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Hook",{"type":25,"tag":235,"props":1397,"children":1400},{"code":1398,"language":1286,"meta":7,"className":1399},"pre-commit install\npre-commit install --hook-type pre-push # 可选：推送时也扫描\n",[1288],[1401],{"type":25,"tag":240,"props":1402,"children":1403},{"__ignoreMap":7},[1404],{"type":31,"value":1398},{"type":25,"tag":34,"props":1406,"children":1407},{},[1408,1413],{"type":25,"tag":38,"props":1409,"children":1410},{},[1411],{"type":31,"value":1412},"效果",{"type":31,"value":54},{"type":25,"tag":235,"props":1415,"children":1418},{"code":1416,"language":1286,"meta":7,"className":1417},"$ git commit -m \"Add OpenAI integration\"\nTruffleHog Credential Scan...........................Failed\n- hook id: trufflehog\n- exit code: 1\n\n🐷 🔑 Found Verified Secret\nDetector: OpenAI\nFile: src/agents/customer-support.ts\nLine: 12\n\n❌ Commit blocked! Please remove the hardcoded API key.\n💡 Tip: Use environment variables or a secret manager.\n",[1288],[1419],{"type":25,"tag":240,"props":1420,"children":1421},{"__ignoreMap":7},[1422],{"type":31,"value":1416},{"type":25,"tag":223,"props":1424,"children":1426},{"id":1425},"_33-常见误报处理",[1427],{"type":31,"value":1428},"3.3 常见误报处理",{"type":25,"tag":806,"props":1430,"children":1432},{"id":1431},"误报类型-1测试用例中的假密钥",[1433],{"type":31,"value":1434},"误报类型 1：测试用例中的假密钥",{"type":25,"tag":34,"props":1436,"children":1437},{},[1438,1442],{"type":25,"tag":38,"props":1439,"children":1440},{},[1441],{"type":31,"value":251},{"type":31,"value":1443},"：测试代码中包含格式正确但无效的密钥",{"type":25,"tag":235,"props":1445,"children":1450},{"code":1446,"language":1447,"meta":7,"className":1448},"// ❌ 会被检测为真实密钥\nconst testApiKey = \"sk-test-1234567890abcdef\";\n\n// ✅ 解决方案 1：使用明显假的值\nconst testApiKey = \"sk-test-FAKE-KEY-FOR-TESTING\";\n\n// ✅ 解决方案 2：添加到白名单\n// .trufflehog.yaml\nexclude_paths:\n - \"**/*.test.ts\"\n - \"**/*.spec.ts\"\n","typescript",[1449],"language-typescript",[1451],{"type":25,"tag":240,"props":1452,"children":1453},{"__ignoreMap":7},[1454],{"type":31,"value":1446},{"type":25,"tag":806,"props":1456,"children":1458},{"id":1457},"误报类型-2文档中的示例代码",[1459],{"type":31,"value":1460},"误报类型 2：文档中的示例代码",{"type":25,"tag":34,"props":1462,"children":1463},{},[1464,1468],{"type":25,"tag":38,"props":1465,"children":1466},{},[1467],{"type":31,"value":251},{"type":31,"value":1469},"：README 或教程中包含示例密钥",{"type":25,"tag":235,"props":1471,"children":1476},{"code":1472,"language":1473,"meta":7,"className":1474},"\u003C!-- ❌ 可能被扫描器捕获 -->\n```ts\nconst apiKey = \"sk-proj-abc123xyz789\";\n","markdown",[1475],"language-markdown",[1477],{"type":25,"tag":240,"props":1478,"children":1479},{"__ignoreMap":7},[1480],{"type":31,"value":1472},{"type":25,"tag":235,"props":1482,"children":1487},{"code":1483,"language":1484,"meta":7,"className":1485},"const apiKey = process.env.OPENAI_API_KEY; // 从环境变量读取\n","ts",[1486],"language-ts",[1488],{"type":25,"tag":240,"props":1489,"children":1490},{"__ignoreMap":7},[1491],{"type":31,"value":1483},{"type":25,"tag":235,"props":1493,"children":1495},{"code":1494},"\n#### 误报类型 3：环境变量默认值\n\n**问题**：代码中提供默认值用于本地开发\n\n```typescript\n// ❌ 硬编码默认值\nconst apiKey = process.env.API_KEY || \"default-dev-key-12345\";\n\n// ✅ 解决方案：抛出错误提示配置\nconst apiKey = process.env.API_KEY;\nif (!apiKey) {\n throw new Error(\"API_KEY environment variable is not set\");\n}\n",[1496],{"type":25,"tag":240,"props":1497,"children":1498},{"__ignoreMap":7},[1499],{"type":31,"value":1494},{"type":25,"tag":223,"props":1501,"children":1503},{"id":1502},"_34-扫描性能优化",[1504],{"type":31,"value":1505},"3.4 扫描性能优化",{"type":25,"tag":34,"props":1507,"children":1508},{},[1509],{"type":31,"value":1510},"对于大型仓库，完整 Git 历史扫描可能很慢：",{"type":25,"tag":235,"props":1512,"children":1515},{"code":1513,"language":1286,"meta":7,"className":1514},"# 优化策略 1：只扫描最近 N 次提交\ntrufflehog git file://. --max_depth=100 --only-verified\n\n# 优化策略 2：增量扫描（仅扫描变更文件）\ngit diff --name-only HEAD~1 HEAD | xargs trufflehog filesystem --only-verified\n\n# 优化策略 3：缓存扫描结果\n# 使用 GitHub Actions cache\n- uses: actions/cache@v3\n with:\n path: ~/.cache/trufflehog\n key: trufflehog-${{ hashFiles('**/*.ts', '**/*.js') }}\n",[1288],[1516],{"type":25,"tag":240,"props":1517,"children":1518},{"__ignoreMap":7},[1519],{"type":31,"value":1513},{"type":25,"tag":213,"props":1521,"children":1522},{},[],{"type":25,"tag":26,"props":1524,"children":1526},{"id":1525},"_4-权限审计实战",[1527],{"type":31,"value":1528},"4. 权限审计实战",{"type":25,"tag":223,"props":1530,"children":1532},{"id":1531},"_41-agent-权限模型定义",[1533],{"type":31,"value":1534},"4.1 Agent 权限模型定义",{"type":25,"tag":806,"props":1536,"children":1538},{"id":1537},"权限声明文件agent-permissionsjson",[1539,1541,1547],{"type":31,"value":1540},"权限声明文件（",{"type":25,"tag":240,"props":1542,"children":1544},{"className":1543},[],[1545],{"type":31,"value":1546},"agent-permissions.json",{"type":31,"value":1338},{"type":25,"tag":235,"props":1549,"children":1554},{"code":1550,"language":1551,"meta":7,"className":1552},"{\n \"agent_id\": \"customer-support-agent\",\n \"version\": \"1.2.0\",\n \"permissions\": {\n \"tools\": [\n {\n \"tool_name\": \"database_query\",\n \"allowed_operations\": [\"SELECT\"],\n \"denied_operations\": [\"INSERT\", \"UPDATE\", \"DELETE\", \"DROP\"],\n \"max_rows_returned\": 100,\n \"allowed_tables\": [\"customers\", \"orders\", \"products\"],\n \"denied_tables\": [\"users_passwords\", \"payment_details\"]\n },\n {\n \"tool_name\": \"email_sender\",\n \"allowed_recipients_pattern\": \"^.*@company\\\\.com$\",\n \"max_emails_per_hour\": 50,\n \"require_approval_for_external\": true\n },\n {\n \"tool_name\": \"file_system\",\n \"allowed_paths\": [\"/tmp/agent-workspace/*\"],\n \"denied_paths\": [\"/etc/*\", \"/home/*\", \"/var/log/*\"],\n \"allowed_operations\": [\"read\", \"write\"],\n \"denied_operations\": [\"delete\", \"chmod\", \"chown\"]\n }\n ],\n \"llm_access\": {\n \"allowed_models\": [\"gpt-4-turbo\", \"gpt-3.5-turbo\"],\n \"denied_models\": [\"gpt-4-all\"],\n \"max_tokens_per_request\": 4000,\n \"rate_limit_rpm\": 60\n },\n \"network\": {\n \"allowed_domains\": [\"api.company.com\", \"docs.company.com\"],\n \"denied_domains\": [\"*\"],\n \"allowed_protocols\": [\"https\"],\n \"denied_protocols\": [\"http\", \"ftp\"]\n }\n }\n}\n","json",[1553],"language-json",[1555],{"type":25,"tag":240,"props":1556,"children":1557},{"__ignoreMap":7},[1558],{"type":31,"value":1550},{"type":25,"tag":223,"props":1560,"children":1562},{"id":1561},"_42-opa-策略编写",[1563],{"type":31,"value":1564},"4.2 OPA 