mochammadshenna/go-adk-q/tech-debt
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Identify, categorize, and prioritize technical debt. Use when doing a code health audit, deciding what to refactor, building a maintenance backlog, or making the case to stakeholders for paying down debt.
Install
npx vskill@latest install mochammadshenna/go-adk-q/tech-debtSKILL.md
Tech Debt Management
Systematically identify, categorize, and prioritize technical debt.
Debt categories
| Type | Examples | Risk | |
|---|---|---|---|
| Code debt | Duplicated logic, poor abstractions, magic numbers | Bugs, slow development | |
| Architecture debt | Monolith that should be split, wrong data store | Scaling limits | |
| Test debt | Low coverage, flaky tests, missing integration tests | Regressions ship | |
| Dependency debt | Outdated libraries, unmaintained dependencies | Security vulns | |
| Documentation debt | Missing runbooks, outdated READMEs, tribal knowledge | Onboarding pain | |
| Infrastructure debt | Manual deploys, no monitoring, no IaC | Incidents, slow recovery |
Prioritization framework
Score each debt item on three dimensions (1-5 scale):
- Impact: How much does it slow the team down or risk breakage?
- Risk: What's the cost of NOT fixing it?
- Effort: How hard is the fix? (Lower effort = higher priority, so invert this)
Priority score = (Impact + Risk) × (6 − Effort)
High-priority items: high impact + high risk + low effort. These pay for themselves quickly.
Identification process
For code debt
For test debt
For dependency debt
Output format
Communicating debt to stakeholders
Translate technical debt into business terms:
- Code debt: "This function is 800 lines long. Every bug fix takes 3x longer than it should and risks introducing regressions."
- Test debt: "We have 40% test coverage. When we shipped the last release, 3 bugs made it to production that tests would have caught."
- Dependency debt: "We're 2 major versions behind on our auth library. Known CVEs affect our current version."
Make the cost of NOT fixing it concrete.
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/engineering/tech-debt/SKILL.md
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