Create or refine PRODUCT.md while separating evidence, aspiration, users, value, and non-goals.
Build a product-description repo: prose documents describing, from the outside in, what a user sees and exactly what happens when they…
Use when the user asks to review or pressure-test a video / content plan BEFORE generating it — triggers include "review my video plan"…
Stage exploration before instruction on complex problems.
Design a professional development session using adult learning principles with active teacher engagement.
Standardizes software project documentation through structured templates, requirement matrices, and best-practice organizational patterns.
Analyzes text for grammatical errors, logical inconsistencies, and stylistic issues to provide precise, actionable improvement suggestions.
Use when a user asks to "proofread", "review and correct", "fix grammar", "improve readability while keeping my voice", and to proofread a…
Evaluates and provides actionable improvements for technical articles using a data-driven 6-dimension scoring framework.
Generates high-density, data-driven technical content and enterprise-grade blog posts in the style of top-tier technology companies.
Show the learner's language learning progress, statistics, mastery levels, streak, and achievements.
Use when targeting Progress in Materials Science or deciding whether a materials-science review fits this venue.
Teaches complex code incrementally by breaking down unfamiliar APIs and architectures into bite-sized, annotated, runnable stages.
Provide graduated assistance from abstract conceptual nudge to concrete procedural step, with reflection required before each escalation.
Use when creating, updating, auditing, or standardizing a repository-level AGENTS.md.
Build ONE self-contained HTML map + runbook ("what this project does and how it is run") for a project, led by a clean visual explainer…
Design a project-based learning brief with a driving question, milestones, and assessment criteria.
Answer questions about the project using the vault's layered memory — Graphify code graphs, the compiled LLM Wiki, then raw files…
Creates core project docs (requirements, architecture, tech stack, patterns catalog).
Analyzes project structure and tech stacks to generate AI-friendly documentation architectures, including AGENTS.md and modular guide files.
Query, explain, create, update, or review authoritative Markdown documentation under this repository's docs/ directory, and perform…