Comprehensive Code Review Assistant

Purpose

Orchestrate multi-agent swarm review of pull requests with specialized reviewers for security, performance, style, test coverage, and documentation. Provides detailed feedback with auto-fix suggestions and merge readiness assessment.

Core Principles

• Multi-Agent Specialization: Dedicated agents for each review dimension
• Parallel Analysis: Concurrent review across all quality vectors
• Evidence-Based: Measurable quality metrics and validation gates
• Auto-Fix Capability: Automated corrections where possible
• Merge Readiness: Clear approval/rejection criteria

Phase 1: Security Review

Objective

Identify and report security vulnerabilities, OWASP violations, and authentication/authorization issues.

Agent Configuration

agent: security-manager
specialization: security-audit
validation: OWASP-Top-10

Execution Steps

1. Initialize Security Scan

# Pre-task setup
npx claude-flow@alpha hooks pre-task \
  --agent-id "security-manager" \
  --description "Security vulnerability scanning" \
  --task-type "security-audit"

# Restore session context
npx claude-flow@alpha hooks session-restore \
  --session-id "code-review-swarm-${PR_ID}" \
  --agent-id "security-manager"

2. OWASP Top 10 Scan

# Scan for OWASP vulnerabilities
npx eslint . --format json --config .eslintrc-security.json > security-report.json

# Check for dependency vulnerabilities
npm audit --json > npm-audit.json

# Scan for secrets and credentials
npx gitleaks detect --source . --report-path gitleaks-report.json

3. Authentication/Authorization Review

// Analyze authentication patterns
const authPatterns = {
  jwt_validation: /jwt\.verify\(/g,
  password_hashing: /bcrypt|argon2|scrypt/g,
  sql_injection: /\$\{.*\}/g,
  xss_prevention: /sanitize|escape|DOMPurify/g,
  csrf_protection: /csrf|csurf/g
};

// Validate security controls
const securityChecks = {
  has_jwt_validation: false,
  has_password_hashing: false,
  has_sql_parameterization: false,
  has_xss_prevention: false,
  has_csrf_protection: false
};

4. Store Security Findings

# Store results in memory
npx claude-flow@alpha hooks post-edit \
  --file "security-report.json" \
  --memory-key "swarm/security-manager/findings" \
  --metadata "{\"critical\": ${CRITICAL_COUNT}, \"high\": ${HIGH_COUNT}}"

5. Generate Security Report

## Security Review Results

### Critical Issues (Blocking)
- [ ] SQL injection vulnerability in user.controller.js:45
- [ ] Hardcoded API key in config/production.js:12

### High Priority Issues
- [ ] Missing JWT expiration validation
- [ ] Weak password hashing (MD5 detected)

### Recommendations
1. Implement parameterized queries for all database operations
2. Move credentials to environment variables
3. Add JWT expiration checks (max 1 hour)
4. Upgrade to bcrypt with work factor 12+

6. Post-Task Cleanup

npx claude-flow@alpha hooks post-task \
  --task-id "security-review-${PR_ID}" \
  --status "complete" \
  --metrics "{\"issues_found\": ${TOTAL_ISSUES}, \"critical\": ${CRITICAL_COUNT}}"

Validation Gates

• ✅ No critical security issues
• ✅ All OWASP Top 10 checks pass
• ✅ No hardcoded secrets detected
• ✅ Authentication properly implemented

Expected Outputs

• security-report.json - Detailed security findings
• security-score.json - Security quality metrics (0-100)
• auto-fix-suggestions.json - Automated fix recommendations

---

Phase 2: Performance Review

Objective

Analyze code efficiency, detect bottlenecks, and recommend performance optimizations.

Agent Configuration

agent: performance-analyzer
specialization: performance-audit
metrics: latency, memory, cpu

Execution Steps

1. Initialize Performance Analysis

npx claude-flow@alpha hooks pre-task \
  --agent-id "performance-analyzer" \
  --description "Performance bottleneck analysis" \
  --task-type "performance-audit"

2. Static Performance Analysis

// Detect anti-patterns
const performanceAntiPatterns = {
  nested_loops: /for.*for.*for/gs,
  blocking_operations: /fs\.readFileSync|execSync/g,
  memory_leaks: /global\.|window\./g,
  inefficient_queries: /SELECT \*/gi,
  n_plus_one: /\.map\(.*await/gs
};

