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Audit deployment readiness across CI/CD, containers, monitoring, IaC, secrets, CDN, and DNS — score each area 0-100, identify critical gaps, and optionally auto-fix by chaining deploy sub-skills

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.

Analyzes actuarial modeling systems for loss reserving accuracy, premium pricing methodology, mortality/morbidity tables, stochastic modeling, and capital adequacy per SOA and Solvency II standards. USE THIS SKILL WHEN: - You need to review or audit actuarial models (reserving, pricing, capital) - Someone asks about loss triangle analysis or reserve adequacy - You are evaluating IBNR calculations,

Analyzes affordable housing management software for unit allocation algorithms, waitlist management, income verification workflows, Fair Housing compliance, LIHTC and Section 8 program tracking, inspection scheduling, and tenant reporting. USE THIS SKILL WHEN: - You are reviewing housing management software or tenant management systems - Someone asks about Section 8, LIHTC, or public housing progr

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.

Research pipeline — search YouTube, ingest into NotebookLM, generate deliverables, organize in Obsidian vault

Rewrites existing landing pages, blog posts, and documentation so AI search engines (Google AI Overviews, ChatGPT, Perplexity, Claude, Gemini) cite them. Applies the 2026 AEO pattern: 40-80 word direct answer at top, 4-intent classification (definitional / process / comparative / decision), Article + FAQPage + Organization schema, verified authorship, entity-consistent claims. Use when an existing

Deep cross-layer consistency audit for any codebase. Traces every feature from UI to database, finds broken wiring, missing handlers, model mismatches, and security gaps. Auto-fixes critical and warning issues. Use this after building features, before releases, or whenever something feels off. Works with any tech stack.

Maps the entire API surface of a codebase -- route definitions, middleware chains, auth requirements, request/response types, deprecated endpoints, orphaned endpoints, and cross-endpoint inconsistencies. USE THIS SKILL WHEN: - You need a complete inventory of all API endpoints in a project - Someone asks "what endpoints do we have?" or "what does our API look like?" - You are onboarding to a new b

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

Analyzes apparel demand prediction systems for trend forecasting, size curve optimization, color and style analytics, sell-through rate tracking, and markdown optimization following CPFR collaborative planning and GTIN product identification standards. USE THIS SKILL WHEN: - You are reviewing a fashion or apparel demand planning system - Someone asks about size curve optimization or sell-through a

Analyzes mobile app binary size -- asset audit for unused images and font subsetting, code stripping with ProGuard and tree-shaking, on-demand resources, dynamic feature modules, and app thinning strategies. USE THIS SKILL WHEN: - Your app's download size is too large or growing unexpectedly - Someone asks "why is our app so big?" or "how do we reduce app size?" - You need to audit assets (images,

Analyze behavioral segmentation systems for RFM scoring, cohort tracking, churn propensity, engagement scoring, persona clustering, and journey mapping using behavioral economics frameworks. USE THIS SKILL WHEN: user mentions customer segmentation, RFM analysis, cohort analysis, churn prediction, engagement scoring, customer personas, journey mapping, retention analysis, customer lifetime value, o

Analyze government benefits processing software for eligibility determination, application workflow efficiency, document verification, error rates, appeal tracking, multi-program coordination, and ADA/Section 508 compliance. USE THIS SKILL WHEN: user mentions benefits eligibility, SNAP, Medicaid, TANF, WIC, government assistance programs, social services software, eligibility rules engine, casewor

Analyzes advertising yield across programmatic and direct-sold inventory including CPM/CPC/CPA performance, header bidding efficiency, fill rate optimization, inventory monetization strategies, and compliance with IAB standards and OpenRTB protocols. USE THIS SKILL WHEN: - You need to audit ad revenue performance or diagnose yield drops - Someone asks about header bidding configuration or Prebid.j

Audit an ecommerce checkout flow against the 2026 conversion playbook. Average cart abandonment is 70.22% (Baymard 2026 meta-analysis); the top causes are unexpected shipping costs (48%), forced account creation (24%), complicated forms (18%), and security concerns (17%). The audit measures: step count + page count, express-checkout availability + above-fold positioning (Apple Pay +22.3% conversio

Review clinical data models and APIs for HL7 FHIR conformance, terminology standards, interoperability, and clinical workflow correctness. Use when: 'check FHIR compliance', 'review clinical data model', 'audit HL7 conformance', 'validate medical terminology codes', 'assess interoperability readiness', 'check SNOMED/LOINC/ICD-10 usage', 'review EHR data layer'.

