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.

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npx vskill@latest install mochammadshenna/go-adk-q/tech-debt

SKILL.md

Tech Debt Management

Systematically identify, categorize, and prioritize technical debt.

Debt categories

TypeExamplesRisk
Code debtDuplicated logic, poor abstractions, magic numbersBugs, slow development
Architecture debtMonolith that should be split, wrong data storeScaling limits
Test debtLow coverage, flaky tests, missing integration testsRegressions ship
Dependency debtOutdated libraries, unmaintained dependenciesSecurity vulns
Documentation debtMissing runbooks, outdated READMEs, tribal knowledgeOnboarding pain
Infrastructure debtManual deploys, no monitoring, no IaCIncidents, 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
bash
# Find long functions (>50 lines is a smell)
grep -n "^func " cmd/tui/chat.go | head -20
# Find duplicated error handling patterns
grep -rn "if err != nil" . --include="*.go" | wc -l
# Find TODO/FIXME/HACK markers
grep -rn "TODO\|FIXME\|HACK" . --include="*.go"
For test debt
bash
go test -coverprofile=cover.out ./...
go tool cover -func=cover.out | tail -1 # total coverage
For dependency debt
bash
go list -m -u all 2>/dev/null | grep '\[' # modules with available updates

Output format

markdown
## Tech Debt Audit — [Date]
### Summary
Total items: N | Critical: N | High: N | Medium: N | Low: N
### Critical (fix before next release)
| Item | Type | Impact | Risk | Effort | Score |
|------|------|--------|------|--------|-------|
| [description] | code | 5 | 5 | 2 | 40 |
### High priority
[same table]
### Remediation plan
Phase 1 (this sprint): [specific items]
Phase 2 (next sprint): [specific items]
Phase 3 (backlog): [remaining items]
### What NOT to fix
[Items that are too costly relative to benefit]

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

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