self, prompt: str) -> Optional[Dict[str, Any]]:
+    def _extract_json_obj(self, content: Any) -> Optional[Dict[str, Any]]:
-        """调用 Ollama 本地模型"""
+        """
-        import requests
+        从模型输出中尽可能提取 JSON 对象(dict)。
 
-        url = f"{self.api_url}/api/generate"
+        兼容场景：
-        payload = {
+        - content 已经是 dict
-            "model": self.model,
+        - content 是 JSON 字符串
-            "prompt": prompt,
+        - content 被 ```json ... ``` 或 ``` ... ``` 包裹
-            "stream": False,
+        - content 前后夹杂说明文字，只要包含一个最外层 { ... } 就尝试解析
-            "format": "json"
+        """
-        }
+        if content is None:
+            logger.debug("_extract_json_obj: content is None")
+            return None
 
-        response = requests.post(url, json=payload, timeout=120)
+        # 如果已经是 dict，直接返回
+        if isinstance(content, dict):
+            logger.debug("_extract_json_obj: content is already dict")
+            return content
 
-        if response.status_code == 200:
+        if not isinstance(content, str):
-            result = response.json()
+            content = str(content)
-            content = result.get('response', '')
 
-            # 尝试解析 JSON
+        text = content.strip()
+        logger.debug(f"_extract_json_obj: 原始内容长度 = {len(text)}")
+        logger.debug(f"_extract_json_obj: 原始内容前100字符: {text[:100]}")
+
+        # 去掉代码块包裹（兼容 ```json / ``` json / ```JSON 等）
+        lowered = text.lower()
+        fence_start = lowered.find('```')
+        if fence_start != -1:
+            logger.debug(f"_extract_json_obj: 发现代码块 fence_start={fence_start}")
+            # 找到第一段 fence
+            after = text[fence_start + 3:]
+            after_l = after.lower()
+            # 如果 fence 后紧跟语言标识（json 或其他），跳过这一行直到换行
+            newline_idx = after.find('\n')
+            if newline_idx != -1:
+                lang_header = after_l[:newline_idx].strip()
+                logger.debug(f"_extract_json_obj: 语言标识: {lang_header}")
+                body = after[newline_idx + 1:]
+                # 截取到下一个 fence 结束
+                end_idx = body.lower().find('```')
+                if end_idx != -1:
+                    candidate = body[:end_idx].strip()
+                else:
+                    # 没有结束 fence，直接用 body 作为候选（可能是截断的 JSON）
+                    candidate = body.strip()
+                # 只有在确实像 json 的情况下才替换，避免误伤普通文本
+                if '{' in candidate and '}' in candidate:
+                    text = candidate
+                    logger.debug(f"_extract_json_obj: 提取代码块内容成功，长度={len(text)}")
+            else:
+                # 没有换行就按旧逻辑尽量截取
+                pass
+
+        # 直接解析
         try:
-                # 提取 JSON 部分
+            obj = json.loads(text)
-                if '```json' in content:
+            logger.debug("_extract_json_obj: 直接解析成功")
-                    content = content.split('```json')[1].split('```')[0]
+            return obj if isinstance(obj, dict) else None
-                elif '```' in content:
+        except Exception as e:
-                    content = content.split('```')[1].split('```')[0]
+            logger.debug(f"_extract_json_obj: 直接解析失败: {e}")
 
-                return json.loads(content.strip())
+        # 兜底：截取最外层 { ... } 再解析
-            except json.JSONDecodeError:
+        start = text.find('{')
-                # 如果不是 JSON，直接返回文本
+        end = text.rfind('}')
-                return {'raw_review': content}
+        logger.debug(f"_extract_json_obj: 查找大括号 start={start}, end={end}")
+        if start != -1 and end != -1 and end > start:
+            candidate = text[start:end + 1].strip()
+            logger.debug(f"_extract_json_obj: 候选内容长度={len(candidate)}, 前50字符: {candidate[:50]}")
+            try:
+                obj = json.loads(candidate)
+                logger.debug("_extract_json_obj: 兜底解析成功")
+                return obj if isinstance(obj, dict) else None
+            except Exception as e:
+                logger.debug(f"_extract_json_obj: 兜底解析失败: {e}")
+                return None
 
-        logger.warning(f'Ollama 返回错误: {response.status_code}')
+        logger.debug("_extract_json_obj: 未能提取到有效的 JSON 对象")
         return None
 
     def _call_api(self, prompt: str) -> Optional[Dict[str, Any]]:
@@ -301,6 +539,16 @@ class AIReviewer(BaseScanner):
                 "max_tokens": 1024,
                 "temperature": 0.7
             }
+        elif 'dashscope' in self.api_url:
+            # 阿里云 dashscope 专用端点
+            url = f"{self.api_url}/chat/completions"
+            payload = {
+                "model": self.model,
+                "messages": [{"role": "user", "content": prompt}],
+                "max_tokens": 1024,
+                "temperature": 0.7,
+                "stream": False  # 显式关闭流式
+            }
         else:
             url = f"{self.api_url}/chat/completions"
             payload = {
@@ -310,39 +558,21 @@ class AIReviewer(BaseScanner):
                 "temperature": 0.7
             }
 
+        logger.info(f"调用 API: {url}, model={self.model}")
+
+        try:
             response = requests.post(url, json=payload, headers=headers, timeout=120)
 
             if response.status_code == 200:
                 result = response.json()
                 content = result['choices'][0]['message']['content']
+                logger.info(f"API 返回内容长度: {len(content) if content else 0}")
+                parsed = self._extract_json_obj(content)
+                return parsed
 
