Maps questions to the optimal tldr command. Use this to pick the right layer
Update model references in skill files when new Claude models are released
Personal backgrounds, interviews, motivations, humanizing details
Project histories, changelogs, developer interviews, open source
Scan lyrics for pronunciation risks, prevent Suno mispronunciations
Track and manage album ideas - brainstorming, planning, status tracking
Search past reasoning for relevant decisions and approaches
Interactive guided album creation and session resume
Investigative-grade research: primary source analysis, cross-verification, trial-level depth
Systematic hook debugging workflow. Use when hooks aren't firing, producing wrong output, or behaving unexpectedly.
Agentica server + Claude proxy setup - architecture, startup sequence, debugging
Comprehensive testing workflow - unit tests β₯ integration tests β E2E tests
Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".
Unified math capabilities - computation, solving, and explanation. I route to the right tool.
Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration
Modernize and improve legacy codebases while maintaining functionality. Use when you need to refactor old code, reduce technical debt, modernize deprecated patterns, or improve code...
Complete workflow for handling GitHub PR reviews using gh pr-review extension
Review the newest docs/planning/phase-N after implementation; verify outcomes (lint/build), map evidence to success criteria, and write a post-implementation review.
Maintain high code quality through formatting, linting, and static analysis using rustfmt, clippy, and cargo audit. Use to ensure consistent code style and catch common mistakes.
Generate code from templates and patterns including scaffolding, boilerplate generation, AST-based code generation, and template engines. Use when generating code, scaffolding projects, creating...