Renames an album or track, updating slugs, titles, and all mirrored paths. Use when the user wants to rename an album or track.

Validates album directory structure, file locations, and content integrity. Use before release or whenever the user wants to check an album's structural health.

Researches archives, contemporary accounts, and timeline reconstruction. Use when the album subject involves historical events that need primary source verification.

Aurora finetuning workflows for custom variables, data pipelines, and training evaluation.

Generate and analyze protein conformational ensembles using BioEmu.

Rust↔Python interop architecture in duroxide-python. Use when modifying the PyO3 bridge, adding ScheduledTask types, fixing GIL deadlocks, changing tracing delegation, or debugging block_in_place / with_gil behavior.

Publishing duroxide-python to PyPI. Use when releasing a new version, building platform wheels, or publishing to the Python Package Index.

Generate structured PR review comments using Claude Code agents and post them to GitHub. No API key required - uses Claude Code's existing authentication.

Generate structured code review for staged files (git staged changes) using Claude Code agents. Provides feedback before committing to catch issues early.

Process CSV data files by cleaning, transforming, and analyzing them. Use this when users need to work with CSV files, clean data, or perform basic data analysis tasks.

PolicyEngine aggregation patterns - using adds attribute and add() function for summing variables across entities

Required reference for Prisma v7 driver adapter work. Use when implementing or modifying adapters, adding database drivers, or touching SqlDriverAdapter/Transaction interfaces. Contains critical contract details not inferable from code examples — including the transaction lifecycle protocol, error mapping requirements, and verification checklist. Existing implementations do not replace this skill.

Speak text aloud using high-quality AI voice synthesis (Kokoro TTS on Apple Silicon). Use when user asks to vocalize, narrate, or speak text out loud. Supports concurrent audio generation for multiple callers.

Prisma CLI commands reference covering all available commands, options, and usage patterns. Use when running Prisma CLI commands, setting up projects, generating client, running migrations, or managing databases. Triggers on "prisma init", "prisma generate", "prisma migrate", "prisma db", "prisma studio".

Enforces TDD RED-GREEN-REFACTOR cycle

Design and implement lightweight Three.js (r150+) ES-module scenes—hero sections, interactive product viewers, particle backdrops, GLTF showcases, or quick prototypes—whenever prompts mention 'three.js/threejs scene', '3D web background', 'orbit controls', or 'WebGL demo'.

Delegate coding tasks to Codex AI for implementation, analysis, and alternative solutions. Use when you need a second AI perspective, want to explore different approaches, or need specialized Codex capabilities for complex coding tasks.

Handles file uploads, image attachments, and media processing in agent conversations. Use this when agents analyze images, process documents, or generate files.

Create story examples for components. Use when writing stories, creating examples, or demonstrating component usage.

Iterative UI testing using Playwright MCP server for automated browser interaction and visual verification