-            try:
+            logger.warning(f'API 返回错误: {response.status_code}, {response.text[:200]}')
-                if '```json' in content:
-                    content = content.split('```json')[1].split('```')[0]
-                elif '```' in content:
-                    content = content.split('```')[1].split('```')[0]
-
-                return json.loads(content.strip())
-            except json.JSONDecodeError:
-                return {'raw_review': content}
-
-        logger.warning(f'API 返回错误: {response.status_code}')
             return None
 
-    def _generate_summary(self, reviews: List[Dict[str, Any]]) -> str:
+        except Exception as e:
-        """生成审查总结"""
+            logger.warning(f'API 调用失败: {e}')
-        if not reviews:
+            return None
-            return '未找到需要审查的代码'
-
-        total_issues = sum(
-            len(r.get('review', {}).get('问题', [])) + 
-            len(r.get('review', {}).get('优化', []))
-            for r in reviews
-        )
-
-        files_count = len(reviews)
-
-        if total_issues == 0:
-            return f'✅ AI 审查通过！审查了 {files_count} 个文件，未发现问题'
-
-        return f'🤖 AI 审查了 {files_count} 个文件，发现 {total_issues} 个改进建议'

scanner/base.py

@@ -152,15 +152,28 @@ class BaseScanner(ABC):
                 'stdout': '',
                 'stderr': str(e)
             }
-    def get_changed_files(self, clone_dir: str, extensions: List[str]) -> List[str]:
+    def get_changed_files(self, clone_dir: str, extensions: List[str], changed_files: Optional[List[str]] = None) -> List[str]:
         """
         获取指定扩展名的文件列表
         Args:
             clone_dir: 仓库目录
             extensions: 文件扩展名列表
+            changed_files: 可选的变更文件列表（来自 PR），如果提供则只返回这些文件
         Returns:
             文件路径列表
         """
+        # 如果提供了变更文件列表，只扫描这些文件
+        if changed_files:
+            files = []
+            for changed_file in changed_files:
+                # 检查文件扩展名是否匹配
+                if any(changed_file.endswith(ext) for ext in extensions):
+                    full_path = os.path.join(clone_dir, changed_file)
+                    if os.path.exists(full_path):
+                        files.append(full_path)
+            return files
+
+        # 否则扫描整个仓库
         files = []
         for root, dirs, filenames in os.walk(clone_dir):
             # 跳过隐藏目录和特殊目录

