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

Generates 15-second vertical promo videos for social media from mastered audio. Use after mastering is complete and before release, when the user wants social media content.

Researches DOJ/FBI/SEC press releases, agency statements, and government sources. Use when research needs official government records or agency documentation.

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

Scans lyrics for pronunciation risks and prevents Suno mispronunciations. Use when writing lyrics with proper nouns, technical terms, homographs, or non-English words.

Dayhoff Atlas accelerates protein design by pairing trillion-token training data with hybrid Mamba-Transformer models for rapid sequence generation and mutation scoring.

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.

Generate and analyze protein conformational ensembles using BioEmu.

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

Shared cross-cutting guidance for working with Vibe Kit.

Copilot agent that assists with database operations, performance tuning, backup/recovery, monitoring, and high availability configuration Trigger terms: database administration, DBA, database tuning, performance tuning, backup recovery, high availability, database monitoring, query optimization, index optimization Use when: User requests involve database administrator tasks.

Promptions workflows for dynamic control generation, validation, and replay in AI copilots.

Writing durable workflows in Python using duroxide-python. Use when creating orchestrations, activities, writing tests, or when the user mentions generator workflows, yield patterns, or duroxide-python development.

Spec-driven development workflow. Interactive phase-by-phase confirmation from proposal to implementation. Trigger: 'spec-flow', 'spec mode', 'need a plan', 'structured development', 'write a spec', 'feature spec', 'technical spec', '需求文档', '技术方案', '任务拆解', '规格驱动', '写个方案', '做个规划', '结构化开发', 'plan this feature', 'break this down', 'design doc'. Creates .spec-flow/ directory with proposal, requirements, design, and tasks.

Aurora weather forecasting workflows and regional adaptation guidance.

Run unit tests that require the Spanner emulator. Use this skill when the user wants to run tests in packages like satellite/metabase, satellite/metainfo, or any other tests that interact with Spanner. Automatically handles checking for and configuring the Spanner emulator environment.

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

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

Integrate Vercel Blob object storage for file uploads, image management, and CDN-delivered assets in Next.js applications. Supports client-side uploads with presigned URLs and multipart transfers. Use when implementing file uploads (images, PDFs, videos), managing user-generated content, or troubleshooting missing tokens, size limit errors, or client upload failures.

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