Stop AI coding agents from shipping sloppy code — over-abstraction, drive-by refactors, obvious comments, extra files, unrequested deps, giant unreadable files, or fishing outside the workspace for “inspiration”. Use when writing or editing code, implementing features, fixing bugs, splitting or organizing files, or…
Make PRs merge-ready — tight scope, clear description, no leftover debug, honest test notes. Use when opening a PR, writing a PR description, cleaning a branch before review, or when the user mentions pull request, merge-ready, or PR hygiene.
Review code for security issues before merge — authz gaps, injection, secrets, unsafe defaults, SSRF, path traversal. Use when reviewing a PR, auditing a diff, shipping auth/payments/uploads, or when the user asks for a security review or OWASP check.
Render LaTeX math so the user can actually see it. CLI agents do not typeset $...$ or $$...$$. Use when writing or explaining formulas, equations, derivations, integrals, matrices, or when the user mentions LaTeX, KaTeX, or showing math. Run mathshow; do not leave raw TeX as the only view.