Claude Skills by tinh2

Quantify cyber risk using FAIR methodology with Monte Carlo simulation, assess control effectiveness against NIST CSF/CIS/ISO 27001 frameworks, evaluate risk appetite alignment, and analyze cyber insurance coverage adequacy. Covers threat landscape mapping, asset valuation, loss event frequency and magnitude estimation, annualized loss expectancy calculation, control gap analysis with ROI ranking, residual risk assessment, and insurance policy gap modeling at 90th/95th/99th percentile loss sc...

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, tilt, temperature), cost-optimal packaging tier modeling per MIL-HDBK-304, and continuous improveme...

Analyze debt payoff software — avalanche vs snowball strategy engines, interest calculation accuracy, amortization schedules, payment scheduling automation, credit score impact modeling, hardship accommodation workflows, and progress visualization. Audit personal finance apps, debt management platforms, and loan repayment calculators for correctness and completeness.

Analyze manufacturing defect detection and quality control systems — computer vision inspection pipelines, SPC control charts, Six Sigma process capability (Cp/Cpk), defect classification taxonomies, root cause analysis tooling, and measurement system analysis. Audit QC codebases for detection accuracy, false reject rates, statistical rigor, and traceability compliance.

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.

Analyze defense maintenance and readiness systems — MRO optimization, mission capable rate tracking, reliability-centered maintenance (RCM), condition-based maintenance (CBM+), depot-level analytics, configuration management, and workforce planning. Audit weapon system sustainment software per MIL-STD-3034, AR 750-1, and DoD CBM+ frameworks.

Analyze defense supply chain systems — DFARS compliance assessment, CMMC cybersecurity readiness, sole-source and DMSMS risk identification, counterfeit parts prevention per SAE AS6171, ITAR export control verification, and supplier tier mapping. Audit procurement software, supplier databases, and compliance tracking tools per DLA and NIST SP 800-161 requirements.

Analyze demand forecasting systems — time-series decomposition (ARIMA, Prophet, ETS), seasonal and event-driven demand modeling, booking curve and pickup analysis, cancellation prediction, forecast accuracy metrics (MAPE, bias), and model retraining pipelines. Audit forecasting codebases for travel, hospitality, e-commerce, and supply chain planning applications.

Maps dependencies between stories, code modules, tickets, or specs. Computes optimal implementation order with parallel batches, cycle detection, and critical path analysis.

Analyze project dependencies for health, security, and bloat — audit outdated, deprecated, vulnerable, duplicate, heavy, and unused packages across npm, pip, cargo, go mod, and more. Produce a dependency health score, CVE inventory, license compatibility matrix, bundle size impact assessment, and a prioritized update plan with migration paths.

Analyze disability services software — IEP and ISP management, person-centered planning workflows, HCBS Settings Rule compliance, accommodation tracking, assistive technology integration, EVV (Electronic Visit Verification), caregiver and DSP scheduling, and outcome measurement. Audit platforms serving individuals with intellectual, developmental, physical, and psychiatric disabilities for regulatory compliance and person-centered quality.

Analyze disaster prediction and early warning systems — model accuracy for flood, earthquake, wildfire, hurricane, and tsunami hazards, data pipeline reliability from sensor networks and satellite feeds, alert distribution latency and channel coverage, false positive/negative rate calibration, evacuation planning integration, and system resilience under disaster conditions. Audit emergency management software for prediction quality and operational readiness.

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 foundations.

Audit a student information system for dropout risk prediction. Analyzes attendance patterns, grade trajectories, behavioral indicators, early warning model accuracy, intervention tracking, equity in risk scoring, and socioeconomic factor integration. Use when building or reviewing K-12 early warning systems, student retention platforms, or education analytics dashboards.

Audit a drug discovery pipeline for operational efficiency and scientific rigor. Evaluates compound library management, HTS screening workflows, hit-to-lead optimization, ADMET prediction model quality, clinical candidate selection gates, and IND readiness. Use when building or reviewing pharma R&D platforms, cheminformatics pipelines, or screening data management systems.