Detect content cannibalization on a site — multiple URLs ranking (or impressing) for the same query, splitting click-through, diluting authority, and confusing Google about which URL is canonical for the intent. Pulls GSC query × page data, identifies cannibalized clusters (≥ 2 pages with ≥ 50 impressions for the same query within position 1-50), classifies the underlying issue (true duplicate / i

Audit construction project management software for budget tracking accuracy, earned value management (EVM) formula correctness, risk factor modeling, schedule-cost integration, change order workflow completeness, and early warning detection. Covers CPI/SPI trending, Monte Carlo risk simulation, WBS cost code analysis, and historical benchmarking. Use when reviewing Procore, Primavera P6, MS Projec

Audit precision agriculture and crop management software for yield prediction model accuracy, soil analysis integration, irrigation optimization algorithms, pest and disease detection pipelines, satellite and drone imagery processing, weather data integration, and harvest timing optimization. Covers NDVI/EVI index computation, DSSAT/APSIM crop simulation, variable-rate prescription map generation,

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,

Track brand mentions, URL citations, and share-of-voice across the 2026 AI search surface — ChatGPT (with browsing), Perplexity, Claude (with search), Google Gemini, Google AI Overviews, Bing Copilot, You.com, Phind, and Microsoft Copilot. Polls a configurable query set per engine on a schedule; logs whether your brand was mentioned, whether your URL was cited, who your competitors were, and how a

Analyzes SIEM alert pipelines for rule optimization, alert fatigue reduction, criticality scoring, asset-based prioritization, and correlation rule design using NIST CSF and detection engineering principles. USE THIS SKILL WHEN: - Your SOC team is drowning in alerts and you need to reduce noise - Someone asks about alert fatigue, false positive rates, or SIEM tuning - You need to design or evaluat

Analyzes asset lifecycle planning systems for capital expenditure forecasting, replacement scheduling, total cost of ownership modeling, depreciation tracking, and facility condition assessments using IFMA standards and Facility Condition Index scoring. USE THIS SKILL WHEN: - You are reviewing facilities management or asset management software - Someone asks about capital planning, replacement sch

Generates backend or frontend engineering specs in structured Jira format with description, categorized acceptance criteria, routes, dev notes, and table schemas.

Analyze pharmaceutical batch production records for yield optimization, process parameter tuning, deviation trending, and cycle time reduction under cGMP compliance. USE THIS SKILL WHEN: user mentions batch records, pharma manufacturing, yield optimization, cGMP, process parameters, deviation analysis, batch production, pharmaceutical cycle time, process capability (Cpk), or drug manufacturing qua

Analyze budget allocation systems for departmental budgeting, variance analysis, rolling forecasts, zero-based budgeting, and capital allocation using FP&A frameworks and driver-based planning methodologies. USE THIS SKILL WHEN: user mentions budget planning, variance analysis, rolling forecasts, zero-based budgeting, capital allocation, FP&A, departmental budgets, cost center analysis, forecast a

Generate a multi-channel abandoned cart recovery sequence — SMS at 15 min (98% open rate, 25-40% conversion) followed by email cadence at 1hr / 24hr / 72hr, plus optional push and retargeting touchpoints. Cart-value-segmented (under $50 / $50-$150 / over $150) with discount discipline (no incentive in Email 1, free shipping in Email 2 for mid-tier, full discount only in final touchpoint). Generate

Analyze insurance claims workflow systems for intake optimization, adjudication rules, subrogation, litigation management, and settlement analytics. Use when: 'audit claims process', 'review FNOL workflow', 'evaluate claims automation', 'check subrogation recovery', 'assess claims fraud detection', 'optimize claims cycle time', 'review Guidewire ClaimCenter setup'.

Analyzes audit readiness systems for internal control testing, evidence collection workflows, statistical sampling methodology, audit finding documentation, and remediation tracking using PCAOB, ISA, and SOX compliance frameworks. USE THIS SKILL WHEN: - You are preparing for an internal or external audit and need a readiness assessment - Someone asks about SOX compliance, control testing, or audit

Analyze bookkeeping automation systems for transaction categorization, bank reconciliation, AP/AR efficiency, chart of accounts optimization, and month-end close using GAAP and double-entry accounting patterns. USE THIS SKILL WHEN: user mentions bookkeeping, accounting automation, bank reconciliation, accounts payable, accounts receivable, chart of accounts, month-end close, transaction categoriza

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

Analyze frontend bundle size, detect heavy dependencies, find duplicates, evaluate tree-shaking, recommend code splitting, and generate size budget configs. USE THIS SKILL WHEN: user mentions bundle size, JavaScript bundle, webpack analysis, slow page load from large bundles, tree-shaking, code splitting, heavy dependencies, duplicate packages, vendor chunk, DIM weight of JS, or performance budget

Analyze catastrophe modeling systems for natural disaster exposure, PML estimation, and reinsurance optimization. Use when: 'assess cat model', 'evaluate disaster exposure', 'review PML calculations', 'audit reinsurance program', 'check exposure data quality', 'analyze hurricane/earthquake risk models', 'evaluate Oasis or RMS setup'.

