tinh2
UserOpen registry of community-contributed AI coding skills (SKILL.md files) — daily-synced to skills-hub.ai. Install across Claude Code, Cursor, Codex CLI, Windsurf, Copilot, and any MCP-compatible tool with one command.
Categories
Indexed Skills (39)
actuarial-modeling
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, chain ladder methods, or Bornhuetter-Ferguson - A project involves insurance pricing, GLM rating models, or ratemaking - You need to assess Solvency II SCR calculations or RBC compliance - Someone mentions actuarial opinions, ASOP compliance, or SOA standards - You are reviewing stochastic models, ESG configurations, or DFA frameworks - A codebase uses actuarial libraries (chainladder, lifetables, ChainLadder R package) TRIGGER PHRASES: "actuarial", "loss reserving", "IBNR", "chain ladder", "premium pricing", "mortality table", "Solvency II", "capital adequacy", "ratemaking", "GLM pricing", "risk-based capital", "re
affordable-housing
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 program compliance - You need to audit unit allocation algorithms for fairness or bias - A project involves waitlist management, income verification, or rent calculations - You are evaluating HUD compliance (50058, EIV, PIC submissions) - Someone mentions Fair Housing, reasonable accommodation, or protected class handling - You need to review HQS/NSPIRE inspection tracking or abatement workflows - A codebase handles tenant eligibility, subsidy calculations, or housing vouchers TRIGGER PHRASES: "affordable housing", "Section 8", "LIHTC", "public housing", "waitlist management", "income verification", "Fair Housing", "HUD c
ai-citation-optimizer
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 page underperforms in AI answers despite ranking well in classic SERPs.
ai-citation-tracker
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 all of that moved week over week. Outputs share-of-voice dashboards, weekly delta reports, competitor matrices, and citation-gap analysis (queries where you SHOULD be cited but aren't). Closes the single biggest gap in legacy SEO platforms — Visibly AI / Semrush / Ahrefs / Moz / Conductor all under-cover this surface in 2026, even though AI Overviews now answer 30%+ of informational queries with zero clicks. TRIGGER on "AI citation tracking", "share of voice AI", "ChatGPT citations", "Perplexity citations", "AI Overview tracking", "brand mentions in AI", "LLM visibility", "GEO tracking", "AEO measurement", "AI search
alert-prioritization
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 evaluate an alert criticality scoring framework - A project involves SIEM rules (Splunk, Elastic, Sentinel, Chronicle, QRadar) - You are building or reviewing detection-as-code pipelines - Someone mentions MITRE ATT&CK coverage gaps or detection engineering - You need to optimize correlation rules or SOAR playbook coverage - Alert-to-incident conversion rates are below 30% - Analysts are bulk-closing alerts or MTTA is trending upward TRIGGER PHRASES: "alert fatigue", "SIEM tuning", "detection rules", "alert prioritization", "false positive rate", "correlation rules", "SOC optimization", "alert scoring", "detection engineeri
analyze
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.
