Writing

Wiki Ingest turns a source file from raw/ into linked wiki pages for a course. Use it when ingesting a PDF, slide deck, or other course material into source, concept, and overview pages.

Wiki Lint health-checks a knowledge base for orphan pages, broken links, contradictions, stale concepts, and missing cross-links. It also applies the 30-day confidence decay rule and reports items to fix.

Writing Skills applies TDD to skill authoring and plugin components. Use when creating new skills, editing existing skills, or reviewing skill quality, especially for prompts like "create skill" or "skill authoring".

MATLAB MCQ Practice creates multiple-choice questions for MATLAB programming practice, concept checks, quizzes, and tutoring. It is used to ask, grade, and explain answers while surfacing common misconceptions.

MATLAB Report Tutor Sessions creates HTML reports, aggregates, and dashboard artifacts from MATLAB AI tutoring sessions. Use it for learner reflections, progress notes, instructor summaries, and metric drilldowns based on session evidence.

Matlab Tutor Transcript Log keeps a running transcript of a MATLAB AI tutoring session for later sharing or review. Use it to capture turns, code, outputs, errors, and session provenance for instructors or evaluation workflows.

Code Documentation generates docstrings, API references, and README files from source code. Use it when you need inline docs, usage guides, or project documentation for existing codebases.

OpenSpec Plus Spec guides the OpenSpec specification phase to produce complete, testable, unambiguous requirements in Gherkin. Use it when creating, updating, reviewing, or refining an OpenSpec specification.

Changelog shows unreleased changes and the last tagged version for quick comparison. Use it before a release or when you need a short view of queued and shipped work.

Define Language extracts a DDD-style ubiquitous language glossary from a conversation and saves it to specs/UBIQUITOUS_LANGUAGE_LATEST.md. Use it when you need to standardize domain terms, flag ambiguities, or build a glossary.

Edit Document restructures existing documents for clarity, flow, and tighter prose while preserving intent and accuracy. Use it for specs, READMEs, articles, or technical writing that already exists and needs revision.

LaTeX Fmt reformats LaTeX papers for specific journals and conferences. It changes templates, adjusts margins and citations, and checks submissions for venue formatting requirements.