Use before review when the user asks to strip, remove, or clean up comments in code.
Apply after completing a task, before declaring done.
Apply when concurrent actors might write to the same file, branch, key, or state object.
Explain a body of work plainly so a person actually understands it.
Apply when designing types, reviewing a function signature, or writing code in any statically-typed language.
Cut AI tells from any writing. Must always apply.
Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds.
Orchestrates multi-agent pair programming workflows where Claude and OpenAI Codex cross-review requirements and code implementations.
Use when the author is about to ship, merge, push, publish, send, or delete something and wants a reviewer on their side — one who checks…
When to activate: pandas, DataFrame operations, data wrangling, CSV/Excel, groupby, merge, performance optimization
Performs pandas DataFrame operations for data analysis, manipulation, and transformation.
Paper-textured, print-inspired design with minimal colors, clean serif/sans typography, and tactile surface qualities.
Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper.
Extracts text from PDF files and generates 3 thought-provoking questions that explore the study in depth.
Evaluates manuscripts using A/B/C severity grading and pre-submission checks to determine whether to continue editing or finalize for…
Comprehensive pre-submission review orchestrator.
Use when someone wants to find a recorded Paper session, theirs or anyone's in the org — "did anyone work on X", "find the session…
Transform a question into a short parable that embodies it without stating it — a minimal world with one strange rule that makes the…
Automate Paradym tasks via Rube MCP (Composio).
Run macOS Parallels smoke with Discord send, host verification, host reply, and guest readback proof.
Transform any data, document, deck, README, manifest, config, or report by (1) extracting every piece of dynamic information — names…