Audit a dynamic pricing engine for revenue optimization and fairness. Evaluates price elasticity models, competitive intelligence feeds, promotional ROI, markdown optimization, price image management, and legal compliance including Robinson-Patman and price gouging regulations. Use when building or reviewing retail pricing systems, e-commerce price optimization, or revenue management platforms.

Audit an assisted living or elder care platform for resident safety and operational quality. Evaluates vital sign monitoring, fall detection and prevention, medication administration (eMAR) safety, staff scheduling with continuity of care, ADL tracking and functional decline detection, family communication portals, and care plan optimization. Use when building or reviewing senior living software, nursing home management systems, or home health platforms.

Audit an emergency resource management system for crisis readiness. Evaluates inventory tracking accuracy, deployment request-to-arrival pipeline, logistics and route optimization, supply chain resilience, inter-agency resource sharing (NIMS/EDXL), staging area management, and real-time capacity dashboards. Use when building or reviewing FEMA-style resource platforms, disaster logistics systems, or emergency operations center software.

Audit a 911 dispatch or emergency response system for operational reliability and compliance. Evaluates call routing and intake (E911/NG911), unit recommendation algorithms, AVL and response time tracking, mutual aid coordination, GIS integration, ICS/NIMS compliance, and mass casualty incident capabilities. Use when building or reviewing CAD systems, PSAP software, dispatch platforms, or emergency operations center tools.

Audit a job matching platform for relevance, fairness, and candidate experience. Evaluates matching algorithm precision and recall, skill taxonomy and NLP extraction, culture fit modeling risks, algorithmic bias detection (EEOC, NYC Local Law 144, EU AI Act), geographic and remote work handling, salary range accuracy, and feedback loop quality. Use when building or reviewing job boards, ATS matching engines, internal mobility platforms, or workforce marketplaces.

Audit a manufacturing energy management system for monitoring quality, cost optimization, and compliance. Evaluates power metering infrastructure, energy baseline and EnPI calculations, peak demand management and load shifting, renewable energy and battery storage integration, GHG Protocol carbon footprint tracking (Scope 1/2/3), energy cost optimization, and ISO 50001 compliance. Use when building or reviewing industrial energy platforms, building management systems, or sustainability report...

Audit a supply chain compliance system for ethical sourcing and labor rights. Evaluates supplier audit programs (SMETA, BSCI), forced labor due diligence (UFLPA, Modern Slavery Act), environmental impact tracking (ZDHC, GHG Protocol), certification management (WRAP, SA8000, OEKO-TEX, GOTS, GRS, Higg Index), corrective action workflows, and multi-tier supply chain transparency. Use when building or reviewing supply chain compliance platforms, ESG reporting systems, or textile/garment sourcing ...

Audit a tenant management system for eviction prevention and risk prediction. Evaluates payment pattern analysis and arrears tracking, early warning indicators (financial, behavioral, external), intervention trigger automation, pre-filing mediation workflows, emergency rental assistance integration (ERAP, LIHEAP), legal process tracking with jurisdiction-specific compliance (VAWA, SCRA), and outcome measurement. Use when building or reviewing property management platforms, affordable housing ...

Analyze franchise expansion plans, model new market entry, score site selection candidates, map territory density, assess cannibalization risk, and build multi-year growth scenarios. Covers market feasibility scoring, Huff gravity models, trade area overlap analysis, white space identification, and unit-level investment returns for franchise development teams.

Audit ML experiment tracking infrastructure for reproducibility gaps, parameter logging completeness, metric capture, artifact management, and pipeline orchestration. Covers MLflow, Weights and Biases, DVC, Sacred, Neptune, Hydra configs, model registries, and produces a reproducibility scorecard (0-30) with actionable fixes for data science teams.

Optimize mining extraction operations by analyzing ore grade control, processing plant throughput, metallurgical recovery rates, energy consumption, and water balance. Covers mine-to-mill reconciliation, comminution circuit tuning, flotation and leach kinetics, cut-off grade strategy, OEE analysis, and produces a prioritized improvement roadmap for mine operations teams.

