Use when you need to analyze data patterns, build predictive models, or extract statistical insights from datasets. Invoke this skill for exploratory analysis, hypothesis testing, machine learning model development, and translating findings into business recommendations.
Use when optimizing database performance, implementing high-availability architectures, setting up disaster recovery, or managing database infrastructure for production systems.
Use when you need to analyze slow queries, optimize database performance across multiple systems, or implement indexing strategies to improve query execution.
Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
Extract clean markdown from web pages using Defuddle CLI, stripping navigation and clutter to save tokens. Use instead of WebFetch for any standard web page, documentation, article, or blog post — but not for URLs ending in .md, which WebFetch handles directly.
Use when you need to audit dependencies for vulnerabilities, resolve version conflicts, optimize bundle sizes, or implement automated dependency updates.
Use when you need to translate a DESIGN.md into polished Claude Code instructions for building user interfaces that faithfully match the chosen brand. Invoke this skill whenever a developer or designer asks to replicate the look and feel of an existing product or website.
Use when building or optimizing infrastructure automation, CI/CD pipelines, containerization strategies, and deployment workflows to accelerate software delivery while maintaining reliability and security.
Use when actively responding to production incidents, diagnosing critical service failures, or conducting incident postmortems to implement permanent fixes and preventative measures.
Copilot instructions for risadams/OpenGathyr, covering opengathyr mcp rss feed server, project architecture, mcp server tools and development guidelines.