7. Writing & Documentation

Provides development principles, guidelines, and VibeCoder guidance for safe coding and diff-aware editing practices.

Generates technical documentation files including NotebookLM YAML and slide content upon request.

Generates essential project workflow documentation including CLAUDE.md, AGENTS.md, and Plans.md for new project initialization.

Generates and maintains minimal agent documentation (AGENTS.md, CLAUDE.md) by guiding local skill discovery and enforcing concise style.

Guides users through structured co-authoring workflows for technical documentation, enabling efficient context transfer, iterative refinement, and reader verification.

Generates user-facing copy adhering to Sentry's brand guidelines, including Plain Speech and Sentry Voice tones for UI, documentation, and marketing content.

Creates and structures agent skill documentation for SKILL.md files in OpenCode and Claude environments.

Creates clear and engaging technical content including documentation, tutorials, and blog posts based on real-world experience.

Creates clear, actionable bug reports that accelerate resolution and standardize team communication.

Generates hierarchical AGENTS.md documentation for codebases to support AI agent development and context setup for AI coding assistants.

Generates clear, well-structured markdown documents for algorithms, system design, and technical guides including READMEs and code documentation.

Checks .meta.yml and .dvc files for spelling errors using codespell to maintain metadata documentation quality.

Condenses responses by removing bloat, filler, and unnecessary elements to deliver direct, efficient communication.

Transforms project briefs into detailed, testable specifications using spec-driven development methodology.

Detects and flags AI-generated content markers in documentation and prose to improve writing quality and remove AI artifacts.

Extracts writing style patterns from exemplar text to create consistent style profiles for documentation and content creation.

Generates human-quality technical documentation, including new content creation and remediation of AI-generated drafts with style consistency.

Defines communication guidelines for agents to produce concise, scannable, and actionable outputs based on Matt Pocock's planning principles.

Crafts optimized prompts for AI systems, including system prompts and agent instructions, to enhance LLM performance and output quality.

Generates and maintains CLAUDE.md documentation for module additions, pattern explanations, and correction of recurring agent errors.

Documents strategic architectural decisions and lessons learned in a structured JSONL format for team knowledge sharing.

Guides users in creating or updating Claude skills to extend capabilities with specialized knowledge, workflows, or tool integrations.

Generates and maintains API contract documentation from JSON schemas, ensuring accurate and up-to-date API specifications.

Crafts optimized AI worker prompts using Claude 4 best practices to enhance clarity and task execution effectiveness.