                    ┌─────────────────┐
                    │  Fingerprinting  │
                    │  (skill)         │
                    └────────┬────────┘
                             │
                    ┌────────▼────────┐
              ┌─────┤  Signal Sweep    ├─────┐
              │     │  (this skill)    │     │
              │     └─────────────────┘     │
              │                             │
     Quick Mode                        Council Mode
         │                                  │
    ┌────▼─────┐              ┌─────────────▼──────────────┐
    │ upgrade-  │              │  5 Specialist Agents       │
    │ analyst   │              │  (parallel analysis)       │
    │ (single)  │              └──────────┬────────────────┘
    └────┬─────┘                         │
         │                    ┌──────────▼────────────────┐
         │                    │  Council Synthesizer       │
         │                    │  (dedupe, vote, bundle)    │
         │                    └──────────┬────────────────┘
         │                               │
    ┌────▼───────────────────────────────▼──┐
    │         Dashboard Rendering            │
    │    (visual output with heatmaps)       │
    └────────────────────────────────────────┘

Signal Detection Checklist

Run these checks in order. For quick mode, stop at 6+ signals. For council mode, each specialist runs their domain-specific subset.

Phase 1: Project Health (Config Files)

# Package.json signals
cat package.json 2>/dev/null | python3 -c "
import sys, json
try:
    pkg = json.load(sys.stdin)
    scripts = pkg.get('scripts', {})
    deps = {**pkg.get('dependencies', {}), **pkg.get('devDependencies', {})}

    essential = ['test', 'lint', 'build', 'dev']
    missing = [s for s in essential if s not in scripts]
    if missing: print(f'MISSING_SCRIPTS: {missing}')

    print(f'DEP_COUNT: {len(pkg.get(\"dependencies\", {}))}')
    print(f'DEV_DEP_COUNT: {len(pkg.get(\"devDependencies\", {}))}')

    if 'typescript' not in deps and '@types/node' not in deps:
        print('NO_TYPESCRIPT')
except: pass
" 2>/dev/null

# TypeScript strictness
grep -E '"strict"\s*:\s*true' tsconfig.json 2>/dev/null && echo 'TS_STRICT' || echo 'TS_NOT_STRICT'

# Linting configured
ls .eslintrc* eslint.config.* biome.json 2>/dev/null | head -1 || echo 'NO_LINTER'

# Formatting configured
ls .prettierrc* prettier.config.* biome.json 2>/dev/null | head -1 || echo 'NO_FORMATTER'

# Pre-commit hooks
ls .husky/pre-commit 2>/dev/null || echo 'NO_PRE_COMMIT'

Signals per check:

Missing test or lint script → DX upgrade (impact: 7)
strict: false or missing → Architecture upgrade (impact: 6)
No linter → DX upgrade (impact: 7)
No formatter → DX upgrade (impact: 5)
No pre-commit hooks → DX upgrade (impact: 7)

Phase 2: Code Patterns (Source Files)

# Large files (>300 lines)
find src/ -name '*.ts' -o -name '*.tsx' -o -name '*.py' 2>/dev/null | xargs wc -l 2>/dev/null | sort -rn | head -10

# TODO/FIXME density
grep -rn 'TODO\|FIXME\|HACK\|XXX' src/ --include='*.ts' --include='*.tsx' --include='*.py' 2>/dev/null | wc -l

# Console.log in production code
grep -rn 'console\.log' src/ --include='*.ts' --include='*.tsx' 2>/dev/null | grep -v test | grep -v spec | wc -l

# any type usage
grep -rn ': any\b' src/ --include='*.ts' --include='*.tsx' 2>/dev/null | grep -v test | grep -v '.d.ts' | wc -l

# Deep nesting (4+ levels)
grep -rn '^\s\{16,\}' src/ --include='*.ts' --include='*.tsx' 2>/dev/null | grep -v test | wc -l

# Duplicated patterns (similar exports)
grep -rn 'export.*function\|export.*const.*=' src/ --include='*.ts' 2>/dev/null | cut -d: -f3 | sort | uniq -d | head -5

Signals:

Files >300 lines → Architecture: split file (impact: 5-7 based on size)
10 TODOs → Feature: resolve TODOs (impact: 4-6)
5 console.logs in src → DX: add proper logging (impact: 4)
5 any types → Architecture: type safety (impact: 6)
Deep nesting → Architecture: refactor (impact: 5)

Phase 3: Test Coverage

# Count source vs test files
src_count=$(find src/ -name '*.ts' -not -name '*.test.*' -not -name '*.spec.*' -not -name '*.d.ts' -not -path '*/__tests__/*' 2>/dev/null | wc -l)
test_count=$(find src/ -name '*.test.*' -o -name '*.spec.*' 2>/dev/null | wc -l)
echo "SOURCE: $src_count TESTS: $test_count RATIO: $(echo "scale=2; $test_count/$src_count" | bc 2>/dev/null)"

# Critical untested files (API routes, auth, database)
for f in $(find src/ -path '*/api/*' -o -path '*/auth/*' -o -path '*/db/*' -name '*.ts' -not -name '*.test.*' 2>/dev/null); do
  base="${f%.ts}"
  [ ! -f "${base}.test.ts" ] && [ ! -f "${base}.spec.ts" ] && echo "UNTESTED_CRITICAL: $f"
done

Signals:

Test ratio < 0.3 → DX: add tests for critical paths (impact: 7)
Untested API/auth files → Security + DX: add tests (impact: 8)

Phase 4: Security Quick-Scan

# Hardcoded secrets
grep -rn 'password\s*=\|secret\s*=\|api[_-]key\s*=' src/ --include='*.ts' --include='*.py' 2>/dev/null | grep -v test | grep -v 'process\.env\|os\.environ' | head -5

# Missing input validation at API boundaries
grep -rn 'req\.body\|request\.json' src/ --include='*.ts' --include='*.py' 2>/dev/null | grep -v 'validate\|schema\|zod\|joi\|pydantic' | head -10

# XSS risk indicators
grep -rn 'dangerouslySetInnerHTML\|innerHTML' src/ --include='*.tsx' --include='*.ts' 2>/dev/null | head -5

# JWT in localStorage
grep -rn 'localStorage.*token\|localStorage.*jwt' src/ --include='*.ts' --include='*.tsx' 2>/dev/null | head -5

Signals:

Hardcoded secrets → Security: use env vars (impact: 9, severity: critical)
Unvalidated input → Security: add schema validation (impact: 8)
XSS risk → Security: sanitize output (impact: 8)
JWT in localStorage → Security: use httpOnly cookies (impact: 7)

Phase 5: UX/Accessibility

# Missing alt text
grep -rn '<img' src/ --include='*.tsx' --include='*.jsx' 2>/dev/null | grep -v 'alt=' | head -5

# Missing loading states
grep -rn 'isLoading\|loading\|Spinner\|Skeleton' src/ --include='*.tsx' 2>/dev/null | wc -l

# Missing error boundaries
grep -rn 'ErrorBoundary' src/ --include='*.tsx' 2>/dev/null | wc -l

# Missing keyboard accessibility
grep -rn 'onClick' src/ --include='*.tsx' 2>/dev/null | wc -l
grep -rn 'onKeyDown\|onKeyUp' src/ --include='*.tsx' 2>/dev/null | wc -l

Signals:

Images without alt → UX: accessibility fix (impact: 6, severity: high)
No error boundaries → UX: add graceful error handling (impact: 7)
No loading states → UX: add skeleton screens (impact: 7)
Many onClick without onKeyDown → UX: keyboard accessibility (impact: 6)

Scoring Algorithms

Quick Mode Score

QuickScore = (Impact * 0.40) + (Effort * 0.30) + (Relevance * 0.30)

Council Mode Score

CouncilScore = (Impact * 0.30)
             + (Effort * 0.20)
             + (Confidence * 10 * 0.25)
             + (Relevance * 0.15)
             + (Innovation * 0.10)

Confidence Boosting

base_confidence = individual_agent_confidence  # 0.0-1.0

FOR each additional agent that flags the same issue:
  base_confidence += 0.15

confidence = min(0.99, base_confidence)

Bundle Synergy Score

individual_sum = impact_A + impact_B
bundle_impact = individual_sum * synergy_multiplier

WHERE synergy_multiplier:
  prerequisites:   1.20  (20% bonus — they naturally chain)
  amplifiers:      1.30  (30% bonus — combined effect is greater)
  same_module:     1.10  (10% bonus — less context switching)
  independent:     1.00  (no bonus)

Suggestion Quality Checklist

Before presenting any suggestion, verify:

References specific files and line numbers from the actual codebase
Includes before/after code showing the concrete change
Impact is quantified (latency, bundle size, query count, or similar)
Effort estimate is realistic for a single developer session
Category is accurate and not duplicated excessively in results
Implementation hint is concrete enough to start immediately
Tags enable cross-referencing with related findings
No generic advice — every word is specific to this codebase

Anti-Patterns to Avoid

Anti-Pattern	Why It's Bad	Instead
"Add more tests"	Too vague, not actionable	"Add tests for `createUser()` in auth.ts — untested critical path"
"Improve error handling"	No specific location	"Add try/catch in `fetchProducts()` at api.ts:42 — unhandled promise rejection"
"Refactor this file"	No clear outcome	"Extract auth middleware from 4 route handlers into `middleware/auth.ts`"
"Use TypeScript"	Already using TS	"Enable `strict: true` in tsconfig — currently 23 implicit any types"
"Add caching"	Where? What? How?	"Add SWR cache to `/api/products` — 2400 identical DB queries/min, data changes every 5min"
3 architecture suggestions	Lacks diversity	Mix categories: 1 performance + 1 security + 1 ux
Suggesting >1 day effort	Too large for quick wins	Break into session-sized chunks or flag as "strategic"

Visual Output Templates

Health Bar (0-100)

████████░░ 78/100    (78% filled, 10 chars total)
██████░░░░ 55/100
███████░░░ 68/100
█████░░░░░ 48/100

Impact/Effort Bar (1-10)

▰▰▰▰▰▰▰▰▱▱ 8/10
▰▰▰▰▰▰▰▱▱▱ 7/10
▰▰▰▰▰▱▱▱▱▱ 5/10

Confidence Dots

●●●●○ 92% (4/5 filled for 80-99%)
●●●○○ 65% (3/5 for 60-79%)
●●○○○ 45% (2/5 for 40-59%)

Heatmap Row

src/api/        ██████████ Perf ████░░░░░░ Sec  ██████░░░░ Arch

These visual elements combine into the full dashboard rendered by the command.

upgrade-analysis

Upgrade Analysis Skill

Analysis Architecture