scanner/diff_parser.py

@@ -0,0 +1,220 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Diff 解析器 - 将扫描问题与代码片段关联
+"""
+import re
+import logging
+from typing import Dict, List, Any, Optional
+from dataclasses import dataclass, field
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class CodeChunk:
+    """代码块"""
+    file_path: str
+    old_content: str = ""
+    new_content: str = ""
+    old_start: int = 0
+    new_start: int = 0
+    hunks: List[Dict] = field(default_factory=list)
+
+
+class DiffParser:
+    """Diff 解析器"""
+
+    def __init__(self, diff_text: str):
+        self.diff_text = diff_text
+        self.files: Dict[str, CodeChunk] = {}
+        self._parse()
+
+    def _parse(self):
+        """解析 diff 文本"""
+        if not self.diff_text:
+            return
+
+        current_chunk = None
+        lines = self.diff_text.split('\n')
+        for line in lines:
+            diff_match = re.match(r'diff --git a/(.+) b/(.+)', line)
+            if diff_match:
+                file_path = diff_match.group(1)
+                current_chunk = CodeChunk(file_path=file_path)
+                self.files[file_path] = current_chunk
+                continue
+
+            hunk_match = re.match(r'@@ -(\d+),?\d* \+(\d+),?\d* @@', line)
+            if hunk_match and current_chunk:
+                current_chunk.old_start = int(hunk_match.group(1))
+                current_chunk.new_start = int(hunk_match.group(2))
+                continue
+
+            if current_chunk and line:
+                if line.startswith('+') and not line.startswith('+++'):
+                    current_chunk.new_content += line[1:] + '\n'
+                elif line.startswith('-') and not line.startswith('---'):
+                    current_chunk.old_content += line[1:] + '\n'
+                elif line.startswith(' '):
+                    current_chunk.old_content += line[1:] + '\n'
+                    current_chunk.new_content += line[1:] + '\n'
+
+    def get_file_content(self, file_path: str) -> Optional[CodeChunk]:
+        return self.files.get(file_path)
+
+    def get_line_context(self, file_path: str, line_number: int, context_lines: int = 3) -> Optional[Dict[str, Any]]:
+        chunk = self.files.get(file_path)
+        if not chunk:
+            return None
+
+        new_lines = chunk.new_content.split('\n')
+        if line_number > len(new_lines):
+            return None
+
+        start = max(0, line_number - context_lines - 1)
+        end = min(len(new_lines), line_number + context_lines)
+
+        context = []
+        for i in range(start, end):
+            code = new_lines[i].rstrip('\n')
+            is_current_line = (i == line_number - 1)
+            context.append({
+                'line_number': chunk.new_start + i,
+                'code': code,
+                'is_issue_line': is_current_line
+            })
+
+        return {
+            'file': file_path,
+            'line': line_number,
+            'context': context
+        }
+
+
+def merge_issues_with_code(scan_results: Dict[str, Any], diff: str) -> Dict[str, Any]:
+    """将扫描问题与代码片段关联"""
+    parser = DiffParser(diff) if diff else None
+
+    enriched_results = {
+        'scanners': [],
+        'summary': scan_results.get('summary', {}),
+        'total_issues': scan_results.get('total_issues', 0)
+    }
+
+    for scanner_name, scanner_data in scan_results.items():
+        if scanner_name in ['summary', 'total_issues', 'ai']:
+            continue
+
+        if isinstance(scanner_data, dict):
+            enriched_scanner = {
+                'name': scanner_name,
+                'issues': [],
+                'file_count': scanner_data.get('file_count', 0),
+                'total_issues': scanner_data.get('total_issues', 0)
+            }
+
+            issues = scanner_data.get('issues', [])
+            for issue in issues:
+                enriched_issue = enrich_issue_with_code(issue, parser) if parser else issue
+                enriched_scanner['issues'].append(enriched_issue)
+
+            enriched_results['scanners'].append(enriched_scanner)
+
+    # 处理 AI 审查结果，转换为问题格式
+    if 'ai' in scan_results:
+        ai_issues = convert_ai_reviews_to_issues(scan_results['ai'], parser)
+        enriched_results['ai'] = {
+            'name': 'ai',
+            'issues': ai_issues,
+            'summary': scan_results['ai'].get('summary', ''),
+            'files_reviewed': scan_results['ai'].get('files_reviewed', 0)
+        }
+
+    return enriched_results
+
+
+def convert_ai_reviews_to_issues(ai_result: Dict[str, Any], parser: Optional[DiffParser] = None) -> List[Dict[str, Any]]:
+    """将 AI 审查结果（issues 格式）转换为统一问题格式"""
+    issues = []
+    ai_issues = ai_result.get('issues', [])
+
+    for issue in ai_issues:
+        file_path = issue.get('file', '')
+        if not file_path:
+            continue
+
+        code_context = None
+        if parser:
+            matched_path = None
+            for path in parser.files.keys():
+                if file_path.endswith(path) or path.endswith(file_path) or file_path in path:
+                    matched_path = path
+                    break
+            if matched_path:
+                chunk = parser.get_file_content(matched_path)
+                if chunk and chunk.new_content:
+                    lines = chunk.new_content.split('\n')[:10]
+                    code_context = {
+                        'file': matched_path,
+                        'line': issue.get('line', 1),
+                        'preview': '\n'.join(lines),
+                        'has_more': len(chunk.new_content.split('\n')) > 10
+                    }
+
+        sev = issue.get('severity', 'warning')
+        sev = sev.lower() if isinstance(sev, str) else 'warning'
+        issues.append({
+            'file': file_path,
+            'line': issue.get('line', 1),
+            'severity': sev,
+            'message': issue.get('message', ''),
+            'category': 'ai',
+            'code_context': code_context,
+            'defect_reason': issue.get('defect_reason', '')
+        })
+
+    return issues
+
+
+def enrich_issue_with_code(issue: Dict[str, Any], parser: DiffParser) -> Dict[str, Any]:
+    """为单个问题添加代码片段"""
+    enriched = issue.copy()
+
+    file_path = issue.get('file', '')
+    line_number = issue.get('line', 0)
+
+    if not file_path:
+        return enriched
+
+    if not line_number:
+        desc = issue.get('description', '') or issue.get('message', '')
+        line_match = re.search(r'line[:#]?\s*(\d+)', desc, re.IGNORECASE)
+        if line_match:
+            line_number = int(line_match.group(1))
+
+    matched_path = None
+    for path in parser.files.keys():
+        if file_path.endswith(path) or path.endswith(file_path) or file_path in path:
+            matched_path = path
+            break
+
+    if matched_path:
+        enriched['file'] = matched_path
+    if matched_path and line_number:
+        context = parser.get_line_context(matched_path, line_number)
+        if context:
+            enriched['code_context'] = context
+
+    if 'code_context' not in enriched and matched_path:
+        chunk = parser.get_file_content(matched_path)
+        if chunk and chunk.new_content:
+            lines = chunk.new_content.split('\n')[:10]
+            enriched['code_context'] = {
+                'file': matched_path,
+                'line': line_number or 1,
+                'preview': '\n'.join(lines),
+                'has_more': len(chunk.new_content.split('\n')) > 10
+            }
+
+    return enriched

scanner/js_scanner.py

@@ -20,7 +20,7 @@ class JavaScriptScanner(BaseScanner):
         super().__init__(config)
         self.extensions = ['.js', '.jsx', '.ts', '.tsx', '.vue', '.svelte']
 
-    def scan(self, repo_url: str, commit_id: Optional[str], branch: str) -> Dict[str, Any]:
+    def scan(self, repo_url: str, commit_id: Optional[str], branch: str, changed_files: Optional[List[str]] = None) -> Dict[str, Any]:
         """
         执行 JavaScript/TypeScript 代码扫描
 
@@ -28,6 +28,7 @@ class JavaScriptScanner(BaseScanner):
             repo_url: 仓库 URL
             commit_id: 提交 ID
             branch: 分支名
+            changed_files: 可选的变更文件列表（来自 PR）
 
         Returns:
             扫描结果
@@ -51,8 +52,8 @@ class JavaScriptScanner(BaseScanner):
             # 克隆仓库
             clone_dir = self.clone_repo(repo_url, commit_id, branch)
 
