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 -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 -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);
}
}
```