Audit commercial building energy performance including HVAC optimization, ENERGY STAR scoring, utility cost analysis, demand response readiness, and sustainability compliance. Covers BMS/BAS systems, EUI benchmarking against CBECS and ASHRAE 90.1, lighting and plug load efficiency, on-site renewables, and local building performance standards like NYC LL97, Boston BERDO, and DC BEPS.

Evaluate elder care fall risk prediction systems including wearable sensor integration, gait and balance analytics, risk scoring algorithms, environmental hazard detection, medication interaction flagging, mobility trend tracking, and alert/response workflow effectiveness. Produces a system health scorecard across sensor data quality, model validation, and caregiver alert routing.

Analyze fleet maintenance programs for preventive maintenance scheduling effectiveness, parts inventory forecasting, vehicle downtime minimization, total cost of ownership modeling, and telematics integration. Covers DOT annual inspections, FMCSA DVIR requirements, ELD mandate compliance, condition-based maintenance from fault codes, PM compliance rates, and TCO replacement analysis.

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.

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, b5 deliberative, b6 personal privacy, b7 law enforcement, b8 financial institutions, b9 oil wel...

Analyze food supply chain systems for waste reduction opportunities including shelf life prediction models, FIFO and FEFO inventory rotation enforcement, demand forecasting accuracy and bias, donation logistics workflows, cold chain temperature monitoring, and sustainability reporting against EPA Food Recovery Hierarchy and UN SDG 12.3 targets.

Benchmark franchise locations by comparing top and bottom quartile performance across revenue, profitability, and operational scores. Covers same-store sales decomposition into traffic vs. ticket, KPI standardization across peer groups, operational audit correlation with financial results, NPS and online review analysis, mystery shop scoring, and brand standards compliance gaps.

Analyze franchise inventory management for par level optimization, waste tracking and root cause analysis, theoretical vs. actual food cost variance, menu engineering profitability, vendor scorecard performance, and cooperative purchasing ROI. Covers FIFO shelf life constraints, safety stock calculations, inventory turn benchmarking, and supply chain risk identification for multi-unit restaurant operations.

Analyze fraud detection systems including rule engines, ML scoring models, real-time transaction monitoring, alert triage workflows, false positive management, SAR/CTR regulatory reporting, adversarial robustness testing, and adaptive retraining pipelines for payment fraud, account takeover, identity theft, and AML compliance.

Analyze fleet fuel optimization systems including MPG consumption analytics, eco-driving behavior scoring, route fuel cost modeling, idling detection and anti-idle programs, IFTA tax compliance reporting, alternative fuel transition planning, EV charging infrastructure readiness, and EPA SmartWay partnership metrics for commercial vehicle fleets.

Analyze university and research institution funding allocation systems including RCM revenue attribution, performance-based budgeting, faculty startup package management, F&A indirect cost recovery distribution, equipment sharing and core facility recharge rates, space utilization surveys, strategic investment pool governance, and NACUBO endowment spending compliance.

Analyze nonprofit fundraising software for RFM donor segmentation, campaign performance modeling with A/B testing, recurring giving retention and failed payment recovery, major gift prospect scoring using capacity-affinity-propensity frameworks, event ROI calculation, multi-touch channel attribution, gift officer portfolio management, and donor data quality hygiene.

Analyze game AI systems including behavior trees, finite state machines, GOAP planning, utility AI scoring, A-star and NavMesh pathfinding, steering and flocking behaviors, perception and awareness models, dynamic difficulty adjustment, NPC dialogue trees and scheduling, boss AI patterns, and AI debug visualization tools for Unity, Unreal, and Godot projects.

Analyze game design documents and implementations for core gameplay loop clarity and depth, XP leveling curves and unlock pacing, difficulty curve spikes and plateaus, skill tree viability, player motivation via Self-Determination Theory, feedback loop quality across immediate-short-medium-long timescales, session design and retention hooks, and MoSCoW/RICE feature prioritization scoring.

