Code Metrics Analysis

Build accessible web applications following WCAG guidelines. Use when implementing ARIA patterns, keyboard navigation, screen reader support, or ensuring accessibility compliance. Triggers on accessibility, a11y, WCAG, ARIA, screen reader, keyboard navigation.

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform

Universal scraper for any OpenWeb Ninja API. Scrape jobs, business listings, products, reviews, news, social profiles, finance data, and more. Use for lead generation, market research, competitor analysis, content monitoring, price tracking, or any structured data extraction task.

Build Python web apps with Flask using application factory pattern, Blueprints, and Flask-SQLAlchemy. Prevents 9 documented errors including stream_with_context teardown issues, async/gevent conflicts, and CSRF cache problems. Use when: creating Flask projects, organizing blueprints, or troubleshooting circular imports, context errors, registration, streaming, or authentication.

Guide counterparty credit risk measurement and management for OTC and securities trading, organized around three workflows: assessing a new counterparty, responding to a credit-deterioration event, and executing a default close-out. Use when measuring current or potential future exposure to a counterparty, setting or reviewing counterparty credit limits, evaluating ISDA Master Agreement netting and close-out mechanics, designing CSA collateral terms or uncleared margin compliance (VM/IM, SIMM), assessing central clearing mandates under Dodd-Frank or EMIR and CCP default waterfalls, monitoring creditworthiness via CDS spreads or ratings, quantifying wrong-way risk, or computing EAD, SA-CCR, and CVA. For Reg T and FINRA Rule 4210 brokerage margin see margin-operations; for settlement risk, DVP, and CLS see settlement-clearing.

Document deployment processes, infrastructure setup, CI/CD pipelines, and configuration management. Use when creating deployment guides, infrastructure docs, or CI/CD documentation.