策略编写",{"type":25,"tag":806,"props":1566,"children":1568},{"id":1567},"策略文件policiesagent-permissionsrego",[1569,1571,1577],{"type":31,"value":1570},"策略文件（",{"type":25,"tag":240,"props":1572,"children":1574},{"className":1573},[],[1575],{"type":31,"value":1576},"policies/agent-permissions.rego",{"type":31,"value":1338},{"type":25,"tag":235,"props":1579,"children":1584},{"code":1580,"language":1581,"meta":7,"className":1582},"package main\n\nimport future.keywords.if\nimport future.keywords.in\n\n# 默认无违规\nviolations := []\n\n# 规则 1：检查是否包含 denied_operations\nviolations contains violation if\n some tool in input.permissions.tools\n some op in tool.denied_operations\n op == \"DELETE\"\n violation := {\n \"severity\": \"critical\",\n \"message\": sprintf(\"Tool '%s' allows DELETE operation, which is prohibited\", [tool.tool_name]),\n \"tool\": tool.tool_name,\n \"operation\": op\n }\n\n# 规则 2：检查文件系统权限是否过宽\nviolations contains violation if\n some tool in input.permissions.tools\n tool.tool_name == \"file_system\"\n not startswith(tool.allowed_paths[0], \"/tmp/\")\n violation := {\n \"severity\": \"high\",\n \"message\": \"File system access should be restricted to /tmp/ directory\",\n \"tool\": \"file_system\",\n \"current_path\": tool.allowed_paths[0]\n }\n\n# 规则 3：检查网络访问是否允许 HTTP\nviolations contains violation if\n some protocol in input.permissions.network.denied_protocols\n protocol == \"http\"\n \"http\" in input.permissions.network.allowed_protocols\n violation := {\n \"severity\": \"high\",\n \"message\": \"HTTP protocol is allowed but should be denied (use HTTPS only)\",\n \"protocol\": \"http\"\n }\n\n# 规则 4：检查邮件发送是否有外部审批\nviolations contains violation if\n some tool in input.permissions.tools\n tool.tool_name == \"email_sender\"\n not tool.require_approval_for_external\n violation := {\n \"severity\": \"medium\",\n \"message\": \"Email sender should require approval for external recipients\",\n \"tool\": \"email_sender\"\n }\n\n# 规则 5：检查 Token 限制是否合理\nviolations contains violation if\n input.permissions.llm_access.max_tokens_per_request > 8000\n violation := {\n \"severity\": \"medium\",\n \"message\": sprintf(\"Max tokens per request (%d) exceeds recommended limit (8000)\", \n [input.permissions.llm_access.max_tokens_per_request]),\n \"current_limit\": input.permissions.llm_access.max_tokens_per_request\n }\n\n# 辅助函数：检查字符串是否以指定前缀开头\nstartswith(s, prefix) := true if\n indexof(s, prefix) == 0\n","rego",[1583],"language-rego",[1585],{"type":25,"tag":240,"props":1586,"children":1587},{"__ignoreMap":7},[1588],{"type":31,"value":1580},{"type":25,"tag":223,"props":1590,"children":1592},{"id":1591},"_43-执行权限审计",[1593],{"type":31,"value":1594},"4.3 执行权限审计",{"type":25,"tag":235,"props":1596,"children":1599},{"code":1597,"language":1286,"meta":7,"className":1598},"# 安装 OPA\ncurl -L -o opa https://openpolicyagent.org/downloads/v0.60.0/opa_linux_amd64_static\nchmod +x opa\n\n# 运行审计\n./opa eval \\\n --data policies/agent-permissions.rego \\\n --input agent-permissions.json \\\n \"data.main.violations\" \\\n --format pretty\n",[1288],[1600],{"type":25,"tag":240,"props":1601,"children":1602},{"__ignoreMap":7},[1603],{"type":31,"value":1597},{"type":25,"tag":34,"props":1605,"children":1606},{},[1607,1611],{"type":25,"tag":38,"props":1608,"children":1609},{},[1610],{"type":31,"value":1315},{"type":31,"value":54},{"type":25,"tag":235,"props":1613,"children":1616},{"code":1614,"language":1551,"meta":7,"className":1615},"[\n {\n \"severity\": \"critical\",\n \"message\": \"Tool 'database_query' allows DELETE operation, which is prohibited\",\n \"tool\": \"database_query\",\n \"operation\": \"DELETE\"\n },\n {\n \"severity\": \"medium\",\n \"message\": \"Max tokens per request (10000) exceeds recommended limit (8000)\",\n \"current_limit\": 10000\n }\n]\n",[1553],[1617],{"type":25,"tag":240,"props":1618,"children":1619},{"__ignoreMap":7},[1620],{"type":31,"value":1614},{"type":25,"tag":223,"props":1622,"children":1624},{"id":1623},"_44-权限基线管理",[1625],{"type":31,"value":1626},"4.4 权限基线管理",{"type":25,"tag":806,"props":1628,"children":1630},{"id":1629},"建立权限基线",[1631],{"type":31,"value":1629},{"type":25,"tag":235,"props":1633,"children":1636},{"code":1634,"language":1286,"meta":7,"className":1635},"# 生成当前权限快照\n./opa eval \\\n --data policies/ \\\n --input agent-permissions.json \\\n \"data.main\" \\\n --format json > baseline-permissions.json\n\n# 提交到版本控制\ngit add baseline-permissions.json\ngit commit -m \"Update permission baseline\"\n",[1288],[1637],{"type":25,"tag":240,"props":1638,"children":1639},{"__ignoreMap":7},[1640],{"type":31,"value":1634},{"type":25,"tag":806,"props":1642,"children":1644},{"id":1643},"检测权限漂移",[1645],{"type":31,"value":1643},{"type":25,"tag":235,"props":1647,"children":1650},{"code":1648,"language":1286,"meta":7,"className":1649},"# 比较当前权限与基线的差异\ndiff \u003C(jq -S . baseline-permissions.json) \u003C(jq -S . agent-permissions.json)\n\n# 如果有差异，触发告警\nif [ $? -ne 0 ]; then\n echo \"⚠️ Permission drift detected!\"\n echo \"Please review changes and update baseline if intentional.\"\n exit 1\nfi\n",[1288],[1651],{"type":25,"tag":240,"props":1652,"children":1653},{"__ignoreMap":7},[1654],{"type":31,"value":1648},{"type":25,"tag":213,"props":1656,"children":1657},{},[],{"type":25,"tag":26,"props":1659,"children":1661},{"id":1660},"_5-日志脱敏验证实战",[1662],{"type":31,"value":1663},"5. 日志脱敏验证实战",{"type":25,"tag":223,"props":1665,"children":1667},{"id":1666},"_51-日志脱敏规则定义",[1668],{"type":31,"value":1669},"5.1 日志脱敏规则定义",{"type":25,"tag":806,"props":1671,"children":1673},{"id":1672},"规则配置文件configlog-rulesjson",[1674,1676,1682],{"type":31,"value":1675},"规则配置文件（",{"type":25,"tag":240,"props":1677,"children":1679},{"className":1678},[],[1680],{"type":31,"value":1681},"config/log-rules.json",{"type":31,"value":1338},{"type":25,"tag":235,"props":1684,"children":1687},{"code":1685,"language":1551,"meta":7,"className":1686},"{\n \"rules\": [\n {\n \"id\": \"pii_email\",\n \"description\": \"Email addresses in logs\",\n \"pattern\": \"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\\\.[a-zA-Z]{2,}\",\n \"replacement\": \"***@***.***\",\n \"severity\": \"critical\",\n \"contexts\": [\"console.log\", \"logger.info\", \"logger.error\", \"console.warn\"]\n },\n {\n \"id\": \"pii_phone\",\n \"description\": \"Phone numbers in logs\",\n \"pattern\": \"\\\\b\\\\d{3}[-.]?\\\\d{3}[-.]?\\\\d{4}\\\\b\",\n \"replacement\": \"***-***-****\",\n \"severity\": \"critical\",\n \"contexts\": [\"console.log\", \"logger.info\", \"logger.error\"]\n },\n {\n \"id\": \"credit_card\",\n \"description\": \"Credit card numbers\",\n \"pattern\": \"\\\\b\\\\d{4}[- ]?