GitHub
layer-definitions
Provide L1-L5 pedagogy layer reference for the AI-Native Robotics Textbook. Use when assigning layers to content, understanding layer requirements, or validating layer progression.
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research academic AI Skills
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GitHub
constitution-reader
Read and summarize constitution principles for the AI-Native Robotics Textbook project. Use when checking project rules, validating compliance, or understanding constraints.
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GitHub
quality-reviewer
Deep code quality review with web research. Use when user explicitly requests verification against latest docs ('double check against latest', 'verify versions', 'check security'), needs deeper analysis beyond...
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GitHub
academic-writing-cs
Comprehensive toolkit for writing high-quality computer science research papers (conference, journal, thesis). Provides narrative construction guidance, sentence-level clarity principles (Gopen & Swan), academi...
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GitHub
doc-validation-framework
Expert methodology for systematically validating the quality, accuracy, and freshness of any technical document. Use when user requests document validation, checklist generation, documentation quality assurance...
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GitHub
experiment-analyzer
Analyze completed growth experiment results, validate hypotheses, generate insights, and suggest follow-up experiments. Use when experiments are completed, when the user asks about results or learnings, or when...
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GitHub
learning-graph-generator
Generates a comprehensive learning graph from a course description, including 200 concepts with dependencies, taxonomy categorization, and quality validation reports. Use this when the user wants to create a st...
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GitHub
chapter-content-generator
This skill generates comprehensive chapter content for intelligent textbooks after the book-chapter-generator skill has created the chapter structure. Use this skill when a chapter index.md file exists with tit...
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GitHub
glossary-generator
This skill automatically generates a comprehensive glossary of terms from a learning graph's concept list, ensuring each definition follows ISO 11179 metadata registry standards (precise, concise, distinct, non...
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GitHub
deep-reading-framework
Three-pass critical reading framework for systematic document analysis. Supports tech blogs, retrospectives, technical documentation, personal writing, and academic papers. Primary focus on Third Pass critical...
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GitHub
using-web-search
Use when researching best practices, tutorials, and expert opinions using WebSearch and WebFetch tools - assesses source authority and recency to synthesize findings with citations
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GitHub
research-orchestrator
Coordinates academic research workflow - delegates analysis, correlation, writing, and review tasks to specialist agents
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GitHub
architecture-review
Peer review architecture for quality, risks, and optimization opportunities. Analyzes scalability bottlenecks, security vulnerabilities, performance optimization, technology fit, and provides prioritized recomm...
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GitHub
academic-researcher
Extracts structured data from cybersecurity fatigue research papers and calculates statistical correlations
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GitHub
learning-feasibility-study
Assess technical, financial, operational, and organizational feasibility of learning projects including resource requirements, budget, timeline, and risk analysis. Use when evaluating project viability before c...
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GitHub
content-optimization
Optimize content for SEO, engagement, and conversion across multiple platforms. Analyzes content structure, readability, keyword density, and provides actionable recommendations for blog posts, landing pages, s...
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GitHub
content-auditor
This skill should be used when users need to evaluate course content, workshop materials, or training programs against a set of evaluation criteria (such as ICP-BAF learning outcomes). The skill audits content...
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GitHub
curriculum-review-accessibility
Validate WCAG 2.1 compliance, screen reader compatibility, and Universal Design for Learning (UDL) principles implementation throughout curriculum materials. Use when checking accessibility, validating UDL, or...
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GitHub
learning-research-designer
research-designer for evidence-based learning research and evaluation.
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GitHub
tracking-research-gaps
Manages research gaps and needed information. Use when user says 'show research gaps', 'what research do I need', 'track research needs', or after drafting chapters that contain [RESEARCH: ...] markers.
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GitHub
curriculum-review-pedagogy
Verify constructive alignment between objectives, activities, and assessments; validate instructional design quality and learning science principles. Use when reviewing curriculum quality, checking alignment, o...
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GitHub
standards-gap-analysis
Identify which standards are covered vs. missing, analyze depth of coverage for each standard, prioritize uncovered standards, and recommend content to fill gaps. Use when auditing curriculum coverage. Activate...
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GitHub
curriculum-review-bias
Identify and eliminate bias, stereotypes, and non-inclusive language; ensure cultural responsiveness and equity throughout curriculum materials. Use when checking for bias, reviewing inclusivity, or ensuring eq...
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GitHub
critical-feedback
This skill enables honest, pressure-tested feedback on ideas, decisions, and proposals. Use this skill when prompted for an opinion on whether something is a good idea, should be done, or what to think about an...
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