-            # 获取 JavaScript/TypeScript 文件
+            # 获取 JavaScript/TypeScript 文件（只扫描变更的文件）
-            js_files = self.get_changed_files(clone_dir, self.extensions)
+            js_files = self.get_changed_files(clone_dir, self.extensions, changed_files)
             result['files_scanned'] = len(js_files)
 
             if not js_files:
@@ -75,7 +76,7 @@ class JavaScriptScanner(BaseScanner):
 
         return result
 
-    def _run_eslint(self, cwd: str, files: List[str]) -> Dict[str, Any]:
+    def _run_eslint(self, clone_dir: str, files: List[str]) -> Dict[str, Any]:
         """运行 ESLint 扫描"""
         result = {
             'tool': 'eslint',
@@ -88,7 +89,7 @@ class JavaScriptScanner(BaseScanner):
             cmd = ['npx', 'eslint', '--format=json', '--no-eslintrc'] + files
             
             # 如果没有 eslint 配置，先创建默认配置
-            eslintrc_path = os.path.join(cwd, '.eslintrc.json')
+            eslintrc_path = os.path.join(clone_dir, '.eslintrc.json')
             if not os.path.exists(eslintrc_path):
                 # 创建简单的 ESLint 配置
                 eslint_config = {
@@ -106,7 +107,7 @@ class JavaScriptScanner(BaseScanner):
                 with open(eslintrc_path, 'w') as f:
                     json.dump(eslint_config, f)
 
-            output = self.run_command(cmd, cwd, timeout=120)
+            output = self.run_command(cmd, clone_dir, timeout=120)
             result['raw_output'] = output.get('stdout', '') + output.get('stderr', '')
 
             # 解析 JSON 输出
@@ -115,6 +116,8 @@ class JavaScriptScanner(BaseScanner):
                     eslint_results = json.loads(output['stdout'])
                     for file_result in eslint_results:
                         file_path = file_result.get('filePath', '')
+                        # 使用相对于 clone_dir 的路径
+                        rel_path = os.path.relpath(file_path, clone_dir) if file_path else ''
                         messages = file_result.get('messages', [])
                         
                         for msg in messages:
@@ -124,7 +127,7 @@ class JavaScriptScanner(BaseScanner):
                                 'type': severity,
                                 'severity': 'Error' if msg.get('severity', 0) == 2 else 'Warning',
                                 'message': msg.get('message', ''),
-                                'file': os.path.basename(file_path),
+                                'file': rel_path,
                                 'line': msg.get('line', 0),
                                 'column': msg.get('column', 0),
                                 'symbol': msg.get('ruleId', 'unknown')

scanner/python_scanner.py

@@ -20,7 +20,7 @@ class PythonScanner(BaseScanner):
         super().__init__(config)
         self.extensions = ['.py']
 
-    def scan(self, repo_url: str, commit_id: Optional[str], branch: str) -> Dict[str, Any]:
+    def scan(self, repo_url: str, commit_id: Optional[str], branch: str, changed_files: Optional[List[str]] = None) -> Dict[str, Any]:
         """
         执行 Python 代码扫描
 
@@ -28,6 +28,7 @@ class PythonScanner(BaseScanner):
             repo_url: 仓库 URL
             commit_id: 提交 ID
             branch: 分支名
+            changed_files: 可选的变更文件列表（来自 PR）
 
         Returns:
             扫描结果
@@ -51,8 +52,8 @@ class PythonScanner(BaseScanner):
             # 克隆仓库
             clone_dir = self.clone_repo(repo_url, commit_id, branch)
 
-            # 获取 Python 文件
+            # 获取 Python 文件（只扫描变更的文件）
-            py_files = self.get_changed_files(clone_dir, self.extensions)
+            py_files = self.get_changed_files(clone_dir, self.extensions, changed_files)
             result['files_scanned'] = len(py_files)
 
             if not py_files:
@@ -84,7 +85,7 @@ class PythonScanner(BaseScanner):
 
         return result
 
-    def _run_pylint(self, cwd: str, files: List[str]) -> Dict[str, Any]:
+    def _run_pylint(self, clone_dir: str, files: List[str]) -> Dict[str, Any]:
         """运行 Pylint 扫描"""
         result = {
             'tool': 'pylint',
@@ -95,7 +96,7 @@ class PythonScanner(BaseScanner):
         # 只扫描变更的文件
         try:
             cmd = ['python', '-m', 'pylint', '--output-format=json'] + files
-            output = self.run_command(cmd, cwd, timeout=120)
+            output = self.run_command(cmd, clone_dir, timeout=120)
 
             result['raw_output'] = output.get('stdout', '')
 