\\\\d{4}[- ]?\\\\d{4}[- ]?(\\\\d{4})\\\\b\",\n \"replacement\": \"****-****-****-$1\",\n \"severity\": \"critical\",\n \"contexts\": [\"*\"]\n },\n {\n \"id\": \"api_key_pattern\",\n \"description\": \"API keys (generic)\",\n \"pattern\": \"(?:api[_-]?key|apikey)[\\\"'\\\\s:=]+([A-Za-z0-9]{20,})\",\n \"replacement\": \"$1[REDACTED]\",\n \"severity\": \"critical\",\n \"contexts\": [\"*\"]\n },\n {\n \"id\": \"jwt_token\",\n \"description\": \"JWT tokens\",\n \"pattern\": \"eyJ[A-Za-z0-9_-]+\\\\.eyJ[A-Za-z0-9_-]+\\\\.[A-Za-z0-9_-]+\",\n \"replacement\": \"[JWT_TOKEN_REDACTED]\",\n \"severity\": \"high\",\n \"contexts\": [\"*\"]\n },\n {\n \"id\": \"password_field\",\n \"description\": \"Password fields in objects\",\n \"pattern\": \"(?:password|passwd|pwd)[\\\"'\\\\s:=]+[^\\\\s,}]+\",\n \"replacement\": \"$1[REDACTED]\",\n \"severity\": \"critical\",\n \"contexts\": [\"*\"]\n }\n ],\n \"exclusions\": [\n {\n \"file_pattern\": \"*.test.ts\",\n \"reason\": \"Test files may contain mock data\"\n },\n {\n \"file_pattern\": \"docs/**/*.md\",\n \"reason\": \"Documentation examples\"\n }\n ]\n}\n",[1553],[1688],{"type":25,"tag":240,"props":1689,"children":1690},{"__ignoreMap":7},[1691],{"type":31,"value":1685},{"type":25,"tag":223,"props":1693,"children":1695},{"id":1694},"_52-静态分析脚本",[1696],{"type":31,"value":1697},"5.2 静态分析脚本",{"type":25,"tag":806,"props":1699,"children":1701},{"id":1700},"python-实现scriptscheck_log_sanitizationpy",[1702,1704,1710],{"type":31,"value":1703},"Python 实现（",{"type":25,"tag":240,"props":1705,"children":1707},{"className":1706},[],[1708],{"type":31,"value":1709},"scripts/check_log_sanitization.py",{"type":31,"value":1338},{"type":25,"tag":235,"props":1712,"children":1717},{"code":1713,"language":1714,"meta":7,"className":1715},"#!/usr/bin/env python3\n\"\"\"\nLog Sanitization Checker\nScans source code for potential sensitive data leakage in log statements.\n\"\"\"\n\nimport re\nimport json\nimport sys\nimport os\nfrom pathlib import Path\nfrom typing import List, Dict, Tuple\n\nclass LogSanitizationChecker:\n def __init__(self, rules_file: str):\n with open(rules_file, 'r') as f:\n self.config = json.load(f)\n self.rules = self.config['rules']\n self.exclusions = self.config.get('exclusions', [])\n self.violations = []\n \n def should_exclude(self, file_path: str) -> bool:\n \"\"\"Check if file should be excluded from scanning.\"\"\"\n for exclusion in self.exclusions:\n pattern = exclusion['file_pattern'].replace('*', '.*')\n if re.match(pattern, file_path):\n print(f\"⏭️ Excluding {file_path}: {exclusion['reason']}\")\n return True\n return False\n \n def extract_log_statements(self, content: str, file_path: str) -> List[Tuple[str, int]]:\n \"\"\"Extract log statements from source code.\"\"\"\n log_patterns = [\n r'console\\.(log|warn|error|info|debug)\\((.*?)\\)',\n r'logger\\.(info|warn|error|debug|trace)\\((.*?)\\)',\n r'logging\\.(info|warning|error|debug)\\((.*?)\\)',\n ]\n \n statements = []\n lines = content.split('\\n')\n \n for line_num, line in enumerate(lines, 1):\n for pattern in log_patterns:\n matches = re.finditer(pattern, line)\n for match in matches:\n log_content = match.group(2)\n statements.append((log_content, line_num))\n \n return statements\n \n def check_violations(self, content: str, file_path: str) -> List[Dict]:\n \"\"\"Check for sensitive data in log statements.\"\"\"\n if self.should_exclude(file_path):\n return []\n \n violations = []\n log_statements = self.extract_log_statements(content, file_path)\n \n for log_content, line_num in log_statements:\n for rule in self.rules:\n pattern = rule['pattern']\n if re.search(pattern, log_content, re.IGNORECASE):\n violation = {\n 'file': file_path,\n 'line': line_num,\n 'rule_id': rule['id'],\n 'description': rule['description'],\n 'severity': rule['severity'],\n 'content_preview': log_content[:100] + '...' if len(log_content) > 100 else log_content\n }\n violations.append(violation)\n \n return violations\n \n def scan_directory(self, source_dir: str) -> List[Dict]:\n \"\"\"Scan all files in directory.\"\"\"\n all_violations = []\n source_path = Path(source_dir)\n \n for file_path in source_path.rglob('*'):\n if file_path.is_file() and file_path.suffix in ['.ts', '.js', '.py', '.java']:\n try:\n with open(file_path, 'r', encoding='utf-8') as f:\n content = f.read()\n \n violations = self.check_violations(content, str(file_path))\n all_violations.extend(violations)\n except Exception as e:\n print(f\"⚠️ Error reading {file_path}: {e}\")\n \n return all_violations\n \n def generate_report(self, violations: List[Dict]) -> str:\n \"\"\"Generate human-readable report.\"\"\"\n if not violations:\n return \"✅ No log sanitization violations found!\"\n \n report = []\n report.append(\"=\" * 80)\n report.append(\"LOG SANITIZATION VIOLATION REPORT\")\n report.append(\"=\" * 80)\n report.append(f\"Total violations: {len(violations)}\")\n report.append(\"\")\n \n # Group by severity\n by_severity = {}\n for v in violations:\n severity = v['severity']\n if severity not in by_severity:\n by_severity[severity] = []\n by_severity[severity].append(v)\n \n for severity in ['critical', 'high', 'medium', 'low']:\n if severity in by_severity:\n report.append(f\"\\n{'='*60}\")\n report.append(f\"{severity.upper()} ({len(by_severity[severity])} violations)\")\n report.append('=' * 60)\n \n for v in by_severity[severity]:\n report.append(f\"\\n📄 File: {v['file']}\")\n report.append(f\"📍 Line: {v['line']}\")\n report.append(f\"🔍 Rule: {v['rule_id']} - {v['description']}\")\n report.append(f\"📝 Preview: {v['content_preview']}\")\n \n report.append(\"\\n\" + \"=\" * 80)\n report.append(\"RECOMMENDATIONS:\")\n report.append(\"=\" * 80)\n report.append(\"1. Use a logging library with built-in redaction (e.g., pino-redact)\")\n report.append(\"2. Implement middleware to sanitize logs before output\")\n report.append(\"3. Add unit tests to verify sensitive data is not logged\")\n report.append(\"4. Review and update redaction rules regularly\")\n \n return \"\\n\".join(report)\n\n\ndef main():\n import argparse\n \n parser = argparse.ArgumentParser(description='Check log sanitization')\n parser.add_argument('--source-dir', required=True, help='Source directory to scan')\n parser.add_argument('--rules', default='config/log-rules.json', help='Rules file path')\n parser.add_argument('--output', help='Output report file (optional)')\n \n args = parser.parse_args()\n \n checker = LogSanitizationChecker(args.rules)\n violations = checker.scan_directory(args.source_dir)\n report = checker.generate_report(violations)\n \n print(report)\n \n if args.output:\n with open(args.output, 'w') as f:\n f.write(report)\n print(f\"\\n📄 Report saved to {args.output}\")\n \n # Exit with error code if critical violations found\n critical_count = sum(1 for v in violations if v['severity'] == 'critical')\n if critical_count > 0:\n print(f\"\\n❌ Found {critical_count} critical violations!