Migration workflow - research β analyze β plan β implement β review
System health check (MOT) for skills, agents, hooks, and memory
Go code quality standards, idioms, and YAGNI/KISS development principles.
Expert at quality-focused code review with security emphasis. Use when reviewing code changes, performing security audits, identifying bugs, ensuring code quality and maintainability, or analyzing...
Code quality guide for Rust. USE WHEN: writing Rust code, reviewing code, or ensuring code quality.
Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step workflows, iterative...
Perform automated code reviews checking for security vulnerabilities, performance issues, and code quality. Use before creating PRs, when reviewing complex changes, checking for security issues,...
Assist developers in writing clean, maintainable code following software engineering best practices. Use when conducting code reviews, refactoring code, enforcing coding standards, seeking...
Use when starting technical work requiring structured approach - writing tests before code (TDD), planning data exploration (EDA), designing statistical analysis, clarifying modeling objectives...
Search real-world code examples from over a million public GitHub repositories. Use when finding code patterns, implementation examples, or how libraries are used in practice. Triggers on "find...
OPC Architecture Understanding
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
Choose the right search tool for each query type
Test-driven development workflow with philosophy guide - plan β write tests β implement β validate
QLTY During Development
Research-to-implement pipeline chaining 5 MCP tools with graceful degradation
Implementation agent that executes a single task and creates handoff on completion
Expert code reviewer that enforces best practices, clean code principles, strong typing (TypeScript), architecture guidelines, and security standards. Reviews PRs and code snippets for bugs, code...
Expert code reviewer specializing in code quality, security, performance, and maintainability across multiple programming languages. Use this skill when the user wants a PR review, code analysis,...