// Analyze complexity
const complexityMetrics = {
  cyclomatic_complexity: [], // McCabe complexity
  cognitive_complexity: [],   // Sonar cognitive
  nesting_depth: [],          // Max nesting level
  function_length: []         // Lines per function
};

3. Runtime Performance Profiling

# Run performance benchmarks
npm run test:perf -- --profile

# Analyze bundle size
npx webpack-bundle-analyzer stats.json --mode static -r bundle-analysis.html

# Check memory usage
node --inspect --expose-gc performance-test.js

4. Bottleneck Detection

// Identify slow operations
const bottlenecks = [
  {
    file: "api/users.controller.js",
    function: "getUsersList",
    issue: "N+1 query pattern",
    current_latency: "1250ms",
    optimized_latency: "45ms",
    fix: "Use JOIN or eager loading"
  },
  {
    file: "utils/processor.js",
    function: "processData",
    issue: "Synchronous file operations",
    current_latency: "800ms",
    optimized_latency: "120ms",
    fix: "Use fs.promises.readFile"
  }
];

5. Generate Performance Report

## Performance Review Results

### Critical Bottlenecks (P0)
- **N+1 Query Pattern** (api/users.controller.js:67)
  - Impact: 1250ms → 45ms (27.7x improvement)
  - Fix: Replace `.map(await)` with single JOIN query

### Performance Metrics
| Metric | Current | Target | Status |
|--------|---------|--------|--------|
| API Response Time | 850ms | <200ms | ⚠️ FAIL |
| Memory Usage | 512MB | <256MB | ⚠️ FAIL |
| Bundle Size | 2.4MB | <1MB | ⚠️ FAIL |
| Lighthouse Score | 62 | >90 | ⚠️ FAIL |

### Optimization Recommendations
1. Implement query result caching (Redis)
2. Use async/await for file operations
3. Code splitting for bundle size reduction
4. Lazy load non-critical components

6. Store Performance Data

npx claude-flow@alpha hooks post-edit \
  --file "performance-report.json" \
  --memory-key "swarm/performance-analyzer/metrics" \
  --metadata "{\"bottlenecks\": ${BOTTLENECK_COUNT}, \"avg_latency\": ${AVG_LATENCY}}"

Validation Gates

• ✅ API response time <200ms
• ✅ Memory usage <256MB
• ✅ No O(n²) or worse algorithms
• ✅ Bundle size <1MB

Expected Outputs

• performance-report.json - Performance analysis
• bottlenecks.json - Identified slow operations
• optimization-plan.json - Recommended fixes

---

Phase 3: Style Review

Objective

Verify code conventions, linting rules, and consistent formatting across the codebase.

Agent Configuration

agent: code-review-swarm
specialization: style-audit
standards: ESLint, Prettier, TypeScript

Execution Steps

1. Initialize Style Check

npx claude-flow@alpha hooks pre-task \
  --agent-id "code-review-swarm" \
  --description "Code style and conventions audit" \
  --task-type "style-audit"

2. Run Linting Tools

# ESLint for JavaScript/TypeScript
npx eslint . --ext .js,.jsx,.ts,.tsx --format json > eslint-report.json

# Prettier for formatting
npx prettier --check "**/*.{js,jsx,ts,tsx,json,css,md}" --list-different > prettier-report.txt

# TypeScript compiler for type checks
npx tsc --noEmit --pretty false 2> typescript-errors.txt

3. Analyze Naming Conventions

// Check naming patterns
const namingConventions = {
  classes: /^[A-Z][a-zA-Z0-9]*$/,        // PascalCase
  functions: /^[a-z][a-zA-Z0-9]*$/,      // camelCase
  constants: /^[A-Z][A-Z0-9_]*$/,        // UPPER_SNAKE_CASE
  components: /^[A-Z][a-zA-Z0-9]*$/,     // PascalCase (React)
  files: /^[a-z][a-z0-9-]*\.(js|ts)$/   // kebab-case
};

// Validate naming compliance
const namingViolations = [];

4. Check Code Organization

// Verify file structure
const organizationRules = {
  max_file_length: 500,        // Lines per file
  max_function_length: 50,     // Lines per function
  max_function_params: 4,      // Parameters per function
  max_nesting_depth: 4,        // Nested blocks
  imports_organized: true      // Sorted imports
};

5. Generate Style Report

## Style Review Results

### ESLint Violations
- **69 errors, 23 warnings**
  - 12x `no-unused-vars`
  - 8x `no-console`
  - 15x `prefer-const`
  - 34x `indent` (2 spaces expected)

