5,466,220 AI resources indexedWorking toward the world’s largest AI resource index.

PDF

Technical Debt Quantifier Skill

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

Installable skillMITBy a5c-aiUpdated Oct 30, 2026
INTENDED FOROpenClawInstall in a listed agent.

instructions.md

---
name: technical-debt-quantifier-a2d82fbc7ba5
description: Measure, categorize, and prioritize technical debt for migration planning and remediation
allowed-tools: ["Bash", "Read", "Write", "Grep", "Glob", "Edit"]
graph:
  domains: [domain:software-engineering]
  specializations: [specialization:code-migration-modernization]
  skillAreas: [skill-area:code-analysis-linting, skill-area:prioritization-frameworks]
  roles: [role:tech-lead, role:engineering-manager]
  workflows: [workflow:technical-debt-reduction]
  topics: [topic:refactoring]
---

# Technical Debt Quantifier Skill

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

| Tool | Purpose | Integration Method |
|------|---------|-------------------|
| SonarQube | Debt calculation | API |
| CodeScene | Hotspot analysis | API |
| Codacy | Quality metrics | API |
| Code Climate | Maintainability | API |
| NDepend | .NET debt analysis | CLI |

## Output Schema

```json
{
  "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

Discuss this resource

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.