tinh2

Generate a complete structured interview kit for a role — 3-5 role-specific competencies, one behavioral (STAR-format) question per competency, 1-5 scoring rubric with explicit behavioral anchors at each level, per-panel scorecards, interviewer debrief template, calibration session script, and a decision matrix. Backed by 2026 research showing rubric-based structured interviews lift hiring accurac

Extract and formalize a design system from existing UI code. Scans for every hardcoded color, font size, spacing value, border radius, and shadow across the codebase, deduplicates near-identical values, generates framework-appropriate tokens (CSS custom properties, Tailwind config, Flutter ThemeData, SCSS variables), builds a component inventory with token coverage ratings, and replaces all hardco

Analyze mobile app analytics implementation including event tracking completeness and naming conventions, SDK configuration audit (Firebase Analytics, Amplitude, Mixpanel, PostHog), attribution tracking with AppsFlyer/Adjust/Branch and SKAdNetwork conversion values, funnel analysis readiness for onboarding and conversion flows, crash monitoring setup (Crashlytics, Sentry) with symbolication and al

Lock down design decisions before implementation — app name, terminology, design tokens, screen inventory, data models, and microcopy. Outputs a design-spec.md that other skills reference.

Analyze fleet safety programs including driver behavior scoring, accident trend analysis, CSA BASIC score monitoring, DOT audit readiness, Hours of Service compliance, and drug and alcohol testing programs. Covers telematics event review, dashcam AI classification, preventability determinations, roadside inspection management, and risk mitigation ROI per FMCSA regulations and CSA methodology.

Audit game user experience across HUD clarity, menu navigation, tutorial effectiveness, control responsiveness, camera systems, feedback loops, loading screens, and settings completeness. Detects game engine (Unity UGUI/UI Toolkit, Unreal UMG, Godot Control, web-based), maps all UI screens and input contexts, evaluates information hierarchy, visual noise, touch target sizes, menu depth, tutorial p

Pre-launch compliance and security gate for fintech apps: audit PCI DSS payment card handling, review financial API integrations for idempotency and error handling, evaluate fraud detection coverage, validate credit risk models for fairness, then run preflight checks. Use before launching a payments app, neobank, lending platform, BNPL product, or any money-movement system.

Audit transit damage prediction and prevention systems for packaging failure mode analysis, handling chain risk assessment, claims pattern detection, and protection level optimization. Covers ISTA/ASTM test protocol correlation, product fragility profiling (G-level sensitivity), carrier handling characterization, last-mile risk factors, route-level damage scoring, IoT sensor integration (shock, ti

Audit legal case prediction systems for bias, fairness, accuracy, and ethical guardrails. Use when: 'check my prediction model for bias', 'audit case outcome fairness', 'evaluate legal ML model', 'review sentencing prediction ethics', 'analyze bail risk algorithm', 'fairness metrics for justice system AI'.

Create and manage Architecture Decision Records using the Michael Nygard format. Supports new ADR creation, retrospective analysis to document existing decisions, superseding, deprecating, and index generation. Use when you need to document architecture decisions, record technical choices, explain why a technology was chosen, or create decision logs.

Interactive tutorial teaching Claude Code fundamentals -- file ops, git, testing, context management, and advanced patterns. Use when: 'teach me claude code', 'how do I use claude code', 'claude code tutorial', 'learn claude code', 'getting started with claude code', 'claude code basics', 'how does claude code work'.

Full quality pass -- chains parallel UX + scalability audit, then QA verification, then consistency gate. Fixes everything it finds. Works with any stack.