Technical Debt Quantifier Skill

SkillDev tools

Measure, categorize, and prioritize technical debt for migration planning and remediation

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Technical Debt Quantifier 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/technical-debt-quantifier/SKILL.md and read by ahel’s review.

Measures, categorizes, and prioritizes technical debt to support informed decision-making for migration planning and debt remediation strategies.

Purpose

Enable technical debt management for:

  • Debt categorization and inventory
  • Remediation effort estimation
  • Interest calculation (ongoing cost)
  • Priority scoring
  • Trend tracking

Capabilities

1. Debt Categorization

  • Code debt (smells, complexity)
  • Architecture debt (coupling, cohesion)
  • Test debt (coverage gaps)
  • Documentation debt
  • Infrastructure debt

2. Remediation Effort Estimation

  • Estimate fix time per item
  • Calculate total remediation cost
  • Identify quick wins
  • Plan sprint allocation

3. Interest Calculation

  • Calculate ongoing maintenance cost
  • Estimate productivity impact
  • Project future debt growth
  • Model compound interest

4. Priority Scoring

  • Score by business impact
  • Weight by risk level
  • Factor in remediation cost
  • Calculate ROI of fixes

5. Debt-to-Value Ratio

  • Compare debt to feature velocity
  • Benchmark against industry
  • Track debt percentage
  • Set organizational targets

6. Trend Tracking

  • Monitor debt over time
  • Track remediation progress
  • Identify debt sources
  • Report debt velocity

Tool Integrations

ToolPurposeIntegration Method
SonarQubeDebt calculationAPI
CodeSceneHotspot analysisAPI
CodacyQuality metricsAPI
Code ClimateMaintainabilityAPI
NDepend.NET debt analysisCLI

Output Schema

{
  "analysisId": "string",
  "timestamp": "ISO8601",
  "debt": {
    "total": {
      "estimatedHours": "number",
      "monetaryValue": "number",
      "items": "number"
    },
    "byCategory": {
      "code": {},
      "architecture": {},
      "test": {},
      "documentation": {}
    },
    "byPriority": {
      "critical": [],
      "high": [],
      "medium": [],
      "low": []
    }
  },
  "metrics": {
    "debtRatio": "number",
    "debtPerLoc": "number",
    "interestRate": "number"
  },
  "trends": {
    "thirtyDay": "number",
    "ninetyDay": "number"
  },
  "recommendations": []
}

Integration with Migration Processes

  • legacy-codebase-assessment: Debt quantification
  • technical-debt-remediation: Prioritization

Related Skills

  • code-smell-detector: Debt identification
  • static-code-analyzer: Quality metrics

Related Agents

  • technical-debt-auditor: Deep debt analysis

Signals

GitHub stars
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Forks
112
Last commit
Sep 2026
Advanced
Item type
skill
Key
technical-debt-quantifier
Source
github.com/a5c-ai/babysitter