Generate certification exams for chapters or parts. Extracts concepts first, then generates scenario-based questions. Use "ch X" for chapter, "part X" for part.
Creates comprehensive assessment tools, rubrics, and evaluation materials for student work. Use when the user asks to create rubrics, build assessments, evaluate student learning,…
Formative vs summative, rubric design, authentic assessment, competency-based evaluation, and feedback
Create valid, reliable assessment items across formats (multiple choice, constructed response, performance tasks) following psychometric best practices
Update Atlas TX homepage or education-facing web copy while preserving the current visual system, taxonomy language, and validation workflow.
Vertiefter Skill fuer Dual Use Forschung Hochschule. Fuehrt durch Intake, Rechtsrahmen, Beleglage, Risikoampel, Dokumentation, Freigabe und naechste Schritte im…
Iterative strategy generation and evaluation system. Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check…
Knowledge comic creator supporting multiple styles (Logicomix/Ligne Claire, Ohmsha manga guide). Creates original educational comics with detailed panel layouts and sequential…
Beoordelingshandleiding voor Open-ICT studenten. Gebruik bij het beoordelen, evalueren of geven van feedback op vaardigheden en beroepstaken.
Interactive skill for creating new bible study tools that generate AI-readable commentary data. Guides users through defining practical tasks, setting up proper file structure,…
Maps query single-cell data to reference atlases using scArches transfer learning with scVI and scANVI models.
Implements nested cross-validation and stratified splits for unbiased model evaluation on biomedical datasets.
Builds classification models for omics data using RandomForest, XGBoost, and logistic regression with sklearn-compatible APIs.
Explains machine learning predictions on omics data using SHAP values and LIME for feature attribution. Identifies which genes or features drive classifier decisions.
Analyzes time-to-event data using Kaplan-Meier curves, log-rank tests, and Cox proportional hazards regression with lifelines.
Deep learning-based variant calling with Google DeepVariant. Provides high accuracy for germline SNPs and indels from Illumina, PacBio, and ONT data.
Deep learning-based variant calling with Google DeepVariant. Provides high accuracy for germline SNPs and indels from Illumina, PacBio, and ONT data.
Interaktiver Dokumentationsbegleiter für ein BLL/Abitur-5.-Prüfungsfach-Softwareprojekt auf Basis des realen Repository-Zustands.
Bloom's Taxonomy of Educational Objectives and mastery learning as practical instructional design tools.
Use this after meaningful tasks, reviews, incidents, or repeated observations to decide the smallest durable artifact that should capture the lesson and keep future sessions from…
Drive the Cadence retrospective protocol after a team run. For each observed issue, map to one of the four fix layers (Patterns, Process, Automated gates, Launch) and emit…
Design Canvas LMS assignments using evidence-based learning science principles from the Four Learning Design Pillars.
Audit an entire Canvas LMS course against the Four Learning Design Pillars (Clear Structure, Active Content, Continuous Practice, Intuitive UX).
Generate learning science-backed feedback templates for Canvas assignments. Use when educators need feedback templates for grading, want to create rubric comments, need…
Create personalized study plans from Canvas data. Use for: (1) "Help me plan my week" or similar study requests, (2) Prioritizing assignments by deadline and grade impact, (3)…
Student weekly assignment planner. Shows all due dates, submission status, grades, and peer reviews across all courses.
Cardiovascular fitness assessment and prescription for physical education. Covers VO2max, the Cooper 12-minute run, target heart rate zones, the FITT framework (Frequency,…
Aide à créer ou améliorer un CV structuré, percutant et adapté au poste visé. À utiliser quand l'utilisateur veut rédiger, refaire ou optimiser son CV.
Design educational carousel posts for Instagram and LinkedIn that inform and engage
Design a structured case-control study framework with explicit source population logic, control selection rules, matching decisions, exposure measurement planning, and…
Writes compelling customer success stories with measurable results. Use when the user asks about case studies, success stories, customer stories, client wins, testimonials, or…
Effective classroom communication for parent partnerships, student feedback, and inclusive documentation
Coaching as teaching — John Wooden's Pyramid of Success, practice design, feedback quality, instructional economy, and the craft of deliberate skill development.
Educational code development skill that teaches programming concepts while building applications. Use when the user wants to learn how code works, understand programming concepts,…
Assess code maintainability through 5 foundational qualities (cohesion, coupling, encapsulation, testability, non-redundancy) with quantifiable scoring rubrics.
Provides quantitative rubrics and criteria for scoring code quality on a 1-10 scale. Use when reviewing code, performing code audits, establishing quality baselines, comparing…
Sweller's Cognitive Load Theory (CLT) for agents writing skill content, designing prompts, building UI/dashboards, and authoring documentation.
Computational thinking as a problem-solving discipline independent of programming languages. Covers the four pillars (decomposition, pattern recognition, abstraction, algorithm…
Design progressive concept scaffolding with cognitive load management. Use when breaking down complex concepts into learnable steps for educational content.
Facilitate structured post-incident reviews to identify root causes, document what worked and failed, and produce
Generate optimized conference schedules using Google OR-Tools CP-SAT solver. Use when the user needs to create conference schedules from CSV data with constraints like speaker…
Piaget's constructivism, schema theory, and cognitive development as practical tools for curriculum design.
Takes the active conversation as reference to understand how a skill can be created, with all the lessons learned from the users need in the conversation.
Respond to CEU or professional credit inquiries. Use when a learner asks whether a course qualifies for continuing education credits.
Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Develop and maintain Convex backend functions including queries, mutations, and actions. Use when working with database operations, authentication, game management, scoring logic,…
Audit an Anthropic Cookbook notebook based on a rubric. Use whenever a notebook review or audit is requested.
Detect when the user is correcting your behavior and persist the lesson to `AGENTS.md` / `USER.md` so future sessions don't repeat the mistake.
Generate complete self-paced course content — modules, exercises, projects, and assessments from a topic description
Design educational courses and curriculum with learning objectives and assessments
Advise on course difficulty and prerequisites. Use when a customer is unsure about the level or required knowledge.
Help and navigation for Claude Code Course. Use when: user asks about the course, lessons, or progress. Triggers: "help", "course help", "what lessons", "my progress".
Handle course registration, add/drop, waitlists, overrides, withdrawals, and schedule surgery without becoming a victim of the registrar calendar.
Tracks enrolled course progress, completion percentages, certificate status, and upcoming assignment deadlines on Coursera via Playwright with Chrome cookie session.
Use when the user wants to learn a topic deeply — asks for a curriculum, learning path, self-study plan, study guide, syllabus, or says teach me X.
Calculate objective mastery rates, analyze performance distributions, identify achievement gaps, and generate learning analytics dashboards.
Design assessment blueprints mapping learning objectives to valid assessment types and create detailed rubrics with performance criteria.