Machine Learning

Strategic multi-database microbiome data analysis that THINKS before executing. Uses sequential reasoning to assess existing systems (Patient Similarity DB, Neo4j, Supabase, Upstash) BEFORE querying. Use when answering strategic questions about microbiome data availability, connecting dots across systems, age prediction, patient clustering, or any question requiring cross-database synthesis. ALWAYS starts with pre-flight assessment.

Initialize Go templ project with CLI tools and basic structure. Use when starting new templ project, setting up Go HTML templating, mentions 'templ project', 'templ setup', or creating server-side rendered Go web application.

Automated code validation for diff review, change hygiene, and red flag detection. Use when reviewing git diffs, PRs, or changed files for test disabling patterns, secrets, path portability issues, security flags, and large deletions. Supports Python, TypeScript, JavaScript, HTML, and CSS.

Strategies for evaluating agents in production - sampling, baselines, and regression detection

Adds reactive and declarative behavior to HTML with minimal JavaScript using Alpine.js directives. Use when adding lightweight interactivity to server-rendered pages, building interactive components without a build step, or when user mentions Alpine.js, x-data, or Tailwind-style reactivity.

Example skill demonstrating YAML best practices. Use when learning skill structure, reviewing formatting standards, or creating new skills as a reference.

C# static analysis tool for call graphs, unused code detection, impact analysis, HTML documentation generation, and Graphviz diagram export

Auto-detects project language and framework from package.json, pyproject.toml, Cargo.toml, go.mod, and other configuration files with comprehensive pattern matching based on 17,253+ production code examples.

Create a GitHub issue from an Epic document. Use when the user wants to create a GitHub issue from an epic.md file, sync an epic to GitHub, or link an epic document to a GitHub issue. The skill extracts the epic title and type from YAML frontmatter, creates an issue via `gh issue create`, and updates the frontmatter with the issue link.

Implement native Rust ML inference with Candle framework. Use when building GPU-accelerated ML pipelines without Python dependencies.

This skill should be used when the user mentions "wrangler", "wrangler.toml", "wrangler.jsonc", "wrangler commands", "local development", "wrangler dev", "wrangler deploy", "wrangler publish", "secrets management", "wrangler tail", "wrangler d1", "wrangler kv", or discusses Cloudflare Workers CLI, configuration files, or deployment workflows.

Documentation production methodology with DRY principles. Covers 8 document types (GUIDE, INCIDENT, SESSION, AUDIT, RECHERCHE, etc.), naming conventions, and YAML metadata.

Build distinctive, production-grade frontend interfaces with high design quality. Use when building web components, pages, dashboards, React components, HTML/CSS layouts, or styling/beautifying any web UI. Avoids generic AI aesthetics. Uses shadcn UI MCP for components.