Reviews lyrics against a quality checklist before Suno generation. Use before generating tracks to catch rhyme, prosody, pronunciation, and structural issues.
Validates all pre-generation gates before sending tracks to Suno. Checks sources verified, lyrics reviewed, pronunciation resolved, explicit flag set, style prompt complete, and artist names cleared.
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 the subject's own words from tweets, blogs, forums, and chat logs. Use when research needs direct quotes or first-person accounts.
Captures human source verification for tracks, timestamps it, and updates track files. Use when sources need human review before generation.
Publishing duroxide-python to PyPI. Use when releasing a new version, building platform wheels, or publishing to the Python Package Index.
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.
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 weather forecasting workflows and regional adaptation guidance.
Aurora finetuning workflows for custom variables, data pipelines, and training evaluation.
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.
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.
Generate and analyze protein conformational ensembles using BioEmu.
Dayhoff Atlas accelerates protein design by pairing trillion-token training data with hybrid Mamba-Transformer models for rapid sequence generation and mutation scoring.
Shared cross-cutting guidance for working with Vibe Kit.
Promptions workflows for dynamic control generation, validation, and replay in AI copilots.
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 structured PR review comments using Claude Code agents and post them to GitHub. No API key required - uses Claude Code's existing authentication.
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.
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.