@@ -104,12 +105,15 @@ class PythonScanner(BaseScanner):
                 try:
                     issues = json.loads(output['stdout'])
                     for issue in issues:
+                        # 使用相对于 clone_dir 的路径
+                        full_path = issue.get('path', '')
+                        rel_path = os.path.relpath(full_path, clone_dir) if full_path else ''
                         result['issues'].append({
                             'tool': 'pylint',
                             'type': issue.get('type', 'info'),
                             'severity': issue.get('severity', 'Info'),
                             'message': issue.get('message', ''),
-                            'file': os.path.basename(issue.get('path', '')),
+                            'file': rel_path,
                             'line': issue.get('line', 0),
                             'column': issue.get('column', 0),
                             'symbol': issue.get('symbol', '')
@@ -122,7 +126,7 @@ class PythonScanner(BaseScanner):
 
         return result
 
-    def _run_flake8(self, cwd: str, files: List[str]) -> Dict[str, Any]:
+    def _run_flake8(self, clone_dir: str, files: List[str]) -> Dict[str, Any]:
         """运行 Flake8 扫描"""
         result = {
             'tool': 'flake8',
@@ -132,7 +136,7 @@ class PythonScanner(BaseScanner):
 
         try:
             cmd = ['python', '-m', 'flake8', '--format=json'] + files
-            output = self.run_command(cmd, cwd, timeout=120)
+            output = self.run_command(cmd, clone_dir, timeout=120)
 
             result['raw_output'] = output.get('stdout', '')
 
@@ -141,12 +145,15 @@ class PythonScanner(BaseScanner):
                 try:
                     issues = json.loads(output['stdout'])
                     for issue in issues:
+                        # 使用相对于 clone_dir 的路径
+                        full_path = issue.get('filename', '')
+                        rel_path = os.path.relpath(full_path, clone_dir) if full_path else ''
                         result['issues'].append({
                             'tool': 'flake8',
                             'type': self._map_flake8_code(issue.get('code', '')),
                             'severity': 'Warning',
                             'message': issue.get('text', ''),
-                            'file': os.path.basename(issue.get('filename', '')),
+                            'file': rel_path,
                             'line': issue.get('line_number', 0),
                             'column': issue.get('column_number', 0),
                             'symbol': issue.get('code', '')

scanner/security_scanner.py

@@ -21,7 +21,7 @@ class SecurityScanner(BaseScanner):
         # 扫描所有代码文件以发现安全问题
         self.extensions = ['.py', '.js', '.ts', '.jsx', '.tsx', '.java', '.go', '.rb', '.php']
 
-    def scan(self, repo_url: str, commit_id: Optional[str], branch: str) -> Dict[str, Any]:
+    def scan(self, repo_url: str, commit_id: Optional[str], branch: str, changed_files: Optional[List[str]] = None) -> Dict[str, Any]:
         """
         执行安全扫描
 
@@ -29,6 +29,7 @@ class SecurityScanner(BaseScanner):
             repo_url: 仓库 URL
             commit_id: 提交 ID
             branch: 分支名
+            changed_files: 可选的变更文件列表（来自 PR）
 
         Returns:
             扫描结果
@@ -53,8 +54,8 @@ class SecurityScanner(BaseScanner):
             # 克隆仓库
             clone_dir = self.clone_repo(repo_url, commit_id, branch)
 
-            # 获取所有支持的文件
+            # 获取所有支持的文件（只扫描变更的文件）
-            all_files = self.get_changed_files(clone_dir, self.extensions)
+            all_files = self.get_changed_files(clone_dir, self.extensions, changed_files)
             result['files_scanned'] = len(all_files)
 
             if not all_files:
@@ -88,7 +89,7 @@ class SecurityScanner(BaseScanner):
 
         return result
 
-    def _run_bandit(self, cwd: str, files: List[str]) -> Dict[str, Any]:
+    def _run_bandit(self, clone_dir: str, files: List[str]) -> Dict[str, Any]:
         """运行 Bandit 安全扫描"""
         result = {
             'tool': 'bandit',
@@ -98,7 +99,7 @@ class SecurityScanner(BaseScanner):
         try:
             # 运行 bandit
             cmd = ['python', '-m', 'bandit', '-f', 'json'] + files
-            output = self.run_command(cmd, cwd, timeout=120)
+            output = self.run_command(cmd, clone_dir, timeout=120)
 
             # 解析 JSON 输出
             if output.get('stdout'):
@@ -107,6 +108,9 @@ class SecurityScanner(BaseScanner):
                     results = data.get('results', [])
                     
                     for issue in results:
+                        # 使用相对于 clone_dir 的路径
+                        full_path = issue.get('filename', '')
+                        rel_path = os.path.relpath(full_path, clone_dir) if full_path else ''
                         # 映射严重级别
                         severity = issue.get('issue_severity', 'LOW')
                         result['issues'].append({
@@ -115,7 +119,7 @@ class SecurityScanner(BaseScanner):
                             'severity': severity,
                             'confidence': issue.get('issue_confidence', 'LOW'),
                             'message': issue.get('issue_text', ''),
-                            'file': os.path.basename(issue.get('filename', '')),
+                            'file': rel_path,
                             'line': issue.get('line_number', 0),
                             'code': issue.get('code', '')
                         })
@@ -127,7 +131,7 @@ class SecurityScanner(BaseScanner):
 
         return result
 
-    def _scan_js_security(self, cwd: str, files: List[str]) -> Dict[str, Any]:
+    def _scan_js_security(self, clone_dir: str, files: List[str]) -> Dict[str, Any]:
         """简单的 JavaScript 安全扫描（基于模式匹配）"""
         result = {
             'tool': 'js-security',
@@ -172,6 +176,8 @@ class SecurityScanner(BaseScanner):
 