Design CNC-ready modular, interlocking, flat-pack furniture and functional objects from sheet materials (plywood, MDF, acrylic) with slot/tab joinery, precise tolerances, full parts lists, cut layouts, assembly instructions, and CAD export guidance — no fasteners required.

Analyze compliance operations for regulatory change tracking, control mapping, policy management, audit readiness, and training compliance. Use when: 'audit compliance program', 'assess GRC platform', 'review regulatory change management', 'check control framework', 'evaluate policy lifecycle', 'audit readiness check', 'review SOX/HIPAA/GDPR controls', 'assess training compliance'.

Analyze content engagement metrics, audience retention, attribution models, A/B test results, and recommendation engine effectiveness. Use when: 'audit content metrics', 'evaluate recommendation engine', 'review retention curves', 'assess content A/B tests', 'analyze streaming performance', 'check content attribution', 'evaluate personalization quality', 'benchmark content engagement'.

Analyze carbon accounting and emissions tracking software for Scope 1/2/3 calculation accuracy, GHG Protocol compliance, offset verification, supply chain emissions, reporting standards (CDP, TCFD, GRI, SASB, SEC), reduction target tracking, and audit trail integrity. USE THIS SKILL WHEN: user mentions carbon accounting, emissions tracking, GHG Protocol, Scope 1/2/3 emissions, carbon offsets, CDP

Analyze mental health care planning systems for treatment goal alignment, intervention scheduling, progress milestone tracking, multi-provider coordination, step-down/step-up criteria, and individualized care pathway optimization. USE THIS SKILL WHEN: user mentions care plan optimization, treatment planning, mental health software, therapy scheduling, clinical goal tracking, level-of-care transiti

Analyze caregiver coordination platforms for scheduling optimization, task assignment, handoff communication, family/professional caregiver integration, care plan compliance, burnout prevention, and documentation workflows. USE THIS SKILL WHEN: user mentions caregiver scheduling, home care coordination, care team management, shift handoffs, caregiver burnout, EVV (Electronic Visit Verification), h

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'.

Analyze agricultural climate risk systems for weather impact modeling, crop insurance, drought/flood prediction, soil moisture, and carbon tracking. Use when: 'assess crop climate risk', 'evaluate weather yield models', 'review crop insurance integration', 'audit drought prediction', 'check carbon sequestration tracking', 'analyze farm adaptation planning', 'evaluate DSSAT or APSIM models'.

Score your codebase 0-100 across complexity, coupling, cohesion, test coverage, documentation, churn hotspots, dependency health, and lint/type safety. Use when: 'how healthy is this codebase', 'check code quality', 'score my project', 'find tech debt hotspots', 'codebase assessment', 'what needs attention in this repo', 'health check', 'quality audit'.

Analyze commodity pricing and trading systems including forward curves, option models, position management, risk metrics, and regulatory reporting. Use when: 'review pricing models', 'audit trading system', 'evaluate VaR implementation', 'check commodity risk management', 'assess ETRM system', 'review derivatives valuation', 'analyze energy trading platform', 'evaluate hedge accounting'.

Competitive intelligence and market positioning analysis. Researches competitors, compares features, pricing, and tech stacks, then produces a prioritized gap analysis with actionable roadmap. Trigger on: competitors, competitive analysis, gap analysis, feature comparison, market research, what are we missing, who are our competitors, pricing comparison, market positioning.

Analyze consumer modeling systems for purchase prediction, lifetime value estimation, multi-touch attribution, brand affinity, and switching cost analysis. Use when: 'evaluate CLV model', 'review purchase prediction', 'audit attribution model', 'assess customer lifetime value', 'check BG/NBD implementation', 'review Markov chain attribution', 'analyze brand affinity scoring', 'evaluate recommendat

Analyzes infrastructure costs at 1K-100K user scales by reading the actual codebase, auto-detecting cloud providers, modeling per-action costs, and projecting total monthly spend with optimization recommendations.

Audit emergency and crisis triage systems for call prioritization accuracy, resource dispatching algorithm quality, severity classification model evaluation, response time optimization, geographic coverage analysis, mutual aid protocol readiness, and post-incident review workflows. Covers CAD integration, GIS spatial indexing, queue management under resource constraints, demand forecasting, NFIRS/