api-surface
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 backend codebase and need to understand its API - You need to find orphaned, undocumented, or deprecated endpoints - Someone asks about API inconsistencies (different response shapes, auth gaps) - You are preparing for an API review, documentation sprint, or versioning migration - You need to understand endpoint dependencies before refactoring - A project has no OpenAPI spec and you need to generate one from code - You suspect there are endpoints without authentication or rate limiting TRIGGER PHRASES: "API surface", "list all endpoints", "API inventory", "endpoint map", "orphaned endpoints", "API inconsistencies", "u
app-size-optimizer
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, fonts, videos) for waste or optimization - App store reviewers flag your app for exceeding cellular download limits (200MB) - You want to check if ProGuard/R8, tree-shaking, or resource shrinking is properly configured - Someone mentions ABI splits, dynamic feature modules, or on-demand resources - You are preparing for a release and want to minimize download size - Users are complaining about storage space or download times - You need to audit dependencies for size bloat or lighter alternatives TRIGGER PHRASES: "app size", "binary size", "reduce app size", "APK size", "IPA size", "unused assets", "font subsetting",
apparel-demand
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 analysis - You need to evaluate trend forecasting accuracy or methodology - A project involves markdown optimization or clearance strategy - You are auditing assortment planning, OTB (open-to-buy), or inventory management - Someone mentions WGSN, Trendalytics, or fashion trend integration - You need to analyze color/style performance or product lifecycle management - A codebase connects to POS, e-commerce, or wholesale order systems for demand signals - Markdown rates are too high or sell-through is below target TRIGGER PHRASES: "apparel demand", "size curve", "sell-through", "markdown optimization", "fashion forecast
asset-lifecycle
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 scheduling, or deferred maintenance - You need to evaluate Facility Condition Index (FCI) calculations or condition assessments - A project involves total cost of ownership (TCO) or life cycle cost analysis (LCCA) - You are auditing an asset registry, CMDB, or equipment database - Someone mentions Maximo, SAP EAM, Archibus, TRIRIGA, or similar platforms - You need to assess depreciation tracking or fixed asset register accuracy - A facility portfolio has growing deferred maintenance or declining FCI scores - Capital budget requests need data-driven prioritization TRIGGER PHRASES: "asset lifecycle", "capital planning", "
backend-spec
Generates backend or frontend engineering specs in structured Jira format with description, categorized acceptance criteria, routes, dev notes, and table schemas.
behavioral-segmentation
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, or behavioral analytics. Trigger phrases: "segment my customers", "analyze churn", "RFM scoring", "cohort retention", "engagement model", "customer personas", "journey mapping", "why are customers leaving", "identify at-risk users", "behavioral segments".
benefits-processing
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, caseworker workflow, benefits application processing, or Section 508 accessibility. Trigger phrases: "analyze benefits system", "eligibility determination review", "benefits processing audit", "government program compliance", "caseworker workflow analysis", "appeal tracking review", "benefits application efficiency".
bookkeeping-automation
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 categorization, QuickBooks, Xero, general ledger, or double-entry accounting. Trigger phrases: "analyze bookkeeping", "audit accounting system", "reconciliation review", "AP automation analysis", "AR collections review", "month-end close optimization", "chart of accounts cleanup", "categorization accuracy", "accounting workflow audit".
budget-allocation
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 accuracy, or budget vs actuals. Trigger phrases: "analyze budget process", "variance analysis review", "forecast accuracy audit", "zero-based budgeting assessment", "capital allocation review", "budget system evaluation", "FP&A workflow analysis", "departmental budget review", "improve forecast accuracy".
bundle-analysis
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. Trigger phrases: "analyze bundle size", "why is my bundle so big", "find heavy dependencies", "reduce bundle size", "code splitting opportunities", "tree-shaking not working", "duplicate packages in bundle", "set up size budget", "vendor chunk too large", "initial load too slow", "optimize webpack output", "vite build analysis".
carbon-accounting
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 reporting, TCFD, sustainability reporting, carbon footprint calculation, science-based targets, or ESG emissions data. Trigger phrases: "analyze carbon accounting", "emissions calculation review", "GHG Protocol compliance check", "Scope 3 analysis", "offset verification audit", "CDP reporting readiness", "TCFD alignment review", "carbon reduction target tracking", "emissions audit trail", "sustainability reporting gap analysis".
care-plan-optimizer
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 transitions, multi-provider coordination, progress milestones, or recovery-oriented care systems. Trigger phrases: "analyze care plan system", "treatment goal alignment review", "intervention scheduling audit", "milestone tracking evaluation", "care coordination review", "step-down criteria analysis", "care pathway optimization", "treatment planning system audit", "multi-provider workflow review".
caregiver-coordination
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), home health task tracking, family caregiver support, or care plan compliance monitoring. Trigger phrases: "analyze caregiver platform", "scheduling optimization for caregivers", "handoff communication review", "caregiver burnout detection", "care plan compliance audit", "task assignment efficiency", "home care coordination analysis", "EVV integration review", "caregiver workload balancing", "shift coverage gap analysis".
