This skill should be used when the user asks to "create a diagram", "draw a flowchart", "visualize the architecture", "show me how X works", "add a diagram to the docs", "create an ASCII diagram", "make a Mermaid chart", or needs visual representation of systems, workflows, data flows, or comparisons. Supports both ASCII (for AI-maintained docs, terminals, code comments) and Mermaid (for rendered markdown).
Guides on building design systems for applications. Use when creating design tokens, component libraries, or when the user asks about design system architecture.
Build searchable knowledge bases from document collections (PDFs, Word, text files). Use for creating technical libraries, standards repositories, research databases, or any large document collection requiring full-text search.
Specialized editor for Whole knowledge architecture - Vietnamese-English bilingual documentation. Use when: (1) Editing content in Whole docs, (2) Expanding domain/function concepts, (3) Adding new concepts with 4-point descriptions, (4) Updating cross-references, (5) Resolving duplicate concepts, (6) Maintaining bilingual format integrity.
This skill should be used when generating lesson summaries for educational content. It extracts key concepts, mental models, patterns, and common mistakes from lesson markdown files using a Socratic extraction process. Use this skill when a lesson file needs a `.summary.md` companion file, or when reviewing/refreshing existing summaries.
Break large documents into smaller, manageable shards with maintained relationships and navigation, improving document usability and maintenance for PRDs, specs, and technical documentation. Use when large documents (>5000 words) need splitting for better maintainability, navigation, or when documentation becomes difficult to navigate.
Synchronizes Cursor Rules (.mdc files in .cursor/rules/) to CLAUDE.md by generating a Rules section with context-efficient descriptions and usage instructions. Use when setting up Cursor Rules for the first time, after adding or modifying rules, or when the Rules section in CLAUDE.md is missing or outdated.
Analyze Context Lake file organization and propose structural changes. Use when asked to run structure cleanup, find misplaced files, identify orphans, archive old content, or merge duplicates.
How to fetch webpages and convert them to markdown to add to your knowledge base
Work with RAG document processing pipeline, embeddings, vector search, and pgvector. Use when working with documents, embeddings, chunking, similarity search, HNSW indexes, or the document processing pipeline.
Apply step-by-step analysis for complex problems with revision capability. Use for multi-step reasoning, hypothesis verification, adaptive planning, problem decomposition, course correction.
Use when needing to retrieve information from past sessions, conversations, or stored knowledge. Triggers on questions that could benefit from historical context including user preferences, past discussions, workflows, coding patterns, or any query where previous session information would be helpful. Activates broadly for retrieval queries.
Sequential thinking and structured problem solving. Break down complex problems into steps with revision and branching capabilities. Use for multi-step analysis, planning, and hypothesis verification.
Provide lesson markdown templates for the AI-Native Robotics Textbook. Use when writing lessons, structuring educational content, or validating lesson format.
This skill should be used when the user asks to "create a skill", "write a skill", "edit a skill", "verify a skill", "test a skill with subagents", or needs guidance on TDD for documentation, skill structure, bulletproofing against rationalization, or Claude Search Optimization.
This skill generates a comprehensive set of Frequently Asked Questions (FAQs) from the course description, course content, learning graphs, concept lists, MicroSims, and glossary terms to help students understand common questions and prepare content for chatbot integration. Use this skill after course description, learning graph, glossary, and at least 30% of chapter content exist.
This skill should be used when reviewing, auditing, or improving existing Claude Code skills to ensure they follow Anthropic best practices, have proper structure, use current domain-specific patterns, and include all necessary resources. It analyzes skill quality, identifies gaps, suggests improvements, and can automatically enhance skills with updated best practices. Trigger terms include review skill, audit skill, improve skill, enhance skill, update skill, check skill quality, skill best practices, fix skill, optimize skill, validate skill structure.
Troubleshooting guide for Claude Code issues. Use when Claude behaves unexpectedly, tools fail, sessions hang, or you need to diagnose problems. Covers diagnostics, common issues, and recovery procedures.
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Learn about Agent Skills - how AI agents use skills, create new skills, and understand skill discovery in real-time. Use when user asks about skills, wants to create a skill, or wants to understand how Claude uses skills.
Use when creating new skills, updating existing skills, or understanding skill structure. Triggers: "create a skill", "write a skill", "new skill for", "skill that does", "how do skills work". Provides complete workflow from concept to deployment with progressive disclosure.
Author and structure effective Agent Skills. Use when creating new skills, refining existing ones, or auditing skill structure and best practices.
Natural language database queries with multi-database support, query optimization, and visual results