         for file_path in files:
             try:
+                # 使用相对于 clone_dir 的路径
+                rel_path = os.path.relpath(file_path, clone_dir) if file_path else ''
                 with open(file_path, 'r', encoding='utf-8', errors='ignore') as f:
                     content = f.read()
                     lines = content.split('\n')
@@ -185,7 +191,7 @@ class SecurityScanner(BaseScanner):
                                     'severity': pattern_info['severity'],
                                     'confidence': 'MEDIUM',
                                     'message': pattern_info['message'],
-                                    'file': os.path.basename(file_path),
+                                    'file': rel_path,
                                     'line': line_num,
                                     'code': line.strip()[:80]
                                 })

test.py

@@ -1,218 +0,0 @@
-#!/usr/bin/env python3
-# -*- coding: utf-8 -*-
-
-import os
-import logging
-
-
-os.environ.setdefault('FLASK_RUN_HOST', '0.0.0.0')
-
-from flask import Flask, request, jsonify
-import yaml
-from webhook.handler import GiteaWebhookHandler
-from scanner.python_scanner import PythonScanner
-from scanner.js_scanner import JavaScriptScanner
-from scanner.security_scanner import SecurityScanner
-from report.generator import ReportGenerator
-from notify.feishu import FeishuNotifier
-
-# 配置日志
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-)
-logger = logging.getLogger(__name__)
-
-# 加载配置
-def load_config():
-    """加载配置文件"""
-    config_path = os.path.join(os.path.dirname(__file__), 'config.yaml')
-    with open(config_path, 'r', encoding='utf-8') as f:
-        return yaml.safe_load(f)
-
-# 全局配置
-config = load_config()
-
-# 初始化应用
-app = Flask(__name__)
-app.config['SECRET_KEY'] = config.get('server', {}).get('secret_key', 'dev-secret-key')
-
-# 初始化组件
-webhook_handler = GiteaWebhookHandler(config['gitea'])
-python_scanner = PythonScanner(config.get('scanner', {}))
-js_scanner = JavaScriptScanner(config.get('scanner', {}))
-security_scanner = SecurityScanner(config.get('scanner', {}))
-report_generator = ReportGenerator(config.get('report', {}))
-feishu_notifier = FeishuNotifier(config['feishu'])
-
-
-@app.route('/')
-def index():
-    """健康检查接口"""
-    return jsonify({
-        'status': 'ok',
-        'service': 'AI Code Quality Scanner',
-        'version': '1.0.0'
-    })
-
-
-@app.route('/webhook/gitea', methods=['POST'])
-def handle_gitea_webhook():
-    """处理 Gitea Webhook 请求"""
-    try:
-        # 验证签名
-        signature = request.headers.get('X-Gitea-Signature')
-        if signature:
-            if not webhook_handler.verify_signature(
-                request.data,
-                signature,
-                config['gitea']['webhook_secret']
-            ):
-                logger.warning('Webhook 签名验证失败')
-                return jsonify({'error': 'Invalid signature'}), 401
-
-        # 解析 Webhook payload
-        payload = request.json
-        if not payload:
-            return jsonify({'error': 'No payload'}), 400
-
-        event_type = request.headers.get('X-Gitea-Event', 'push')
-        logger.info(f'收到 Gitea Webhook 事件: {event_type}')
-
-        # 只处理 push 事件
-        if event_type != 'push':
-            return jsonify({'message': 'Event ignored'}), 200
-
-        # 提取提交信息
-        commits = payload.get('commits', [])
-        if not commits:
-            return jsonify({'message': 'No commits'}), 200
-
-        repo = payload.get('repository', {})
-        repo_name = repo.get('full_name', 'unknown')
-        branch = payload.get('ref', '').replace('refs/heads/', '')
-        pusher = payload.get('pusher', {}).get('name', 'unknown')
-
-        logger.info(f'处理仓库 {repo_name} 的 {len(commits)} 个提交')
-
-        # 处理每个提交
-        for commit in commits:
-            commit_id = commit.get('id', '')[:8]
-            commit_message = commit.get('message', '')
-            author = commit.get('author', {}).get('name', 'unknown')
-
-            logger.info(f'扫描提交 {commit_id}: {commit_message}')
-
-            try:
-                # 获取仓库 URL
-                clone_url = repo.get('clone_url')
-                if not clone_url:
-                    # 尝试从 web_url 构建
-                    web_url = repo.get('web_url', '')
-                    if web_url:
-                        clone_url = web_url.replace('http://', 'http://').replace('https://', 'https://')
-                        clone_url = clone_url.rstrip('/') + '.git'
-
-                # 执行代码扫描
-                scan_results = {}
-
-                # Python 扫描
-                if 'python' in config.get('scanner', {}).get('languages', []):
-                    scan_results['python'] = python_scanner.scan(
-                        clone_url, commit_id, branch
-                    )
-
-                # JavaScript/TypeScript 扫描
-                if any(lang in config.get('scanner', {}).get('languages', [])
-                       for lang in ['javascript', 'typescript']):
-                    scan_results['javascript'] = js_scanner.scan(
-                        clone_url, commit_id, branch
-                    )
-
-                # 安全扫描
-                scan_results['security'] = security_scanner.scan(
-                    clone_url, commit_id, branch
-                )
-
-                # 生成报告
-                report = report_generator.generate(
-                    repo_name=repo_name,
-                    branch=branch,
-                    commit_id=commit_id,
-                    commit_message=commit_message,
-                    author=author,
-                    scan_results=scan_results
-                )
-
-                # 发送飞书通知
-                feishu_notifier.send_report(report)
-
-                logger.info(f'提交 {commit_id} 扫描完成')
-
-            except Exception as e:
-                logger.error(f'扫描提交 {commit_id} 失败: {str(e)}')
-                # 继续处理其他提交
-                continue
-
-        return jsonify({'status': 'ok', 'message': 'Scan completed'}), 200
-
-    except Exception as e:
-        logger.error(f'处理 Webhook 失败: {str(e)}', exc_info=True)
-        return jsonify({'error': str(e)}), 500
-
-
-@app.route('/scan/manual', methods=['POST'])
-def manual_scan():
-    """手动触发扫描接口"""
-    try:
-        data = request.json
-        repo_url = data.get('repo_url')
-        branch = data.get('branch', 'main')
-        commit_id = data.get('commit_id')
-
-        if not repo_url:
-            return jsonify({'error': 'repo_url is required'}), 400
-
-        # 执行扫描
-        scan_results = {}
-
-        if 'python' in config.get('scanner', {}).get('languages', []):
-            scan_results['python'] = python_scanner.scan(repo_url, commit_id, branch)
-
-        if any(lang in config.get('scanner', {}).get('languages', [])
-               for lang in ['javascript', 'typescript']):
-            scan_results['javascript'] = js_scanner.scan(repo_url, commit_id, branch)
-
-        scan_results['security'] = security_scanner.scan(repo_url, commit_id, branch)
-
-        # 生成报告
-        report = report_generator.generate(
-            repo_name=repo_url.split('/')[-1].replace('.git', ''),
-            branch=branch,
-            commit_id=commit_id or 'manual',
-            commit_message='Manual scan',
-            author='manual',
-            scan_results=scan_results
-        )
-
-        # 发送飞书通知
-        feishu_notifier.send_report(report)
-
-        return jsonify({
-            'status': 'ok',
-            'report': report
-        }), 200
-
-    except Exception as e:
-        logger.error(f'手动扫描失败: {str(e)}', exc_info=True)
-        return jsonify({'error': str(e)}), 500
-
-
-if __name__ == '__main__':
-    # 强制监听所有网络接口
-    host = "0.0.0.0"
-    port = config.get('server', {}).get('port', 5000)
-    debug = config.get('server', {}).get('debug', True)
-
-    logger.info(f'启动服务: {host}:{port}')
-    app.run(host=host, port=port, debug=debug)

