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Analyze donor retention and CRM systems — lapse risk scoring and prediction models, stewardship workflow automation, donor lifetime value (LTV) modeling, communication personalization engines, giving pattern analysis, and retention metric benchmarking. Audit nonprofit fundraising platforms for retention rate tracking, first-year donor conversion, reactivation campaigns, and data quality foundation

Analyze material forecasting and requirements planning systems including MRP/MRP II logic evaluation, BOM explosion accuracy, supplier lead time variability tracking, seasonal demand pattern detection, fabric yield and marker efficiency optimization, MOQ aggregation strategies, safety stock methodology, inventory turn analysis, and forecast accuracy measurement (MAPE, bias, tracking signal) for ma

Analyze defense program budgets and acquisition costs — earned value management (EVM/CPI/SPI), should-cost modeling, PPBE process alignment, cost estimation per GAO guidelines, Nunn-McCurdy breach risk, FYDP profiles, and learning curve analysis. Audit DoD 5000 acquisition software, program cost databases, and budget justification systems.

Manage the full Freedom of Information Act (FOIA) and state public records request lifecycle — intake form generation, agency-specific portal routing (FOIA.gov, FBI eFOIA, USCIS, FOIAonline successor portals), statutory clock tracking (20 working days federal + unusual circumstances tolling), exemption-aware redaction stub (b1 classified, b2 internal personnel rules, b3 statutory, b4 trade secrets

Set up production-ready event tracking with Amplitude, Mixpanel, PostHog, or GA4. Auto-detects your framework (React, Next.js, Vue, Flutter, Angular, Python, Go, Rails), installs the correct SDK, creates a provider-agnostic analytics service wrapper, defines a typed event taxonomy, instruments page views and key user flows, and adds privacy/consent controls. Use when you need analytics, event trac

Generate production-grade Kubernetes manifests — Deployments with probes and security contexts, Services, Ingress with TLS, HPA, PDB, NetworkPolicy, ConfigMaps, Secrets — with optional Helm charts, Kustomize overlays, Istio mesh, and ArgoCD GitOps

Analyze packaging configurations for carton size selection, void fill minimization, palletization efficiency, sustainable materials, and total packaging cost reduction aligned with ISTA and ASTM D4169 standards. USE THIS SKILL WHEN: user mentions packaging optimization, box sizing, carton selection, void fill, DIM weight, palletization, shipping cost from packaging, ISTA testing, right-sizing boxe

Full autonomous design pipeline — Ralph Wiggum builds it, then the safety net polishes it. Chains: design-setup → design-build → (design-audit ∥ design-optimize) → design-polish → design-animate. Ships production-grade interfaces without asking a single question.

Audit a housing affordability system -- evaluate rent burden calculation accuracy (30% and 50% thresholds), area median income modeling with HUD Income Limits and family size adjustments, Fair Market Rent and SAFMR tracking, payment standard administration, utility allowance schedules, housing voucher issuance and portability workflows, affordability gap analysis by income tier (ELI, VLI, LI), and

Run a full Section 508 + WCAG 2.2 Level AA accessibility audit on a federal / .gov / public-sector website or ICT product. Section 508 incorporates WCAG 2.0 AA as the binding federal standard, but most modern federal procurements now test against WCAG 2.2 AA (the 2024-incorporated update). Outputs the official compliance trio agencies require: (1) Voluntary Product Accessibility Template (VPAT® 2.

Deep codebase cleanup — kills dead code, fixes all lint/format warnings, removes orphaned files, cleans stale TODOs, strips security hazards, tightens TypeScript strict mode, and organizes imports. Triggers on: clean up, dead code, unused imports, lint, technical debt cleanup, spring cleaning, tidy up the codebase, remove dead code, code hygiene, declutter.

Analyzes App Store and Play Store listing optimization -- keyword research, title optimization, screenshot conversion analysis, A/B testing setup, review sentiment analysis, competitor gaps, and localization coverage. USE THIS SKILL WHEN: - You want to improve your app's discoverability or ranking in app stores - Someone asks about ASO, keyword optimization, or store listing improvements - Your ap