case-outcome-predictor
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'.
catastrophe-modeling
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'.
claims-workflow
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'.
climate-risk-agriculture
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'.
clinical-data-review
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'.
cnc-furniture
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.
codebase-health
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'.
commodity-pricing
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'.
compete
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.
consumer-modeling
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 recommendation engine accuracy'.
content-performance
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'.
cost-analysis
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.
cost-overrun-predictor
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 Project, Buildertrend, Sage 300 CRE integrations, or any construction PM platform that tracks budgets, schedules, and change orders.
cre-underwriting
Generate an institutional-grade commercial real estate underwriting model — input schema (T-12 income, T-3 trailing, rent roll, debt terms, exit assumptions), calc engine (Cap Rate, NOI, Cash-on-Cash, IRR, DSCR, Debt Yield, ROI, Equity Multiple, levered & unlevered returns), 10-year proforma, sensitivity tables (cap rate × growth × exit cap), partner waterfall (pref + carry tiers), and PDF/Markdown investment memo. Solves the
credit-risk
Audit credit risk modeling software for scoring algorithm accuracy, regulatory compliance (ECOA, FCRA, SR 11-7), bias and disparate impact testing, model governance lifecycle, and explainability. Covers logistic regression, GBM, neural net evaluation, protected class proxy detection, adverse action notice generation, SHAP/LIME explainability, champion-challenger frameworks, and PSI drift monitoring. Use when reviewing lending platforms, underwriting engines, credit scoring APIs, fintech decisioning systems, or any codebase that scores creditworthiness or generates approval/denial decisions.
crisis-risk-monitor
Audit mental health crisis monitoring systems for risk signal detection accuracy, escalation protocol completeness, safety planning integration, crisis team coordination, and ethical guardrail enforcement. Covers PHQ-9/C-SSRS/GAD-7 instrument integration, NLP risk detection in clinical notes, escalation tier workflows, safety plan accessibility and activation, mandatory reporting compliance, consent management, and algorithmic fairness in risk scoring. Use when reviewing behavioral health platforms, telehealth systems, EHR crisis modules, crisis hotline software, or any system that detects and responds to mental health risk signals.
crisis-triage
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/NEMSIS compliance reporting, and interagency interoperability. Use when reviewing 911 dispatch platforms, emergency management software, crisis hotline systems, disaster response tools, or any software that classifies incident severity and coordinates responder dispatch.
crop-yield
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, Penman-Monteith ET estimation, GDD-based maturity modeling, and field-level data pipeline evaluation. Use when reviewing ag-tech platforms, farm management software, remote sensing pipelines, IoT sensor systems, or any codebase that predicts crop yields, optimizes inputs, or processes agricultural data.
curriculum-optimizer
Audit curriculum management software for learning outcome alignment, pacing guide optimization, standards coverage mapping (Common Core, NGSS, state standards), differentiation support, assessment design quality, and content gap detection across grade levels and subjects. Covers vertical and horizontal alignment analysis, Bloom's/Webb's DOK taxonomy usage, tiered differentiation for IEP and gifted learners, item analysis and reliability metrics, and LMS integration (Canvas, Schoology, Google Classroom). Use when reviewing ed-tech platforms, curriculum planning tools, assessment management systems, standards-based gradebook software, or any system that maps learning objectives to instructional content and assessments.
customer-success-audit
Audit any product from a Customer Success Manager perspective -- evaluate onboarding flow completeness, self-service help infrastructure, customer health signal tracking, support channel accessibility, expansion and retention triggers, and customer communication systems. Covers first-run experience, time-to-value measurement, tooltip and contextual help coverage, analytics event tracking (Mixpanel, Amplitude, Segment), error message quality, feedback collection (NPS/CSAT), plan-based feature gating, upgrade prompts, churn risk indicators, and email drip sequences. Use when assessing product-market fit signals, preparing for CS team onboarding, evaluating customer retention architecture, or auditing any B2B or B2C product for customer lifecycle completeness.
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.