test_demo/demo_flaws.py

@@ -0,0 +1,69 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+测试文件：包含常见代码缺陷，用于验证扫描器
+"""
+
+import os
+import sys
+import json
+import pickle
+import subprocess
+from ast import parse
+from typing import List, Dict
+
+
+# 缺陷1: 未使用的导入
+import unused_module  # 未使用
+import collections as col  # 使用了 col 但 flake8 可能检测
+
+
+# 缺陷2: 未使用的变量
+def unused_variable_demo():
+    """演示未使用的变量"""
+    result = calculate()  # result 未被使用
+    print("Function executed")
+
+
+# 缺陷8: 行太长（风格问题）
+def long_line():
+    """这是一行非常非常非常非常非常非常非常非常非常非常非常非常长的代码超过了 120 个字符的限制"""
+
+
+# 缺陷9: 缺少空格
+def missing_spaces():
+    """缺少必要空格"""
+    x=1+2
+    y=3*99
+    if x==1:
+        print(x)
+
+
+# 缺陷1: 未使用的导入
+import unused_module  # 未使用
+import collections as col  # 使用了 col 但 flake8 可能检测
+
+
+# 缺陷2: 未使用的变量
+def unused_variable_demo():
+    """演示未使用的变量"""
+    result = calculate()  # result 未被使用
+    print("Function executed")
+
+
+def calculate():
+    """计算并返回结果"""
+    return 42
+
+
+# 缺陷3: 未定义的变量
+def undefined_variable_demo():
+    """演示未定义的变量"""
+    print(undefined_var)  # undefined_var 未定义
+
+
+# 缺陷4: 变量在定义前使用
+def use_before_define():
+    """在定义前使用变量"""
+    print(before_var)  # before_var 在下面才定义
+    before_var = 100