Analyze in-game economy systems including soft and hard currency source-sink balance, inflation projection modeling, loot table drop rate fairness and pity system evaluation, gacha probability disclosure, player marketplace health and price manipulation risks, pay-to-win power gap detection, economy stress testing for hoarder-whale-grinder-casual player archetypes, and currency exploit detection.

Analyze game monetization implementations including IAP purchase flow and server-side receipt validation, ad mediation waterfall and rewarded video placement, subscription lifecycle and grace period handling, battle pass XP progression, loot box probability disclosure for regulatory compliance, regional pricing tiers, COPPA and GDPR consent, refund revocation, anti-predatory pattern detection, and revenue conversion optimization.

Analyze game code for performance bottlenecks including draw call batching and overdraw, shader complexity and LOD strategy, per-frame GC allocation pressure, object pooling gaps, physics timestep and collision matrix tuning, spatial partitioning for entity queries, async scene loading and asset streaming, mobile thermal throttling, WebGL bundle size, and frame budget compliance for 30/60/90 FPS targets on Unity, Unreal, and Godot engines.

Generative Engine Optimization (GEO) / Answer Engine Optimization (AEO) — make a site citable by ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews. Generates llms.txt and llms-full.txt, fills schema.org coverage gaps (Organization, Person/Author, Article, Product, FAQPage, HowTo, BreadcrumbList), audits entity density (target 15+ recognized entities per pillar page → 4.8x AI Overview selection rate), tests AI crawler parity (fetches as GPTBot / PerplexityBot / OAI-SearchBot / Claud...

Analyze grant management and sponsored research operations including proposal lifecycle tracking, pre-award routing and budget development, post-award expenditure monitoring and burn rate analysis, 2 CFR 200 Uniform Guidance cost allowability enforcement, effort certification and salary cap compliance, F&A indirect cost rate application and MTDC exclusions, sub-award financial monitoring, SF-425 federal financial reporting, Single Audit SEFA preparation, and NSF PAPPG and NIH GPS sponsor-spec...

Audit a grant management system for proposal workflow efficiency, deadline tracking, budget-narrative alignment, outcome reporting, compliance readiness, and win rate optimization. Use when reviewing nonprofit grant software, building a grants CRM, analyzing proposal pipelines, or evaluating funder reporting tools.

Monitor federal grant opportunities across Grants.gov (Simpler.grants.gov is the modern UX), SAM.gov assistance listings (the post-CFDA replacement that preserves CFDA program numbers), and direct agency portals — NIH RePORTER + NIH Guide, NSF Funding, DOE OSTI, USDA NIFA, EPA Grants, NEH/NEA, IES (Education), CDC, FEMA, HUD CPD, ACF. Generates a daily pipeline with eligibility filtering (501(c)(3), educational, state/local gov, tribal, individual, for-profit), CFDA program number tagging, de...

Analyze smart grid and power distribution optimization code for power flow solver correctness, fault detection and restoration automation, distributed energy resource management, voltage regulation, SCADA integration, and cybersecurity posture. Use when reviewing utility ADMS/DMS software, DERMS platforms, microgrid controllers, or grid-edge computing systems.

Audit a product codebase for growth readiness using the AARRR pirate metrics framework. Scans actual code for SEO implementation, onboarding friction, retention hooks, monetization flows, and referral mechanics. Checks meta tags, notification systems, email triggers, sharing features, and conversion funnels against growth engineering best practices. Use when launching a new product, diagnosing low conversion, or planning a growth sprint.

Pull and analyze Google Search Console data via the GSC API. Produces: weekly query × page performance with WoW/MoM/YoY deltas, top movers report (winners + losers ranked by absolute click change), click-loss attribution (lost rank? lost impressions? lost CTR?), query-page mismatch detection (page ranking for the wrong query), branded-vs-nonbranded split, position-bucket analysis (top 3, 4-10, 11-20, 21+), country / device / search-type segmentation, and the URL Inspection findings for sample...