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codebridge-ai

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Complete fullstack AI coding platform with AST-based code integration and local LLM support. Now with comprehensive web technology support (HTML/CSS/JS) plus JavaScript, Python, Rust, and C++.

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# 정적 분석 도구 통합을 통한 코드 병합 안정화 ## 개요 코드 병합 후 정적 분석 도구를 통합하여 코드 품질, 보안, 성능을 자동으로 검증하고 안정화하는 방안입니다. ## 2024-2025 주요 정적 분석 도구 ### 다중 언어 지원 도구 #### 1. **ast-grep** (Rust 기반) - tree-sitter 사용한 AST 기반 코드 검색 및 린팅 - 다중 코어 활용으로 빠른 성능 - 패턴이 일반 코드처럼 보이는 직관적 인터페이스 ```bash # 설치 npm install -g @ast-grep/cli # 사용 예시 ast-grep --pattern 'console.log($$$)' --lang javascript ast-grep --pattern 'print($$$)' --lang python ``` #### 2. **Semgrep** (오픈소스) - 패턴 기반 정적 분석 엔진 - 30+ 언어 지원 - 커스텀 규칙 작성 가능 ```yaml # .semgrep.yml rules: - id: merged-code-validation pattern: | $X = merge_code($Y, $Z) ... $X.validate() message: "병합된 코드는 반드시 검증되어야 합니다" severity: ERROR ``` #### 3. **SonarQube** (엔터프라이즈) - 코드 품질, 보안, 신뢰성 종합 분석 - SAST 엔진 내장 - CI/CD 파이프라인 통합 ### 언어별 전문 도구 #### JavaScript/TypeScript - **ESLint**: 가장 널리 사용되는 린터 - **TypeScript Compiler**: 타입 검사 - **SMART TS XL**: 2025년 새로운 고급 분석 도구 #### Python - **Pylint**: 엄격한 코드 품질 검사 - **mypy**: 정적 타입 검사 - **Bandit**: 보안 취약점 검사 #### Rust - **Clippy**: Rust 공식 린터 - **cargo-audit**: 의존성 보안 검사 - **miri**: undefined behavior 감지 ## CodeBridge 정적 분석 통합 아키텍처 ```javascript // static-analysis-integrator.js class StaticAnalysisIntegrator { constructor() { this.analyzers = new Map([ ['javascript', new JavaScriptAnalyzer()], ['python', new PythonAnalyzer()], ['rust', new RustAnalyzer()], ['universal', new UniversalAnalyzer()] ]); this.severityLevels = { ERROR: 3, WARNING: 2, INFO: 1 }; } async analyzeAndStabilize(mergedCode, language, options = {}) { const results = { syntax: await this.syntaxAnalysis(mergedCode, language), semantic: await this.semanticAnalysis(mergedCode, language), security: await this.securityAnalysis(mergedCode, language), performance: await this.performanceAnalysis(mergedCode, language), style: await this.styleAnalysis(mergedCode, language) }; // 자동 수정 적용 if (options.autoFix) { mergedCode = await this.applyAutoFixes(mergedCode, results, language); } // 안정성 점수 계산 const stabilityScore = this.calculateStabilityScore(results); return { code: mergedCode, analysis: results, stabilityScore, requiresManualReview: this.requiresManualReview(results) }; } } ``` ## 언어별 정적 분석 전략 ### JavaScript/TypeScript 분석 파이프라인 ```javascript class JavaScriptAnalyzer { async analyze(code, filePath) { const issues = []; // 1. ESLint 실행 const eslintResults = await this.runESLint(code, { extends: ['eslint:recommended', 'plugin:@typescript-eslint/recommended'], rules: { 'no-unused-vars': 'error', 'no-unreachable': 'error', 'consistent-return': 'error' } }); // 2. TypeScript 컴파일러 검사 if (filePath.endsWith('.ts') || filePath.endsWith('.tsx')) { const tscResults = await this.runTypeScriptCompiler(code, { strict: true, noImplicitAny: true, strictNullChecks: true }); } // 3. 보안 검사 (Semgrep) const securityResults = await this.runSemgrep(code, { config: 'auto', severity: ['ERROR', 'WARNING'] }); // 4. 복잡도 분석 const complexityResults = this.analyzeComplexity(code); return this.consolidateResults(issues); } async applyAutoFixes(code, issues) { // ESLint 자동 수정 const eslint = new ESLint({ fix: true }); const results = await eslint.lintText(code); if (results[0].output) { code = results[0].output; } return code; } } ``` ### Python 분석 파이프라인 ```python class PythonAnalyzer: def analyze(self, code: str, file_path: str) -> List[Issue]: issues = [] # 1. 