7. Writing & Documentation

Edits and refines scientific manuscripts to improve clarity, structure, and argumentation for journal submissions and academic publishing.

Generates concise product requirement documents (PRDs) and one-pagers for feature proposals, stakeholder alignment, and project scoping.

Architects and reviews academic career documents including research statements, teaching philosophies, diversity statements, and CVs for faculty applications and professional advancement.

Transforms data and analysis into tailored narratives for executives, non-technical audiences, and customers through persuasive communication strategies.

Assists in writing and reviewing NIH, NSF, and foundation grant proposals, ensuring compliance, fundability, and reviewer-friendly structure.

Documents architectural decisions with context, rationale, and consequences for team alignment and future reference.

Guides users in writing new pieces, revising drafts, and applying expert techniques to improve clarity, structure, and impact.

Automates technical documentation generation by analyzing codebases, detecting patterns, and creating diagrams for clarity and completeness.

Provides templates, standards, and best practices for writing clear, comprehensive technical documentation.

Delivers comprehensive technical documentation for Chinese developers on project localization, environment configuration, and bilingual (Chinese-English) development workflows.

Automatically fetches the latest API, library, and configuration documentation to support code generation and development tasks without requiring explicit user requests.

Creates machine learning project requirements documents (PRDs) through conversational interaction.

A guide to creating and updating Claude Skills that extend capabilities through specialized knowledge, workflows, and tool integrations.

Generates comprehensive feature design documents outlining requirements, architecture, and user interface specifications for software development.

Searches and analyzes Elastic documentation, including coherence checks, inconsistencies, and structure analysis via a remote MCP server.

Automatically updates documentation files (README.md, CLAUDE.md, assistant-knowledge.ts) based on code changes, halting if git status is dirty.

Compresses technical documentation while preserving execution equivalence via validation-driven methods to ensure functional correctness.

Guides proper formatting of Claude-facing documentation with line wrapping and YAML multi-line syntax requirements.

Provides technical references for Obsidian, including API details, manifest rules, file formats, and UI/UX guidelines.

Generates structured technical documentation guides following BookStore conventions and DocFX integration for new or updated documentation.

Generates or updates AGENTS.md files with structured AI assistant guidance, skill references, and project documentation best practices.

Structures outputs into predefined deliverable formats based on intent, such as SOPs, roadmaps, and assessments, using context-aware schema selection.

Generates table of contents, validates book frontmatter metadata, and explores content structure for efficient documentation management.

Provides comprehensive content reviews for clarity, generates targeted questions, and checks alignment with objectives. Triggers on specific review commands.