\")\n sys.exit(1)\n else:\n print(\"\\n✅ All checks passed!\")\n sys.exit(0)\n\n\nif __name__ == '__main__':\n main()\n","python",[1716],"language-python",[1718],{"type":25,"tag":240,"props":1719,"children":1720},{"__ignoreMap":7},[1721],{"type":31,"value":1713},{"type":25,"tag":806,"props":1723,"children":1725},{"id":1724},"使用方法",[1726],{"type":31,"value":1724},{"type":25,"tag":235,"props":1728,"children":1731},{"code":1729,"language":1286,"meta":7,"className":1730},"# 安装依赖（如果需要）\npip install argparse\n\n# 运行检查\npython scripts/check_log_sanitization.py \\\n --source-dir src/ \\\n --rules config/log-rules.json \\\n --output reports/log-sanitization-report.md\n\n# 在 CI 中使用\nif ! python scripts/check_log_sanitization.py --source-dir src/; then\n echo \"❌ Log sanitization check failed!\"\n exit 1\nfi\n",[1288],[1732],{"type":25,"tag":240,"props":1733,"children":1734},{"__ignoreMap":7},[1735],{"type":31,"value":1729},{"type":25,"tag":223,"props":1737,"children":1739},{"id":1738},"_53-运行时验证可选高级方案",[1740],{"type":31,"value":1741},"5.3 运行时验证（可选高级方案）",{"type":25,"tag":34,"props":1743,"children":1744},{},[1745],{"type":31,"value":1746},"对于更严格的场景，可以在运行时注入脱敏检查：",{"type":25,"tag":235,"props":1748,"children":1751},{"code":1749,"language":1447,"meta":7,"className":1750},"// middleware/log-sanitizer.ts\nimport winston from 'winston';\n\nconst sensitivePatterns = [\n { name: 'email', regex: /[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}/g, replacement: '***@***.***' },\n { name: 'phone', regex: /\\b\\d{3}[-.]?\\d{3}[-.]?\\d{4}\\b/g, replacement: '***-***-****' },\n { name: 'credit_card', regex: /\\b\\d{4}[- ]?\\d{4}[- ]?\\d{4}[- ]?(\\d{4})\\b/g, replacement: '****-****-****-$1' },\n];\n\nfunction sanitizeLogMessage(message: string): string {\n let sanitized = message;\n \n for (const pattern of sensitivePatterns) {\n sanitized = sanitized.replace(pattern.regex, pattern.replacement);\n }\n \n return sanitized;\n}\n\n// 创建自定义 Transport\nconst sanitizedConsoleTransport = new winston.transports.Console({\n format: winston.format.printf(({ level, message, timestamp }) => {\n const sanitizedMessage = sanitizeLogMessage(message);\n return `${timestamp} [${level}]: ${sanitizedMessage}`;\n }),\n});\n\nconst logger = winston.createLogger({\n transports: [sanitizedConsoleTransport],\n});\n\n// 使用\nlogger.info('User email: john@example.com'); \n// 输出: 2024-01-15T10:30:00.000Z [info]: User email: ***@***.***\n",[1449],[1752],{"type":25,"tag":240,"props":1753,"children":1754},{"__ignoreMap":7},[1755],{"type":31,"value":1749},{"type":25,"tag":213,"props":1757,"children":1758},{},[],{"type":25,"tag":26,"props":1760,"children":1762},{"id":1761},"_6-误报处理与规则优化",[1763],{"type":31,"value":1764},"6. 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中的示例代码",{"type":25,"tag":145,"props":1836,"children":1837},{},[1838],{"type":31,"value":1839},"排除文档目录或使用占位符",{"type":25,"tag":118,"props":1841,"children":1842},{},[1843,1851,1862],{"type":25,"tag":145,"props":1844,"children":1845},{},[1846],{"type":25,"tag":38,"props":1847,"children":1848},{},[1849],{"type":31,"value":1850},"环境变量模板",{"type":25,"tag":145,"props":1852,"children":1853},{},[1854,1860],{"type":25,"tag":240,"props":1855,"children":1857},{"className":1856},[],[1858],{"type":31,"value":1859},".env.example",{"type":31,"value":1861}," 中的说明",{"type":25,"tag":145,"props":1863,"children":1864},{},[1865],{"type":31,"value":1866},"使用描述性文本而非真实格式",{"type":25,"tag":118,"props":1868,"children":1869},{},[1870,1878,1883],{"type":25,"tag":145,"props":1871,"children":1872},{},[1873],{"type":25,"tag":38,"props":1874,"children":1875},{},[1876],{"type":31,"value":1877},"加密数据",{"type":25,"tag":145,"props":1879,"children":1880},{},[1881],{"type":31,"value":1882},"Base64 编码的非敏感数据",{"type":25,"tag":145,"props":1884,"children":1885},{},[1886],{"type":31,"value":1887},"添加上下文感知规则",{"type":25,"tag":118,"props":1889,"children":1890},{},[1891,1899,1904],{"type":25,"tag":145,"props":1892,"children":1893},{},[1894],{"type":25,"tag":38,"props":1895,"children":1896},{},[1897],{"type":31,"value":1898},"哈希值",{"type":25,"tag":145,"props":1900,"children":1901},{},[1902],{"type":31,"value":1903},"Git commit hash、文件校验和",{"type":25,"tag":145,"props":1905,"children":1906},{},[1907],{"type":31,"value":1908},"排除特定模式（如 SHA-256）",{"type":25,"tag":223,"props":1910,"children":1912},{"id":1911},"_62-白名单机制",[1913],{"type":31,"value":1914},"6.2 白名单机制",{"type":25,"tag":806,"props":1916,"children":1918},{"id":1917},"trufflehog-白名单",[1919],{"type":31,"value":1920},"TruffleHog 白名单",{"type":25,"tag":235,"props":1922,"children":1925},{"code":1923,"language":1255,"meta":7,"className":1924},"# .trufflehog.yaml\nallowlist:\n commits:\n - \"abc123def456\" # 已知安全的提交\n paths:\n - \"tests/fixtures/api-keys.txt\" # 测试文件\n regexes:\n - \"SK-TEST-[A-Z0-9]+\" # 测试密钥模式\n",[1257],[1926],{"type":25,"tag":240,"props":1927,"children":1928},{"__ignoreMap":7},[1929],{"type":31,"value":1923},{"type":25,"tag":806,"props":1931,"children":1933},{"id":1932},"opa-策略豁免",[1934],{"type":31,"value":1935},"OPA 策略豁免",{"type":25,"tag":235,"props":1937,"children":1940},{"code":1938,"language":1581,"meta":7,"className":1939},"# 为特定 Agent 豁免某些规则\nexemptions := {\n \"experimental-agent-v2\": [\"rule_5\"], # 允许更高的 token 限制\n \"legacy-agent\": [\"rule_2\"], # 允许访问旧的文件路径\n}\n\nviolations contains violation if\n not input.agent_id in exemptions\n # ... 原有规则逻辑\n",[1583],[1941],{"type":25,"tag":240,"props":1942,"children":1943},{"__ignoreMap":7},[1944],{"type":31,"value":1938},{"type":25,"tag":223,"props":1946,"children":1948},{"id":1947},"_63-反馈闭环",[1949],{"type":31,"value":1950},"6.3 反馈闭环",{"type":25,"tag":34,"props":1952,"children":1953},{},[1954],{"type":31,"value":1955},"建立误报报告和优化流程：",{"type":25,"tag":235,"props":1957,"children":1962},{"code":1958,"language":1959,"meta":7,"className":1960},"graph LR\n A[CI 扫描发现违规] --> B{是否为误报?}\n B -->|是| C[提交误报报告]\n B -->|否| D[修复代码]\n C --> E[安全团队审核]\n E --> F{确认为误报?