### Prettier Formatting Issues
- 47 files need formatting
- Inconsistent quote style (mix of single/double)
- Missing trailing commas

### Naming Convention Violations
| File | Line | Issue | Expected |
|------|------|-------|----------|
| user.js | 45 | `UserID` constant | `USER_ID` |
| api-helper.js | 12 | `APIHelper` class | `ApiHelper` |

### Auto-Fix Available
```bash
# Fix all auto-fixable issues
npx eslint . --fix
npx prettier --write "**/*.{js,jsx,ts,tsx,json,css,md}"

**6. Store Style Findings**
```bash
npx claude-flow@alpha hooks post-edit \
  --file "style-report.json" \
  --memory-key "swarm/code-review-swarm/style" \
  --metadata "{\"violations\": ${VIOLATION_COUNT}, \"auto_fixable\": ${AUTO_FIX_COUNT}}"

Validation Gates

• ✅ No ESLint errors
• ✅ All files formatted with Prettier
• ✅ Naming conventions followed
• ✅ TypeScript types validated

Expected Outputs

• eslint-report.json - Linting violations
• prettier-report.txt - Formatting issues
• style-fixes.sh - Auto-fix script

---

Phase 4: Test Coverage Review

Objective

Validate unit and integration test coverage, test quality, and edge case handling.

Agent Configuration

agent: tester
specialization: test-coverage-audit
coverage_target: 90%

Execution Steps

1. Initialize Test Analysis

npx claude-flow@alpha hooks pre-task \
  --agent-id "tester" \
  --description "Test coverage and quality validation" \
  --task-type "test-audit"

2. Run Test Coverage Analysis

# Run Jest with coverage
npm run test:coverage -- --json --outputFile=coverage-summary.json

# Generate detailed coverage report
npx jest --coverage --coverageReporters=html --coverageReporters=json-summary

# Check for missing test files
find src -name "*.js" ! -path "*/node_modules/*" | while read file; do
  test_file="${file%.js}.test.js"
  if [ ! -f "$test_file" ]; then
    echo "$file" >> missing-tests.txt
  fi
done

3. Analyze Test Quality

// Test quality metrics
const testQualityMetrics = {
  total_tests: 0,
  passing_tests: 0,
  failing_tests: 0,
  skipped_tests: 0,
  test_execution_time: 0,

  assertions_per_test: 0,      // Avg assertions
  edge_cases_covered: false,   // Null, undefined, empty checks
  error_handling_tested: false, // Try-catch scenarios
  async_tested: false,         // Async/await coverage
  mocks_used_properly: false   // Mock verification
};

4. Check Coverage Thresholds

// Coverage requirements
const coverageThresholds = {
  statements: 90,
  branches: 85,
  functions: 90,
  lines: 90
};

// Current coverage
const currentCoverage = {
  statements: 73.5,  // ⚠️ Below threshold
  branches: 68.2,    // ⚠️ Below threshold
  functions: 81.0,   // ⚠️ Below threshold
  lines: 74.8        // ⚠️ Below threshold
};

5. Generate Test Coverage Report

## Test Coverage Review Results

### Coverage Summary
| Category | Current | Target | Status |
|----------|---------|--------|--------|
| Statements | 73.5% | 90% | ⚠️ FAIL (-16.5%) |
| Branches | 68.2% | 85% | ⚠️ FAIL (-16.8%) |
| Functions | 81.0% | 90% | ⚠️ FAIL (-9.0%) |
| Lines | 74.8% | 90% | ⚠️ FAIL (-15.2%) |

### Untested Files (Critical)
- `src/auth/jwt-validator.js` (0% coverage)
- `src/api/payment-processor.js` (0% coverage)
- `src/utils/encryption.js` (15% coverage)

### Missing Test Types
- [ ] Integration tests for API endpoints
- [ ] E2E tests for critical user flows
- [ ] Load tests for performance validation
- [ ] Security tests for auth flows

### Test Quality Issues
1. **Insufficient assertions**: 12 tests with 0 assertions
2. **No error handling tests**: Exception paths not covered
3. **Missing edge cases**: Null/undefined checks absent
4. **Async tests not awaited**: 8 tests missing await

