Education AI Skills

从 references/quiz_bank.json 抽取本章题目并按标准答案判分，支持选择、主观、画图、填空、判断、代码； 主观题按 keywords 要点覆盖判分，连续错两次提供提示/跳过/归档。禁止现场编题。用于阶段检查或模考。

Student weekly assignment planner for Canvas LMS. Shows all due dates, submission status, grades, and peer reviews across all courses. Use when a student says "what's due", "plan my week", "weekly…

Design purposeful classroom activities, inquiry tasks, discussion prompts, questioning chains, group work, experiments, demos, warm-ups, exit tickets, peer instruction, and interactive learning…

Convert FIRE analysis cards, Chinese knowledge notes, or project-note JSON into validated EPUB books with directory cards, chapter cards, keyword index cards, backlinks, and GitHub-shareable ebook…

Generates an interactive diagram MicroSim with numbered callout markers or rectangular zones over a scientific illustration, supporting explore, quiz, and edit modes. Use for anatomy diagrams, labeled…

Write, restructure, classify, and review documentation with the Diataxis framework. Use when the user asks to create, improve, audit, or reorganize documentation of any kind: knowledge bases, help…

Predict genome-wide functional genomics tracks from DNA sequence with Borzoi (Linder 2025) — a sequence-to-function model outputting RNA-seq, CAGE, ATAC, and ChIP coverage across long context, used to…

Observational cosmology from Hubble's law to the CMB. Covers redshift, Hubble expansion, the cosmological parameters, the cosmic microwave background, large-scale structure, galaxy rotation curves and…

Use this skill as the main entry point whenever the user wants to build, plan, or evolve an interactive teaching website / course microsite / workshop landing page — from a blank slate, from existing…

Manage the risks of redesigns when users have built up exposure-based preference for the existing design. Use when planning a major redesign, evaluating user backlash to changes, deciding between…

Design onboarding experiences that help users build accurate mental models of AI capabilities, set expectations, and discover features progressively. Use when: AI onboarding, progressive disclosure…

Masterclass lecturing — one continuous explanation carried by slides, with dense pages, long narration that builds an argument across several real cases, and checkpoints that are rare and deliberate.…

Generate user demand research reports from real user feedback. Scrape and analyze feature requests, complaints, and questions from Reddit, X, GitHub, YouTube, LinkedIn, and Amazon. Use when user wants…

Manage harness learning subsystem (status/apply/rollback/disable) OR create a harness via natural-language analysis (Context-First Discovery + name derivation + approval gate)

AI Engineering from Scratch 课程的一次性入门流程（523 节课、20 个阶段）。访谈学习者、 运行分级测验，并写入由 learn skill 驱动的持久学习计划 LEARNING.md。触发短语： “开始学习”、“设置课程”、“开始课程”、“带我入门”、“创建学习计划”，或 "start learning", "set up the course", "begin…

Use this skill to migrate course catalog data from external sources (CSV, PDF, website) and bulk-create Learning and LearningCourse records in Education Cloud. Triggers when a user wants to import…

Running closed and open betas that produce real signal. Beta participant selection, structured feedback collection, beta-to-GA decision criteria, and the difference between soft-launch (no structure,…

Script a multi-turn tutoring dialogue with branching responses for anticipated student difficulties. Use when designing AI tutors, chatbot interactions, or structured one-to-one support scripts.

考前复盘已记录错题与概念疑难：重做原题、复述疑难、更新已订正/已回顾/待回顾状态，并形成最后扫雷清单。 进入最终复习阶段或用户要求复盘、查漏补缺时使用。

Design classroom management and differentiated support plans for real teaching constraints. Use this skill whenever the user mentions 学情复杂, 基础薄弱, 两极分化, 分层教学, 培优补差, 注意力不集中, 课堂纪律, 大班教学, 小组分工, 课堂管理,…

Enables rich interactive UI components in chat responses. When presenting questions that require structured input (multiple choice, true/false, forms), embed interactive blocks that compatible clients…

Feynman Technique for deep learning—explain a concept simply, identify gaps, fill them, then refine. Use when learning something new, testing understanding, or preparing to teach.