}\n F -->|是| G[更新规则/白名单]\n F -->|否| H[重新分类为真实违规]\n G --> I[重新运行 CI]\n H --> D\n D --> I\n I --> J[合并代码]\n","mermaid",[1961],"language-mermaid",[1963],{"type":25,"tag":240,"props":1964,"children":1965},{"__ignoreMap":7},[1966],{"type":31,"value":1958},{"type":25,"tag":34,"props":1968,"children":1969},{},[1970,1975],{"type":25,"tag":38,"props":1971,"children":1972},{},[1973],{"type":31,"value":1974},"误报报告模板",{"type":31,"value":54},{"type":25,"tag":235,"props":1977,"children":1980},{"code":1978,"language":1473,"meta":7,"className":1979},"## False Positive Report\n\n**Scan Type**: Credential Scan / Permission Audit / Log Sanitization\n\n**File**: `src/config/example.ts`\n\n**Line**: 42\n\n**Detected Issue**: Hardcoded API key\n\n**Why It's a False Positive**:\n- This is a test fixture with an invalid key format\n- The key is used only in unit tests\n- Already excluded in `.trufflehog.yaml` but rule was updated\n\n**Proposed Solution**:\n- [ ] Add to allowlist\n- [ ] Update regex pattern\n- [ ] Move to separate test directory\n\n**Reporter**: @developer-name\n**Date**: 2024-01-15\n",[1475],[1981],{"type":25,"tag":240,"props":1982,"children":1983},{"__ignoreMap":7},[1984],{"type":31,"value":1978},{"type":25,"tag":213,"props":1986,"children":1987},{},[],{"type":25,"tag":26,"props":1989,"children":1991},{"id":1990},"_7-完整-cicd-集成示例",[1992],{"type":31,"value":1993},"7. 完整 CI/CD 集成示例",{"type":25,"tag":223,"props":1995,"children":1997},{"id":1996},"_71-github-actions-完整工作流",[1998],{"type":31,"value":1999},"7.1 GitHub Actions 完整工作流",{"type":25,"tag":235,"props":2001,"children":2004},{"code":2002,"language":1255,"meta":7,"className":2003},"# .github/workflows/security-pipeline.yml\nname: Security Pipeline\n\non:\n pull_request:\n branches: [main, develop]\n push:\n branches: [main]\n\nenv:\n TRUFFLEHOG_VERSION: v3.67.0\n OPA_VERSION: v0.60.0\n\njobs:\n # ==========================================\n # Stage 1: Quick Checks (Fast Feedback)\n # ==========================================\n quick-checks:\n name: Quick Security Checks\n runs-on: ubuntu-latest\n timeout-minutes: 5\n \n steps:\n - uses: actions/checkout@v4\n with:\n fetch-depth: 0\n \n - name: Cache TruffleHog\n uses: actions/cache@v3\n with:\n path: ~/.cache/trufflehog\n key: trufflehog-${{ env.TRUFFLEHOG_VERSION }}\n \n - name: Install TruffleHog\n run: |\n curl -sSfL https://raw.githubusercontent.com/trufflesecurity/trufflehog/main/scripts/install.sh | sh -s -- -b /usr/local/bin\n \n - name: Run Credential Scan\n run: |\n trufflehog git file://. \\\n --only-verified \\\n --fail \\\n --json > trufflehog-results.json\n \n - name: Upload TruffleHog Results\n if: always()\n uses: actions/upload-artifact@v3\n with:\n name: trufflehog-results\n path: trufflehog-results.json\n \n - name: Check for Critical Violations\n run: |\n if jq -e '.[] | select(.Verified == true)' trufflehog-results.json > /dev/null; then\n echo \"❌ Found verified secrets!\"\n jq '.[] | select(.Verified == true)' trufflehog-results.json\n exit 1\n fi\n echo \"✅ No verified secrets found\"\n \n # ==========================================\n # Stage 2: Deep Analysis\n # ==========================================\n deep-analysis:\n name: Deep Security Analysis\n runs-on: ubuntu-latest\n timeout-minutes: 10\n needs: quick-checks\n \n steps:\n - uses: actions/checkout@v4\n \n - name: Setup Node.js\n uses: actions/setup-node@v4\n with:\n node-version: '20'\n cache: 'npm'\n \n - name: Install Dependencies\n run: npm ci\n \n - name: Install OPA\n run: |\n curl -L -o opa https://openpolicyagent.org/downloads/${{ env.OPA_VERSION }}/opa_linux_amd64_static\n chmod +x opa\n sudo mv opa /usr/local/bin/\n \n - name: Run Permission Audit\n run: |\n opa eval \\\n --data policies/ \\\n --input agent-permissions.json \\\n \"data.main.violations\" \\\n --format json > opa-results.json\n \n - name: Check Permission Violations\n run: |\n VIOLATION_COUNT=$(jq 'length' opa-results.json)\n if [ \"$VIOLATION_COUNT\" -gt 0 ]; then\n echo \"❌ Found $VIOLATION_COUNT permission violations:\"\n jq '.' opa-results.json\n exit 1\n fi\n echo \"✅ No permission violations found\"\n \n - name: Run Log Sanitization Check\n run: |\n python scripts/check_log_sanitization.py \\\n --source-dir src/ \\\n --rules config/log-rules.json \\\n --output log-sanitization-report.md\n \n - name: Upload Reports\n if: always()\n uses: actions/upload-artifact@v3\n with:\n name: security-reports\n path: |\n opa-results.json\n log-sanitization-report.md\n \n # ==========================================\n # Stage 3: Dependency & License Check\n # ==========================================\n dependency-check:\n name: Dependency Security Check\n runs-on: ubuntu-latest\n timeout-minutes: 5\n \n steps:\n - uses: actions/checkout@v4\n \n - name: Setup Node.js\n uses: actions/setup-node@v4\n with:\n node-version: '20'\n cache: 'npm'\n \n - name: Install Dependencies\n run: npm ci\n \n - name: Run npm audit\n run: |\n npm audit --audit-level=moderate || true\n npm audit --json > npm-audit-results.json\n \n - name: Check for High/Critical Vulnerabilities\n run: |\n HIGH_VULNS=$(jq '.metadata.vulnerabilities.high + .metadata.vulnerabilities.critical' npm-audit-results.json)\n if [ \"$HIGH_VULNS\" -gt 0 ]; then\n echo \"❌ Found $HIGH_VULNS high/critical vulnerabilities\"\n exit 1\n fi\n echo \"✅ No high/critical vulnerabilities\"\n \n # ==========================================\n # Stage 4: Summary & Reporting\n # ==========================================\n security-summary:\n name: Security Summary\n runs-on: ubuntu-latest\n needs: [quick-checks, deep-analysis, dependency-check]\n if: always()\n \n steps:\n - uses: actions/checkout@v4\n \n - name: Download All Artifacts\n uses: actions/download-artifact@v3\n \n - name: Generate Summary\n run: |\n echo \"## 🔒 Security Scan Summary\" >> $GITHUB_STEP_SUMMARY\n echo \"\" >> $GITHUB_STEP_SUMMARY\n \n # Check each job status\n if [ \"${{ needs.quick-checks.result }}\" == \"success\" ]; then\n echo \"✅ **Credential Scan**: Passed\" >> $GITHUB_STEP_SUMMARY\n else\n echo \"❌ **Credential Scan**: Failed\" >> $GITHUB_STEP_SUMMARY\n fi\n \n if [ \"${{ needs.deep-analysis.result }}\" == \"success\" ]; then\n echo \"✅ **Permission Audit**: Passed\" >> $GITHUB_STEP_SUMMARY\n echo \"✅ **Log Sanitization**: Passed\" >> $GITHUB_STEP_SUMMARY\n else\n echo \"❌ **Deep Analysis**: Failed\" >> $GITHUB_STEP_SUMMARY\n fi\n \n if [ \"${{ needs.dependency-check.result }}\" == \"success\" ]; then\n echo \"✅ **Dependency Check**: Passed\" >> $GITHUB_STEP_SUMMARY\n else\n echo \"❌ **Dependency Check**: Failed\" >> $GITHUB_STEP_SUMMARY\n fi\n \n echo \"\" >> $GITHUB_STEP_SUMMARY\n echo \"📄 Detailed reports are available in the Artifacts section.