### Recommendations
```javascript
// Add missing tests
describe('JWT Validator', () => {
  it('should validate valid JWT tokens', async () => {
    const token = generateValidToken();
    const result = await jwtValidator.validate(token);
    expect(result.valid).toBe(true);
  });

  it('should reject expired tokens', async () => {
    const expiredToken = generateExpiredToken();
    await expect(jwtValidator.validate(expiredToken))
      .rejects.toThrow('Token expired');
  });

  it('should handle malformed tokens', async () => {
    await expect(jwtValidator.validate('invalid'))
      .rejects.toThrow('Malformed token');
  });
});

**6. Store Test Data**
```bash
npx claude-flow@alpha hooks post-edit \
  --file "coverage-summary.json" \
  --memory-key "swarm/tester/coverage" \
  --metadata "{\"coverage_pct\": ${COVERAGE_PCT}, \"missing_tests\": ${MISSING_COUNT}}"

Validation Gates

• ✅ Statement coverage ≥90%
• ✅ Branch coverage ≥85%
• ✅ Function coverage ≥90%
• ✅ All critical paths tested

Expected Outputs

• coverage-summary.json - Detailed coverage metrics
• missing-tests.txt - Untested files list
• test-quality-report.md - Test quality analysis

---

Phase 5: Documentation Review

Objective

Validate API documentation, inline comments, README completeness, and code maintainability.

Agent Configuration

agent: code-review-swarm
specialization: documentation-audit
standards: JSDoc, OpenAPI, Markdown

Execution Steps

1. Initialize Documentation Check

npx claude-flow@alpha hooks pre-task \
  --agent-id "code-review-swarm" \
  --description "Documentation completeness audit" \
  --task-type "documentation-audit"

2. Analyze JSDoc/TypeDoc Coverage

# Check JSDoc coverage
npx jsdoc-coverage-checker src/**/*.js --threshold 80 > jsdoc-report.json

# Generate TypeDoc for TypeScript
npx typedoc --json typedoc-output.json

# Check for missing function documentation
grep -r "^function\|^const.*=.*=>" src/ | grep -v "\/\*\*" > undocumented-functions.txt

3. Validate API Documentation

// Check OpenAPI/Swagger completeness
const apiDocRequirements = {
  has_openapi_spec: false,
  all_endpoints_documented: false,
  request_schemas_defined: false,
  response_schemas_defined: false,
  error_responses_documented: false,
  authentication_documented: false,
  examples_provided: false
};

// Validate endpoint documentation
const endpointDocs = {
  total_endpoints: 47,
  documented_endpoints: 31,
  missing_documentation: 16,  // ⚠️ 34% undocumented
  incomplete_schemas: 12
};

4. Check README and Setup Docs

// README completeness checklist
const readmeRequirements = {
  project_description: true,
  installation_steps: true,
  usage_examples: true,
  api_reference: false,        // ⚠️ Missing
  environment_variables: false, // ⚠️ Missing
  testing_instructions: true,
  contributing_guide: false,   // ⚠️ Missing
  license_info: true,
  changelog: false             // ⚠️ Missing
};

5. Analyze Inline Comments Quality

// Comment quality metrics
const commentMetrics = {
  total_comments: 342,
  useful_comments: 198,        // Explain "why", not "what"
  redundant_comments: 89,      // Obvious comments
  outdated_comments: 55,       // Don't match code

  comment_to_code_ratio: 0.12, // 12% (target: 10-20%)
  complex_code_commented: 0.67  // 67% of complex functions
};

6. Generate Documentation Report

## Documentation Review Results

### API Documentation
- **OpenAPI Spec**: ⚠️ Missing
- **Endpoint Documentation**: 31/47 (66%)
- **Schema Definitions**: Incomplete

### Undocumented API Endpoints
- `POST /api/v1/users/:id/roles`
- `DELETE /api/v1/sessions/:id`
- `PATCH /api/v1/settings`
- ...12 more endpoints

### JSDoc/TypeDoc Coverage
- **Overall Coverage**: 62% (target: 80%)
- **Public Functions**: 78% documented
- **Private Functions**: 41% documented

### Missing Documentation
1. **Setup Guide**: Environment variable configuration
2. **API Reference**: Complete endpoint documentation
3. **Architecture Docs**: System design overview
4. **Troubleshooting Guide**: Common issues and solutions

