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Auto-generate JSDoc, docstrings, README files, and API documentation.

Use this skill whenever writing any document - plans, proposals, docs, documentation, brainstorm docs, notes, guides, specs, designs, READMEs, or any markdown file output.

You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate API docs, architecture diagrams, user guides, and technical references using AI-powered analysis and industry best practices.

This skill should be used when verifying documentation claims against codebase reality. Triggers on "audit docs", "verify documentation", "check docs", "docs accurate", "documentation drift", "before release", "after refactor", "docs don't match". Uses two-pass extraction with pattern expansion for comprehensive detection.

Documentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.

This skill should be used when the user asks to "coordinate document writing", "manage doc writers", "create a design document with multiple writers", "orchestrate documentation", "delegate doc sections", "cos for documentation", "chief of staff for docs", or needs to break a large document into sections and delegate writing to multiple agents via VibeKanban.

Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.

Knowledge of documentation platforms and fetching strategies. Use when adding new documentation sources, determining fetch strategy for a docs site, detecting doc frameworks, or configuring the docs registry.

Navigate hierarchical ai-docs indexes to find documentation. Check local docs FIRST for speed and curated context before web searching. Covers Claude Code, BAML, MCP, and other tracked libraries.

Create and organize public documentation pages using Fumadocs. Use when building new documentation pages or organizing existing ones.

Maintains documentation files (README.md, .claude/claude.md, .claude/agent.md, API docs) for Unite-Hub. Ensures docs stay in sync with codebase changes. Uses Haiku model for cost-effective documentation generation.

Creates comprehensive technical documentation from existing