\" >> $GITHUB_STEP_SUMMARY\n",[1257],[2005],{"type":25,"tag":240,"props":2006,"children":2007},{"__ignoreMap":7},[2008],{"type":31,"value":2002},{"type":25,"tag":223,"props":2010,"children":2012},{"id":2011},"_72-分支保护规则",[2013],{"type":31,"value":2014},"7.2 分支保护规则",{"type":25,"tag":34,"props":2016,"children":2017},{},[2018],{"type":31,"value":2019},"在 GitHub 仓库设置中配置：",{"type":25,"tag":235,"props":2021,"children":2023},{"code":2022},"Settings → Branches → Branch protection rules → Add rule\n\nBranch name pattern: main\n\n✓ Require status checks to pass before merging\n ✓ Status checks that are required:\n - Quick Security Checks\n - Deep Security Analysis\n - Dependency Security Check\n\n✓ Require pull request reviews before merging\n ✓ Required approving reviews: 1\n\n✓ Require conversation resolution before merging\n\n✓ Include administrators\n",[2024],{"type":25,"tag":240,"props":2025,"children":2026},{"__ignoreMap":7},[2027],{"type":31,"value":2022},{"type":25,"tag":223,"props":2029,"children":2031},{"id":2030},"_73-slack-告警集成",[2032],{"type":31,"value":2033},"7.3 Slack 告警集成",{"type":25,"tag":235,"props":2035,"children":2038},{"code":2036,"language":1255,"meta":7,"className":2037},"# 在 security-summary job 中添加\nnotify-slack:\n name: Notify Slack\n runs-on: ubuntu-latest\n needs: [security-summary]\n if: failure()\n \n steps:\n - name: Send Slack Notification\n uses: slackapi/slack-github-action@v1\n with:\n payload: |\n {\n \"text\": \"🚨 Security Scan Failed!\",\n \"blocks\": [\n {\n \"type\": \"header\",\n \"text\": {\n \"type\": \"plain_text\",\n \"text\": \"🚨 Security Scan Failed\"\n }\n },\n {\n \"type\": \"section\",\n \"fields\": [\n {\n \"type\": \"mrkdwn\",\n \"text\": \"*Repository:*\\n${{ github.repository }}\"\n },\n {\n \"type\": \"mrkdwn\",\n \"text\": \"*Branch:*\\n${{ github.ref_name }}\"\n },\n {\n \"type\": \"mrkdwn\",\n \"text\": \"*PR:*\\n\u003C${{ github.event.pull_request.html_url }}|#${{ github.event.pull_request.number }}>\"\n },\n {\n \"type\": \"mrkdwn\",\n \"text\": \"*Author:*\\n${{ github.actor }}\"\n }\n ]\n },\n {\n \"type\": \"actions\",\n \"elements\": [\n {\n \"type\": \"button\",\n \"text\": {\n \"type\": \"plain_text\",\n \"text\": \"View Workflow\"\n },\n \"url\": \"${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}\"\n }\n ]\n }\n ]\n }\n env:\n SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }}\n",[1257],[2039],{"type":25,"tag":240,"props":2040,"children":2041},{"__ignoreMap":7},[2042],{"type":31,"value":2036},{"type":25,"tag":213,"props":2044,"children":2045},{},[],{"type":25,"tag":26,"props":2047,"children":2049},{"id":2048},"_8-最佳实践-checklist",[2050],{"type":31,"value":2051},"8. 最佳实践 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1.3 分级调试策略\n\n",[5153],{"type":25,"tag":240,"props":5154,"children":5155},{"__ignoreMap":7},[5156],{"type":31,"value":5151},{"type":25,"tag":34,"props":5158,"children":5159},{},[5160],{"type":31,"value":5161},"┌───────────────────────────────────────────────────────────┐\n│ AI 辅助调试决策树 │\n├───────────────────────────────────────────────────────────┤\n│ │\n│ Level 1：简单错误（5分钟内解决） │\n│ ├── 语法错误、拼写错误 │\n│ ├── 方法：直接复制错误信息给 AI │\n│ └── 工具：Copilot Chat / ChatGPT │\n│ │\n│ Level 2：中等复杂度（30分钟内解决） │\n│ ├── 类型错误、逻辑错误、API 使用错误 │\n│ ├── 方法：提供错误信息 + 相关代码 + 上下文 │\n│ └── 工具：Cursor Chat / Claude │\n│ │\n│ Level 3：复杂问题（需要深入分析） │\n│ ├── 竞态条件、内存泄漏、性能问题 │\n│ ├── 方法：详细描述场景 + 提供多个文件 + 讨论 │\n│ └── 工具：Cursor Composer / 专门的 AI 会话 │\n│ │\n│ Level 4：架构级问题 │\n│ ├── 设计缺陷、技术债务 │\n│ ├── 方法：AI 辅助分析 + 人工判断 │\n│ └── 工具：与团队讨论 + AI 作为顾问 │\n│ │\n└───────────────────────────────────────────────────────────┘",{"type":25,"tag":235,"props":5163,"children":5165},{"code":5164},"\n## 第二部分：错误信息分析\n\n### 2.1 前端错误分析\n\n**场景 1：React 错误边界触发**\n\n```typescript\n// 错误信息：\n// Error: Hydration failed because the initial UI does not match \n// what was rendered on the server.\n\n// 提问方式：\n/**\n * 我在 Next.js 14 App Router 项目中遇到这个错误：\n * \n * Error: Hydration failed because the initial UI does not match \n * what was rendered on the server.\n * \n * 相关代码：\n */\nfunction UserStatus() {\n const [isLoggedIn, setIsLoggedIn] = useState(false);\n \n useEffect(() => {\n setIsLoggedIn(localStorage.getItem('token') !== null);\n }, []);\n \n return \u003Cdiv>{isLoggedIn ? '已登录' : '未登录'}\u003C/div>;\n}\n\n// AI 会分析出：\n// 1. 服务端渲染时 localStorage 不可用，默认 false\n// 2. 客户端 hydration 时可能是 true\n// 3. 导致服务端和客户端渲染结果不一致\n\n// AI 建议的解决方案：\nfunction UserStatus() {\n const [isLoggedIn, setIsLoggedIn] = useState\u003Cboolean | null>(null);\n \n useEffect(() => {\n setIsLoggedIn(localStorage.getItem('token') !== null);\n }, []);\n \n // 初始状态显示加载中，避免 hydration 不匹配\n if (isLoggedIn === null) {\n return \u003Cdiv>加载中...\u003C/div>;\n }\n \n return \u003Cdiv>{isLoggedIn ? '已登录' : '未登录'}\u003C/div>;\n}\n",[5166],{"type":25,"tag":240,"props":5167,"children":5168},{"__ignoreMap":7},[5169],{"type":31,"value":5164},{"type":25,"tag":34,"props":5171,"children":5172},{},[5173],{"type":25,"tag":38,"props":5174,"children":5175},{},[5176],{"type":31,"value":5177},"场景 2：Vue 响应式警告",{"type":25,"tag":235,"props":5179,"children":5182},{"code":5180,"language":1447,"meta":7,"className":5181},"// 警告信息：\n// [Vue warn]: Property \"xxx\" was accessed during render but is not \n// defined on instance.\n\n// 提问方式：\n/**\n * Vue 3 项目中出现这个警告：\n * [Vue warn]: Property \"userInfo\" was accessed during render \n * but is not defined on instance.\n * \n * 组件代码：\n */\n\u003Ctemplate>\n \u003Cdiv>{{ userInfo.name }}\u003C/div>\n\u003C/template>\n\n\u003Cscript setup>\nconst { data: userInfo } = await useFetch('/api/user');\n\u003C/script>\n\n// AI 分析：\n// 1. useFetch 是异步的，初始渲染时 userInfo 可能是 undefined\n// 2. 直接访问 userInfo.name 会报错\n\n// AI 建议：\n\u003Ctemplate>\n \u003Cdiv v-if=\"userInfo\">{{ userInfo.name }}\u003C/div>\n \u003Cdiv v-else>加载中...\u003C/div>\n\u003C/template>\n\n\u003Cscript setup>\nconst { data: userInfo, pending } = await useFetch('/api/user');\n\u003C/script>\n",[1449],[5183],{"type":25,"tag":240,"props":5184,"children":5185},{"__ignoreMap":7},[5186],{"type":31,"value":5180},{"type":25,"tag":223,"props":5188,"children":5190},{"id":5189},"_22-后端错误分析",[5191],{"type":31,"value":5192},"2.2 后端错误分析",{"type":25,"tag":34,"props":5194,"children":5195},{},[5196],{"type":25,"tag":38,"props":5197,"children":5198},{},[5199],{"type":31,"value":5200},"场景 1：Node.js 内存问题",{"type":25,"tag":235,"props":5202,"children":5207},{"code":5203,"language":5204,"meta":7,"className":5205},"// 错误信息：\n// FATAL ERROR: CALL_AND_RETRY_LAST Allocation failed - \n// JavaScript heap out of memory\n\n// 提问方式（包含上下文）：\n/**\n * Node.js 服务运行几小时后崩溃，错误信息：\n * FATAL ERROR: CALL_AND_RETRY_LAST Allocation failed - \n * JavaScript heap out of memory\n * \n * 服务功能：处理 CSV 文件上传，每次约 100MB\n * \n * 处理代码：\n */\nasync function processCSV(filePath) {\n const content = fs.readFileSync(filePath, 'utf-8');\n const rows = content.split('\\n');\n const results = [];\n \n for (const row of rows) {\n const processed = await processRow(row);\n results.push(processed);\n }\n \n return results;\n}\n\n// AI 分析会指出：\n// 1. 