문법 검사 (ast 모듈) try: ast.parse(code) except SyntaxError as e: issues.append(Issue('syntax', str(e), severity='ERROR')) # 2. Pylint 실행 pylint_results = self.run_pylint(code, { 'disable': ['too-few-public-methods'], 'max-line-length': 120 }) # 3. 타입 검사 (mypy) if self.has_type_hints(code): mypy_results = self.run_mypy(code, { 'strict': True, 'warn_return_any': True }) # 4. 보안 검사 (Bandit) security_results = self.run_bandit(code, { 'severity': ['MEDIUM', 'HIGH'] }) # 5. 코드 복잡도 (radon) complexity_results = self.analyze_complexity(code) return self.consolidate_results(issues) def apply_auto_fixes(self, code: str, issues: List[Issue]) -> str: # autopep8 자동 포맷팅 import autopep8 code = autopep8.fix_code(code, options={'aggressive': 1}) # isort import 정렬 import isort code = isort.code(code) return code ``` ### Rust 분석 파이프라인 ```rust struct RustAnalyzer; impl RustAnalyzer { async fn analyze(&self, code: &str, file_path: &str) -> Vec<Issue> { let mut issues = vec![]; // 1. rustc 컴파일 검사 let compile_results = self.run_rustc(code, &[ "--edition=2021", "--cap-lints=warn" ]).await?; // 2. Clippy 린트 let clippy_results = self.run_clippy(code, &[ "-W", "clippy::all", "-W", "clippy::pedantic", "-A", "clippy::module_name_repetitions" ]).await?; // 3. 보안 감사 (cargo-audit) let security_results = self.run_cargo_audit(file_path).await?; // 4. unsafe 코드 분석 let unsafe_results = self.analyze_unsafe_usage(code); // 5. 메모리 안전성 (miri) if self.has_tests(code) { let miri_results = self.run_miri(code).await?; } self.consolidate_results(issues) } fn apply_auto_fixes(&self, code: &str, issues: &[Issue]) -> String { // rustfmt 자동 포맷팅 let formatted = rustfmt::format_code(code); // Clippy 제안 자동 적용 let fixed = self.apply_clippy_suggestions(formatted, issues); fixed } } ``` ## 통합 검증 워크플로우 ```javascript class CodeBridgeValidator { async validateMergedCode(originalCode, snippetCode, mergedCode, language) { const validation = { preChecks: await this.preValidation(snippetCode, language), mergeValidation: await this.validateMerge(originalCode, mergedCode, language), postChecks: await this.postValidation(mergedCode, language), crossValidation: await this.crossLanguageValidation(mergedCode, language) }; return { isValid: this.allChecksPassed(validation), report: this.generateValidationReport(validation), suggestions: this.generateImprovementSuggestions(validation) }; } async preValidation(code, language) { // 병합 전 스니펫 검증 return { syntaxValid: await this.checkSyntax(code, language), noMaliciousCode: await this.scanForMaliciousPatterns(code), compatibleVersion: await this.checkLanguageVersion(code, language) }; } async validateMerge(original, merged, language) { // 병합 결과 검증 return { preservesOriginalBehavior: await this.compareBehavior(original, merged), noConflicts: await this.checkForConflicts(merged), maintainsTypes: await this.validateTypeConsistency(original, merged) }; } async postValidation(code, language) { // 병합 후 종합 검증 const analyzer = new StaticAnalysisIntegrator(); const results = await analyzer.analyzeAndStabilize(code, language, { autoFix: true }); return { stabilityScore: results.stabilityScore, criticalIssues: results.analysis.filter(i => i.severity === 'ERROR'), performanceImpact: await