### README Improvements Needed
```markdown
## Environment Variables

Required environment variables:

| Variable | Description | Default | Required |
|----------|-------------|---------|----------|
| `DATABASE_URL` | PostgreSQL connection string | - | Yes |
| `JWT_SECRET` | Secret key for JWT signing | - | Yes |
| `REDIS_URL` | Redis connection string | localhost:6379 | No |
| `LOG_LEVEL` | Logging verbosity | info | No |

## API Reference

See [API.md](./docs/API.md) for complete endpoint documentation.

Inline Comment Issues

• 89 redundant comments (explain obvious code)
• 55 outdated comments (don't match current implementation)

Recommendations

1. Generate OpenAPI spec from code annotations
2. Add JSDoc to all public functions
3. Document environment variables in README
4. Create architecture diagram
5. Remove redundant/outdated comments

7. Store Documentation Findings

npx claude-flow@alpha hooks post-edit \
  --file "documentation-report.json" \
  --memory-key "swarm/code-review-swarm/documentation" \
  --metadata "{\"coverage_pct\": ${DOC_COVERAGE}, \"missing_docs\": ${MISSING_DOCS}}"

Validation Gates

• ✅ JSDoc coverage ≥80%
• ✅ All public APIs documented
• ✅ README complete with setup instructions
• ✅ OpenAPI/Swagger spec exists

Expected Outputs

• documentation-report.json - Documentation audit
• undocumented-functions.txt - Missing JSDoc
• readme-improvements.md - README enhancement suggestions

---

Final Integration: Merge Readiness Assessment

Comprehensive Review Summary

Aggregate Results from All Phases:

// Merge readiness calculation
const mergeReadiness = {
  security_score: 65,      // Phase 1 (Critical: 2, High: 5)
  performance_score: 58,   // Phase 2 (P0 bottlenecks: 3)
  style_score: 74,         // Phase 3 (Violations: 92)
  test_coverage_score: 73, // Phase 4 (Coverage: 73.5%)
  documentation_score: 62, // Phase 5 (Coverage: 62%)

  overall_score: 66.4,     // Weighted average
  merge_approved: false    // Requires score ≥80
};

Decision Matrix

## Merge Readiness Report

### Overall Score: 66.4/100 ⚠️ CHANGES REQUIRED

| Dimension | Score | Status | Blocking Issues |
|-----------|-------|--------|-----------------|
| Security | 65/100 | ⚠️ FAIL | 2 critical, 5 high |
| Performance | 58/100 | ⚠️ FAIL | 3 P0 bottlenecks |
| Style | 74/100 | ⚠️ WARN | 92 violations |
| Test Coverage | 73/100 | ⚠️ FAIL | 16.5% below target |
| Documentation | 62/100 | ⚠️ WARN | 38% undocumented |

### Blocking Issues (Must Fix Before Merge)
1. **[SECURITY]** SQL injection vulnerability (user.controller.js:45)
2. **[SECURITY]** Hardcoded API key (config/production.js:12)
3. **[PERFORMANCE]** N+1 query pattern (api/users.controller.js:67)
4. **[TESTING]** Critical files untested (auth/jwt-validator.js: 0%)

### Recommended Actions
1. Fix all critical security issues
2. Optimize N+1 query patterns
3. Add tests for untested critical paths
4. Run auto-fix for style violations: `npm run lint:fix`

### Estimated Time to Merge-Ready: 4-6 hours

Auto-Fix Script Generation

#!/bin/bash
# auto-fix-review-issues.sh

echo "Applying automated fixes..."

# Fix style violations
npx eslint . --fix
npx prettier --write "**/*.{js,jsx,ts,tsx,json,css,md}"

# Fix simple security issues
sed -i 's/API_KEY = ".*"/API_KEY = process.env.API_KEY/g' config/production.js

# Add missing test files
for file in $(cat missing-tests.txt); do
  test_file="${file%.js}.test.js"
  cat > "$test_file" << 'EOF'
describe('${file}', () => {
  it('should be implemented', () => {
    // TODO: Add tests
    expect(true).toBe(true);
  });
});
EOF
done

echo "Automated fixes complete. Manual review required for:"
echo "- SQL injection fixes"
echo "- Performance optimizations"
echo "- Test implementation"

Session Cleanup

# Export complete review session
npx claude-flow@alpha hooks session-end \
  --session-id "code-review-swarm-${PR_ID}" \
  --export-metrics true \
  --export-path "./code-review-summary.json"

# Notify completion
npx claude-flow@alpha hooks notify \
  --message "Code review complete: Score ${OVERALL_SCORE}/100" \
  --level "info" \
  --metadata "{\"merge_approved\": ${MERGE_APPROVED}}"

---

Memory Patterns

Storage Keys