一次性读取整个文件到内存\n// 2. 所有处理结果累积在 results 数组\n// 3. 建议使用流式处理\n\n// AI 提供的优化方案：\nconst { createReadStream } = require('fs');\nconst { createInterface } = require('readline');\n\nasync function processCSVStream(filePath, onRow) {\n const fileStream = createReadStream(filePath);\n const rl = createInterface({\n input: fileStream,\n crlfDelay: Infinity\n });\n \n let count = 0;\n for await (const line of rl) {\n await onRow(line);\n count++;\n \n // 每处理 1000 行，给 GC 机会运行\n if (count % 1000 === 0) {\n await new Promise(r => setImmediate(r));\n }\n }\n}\n","javascript",[5206],"language-javascript",[5208],{"type":25,"tag":240,"props":5209,"children":5210},{"__ignoreMap":7},[5211],{"type":31,"value":5203},{"type":25,"tag":34,"props":5213,"children":5214},{},[5215],{"type":25,"tag":38,"props":5216,"children":5217},{},[5218],{"type":31,"value":5219},"场景 2：数据库连接问题",{"type":25,"tag":235,"props":5221,"children":5224},{"code":5222,"language":1447,"meta":7,"className":5223},"// 错误信息：\n// Error: Connection pool exhausted - \n// max connections (10) already in use\n\n// 提问方式：\n/**\n * PostgreSQL 连接池耗尽错误，高并发时出现：\n * Error: Connection pool exhausted\n * \n * 当前配置：\n * - max connections: 10\n * - 并发请求: 约 100/秒\n * \n * 数据库调用代码：\n */\nasync function getUserData(userId: string) {\n const client = await pool.connect();\n try {\n const user = await client.query('SELECT * FROM users WHERE id = $1', [userId]);\n const orders = await client.query('SELECT * FROM orders WHERE user_id = $1', [userId]);\n const payments = await client.query('SELECT * FROM payments WHERE user_id = $1', [userId]);\n return { user: user.rows[0], orders: orders.rows, payments: payments.rows };\n } finally {\n client.release();\n }\n}\n\n// AI 会分析出多个可能原因并给出综合方案\n",[1449],[5225],{"type":25,"tag":240,"props":5226,"children":5227},{"__ignoreMap":7},[5228],{"type":31,"value":5222},{"type":25,"tag":26,"props":5230,"children":5232},{"id":5231},"第三部分日志分析与问题定位",[5233],{"type":31,"value":5234},"第三部分：日志分析与问题定位",{"type":25,"tag":223,"props":5236,"children":5238},{"id":5237},"_31-结构化日志分析",[5239],{"type":31,"value":5240},"3.1 结构化日志分析",{"type":25,"tag":34,"props":5242,"children":5243},{},[5244],{"type":31,"value":5245},"当面对大量日志时，让 AI 帮你快速定位问题：",{"type":25,"tag":235,"props":5247,"children":5250},{"code":5248,"language":5204,"meta":7,"className":5249},"// 提问示例：\n/**\n * 分析以下日志，找出导致请求失败的原因：\n * \n * 日志片段：\n */\nconst logs = `\n2024-01-15 10:23:45.123 INFO [req-abc123] 收到请求 POST /api/order\n2024-01-15 10:23:45.125 DEBUG [req-abc123] 用户认证通过 userId=u001\n2024-01-15 10:23:45.130 DEBUG [req-abc123] 开始库存检查 productId=p001\n2024-01-15 10:23:45.145 DEBUG [req-abc123] 库存检查通过 available=50\n2024-01-15 10:23:45.150 DEBUG [req-abc123] 开始创建订单\n2024-01-15 10:23:45.200 DEBUG [req-abc123] 数据库连接获取成功\n2024-01-15 10:23:45.250 ERROR [req-abc123] 订单创建失败 error=\"deadlock detected\"\n2024-01-15 10:23:45.251 WARN [req-abc123] 事务回滚\n2024-01-15 10:23:45.255 INFO [req-abc123] 响应 500 耗时 132ms\n`;\n\n// AI 分析结果会包括：\n// 1. 问题定位：数据库死锁\n// 2. 可能原因：并发订单创建导致锁竞争\n// 3. 排查建议：检查事务隔离级别、锁顺序\n",[5206],[5251],{"type":25,"tag":240,"props":5252,"children":5253},{"__ignoreMap":7},[5254],{"type":31,"value":5248},{"type":25,"tag":223,"props":5256,"children":5258},{"id":5257},"_32-创建调试日志",[5259],{"type":31,"value":5260},"3.2 创建调试日志",{"type":25,"tag":34,"props":5262,"children":5263},{},[5264],{"type":31,"value":5265},"让 AI 帮你生成调试用的日志代码：",{"type":25,"tag":235,"props":5267,"children":5270},{"code":5268,"language":1447,"meta":7,"className":5269},"// 请求：\n// \"为这个函数添加详细的调试日志，包括入参、关键步骤、耗时和结果\"\n\n// 原代码：\nasync function processOrder(order: Order): Promise\u003COrderResult> {\n const inventory = await checkInventory(order.items);\n const payment = await processPayment(order.userId, order.total);\n const result = await createOrder(order, payment.transactionId);\n return result;\n}\n\n// AI 生成的带日志版本：\nasync function processOrder(order: Order): Promise\u003COrderResult> {\n const requestId = generateRequestId();\n const startTime = performance.now();\n \n logger.info({\n requestId,\n event: 'order_processing_start',\n orderId: order.id,\n userId: order.userId,\n itemCount: order.items.length,\n total: order.total\n });\n \n try {\n // 库存检查\n const inventoryStart = performance.now();\n const inventory = await checkInventory(order.items);\n logger.debug({\n requestId,\n event: 'inventory_check_complete',\n duration: performance.now() - inventoryStart,\n available: inventory.allAvailable\n });\n \n // 支付处理\n const paymentStart = performance.now();\n const payment = await processPayment(order.userId, order.total);\n logger.debug({\n requestId,\n event: 'payment_complete',\n duration: performance.now() - paymentStart,\n transactionId: payment.transactionId\n });\n \n // 创建订单\n const createStart = performance.now();\n const result = await createOrder(order, payment.transactionId);\n logger.debug({\n requestId,\n event: 'order_created',\n duration: performance.now() - createStart,\n resultOrderId: result.orderId\n });\n \n logger.info({\n requestId,\n event: 'order_processing_complete',\n duration: performance.now() - startTime,\n success: true\n });\n \n return result;\n } catch (error) {\n logger.error({\n requestId,\n event: 'order_processing_failed',\n duration: performance.now() - startTime,\n error: error.message,\n stack: error.stack\n });\n throw error;\n }\n}\n",[1449],[5271],{"type":25,"tag":240,"props":5272,"children":5273},{"__ignoreMap":7},[5274],{"type":31,"value":5268},{"type":25,"tag":26,"props":5276,"children":5278},{"id":5277},"第四部分性能问题排查",[5279],{"type":31,"value":5280},"第四部分：性能问题排查",{"type":25,"tag":223,"props":5282,"children":5284},{"id":5283},"_41-前端性能分析",[5285],{"type":31,"value":5286},"4.1 前端性能分析",{"type":25,"tag":235,"props":5288,"children":5291},{"code":5289,"language":1447,"meta":7,"className":5290},"// 场景：页面加载慢，需要分析原因\n\n// 提问方式：\n/**\n * 页面首屏加载需要 5 秒，以下是 Performance API 数据，\n * 请分析性能瓶颈：\n */\nconst performanceData = {\n // Navigation Timing\n dns: 50, // DNS 查询\n tcp: 100, // TCP 连接\n ttfb: 800, // 首字节时间\n download: 200, // 文档下载\n domParsing: 300, // DOM 解析\n domContentLoaded: 1500,\n load: 5000,\n \n // Resource Timing (主要资源)\n resources: [\n { name: 'main.js', size: '2.5MB', duration: 1200 },\n { name: 'vendor.js', size: '1.8MB', duration: 900 },\n { name: 'styles.css', size: '500KB', duration: 300 },\n { name: 'hero-image.jpg', size: '3MB', duration: 1500 },\n ],\n \n // Long Tasks\n longTasks: [\n { startTime: 1600, duration: 800, name: 'script-evaluation' },\n { startTime: 2500, duration: 400, name: 'layout' }\n ]\n};\n\n// AI 会分析出：\n// 1. JS bundle 过大（4.3MB），需要代码分割\n// 2. 