快速开始指南.md

@@ -0,0 +1,230 @@
+# 快速开始指南
+
+本文档将帮助你快速部署 AI Code Quality Scanner 并配置 Gitea Webhook 和飞书通知。
+
+## 环境要求
+
+- Python 3.8+
+- Git
+- Node.js 和 npm（用于 JavaScript/TypeScript 扫描，可选）
+- Docker 和 Docker Compose（可选，用于容器化部署）
+
+## 步骤 1：配置修改
+
+### 修改 `config.yaml`
+
+首先编辑 `config.yaml` 文件，配置以下内容：
+
+```yaml
+server:
+  host: "0.0.0.0"
+  port: 5000  # Webhook 服务端口
+
+gitea:
+  base_url: "http://服务器IP:3000"  # 你的 Gitea 地址
+  webhook_secret: "your_secret_key"  # Webhook 签名密钥
+
+feishu:
+  webhook_url: "https://open.feishu.cn/open-apis/bot/v2/hook/xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx"  # 飞书 Webhook 地址
+  secret: ""  # 飞书签名密钥（可选）
+```
+
+### 获取飞书 Webhook 地址
+
+1. 打开飞书群聊
+2. 点击右上角「...」→「设置」→「群机器人」
+3. 点击「添加机器人」→「自定义机器人」
+4. 设置机器人名称，点击「添加」
+5. 复制 Webhook 地址
+6. （可选）开启「签名校验」，复制 secret
+
+### 获取 Gitea Webhook 密钥
+
+1. 在 Gitea 仓库页面，点击「仓库设置」→「Webhooks」
+2. 点击「添加 Webhook」→「Gitea」
+3. 填写以下信息：
+   - 目标 URL: `http://你的服务器IP:5000/webhook/gitea`
+   - 密钥: 自定义一个密钥（如 `my_secret_key`），需要与 config.yaml 中的 `webhook_secret` 一致
+4. 点击「添加 Webhook」
+
+## 步骤 2：安装依赖
+
+### 方式 A：本地安装（Windows/Mac/Linux）
+
+```bash
+# Windows
+install.bat
+
+# Mac/Linux
+chmod +x install.sh
+./install.sh
+```
+
+### 方式 B：Docker 部署
+
+```bash
+# 构建并运行
+docker-compose up -d
+
+# 查看日志
+docker-compose logs -f
+```
+
+## 步骤 3：启动服务
+
+```bash
+# 激活虚拟环境（如果使用虚拟环境）
+# Windows
+call venv\Scripts\activate.bat
+
+# Mac/Linux
+source venv/bin/activate
+
+# 启动服务
+python app.py
+```
+
+服务启动后，访问 `http://localhost:5000` 可以看到健康检查响应。
+
+## 步骤 4：测试
+
+### 测试 Webhook
+
+在 Gitea 仓库中进行一次代码提交，应该能看到：
+
+1. 服务端日志显示收到 Webhook 请求
+2. 代码被克隆到临时目录
+3. 扫描工具运行
+4. 飞书群聊收到通知
+
+### 测试手动扫描
+
+```bash
+curl -X POST http://localhost:5000/scan/manual \
+  -H "Content-Type: application/json" \
+  -d '{"repo_url": "https://github.com/username/repo.git", "branch": "main"}'
+```
+
+## 配置说明
+
+### 扫描工具说明
+
+| 工具 | 语言 | 功能 |
+|------|------|------|
+| Pylint | Python | 代码风格和错误检查 |
+| Flake8 | Python | Python 代码检查 |
+| Bandit | Python | 安全漏洞扫描 |
+| ESLint | JavaScript/TypeScript | JS/TS 代码检查 |
+
+### 配置文件选项
+
+```yaml
+server:
+  host: "0.0.0.0"      # 监听地址
+  port: 5000           # 监听端口
+  debug: true          # 调试模式
+
+gitea:
+  base_url: "http://localhost:3000"   # Gitea 地址
+  webhook_secret: "secret"             # Webhook 签名密钥
+
+feishu:
+  webhook_url: "https://..."           # 飞书 Webhook
+  secret: ""                           # 飞书签名密钥
+
+scanner:
+  languages:
+    - python
+    - javascript
+    - typescript
+  max_issues: 10          # 最大问题数量
+  detailed: true          # 详细扫描模式
+  temp_clone_dir: "/tmp/code_scanner_clones"  # 临时目录
+
+report:
+  output_dir: "./reports"    # 报告保存目录
+  keep_files: true           # 是否保留报告文件
+```
+
+## 常见问题
+
+### Q: 扫描时间很长怎么办？
+
+A: 系统会浅克隆仓库（只获取最新提交），首次扫描后会有缓存。如果仍需优化，可以：
+- 减少扫描的文件类型
+- 调整 `max_issues` 参数
+
+### Q: 飞书消息发送失败？
+
+A: 检查：
+1. Webhook 地址是否正确
+2. 是否开启了签名校验（如果开启了，需要配置 secret）
+3. 网络是否可达
+
+### Q: 扫描不到代码？
+
+A: 检查：
+1. 仓库 URL 是否可公开访问
+2. 私有仓库需要配置 Git 凭证
+3. 确认分支名称正确
+
+### Q: 如何访问 Gitea 私有仓库？
+
+A: 在环境变量中配置 Git 凭证：
+```bash
+export GIT_USERNAME=your_username
+export GIT_PASSWORD=your_password
+```
+
+或者在 Git 克隆 URL 中包含凭证：
+```
+http://username:password@gitea-server.com/user/repo.git
+```
+
+## 系统架构图
+
+```
+用户提交代码
+    │
+    ▼
+Gitea Webhook ──────────────────────┐
+    │                                │
+    ▼                                │
+Webhook 服务                        │
+(Flask :5000)                       │
+    │                                │
+    ├──────────┬──────────┬─────────┘
+    ▼          ▼          ▼
+ Python    JS/TS     Security
+ Scanner   Scanner    Scanner
+    │          │          │
+    └──────────┴──────────┘
+              │
+              ▼
+        Report Generator
+        (Markdown 报告)
+              │
+              ▼
+         Feishu Bot
+         (发送通知)
+```
+
+## 目录结构
+
+```
+code-scanner/
+├── app.py                    # 主应用
+├── config.yaml               # 配置文件
+├── requirements.txt           # 依赖
+├── Dockerfile               # Docker 镜像
+├── docker-compose.yml       # Docker Compose
+├── install.bat              # Windows 安装脚本
+├── install.sh              # Linux 安装脚本
+├── README.md               # 项目说明
+├── 快速开始指南.md           # 本文档
+├── webhook/                 # Webhook 处理
+├── scanner/                 # 代码扫描器
+├── report/                  # 报告生成
+├── notify/                  # 飞书通知
+└── reports/                # 报告输出
+```