Write and review LLM prompts and coding-agent instruction files: tighten routing in name/description, behavior defaults, output format constraints, tool-use phrasing, and verification. Triggers: editing system or developer prompts, agent rules, persona files,…
Generate a spread of distinct software-engineering options with concrete tradeoffs, then narrow to one before design. Triggers: 'brainstorm', 'ideas for', 'what are my options', 'how should I approach', 'explore alternatives', 'wide mode', or any prompt where…
Plan, design, or review software changes with structured tradeoff analysis across architecture, implementation quality, validation, and performance, surfacing 2-3 options per concern with explicit recommendation. Triggers: 'review this code', 'PR review',…
Per-language coding rules and project bootstrap with strict verification (lint, type-check, test) and idiomatic design. Triggers: Python (`uv`, `ruff`, `mypy`/`ty`, `pytest`, `pyproject.toml`, PEP 723, `prek`, dependabot, migration from…
Generate or execute a Conventional Commits 1.0.0 message that matches the actual diff. Triggers: 'write a commit message', 'commit this', 'is this commit message OK', `feat:`/`fix:`/`docs:`/`refactor:` prefixes, scope choice like `(api)`/`(parser)`, `BREAKING…
Write and review D2 diagrams so they compile and read clearly: pick layout engine, shape, container nesting, and styling intentionally. Triggers: `.d2` files, `d2 fmt`, `d2lang.com`, choosing between `dagre`/`elk`/`tala`, `sql_table` ER diagrams,…
Write and review Dockerfiles with multi-stage builds, pinned base images, cache-efficient layers, and container hardening. Triggers: `Dockerfile`, `FROM`, `RUN apt-get`, `COPY`/`ADD`, `ENTRYPOINT`/`CMD`, `.dockerignore`, multi-stage refactor, image shrinking,…
Build distinctive, production-grade frontend interfaces in HTML/CSS/JS or React with a deliberate aesthetic direction (brutalist, editorial, retro-futuristic, refined minimal, etc.) so the output does not look like generic AI UI. Triggers: 'make it…