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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/