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upgrade-analysis

Core analysis patterns, detection heuristics, and scoring algorithms for the upgrade intelligence system

by thelobbi(0) 0 installs
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Imported from thelobbi/claude (plugins/upgrade-suggestion/skills/upgrade-analysis/SKILL.md). Install upstream with npx skills add thelobbi/claude --skill upgrade-analysis. Copyright stays with the author.

Upgrade Analysis Skill

Core analysis patterns and algorithms powering the upgrade intelligence system. Used by both the quick-mode analyst and the full council of specialists.

Analysis Architecture

                    ┌─────────────────┐
                    │  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.

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml
targets:
  - https://api.opensmartroute.ai/api/v1/registry/thelobbi-claude-upgrade-analysis/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

thelobbi-claude-upgrade-analysis.ocm.jsonjson
{
  "ocm": "1",
  "id": "thelobbi-claude-upgrade-analysis",
  "kind": "skill",
  "name": "upgrade-analysis",
  "description": "Core analysis patterns, detection heuristics, and scoring algorithms for the upgrade intelligence system",
  "publisher": "thelobbi",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "general"
    ],
    "tags": [
      "skill-md",
      "upgrade-suggestion",
      "analysis",
      "upgrades",
      "code-quality",
      "spark",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Core analysis patterns, detection heuristics, and scoring algorithms for the upgrade intelligence system"
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/thelobbi/claude",
      "path": "plugins/upgrade-suggestion/skills/upgrade-analysis/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/thelobbi/claude/blob/HEAD/plugins/upgrade-suggestion/skills/upgrade-analysis/SKILL.md",
      "key": "thelobbi/claude/plugins/upgrade-suggestion/skills/upgrade-analysis/SKILL.md"
    }
  },
  "instructions": "# Upgrade Analysis Skill\n\nCore analysis patterns and algorithms powering the upgrade intelligence system.\nUsed by both the quick-mode analyst and the full council of specialists.\n\n## Analysis Architecture\n\n```\n                    ┌─────────────────┐\n                    │  Fingerprinting  │\n                    │  (skill)         │\n                    └────────┬────────┘\n                             │\n                    ┌────────▼────────┐\n              ┌─────┤  Signal Sweep    ├─────┐\n              │     │  (this skill)    │     │\n              │     └─────────────────┘     │\n              │  ",
  "cost": {
    "context_tokens": 2478
  }
}

Fetch it by URL: GET /api/v1/registry/thelobbi-claude-upgrade-analysis/manifest?version=1.0.0

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