Static Code Analyzer Skill
SkillDev toolsDeep static analysis of codebases for quality, complexity, and migration readiness assessment
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Then ask your AI: use the Static Code Analyzer Skill skill
What this skill tells your AI
The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/code-migration-modernization/skills/static-code-analyzer/SKILL.md and read by ahel’s review.
Performs comprehensive static analysis of codebases to assess code quality, complexity metrics, and migration readiness. This skill integrates with industry-standard tools to provide actionable insights for migration planning.
Purpose
Enable deep static analysis of codebases for:
- Code quality assessment
- Complexity measurement
- Migration readiness evaluation
- Technical debt quantification
- Security vulnerability scanning (SAST)
Capabilities
1. Cyclomatic Complexity Measurement
- Analyze control flow complexity
- Identify high-complexity functions/methods
- Generate complexity reports by module/package
- Track complexity trends over time
2. Code Duplication Detection (Clone Detection)
- Detect exact code clones
- Identify near-duplicates and structural clones
- Calculate duplication percentage
- Map clone relationships
3. Dead Code Identification
- Find unreachable code paths
- Identify unused functions/methods
- Detect orphaned imports and exports
- Flag obsolete feature flags
4. Security Vulnerability Scanning (SAST)
- Scan for common security anti-patterns
- Identify injection vulnerabilities
- Check for hardcoded secrets
- Assess authentication/authorization patterns
5. Maintainability Index Calculation
- Calculate composite maintainability scores
- Assess code readability metrics
- Evaluate documentation coverage
- Measure API surface complexity
6. Coding Standards Compliance
- Check against language-specific style guides
- Validate naming conventions
- Verify structural patterns
- Assess best practices adherence
Tool Integrations
This skill can leverage the following external tools when available:
| Tool | Purpose | Integration Method |
|---|---|---|
| SonarQube | Comprehensive code quality | MCP Server / API |
| CodeClimate | Quality metrics | API |
| ESLint | JavaScript/TypeScript linting | CLI |
| PMD | Java static analysis | CLI |
| FindBugs/SpotBugs | Java bug detection | CLI |
| Checkstyle | Java code standards | CLI |
| ast-grep | AST-based pattern matching | MCP Server / CLI |
| Semgrep | Security-focused SAST | CLI |
Usage
Basic Analysis
# Invoke skill for basic analysis
# The skill will auto-detect language and apply appropriate analyzers
# Expected inputs:
# - targetPath: Path to codebase or directory to analyze
# - analysisScope: 'full' | 'quick' | 'security' | 'quality'
# - outputFormat: 'json' | 'markdown' | 'html'
Analysis Workflow
-
Discovery Phase
- Detect programming languages present
- Identify project structure and build systems
- Check for existing configuration files
-
Tool Selection
- Select appropriate analyzers based on languages
- Configure tool-specific settings
- Validate tool availability
-
Analysis Execution
- Run selected analyzers
- Collect metrics and findings
- Aggregate results
-
Report Generation
- Consolidate findings
- Calculate composite scores
- Generate actionable recommendations
Output Schema
{
"analysisId": "string",
"timestamp": "ISO8601",
"target": {
"path": "string",
"languages": ["string"],
"filesAnalyzed": "number",
"linesOfCode": "number"
},
"metrics": {
"complexity": {
"average": "number",
"max": "number",
"distribution": {}
},
"duplication": {
"percentage": "number",
"cloneCount": "number",
"duplicatedLines": "number"
},
"maintainability": {
"index": "number",
"grade": "A-F"
},
"technicalDebt": {
"estimatedHours": "number",
"ratio": "number"
}
},
"findings": [
{
"type": "string",
"severity": "critical|high|medium|low|info",
"file": "string",
"line": "number",
"message": "string",
"rule": "string",
"recommendation": "string"
}
],
"migrationReadiness": {
"score": "number (0-100)",
"blockers": [],
"risks": [],
"recommendations": []
}
}
Integration with Migration Processes
This skill integrates with the following Code Migration/Modernization processes:
- legacy-codebase-assessment: Primary tool for initial codebase evaluation
- code-refactoring: Identifies refactoring targets
- technical-debt-remediation: Quantifies and prioritizes debt
Configuration
Skill Configuration File
Create .static-analyzer.json in the project root:
{
"excludePaths": ["node_modules", "dist", "build", ".git"],
"severityThreshold": "medium",
"enabledChecks": {
"complexity": true,
"duplication": true,
"security": true,
"standards": true
},
"customRules": [],
"reportFormats": ["json", "markdown"]
}
MCP Server Integration
When SonarQube MCP Server is available:
// Example MCP tool invocation
{
"tool": "sonarqube_analyze",
"arguments": {
"project_key": "my-project",
"sources": "./src",
"language": "javascript"
}
}
When ast-grep MCP Server is available:
// Example AST pattern search
{
"tool": "ast_grep_search",
"arguments": {
"pattern": "console.log($$$)",
"language": "javascript",
"path": "./src"
}
}
Best Practices
- Incremental Analysis: For large codebases, use incremental analysis to reduce time
- Baseline Establishment: Create baseline metrics before migration
- Threshold Configuration: Set appropriate thresholds for your team's standards
- Trend Tracking: Track metrics over time to measure improvement
- Integration Testing: Validate analysis results against known issues
Related Skills
code-smell-detector: Specialized smell detectiontechnical-debt-quantifier: Debt measurement and prioritizationtest-coverage-analyzer: Coverage gap identification
Related Agents
legacy-system-archaeologist: Uses this skill for codebase explorationmigration-readiness-assessor: Uses this skill for readiness scoringtechnical-debt-auditor: Uses this skill for debt assessment
References
Signals
- GitHub stars
- 2k
- Forks
- 112
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
static-code-analyzer- Source
- github.com/a5c-ai/babysitter
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