图片未优化（3MB 的 hero 图片）\n// 3. 存在长任务阻塞主线程\n// 并给出具体优化建议\n",[1449],[5292],{"type":25,"tag":240,"props":5293,"children":5294},{"__ignoreMap":7},[5295],{"type":31,"value":5289},{"type":25,"tag":223,"props":5297,"children":5299},{"id":5298},"_42-内存泄漏排查",[5300],{"type":31,"value":5301},"4.2 内存泄漏排查",{"type":25,"tag":235,"props":5303,"children":5306},{"code":5304,"language":1447,"meta":7,"className":5305},"// 场景：应用运行一段时间后变卡\n\n// 提问方式：\n/**\n * React 应用运行一段时间后内存持续增长，以下是 Heap Snapshot 对比：\n * \n * 初始状态：50MB\n * 运行 1 小时后：150MB\n * 运行 2 小时后：280MB\n * \n * Retained objects 增长最快的：\n * - (closure) - 增长 50MB\n * - HTMLDivElement - 增长 30MB\n * - Array - 增长 20MB\n * \n * 可疑代码：\n */\nfunction DataDashboard() {\n const [data, setData] = useState([]);\n const chartRef = useRef(null);\n \n useEffect(() => {\n // 每秒刷新数据\n const interval = setInterval(async () => {\n const newData = await fetchLatestData();\n setData(prev => [...prev, ...newData]); // 数据不断累积\n }, 1000);\n \n // 初始化图表\n const chart = new Chart(chartRef.current, {\n // 配置...\n });\n \n // 没有 cleanup！\n }, []);\n \n return \u003Ccanvas ref={chartRef} />;\n}\n\n// AI 会指出：\n// 1. interval 没有清理\n// 2. Chart 实例没有销毁\n// 3. data 无限增长\n// 并提供修复代码\n",[1449],[5307],{"type":25,"tag":240,"props":5308,"children":5309},{"__ignoreMap":7},[5310],{"type":31,"value":5304},{"type":25,"tag":223,"props":5312,"children":5314},{"id":5313},"_43-数据库查询优化",[5315],{"type":31,"value":5316},"4.3 数据库查询优化",{"type":25,"tag":235,"props":5318,"children":5323},{"code":5319,"language":5320,"meta":7,"className":5321},"-- 场景：查询很慢，让 AI 分析执行计划\n\n-- 提问方式：\n-- 以下查询在数据量大时很慢（orders 表 1000 万行），\n-- 执行计划如下，请分析并优化：\n\nEXPLAIN ANALYZE\nSELECT o.*, u.name, u.email\nFROM orders o\nJOIN users u ON o.user_id = u.id\nWHERE o.status = 'pending'\n AND o.created_at > '2024-01-01'\nORDER BY o.created_at DESC\nLIMIT 20;\n\n-- 执行计划：\n/*\nSort (cost=156847.23..157847.23 rows=400000 width=250)\n Sort Key: o.created_at DESC\n -> Hash Join (cost=1500.00..89847.23 rows=400000 width=250)\n Hash Cond: (o.user_id = u.id)\n -> Seq Scan on orders o (cost=0.00..85000.00 rows=400000)\n Filter: ((status = 'pending') AND (created_at > '2024-01-01'))\n -> Hash (cost=1000.00..1000.00 rows=50000 width=100)\n -> Seq Scan on users u (cost=0.00..1000.00 rows=50000)\nPlanning Time: 0.5 ms\nExecution Time: 3500 ms\n*/\n\n-- AI 会分析出问题并建议：\n-- 1. orders 表全表扫描 - 需要复合索引\n-- 2. 建议创建索引：\nCREATE INDEX idx_orders_status_created ON orders(status, created_at DESC);\n\n-- 3. 如果 status 选择性不高，考虑部分索引：\nCREATE INDEX idx_orders_pending ON orders(created_at DESC) \nWHERE status = 'pending';\n","sql",[5322],"language-sql",[5324],{"type":25,"tag":240,"props":5325,"children":5326},{"__ignoreMap":7},[5327],{"type":31,"value":5319},{"type":25,"tag":26,"props":5329,"children":5331},{"id":5330},"第五部分复杂-bug-排查",[5332],{"type":31,"value":5333},"第五部分：复杂 Bug 排查",{"type":25,"tag":223,"props":5335,"children":5337},{"id":5336},"_51-竞态条件",[5338],{"type":31,"value":5339},"5.1 竞态条件",{"type":25,"tag":235,"props":5341,"children":5344},{"code":5342,"language":1447,"meta":7,"className":5343},"// 场景：偶发的数据不一致问题\n\n// 提问方式：\n/**\n * 用户反馈偶尔看到错误的账户余额，但刷新后正常。\n * 怀疑是竞态条件，以下是相关代码：\n */\nasync function updateBalance(userId: string, amount: number) {\n // 读取当前余额\n const user = await db.users.findOne({ id: userId });\n const newBalance = user.balance + amount;\n \n // 更新余额\n await db.users.update({ id: userId }, { balance: newBalance });\n \n // 记录交易\n await db.transactions.create({\n userId,\n amount,\n balanceAfter: newBalance,\n createdAt: new Date()\n });\n \n return newBalance;\n}\n\n// 并发调用场景：\n// 用户同时发起两笔交易：+100 和 -50\n// 期望结果：原余额 1000 → 1050\n// 实际可能：原余额 1000 → 1100 或 950\n\n// AI 会分析竞态条件并提供解决方案：\nasync function updateBalanceAtomic(userId: string, amount: number) {\n // 方案 1：使用数据库原子操作\n const result = await db.users.findOneAndUpdate(\n { id: userId },\n { $inc: { balance: amount } },\n { returnDocument: 'after' }\n );\n \n await db.transactions.create({\n userId,\n amount,\n balanceAfter: result.balance,\n createdAt: new Date()\n });\n \n return result.balance;\n}\n\n// 方案 2：使用乐观锁\nasync function updateBalanceOptimistic(userId: string, amount: number) {\n const maxRetries = 3;\n \n for (let i = 0; i \u003C maxRetries; i++) {\n const user = await db.users.findOne({ id: userId });\n const newBalance = user.balance + amount;\n \n const updated = await db.users.updateOne(\n { id: userId, version: user.version },\n { balance: newBalance, version: user.version + 1 }\n );\n \n if (updated.modifiedCount === 1) {\n await db.transactions.create({...});\n return newBalance;\n }\n \n // 版本冲突，重试\n await sleep(10 * (i + 1));\n }\n \n throw new Error('Update failed after retries');\n}\n",[1449],[5345],{"type":25,"tag":240,"props":5346,"children":5347},{"__ignoreMap":7},[5348],{"type":31,"value":5342},{"type":25,"tag":223,"props":5350,"children":5352},{"id":5351},"_52-分布式系统问题",[5353],{"type":31,"value":5354},"5.2 分布式系统问题",{"type":25,"tag":235,"props":5356,"children":5359},{"code":5357,"language":1447,"meta":7,"className":5358},"// 场景：微服务间的数据不一致\n\n// 提问方式：\n/**\n * 订单服务和库存服务偶尔出现数据不一致：\n * - 订单显示已创建\n * - 库存未扣减\n * \n * 当前流程：\n */\n// Order Service\nasync function createOrder(orderData) {\n // 1. 调用库存服务扣减库存\n await inventoryService.deduct(orderData.items);\n \n // 2. 创建订单\n const order = await orderRepository.create(orderData);\n \n // 3. 发送订单创建事件\n await eventBus.publish('order.created', order);\n \n return order;\n}\n\n// 问题分析：如果步骤 2 或 3 失败，库存已经扣减但订单未创建\n\n// AI 会建议使用 Saga 模式或事务发件箱模式\n",[1449],[5360],{"type":25,"tag":240,"props":5361,"children":5362},{"__ignoreMap":7},[5363],{"type":31,"value":5357},{"type":25,"tag":26,"props":5365,"children":5367},{"id":5366},"第六部分ai-调试工作流",[5368],{"type":31,"value":5369},"第六部分：AI 调试工作流",{"type":25,"tag":223,"props":5371,"children":5373},{"id":5372},"_61-我的调试流程",[5374],{"type":31,"value":5375},"6.1 我的调试流程",{"type":25,"tag":235,"props":5377,"children":5379},{"code":5378},"┌────────────────────────────────────────────────────────────┐\n│ AI 辅助调试工作流 │\n├────────────────────────────────────────────────────────────┤\n│ │\n│ Step 1: 问题收集 │\n│ ├── 复制完整错误信息 │\n│ ├── 截图相关日志 │\n│ 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