swarm/security-manager/findings:
  critical_issues: []
  high_priority_issues: []
  owasp_violations: []
  auto_fix_available: boolean

swarm/performance-analyzer/metrics:
  bottlenecks: []
  latency_p95: number
  memory_usage_mb: number
  optimization_recommendations: []

swarm/code-review-swarm/style:
  eslint_errors: number
  prettier_violations: number
  naming_issues: []
  auto_fixable: number

swarm/tester/coverage:
  statements_pct: number
  branches_pct: number
  functions_pct: number
  untested_files: []

swarm/code-review-swarm/documentation:
  jsdoc_coverage_pct: number
  api_docs_complete: boolean
  readme_complete: boolean
  missing_docs: []

swarm/review-summary:
  overall_score: number
  merge_approved: boolean
  blocking_issues: []
  estimated_fix_time_hours: number

---

Evidence-Based Validation

Success Criteria

• ✅ All 5 specialized reviews complete
• ✅ Overall score ≥80/100
• ✅ Zero critical security issues
• ✅ Zero P0 performance bottlenecks
• ✅ Test coverage ≥90%
• ✅ No blocking style violations

Metrics Tracking

{
  "review_duration_minutes": 12,
  "agents_used": 4,
  "total_issues_found": 187,
  "auto_fixable_issues": 92,
  "blocking_issues": 4,
  "merge_approved": false,
  "estimated_fix_time_hours": 5
}

Quality Gates

1. Security Gate: No critical/high vulnerabilities
2. Performance Gate: All APIs <200ms, no O(n²) patterns
3. Style Gate: Zero ESLint errors, Prettier formatted
4. Testing Gate: Coverage ≥90%, all critical paths tested
5. Documentation Gate: JSDoc ≥80%, API docs complete

---

Usage Examples

Basic PR Review

# Initialize review swarm
npx claude-flow@alpha swarm init \
  --topology hierarchical \
  --agents "security-manager,performance-analyzer,code-review-swarm,tester"

# Run comprehensive review
npm run review:pr -- --pr-number 123

CI/CD Integration

# .github/workflows/code-review.yml
name: Automated Code Review
on: [pull_request]

jobs:
  review:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3
      - name: Run Code Review Swarm
        run: |
          npx claude-flow@alpha swarm init --topology hierarchical
          npm run review:comprehensive
      - name: Post Review Results
        run: |
          gh pr comment ${{ github.event.pull_request.number }} \
            --body-file ./code-review-summary.md

Custom Review Configuration

// code-review.config.js
module.exports = {
  security: {
    owasp_check: true,
    dependency_audit: true,
    secret_scan: true
  },
  performance: {
    latency_threshold_ms: 200,
    memory_threshold_mb: 256,
    bundle_size_mb: 1
  },
  testing: {
    coverage_threshold: 90,
    require_integration_tests: true
  },
  merge_gate: {
    minimum_score: 80,
    allow_warnings: false
  }
};

---

Troubleshooting

Issue: Review Times Out

# Increase timeout for large PRs
export REVIEW_TIMEOUT=1800  # 30 minutes

# Review specific files only
npm run review:pr -- --files "src/critical/**"

Issue: False Positive Security Warnings

// Add to .eslintrc-security.json
{
  "rules": {
    "security/detect-object-injection": "off",  // If intentional
    "security/detect-non-literal-fs-filename": "warn"
  }
}

Issue: Coverage Calculation Incorrect

# Clear coverage cache
rm -rf coverage/ .nyc_output/

# Regenerate coverage
npm run test:coverage -- --clearCache

---

Best Practices

1. Run Reviews Early: Integrate in PR workflow, not at merge time
2. Auto-Fix First: Apply automated fixes before manual review
3. Prioritize Blocking Issues: Focus on critical/high security and P0 performance
4. Incremental Reviews: Review commits incrementally, not entire PR at once
5. Custom Thresholds: Adjust scoring based on project criticality
6. Review Automation: Integrate with CI/CD for every PR
7. Track Metrics: Monitor review scores over time for quality trends

---

Integration with SPARC

• Specification Phase: Review requirements documentation
• Refinement Phase: Code review during TDD cycles
• Completion Phase: Final merge readiness check

---

Related Skills

• when-ensuring-production-ready-use-production-readiness
• when-verifying-quality-use-verification-quality
• when-auditing-code-style-use-style-audit
• when-debugging-complex-issues-use-smart-bug-fix