Core analysis patterns, detection heuristics, and scoring algorithms for the upgrade intelligence system
From upgrade-suggestionnpx claudepluginhub markus41/claude --plugin upgrade-suggestionThis skill uses the workspace's default tool permissions.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Core analysis patterns and algorithms powering the upgrade intelligence system. Used by both the quick-mode analyst and the full council of specialists.
┌─────────────────┐
│ 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) │
└────────────────────────────────────────┘
Run these checks in order. For quick mode, stop at 6+ signals. For council mode, each specialist runs their domain-specific subset.
# 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:
test or lint script → DX upgrade (impact: 7)strict: false or missing → Architecture upgrade (impact: 6)# 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:
10 TODOs → Feature: resolve TODOs (impact: 4-6)
5 console.logs in src → DX: add proper logging (impact: 4)
5
anytypes → Architecture: type safety (impact: 6)
# 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:
# 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:
# 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:
QuickScore = (Impact * 0.40) + (Effort * 0.30) + (Relevance * 0.30)
CouncilScore = (Impact * 0.30)
+ (Effort * 0.20)
+ (Confidence * 10 * 0.25)
+ (Relevance * 0.15)
+ (Innovation * 0.10)
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)
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)
Before presenting any suggestion, verify:
| 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" |
████████░░ 78/100 (78% filled, 10 chars total)
██████░░░░ 55/100
███████░░░ 68/100
█████░░░░░ 48/100
▰▰▰▰▰▰▰▰▱▱ 8/10
▰▰▰▰▰▰▰▱▱▱ 7/10
▰▰▰▰▰▱▱▱▱▱ 5/10
●●●●○ 92% (4/5 filled for 80-99%)
●●●○○ 65% (3/5 for 60-79%)
●●○○○ 45% (2/5 for 40-59%)
src/api/ ██████████ Perf ████░░░░░░ Sec ██████░░░░ Arch
These visual elements combine into the full dashboard rendered by the command.