Generates a LinkedIn post announcing an intelligent textbook milestone by pulling book metrics, chapter count, and key statistics. Use when announcing textbook completion or major content milestones…

Draft, rewrite, or audit Chinese CSDN-style technical articles using a specific long-form teaching structure: a plain-text overall title, Markdown headings for section levels, dense natural…

Documentation standards and best practices for code changes. Use when writing or reviewing documentation, adding public APIs, making user-facing changes, or checking documentation quality. Triggers…

用于处理中国法学作业的格式调整。当用户需要创建或修改法学作业 Word 文档，特别是涉及脚注格式、法律文件引用格式、标题格式调整、目录生成/修复时使用此 skill。必须先询问并确认姓名、学号、课程模板等个人/课程信息；不得默认填入维护者或示例个人信息。触发词：作业格式、Word格式、脚注格式、标题对齐、段落格式、目录、TOC、法学作业。

Research, structure, draft, and verify source-grounded literature reviews, surveys, and related-work syntheses. Use for mapping a research area, comparing model or method lineages, reconstructing…

Strategic context architect specializing in lean personas, product vision, and scope contextualization. Refuses solutions before WHO/WHY/WHICH-problem framing is established.

Guides leaders through the ethical and strategic complexities of balancing multiple stakeholder interests during AI adoption, from employees and customers to society at large. Provides frameworks for…

Use this skill when you need to verify cross-file data/asset consistency in a content-driven site — not "does it render?" (that's `web-visual-verification`) but "do the data, files, and references all…

Workshop, training, and onboarding decks. Approachable, instructional, scaffolded. Use when the user asks for 'training deck', 'workshop', 'onboarding deck', 'L&D', 'tutorial', 'how-to deck',…

Multi-room AI classroom where all students see AI responses simultaneously, with per-room subject focus (math, science, code, general). Use for shared-broadcast educational settings.

Mentor and route ambiguous, multistage or resumed radiology research; tutoring defaults to read-only. CN: 总控、课题导航、下一步

Use this skill to configure Education Cloud domains (Student Success, Recruitment & Admissions, Academic Operations, Alumni Relations, Student Management, or Mentoring) through conversational setup.…

Interpret learning analytics data and translate dashboard findings into actionable teaching decisions. Use when reviewing LMS data, quiz patterns, or engagement metrics.

Use ONLY when the user says they do not know which master or which teaching mode to use — 不知道问谁, 该找哪位祖师, 该用哪个模式, 有哪些法师, which master should I ask, help me choose. This is a router, not a teacher: it…

Complete UI/UX design capability — a wiki-style knowledge map of design theory (UX laws, Nielsen heuristics, usability, visual hierarchy, typography, contrast/WCAG, design systems,…

将已经讲完但尚未完成阶段门禁的一个章节整理成强类型教材清单，并在视觉模式下编译为公式可读、图片可见、知识点与全部对应例题逐项精讲的自包含 HTML/PDF。结构化工作区准备阶段完成证据、用户说 Markdown 公式仍是 raw LaTeX、图片缺失、要含课件/作业/Quiz/模拟考试题及答案的零基础讲义，或要求打印版时使用。

Use this skill whenever the user is learning computer networking, computer networks, TCP/IP, OSI, subnetting, routing, switching, DNS, HTTP, TCP, UDP, DHCP, TLS, NAT, congestion control, network…

Use ao pedir quiz, teste, prova, simulado, questões de múltipla escolha, mini-desafio, gabarito, “me testa sobre X”, “gera um quiz de X” ou uma avaliação sobre um assunto, em um nível ou numa faixa de…

Create fables that embody paradoxical wisdom without resolving into simple morals. Use when exploring tensions that can't be resolved, when you need narrative forms that bypass analytical defenses, or…

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user…

Generates a 13-slide LinkedIn carousel (a "document post" — PPTX/PDF) that showcases an intelligent textbook's key features, with real screenshots, mascot art, and metrics pulled from the project. Use…

Practical naked-eye and binocular sky observing. Covers dark adaptation, limiting magnitude, constellation recognition, star hopping, the messier and Caldwell catalogs accessible without a telescope,…

Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy…

Break down shell commands and one-liners into plain-English explanations — powered by explainshell.com

Design metacognitive checkpoints that prevent AI-assisted learning from bypassing genuine understanding. Use when students use AI tools and may overestimate their own comprehension.

按章节惰性加载授课：每次只读当前阶段的一个 wiki 章节，用生活隐喻讲概念、解剖公式；重点题固定走 题面图→问题→读图量→公式→演算→答案详解→溯源七步，画图题先运行算法。用于讲懂当前章或老师勾出的重点题。

Use this skill whenever the user wants visual learning for computer organization, data representation, two's complement, floating point, cache mapping, memory hierarchy, instruction format, CPU…

Train, imitate, evaluate, and deploy robot policies with NVIDIA Isaac Lab.

Guide through problems with questions, not answers using Socratic teaching style. Use when asked to teach, explain concepts through discovery, help learn, or guide understanding without giving direct…