Use when asked to open, file, report, or create a GitHub issue, or to write or edit an issue title or body. Reads templates and recent issues for style, searches duplicates, writes a short body around a verified reproduction, and files only with explicit…
Use to design, critique, audit, or polish frontend UI (site, dashboard, component, form) including UX, layout, typography, color, motion, accessibility, responsive, design systems, live iteration, restyling. Not backend-only.
Audit a codebase for correctness, security, performance, tests, and architecture; render vetted findings as a local HTML review and write implementation plans for another agent. Use for "improve this codebase", "audit this repo", or "what should we build…
Edit or review prose to remove AI-generated writing patterns. Use only for writing, documentation, copy, reports, or messages when the user asks to unslop or deslop text, remove AI tone, or clean up prose. Do not use for source code.
Collect notes, draft, edit, or review blog posts and articles. Supports direct work and collaborative interviews.
Use proactively when a host requests an auto-improve checkpoint, after a lasting user correction or repeated misunderstandings or tool failures, or when a reusable workflow emerges. Reactions such as "what was that?" count as corrections. Also use when…
GitHub and Git work: validated commits, non-trivial gh commands, PR inspection, unresolved review threads, and merge/rebase/cherry-pick conflict resolution. Load before every `git commit`. Use for 'commit', 'write a commit message', 'commit changes', 'fix…
Use when binding a service or dev server on the nspawn host, or when a Bash tool command on the Mac loses a temp file, reads an empty pipeline status, or masks a background exit code.