Use to verify interface changes across affected surfaces, user states, quality signals, and documentation.
Builds an Open Knowledge Format (OKF) knowledge base from existing docs, notes, or a repo. Use to scaffold an OKF wiki.
Use to show weighted progress for a multi-step task and update it from recorded evidence.
Scans the session for durable lessons and workflows, then proposes scoped project instruction updates. Use for save this lesson or add to context.
Directs the current request through configured lower-tier agents. Use only when the user explicitly invokes it.
Flags irreversible decisions before commit. Use for data models, infra, auth boundaries, API contracts, event schemas, CI/CD.
Use to implement or review software with minimal code and proportional checks.
Python data pipelines with modular architecture. Use for content workflows, batch jobs, or Google Sheets/Drive integration.