this.assessPerformanceImpact(code) }; } } ``` ## 안정성 점수 계산 ```javascript class StabilityScoreCalculator { calculate(analysisResults) { const weights = { syntax: 0.3, // 문법 정확성 semantic: 0.25, // 의미론적 정확성 security: 0.2, // 보안 취약점 performance: 0.15, // 성능 문제 style: 0.1 // 코드 스타일 }; let totalScore = 0; for (const [category, weight] of Object.entries(weights)) { const categoryResults = analysisResults[category]; const categoryScore = this.calculateCategoryScore(categoryResults); totalScore += categoryScore * weight; } return { score: totalScore, grade: this.getGrade(totalScore), breakdown: this.getBreakdown(analysisResults) }; } calculateCategoryScore(results) { const errorCount = results.filter(r => r.severity === 'ERROR').length; const warningCount = results.filter(r => r.severity === 'WARNING').length; // 오류가 없으면 100점, 오류마다 감점 let score = 100; score -= errorCount * 20; score -= warningCount * 5; return Math.max(0, score); } getGrade(score) { if (score >= 90) return 'A'; if (score >= 80) return 'B'; if (score >= 70) return 'C'; if (score >= 60) return 'D'; return 'F'; } } ``` ## CI/CD 통합 ```yaml # .github/workflows/codebridge-validation.yml name: CodeBridge Validation on: pull_request: types: [opened, synchronize] jobs: validate-merge: runs-on: ubuntu-latest steps: - uses: actions/checkout@v3 - name: Setup analysis tools run: | npm install -g @ast-grep/cli eslint pip install pylint mypy bandit cargo install clippy cargo-audit - name: Run CodeBridge merge id: merge run: | node codebridge-cli.js merge \ --original ${{ github.event.pull_request.base.sha }} \ --snippet ${{ github.event.pull_request.head.sha }} \ --output merged-code - name: Static analysis run: | node analyze-merged-code.js \ --input merged-code \ --language auto-detect \ --strict \ --auto-fix - name: Generate report run: | node generate-stability-report.js \ --input analysis-results.json \ --format markdown > stability-report.md - name: Comment PR uses: actions/github-script@v6 with: script: | const report = require('./stability-report.md'); github.rest.issues.createComment({ issue_number: context.issue.number, owner: context.repo.owner, repo: context.repo.repo, body: report }); ``` ## 실시간 피드백 시스템 ```javascript // IDE 플러그인 통합 class CodeBridgeIDEPlugin { constructor(editor) { this.editor = editor; this.analyzer = new StaticAnalysisIntegrator(); } async onCodeMerge(event) { const { original, snippet, merged } = event; // 실시간 분석 const analysis = await this.analyzer.analyzeAndStabilize( merged, this.detectLanguage(merged), { quick: true } ); // 에디터에 표시 this.showInlineWarnings(analysis.issues); this.updateStatusBar(analysis.stabilityScore); // 자동 수정 제안 if (analysis.suggestions.length > 0) { this.showQuickFixes(analysis.suggestions); } } } ``` ## 모니터링 및 메트릭스 ```javascript class CodeBridgeMetrics { constructor() { this.metrics = { mergeSuccess: new Counter('codebridge_merge_success_total'), mergeFailure: new Counter('codebridge_merge_failure_total'), stabilityScore: new Histogram('codebridge_stability_score'), analysisTime: new Histogram('codebridge_analysis_duration_seconds'), autoFixApplied: new Counter('codebridge_autofix_applied_total') }; } recordMerge(result) { if (result.success) { this.metrics.mergeSuccess.inc(); this.metrics.stabilityScore.observe(result.stabilityScore); } else { this.metrics.mergeFailure.inc({ reason: result.failureReason }); } this.metrics.analysisTime.observe(result.analysisTime); } } ```