Agent Skills: Static Code Analyzer Skill

Deep static analysis of codebases for quality, complexity, and migration readiness assessment

UncategorizedID: a5c-ai/babysitter/static-code-analyzer

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plugins/babysitter/skills/babysit/process/specializations/code-migration-modernization/skills/static-code-analyzer/SKILL.md

Skill Metadata

Name
static-code-analyzer
Description
Deep static analysis of codebases for quality, complexity, and migration readiness assessment

Static Code Analyzer Skill

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

  1. Discovery Phase

    • Detect programming languages present
    • Identify project structure and build systems
    • Check for existing configuration files
  2. Tool Selection

    • Select appropriate analyzers based on languages
    • Configure tool-specific settings
    • Validate tool availability
  3. Analysis Execution

    • Run selected analyzers
    • Collect metrics and findings
    • Aggregate results
  4. 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

  1. Incremental Analysis: For large codebases, use incremental analysis to reduce time
  2. Baseline Establishment: Create baseline metrics before migration
  3. Threshold Configuration: Set appropriate thresholds for your team's standards
  4. Trend Tracking: Track metrics over time to measure improvement
  5. Integration Testing: Validate analysis results against known issues

Related Skills

  • code-smell-detector: Specialized smell detection
  • technical-debt-quantifier: Debt measurement and prioritization
  • test-coverage-analyzer: Coverage gap identification

Related Agents

  • legacy-system-archaeologist: Uses this skill for codebase exploration
  • migration-readiness-assessor: Uses this skill for readiness scoring
  • technical-debt-auditor: Uses this skill for debt assessment

References