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Facilitate data-driven technical decisions using embedded decision matrices and trade-off analysis. Use when relevant to the task.

Build Claude skills from extracted documentation. Use after doc-scraper/pdf-extractor to generate uploadable skill packages. Use when relevant to the task.

Scrape documentation websites into organized reference files. Use when converting docs sites to searchable references or building Claude skills.

Analyze GitHub repositories for structure, documentation, dependencies, and contribution patterns. Use for codebase understanding and health assessment.

Extract text, tables, and images from PDF files. Use when converting PDF documentation, manuals, or reports to searchable text.

Scrape documentation websites into organized reference files. Use when converting docs sites to searchable references or building Claude skills.

Split large documentation (10K+ pages) into focused sub-skills with intelligent routing. Use for massive doc sites like Godot, AWS, or MSDN.

Validate documentation for unsupported claims, made-up metrics, and unverifiable statements. Use when relevant to the task.

Build Claude skills from extracted documentation. Use after doc-scraper/pdf-extractor to generate uploadable skill packages.

AI-powered enhancement of skill SKILL.md files. Use to transform basic templates into comprehensive, high-quality skill documentation. Use when relevant to the task.

Detects AI-generated writing patterns and suggests authentic alternatives. Auto-applies when reviewing content, editing documents, generating text, or when user mentions writing quality, AI detection, authenticity, or natural voice.

Extract text, tables, and images from PDF files. Use when converting PDF documentation, manuals, or reports to searchable text.

Split large documentation (10K+ pages) into focused sub-skills with intelligent routing. Use for massive doc sites like Godot, AWS, or MSDN. Use when relevant to the task.

AI-powered enhancement of skill SKILL.md files. Use to transform basic templates into comprehensive, high-quality skill documentation.

Merge multiple documentation sources (docs, GitHub, PDF) with conflict detection. Use when combining docs + code for complete skill coverage.

Use this skill when creating new Claude Code skills from scratch, editing existing skills to improve their descriptions or structure, or converting Claude Code sub-agents to skills. This includes designing skill workflows, writing SKILL.md files, organizing supporting files with intention-revealing names, and leveraging CLI tools and Node.js scripting.

Provides score interpretation (< 0.3 good, > 0.5 skip), query optimization, and source naming for query_documents, ingest_file, ingest_data tools. Use this skill when working with RAG, searching documents, ingesting files, saving web content, or handling PDF, HTML, DOCX, TXT, Markdown.

Resume exploration from where previous Claude session left off by readingthe exploration journal (docs/exploration/). Use at start of session whenuser says "continue", "resume", or "pick up where we left off".

Automatically save exploration findings, discoveries, and current state tothe exploration journal (docs/exploration/). Use when making important discoveriesor completing a phase of work. Ensures future Claude sessions can continuewhere this session left off.

Implement test-driven development (TDD) workflow using the red-green-refactor cycle. Use when writing new features, fixing bugs, or refactoring existing code. Always write the failing test first, then implement minimal code to pass, then refactor. Essential for ensuring code reliability, preventing regressions, improving design through testability requirements, documenting expected behavior through tests, enabling confident refactoring, and maintaining high code quality standards throughout the development process.